Mercurial > repos > iuc > liana_plot
changeset 0:8b9b8d358883 draft default tip
planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/main/tools/liana commit 8dc656081d3147b402485bd25affe05a22e5194e
| author | iuc |
|---|---|
| date | Tue, 10 Mar 2026 13:41:01 +0000 |
| parents | |
| children | |
| files | README.md macros.xml plot.xml test-data/consensus.tsv test-data/liana-db/consensus/consensus.tsv test-data/liana_resources.loc test-data/ortholog_map.tsv test-data/resources_list.txt tool-data/liana_resources.loc.sample tool_data_table_conf.xml.sample tool_data_table_conf.xml.test |
| diffstat | 11 files changed, 10457 insertions(+), 0 deletions(-) [+] |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/README.md Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,116 @@ +LIANA+ +====== + +Galaxy tools for [LIANA+](https://liana-py.readthedocs.io/), a framework for cell-cell communication analysis. + +## Tools + +### 1. Single Cell Methods (`single_cell.xml`) + +Ligand-receptor inference methods for single-cell data. + +Method | Description +--- | --- +`cellchat` | CellChat ligand-receptor method +`cellphonedb` | CellPhoneDB ligand-receptor method +`connectome` | Connectome ligand-receptor method +`logfc` | Log fold change ligand-receptor method +`natmi` | NATMI ligand-receptor method +`singlecellsignalr` | SingleCellSignalR ligand-receptor method +`geometric_mean` | Geometric mean ligand-receptor method +`rank_aggregate` | Aggregate rankings from multiple methods + +### 2. Spatial Methods (`spatial.xml`) + +Spatial ligand-receptor analysis using bivariate metrics. + +Method | Description +--- | --- +`bivariate` | Bivariate local spatial metrics for ligand-receptor analysis + +#### Bivariate Metrics + +**Local metrics:** + +Metric | Description +--- | --- +`cosine` | Weighted cosine similarity +`jaccard` | Weighted Jaccard similarity +`pearson` | Weighted Pearson correlation +`spearman` | Weighted Spearman correlation +`masked_spearman` | Masked and weighted Spearman correlation +`product` | Simple weighted product +`norm_product` | Normalized weighted product +`morans` | Moran's R + +**Global metrics:** + +Metric | Description +--- | --- +`morans` | Moran's I (global spatial autocorrelation) +`lee` | Lee's L (bivariate spatial association) + +### 3. Spatial Relationships (`spatial_relationships.xml`) + +Multi-view spatial modelling with MISTy. + +Method | Description +--- | --- +`genericMistyData` | Generic MISTy multi-view modelling +`lrMistyData` | Ligand-receptor MISTy modelling + +#### MISTy Models + +Model | Description +--- | --- +`RandomForestModel` | Random Forest (uses out-of-bag predictions) +`LinearModel` | Linear regression (uses cross-validation) +`RobustLinearModel` | Robust linear regression + +#### Kernel Functions + +Kernel | Description +--- | --- +`misty_rbf` | MISTy RBF kernel (Gaussian derivative) +`gaussian` | Gaussian kernel +`exponential` | Exponential kernel +`linear` | Linear kernel + +### 4. Plotting (`plot.xml`) + +Visualization tools for LIANA results. + +Method | Description +--- | --- +`dotplot` | Dot plot of ligand-receptor interactions +`tileplot` | Tile plot of interactions +`connectivity` | Spatial connectivity visualization + +### 5. Available Resources + +Built-in ligand-receptor resources from `li.resource.show_resources()`: + +- `consensus` (default) +- `baccin2019` +- `cellcall` +- `cellchatdb` +- `cellinker` +- `cellphonedb` +- `celltalkdb` +- `connectomedb2020` +- `embrace` +- `guide2pharma` +- `hpmr` +- `icellnet` +- `italk` +- `kirouac2010` +- `lrdb` +- `mouseconsensus` +- `ramilowski2015` + +## References + +- Dimitrov, D., Türei, D., Garrido-Rodriguez, M. et al. Comparison of methods and resources for cell-cell communication inference from single-cell RNA-Seq data. Nat Commun 13, 3224 (2022). https://doi.org/10.1038/s41467-022-30755-0 +- Tanevski, J., Flores, R.O.R., Gabor, A. et al. Explainable multiview framework for dissecting spatial relationships from highly multiplexed data. Genome Biol 23, 97 (2022). +- [LIANA+ Documentation](https://liana-py.readthedocs.io/) +- [LIANA+ GitHub](https://github.com/saezlab/liana-py)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros.xml Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,460 @@ +<macros> + <token name="@TOOL_VERSION@">1.7.1</token> + <token name="@VERSION_SUFFIX@">0</token> + <token name="@PROFILE@">25.0</token> + <xml name="requirements"> + <requirements> + <!-- Pin the version of anndata and pandas to avoid breaks in saving the h5ad macros --> + <requirement type="package" version="@TOOL_VERSION@">liana</requirement> + <requirement type="package" version="0.10.7">anndata</requirement> + <requirement type="package" version="1.9.6">scanpy</requirement> + <requirement type="package" version="2.1.4">pandas</requirement> + </requirements> + </xml> + <xml name="bio_tools"> + <xrefs> + <xref type="bio.tools">liana</xref> + </xrefs> + </xml> + <xml name="creators"> + <creator> + <person givenName="Khaled" familyName="Jum'ah" url="https://github.com/khaled196" /> + <person givenName="Katarzyna" familyName="Kamieniecka" url="https://github.com/kkamieniecka" /> + <person givenName="Pavankumar" familyName="Videm" url="https://github.com/pavanvidem" /> + <person givenName="Krzysztof" familyName="Poterlowicz" url="https://github.com/poterlowicz-lab" /> + <organization name="poterlowicz-lab" url="https://github.com/poterlowicz-lab" /> + </creator> + </xml> + <xml name="citations"> + <citations> + <citation type="doi">10.1038/s41556-024-01469-w</citation> + </citations> + </xml> + + <!-- param macros --> + <xml name="sanitize_query" token_validinitial="string.printable"> + <sanitizer> + <valid initial="@VALIDINITIAL@"> + <remove value="'"/> + </valid> + </sanitizer> + </xml> + <xml name="inputs_anndata"> + <param name="adata" type="data" format="h5ad" label="Annotated data matrix"/> + </xml> + <xml name="inputs_common_advanced"> + <section name="advanced_common" title="Advanced Options" expanded="false"> + <param name="show_log" type="boolean" checked="false" label="Output Log?"/> + </section> + </xml> + <xml name="anndata_outputs"> + <data name="anndata_out" format="h5ad" from_work_dir="anndata.h5ad" label="${tool.name} (${method.method}) on ${on_string}: Annotated data matrix"> + </data> + <data name="hidden_output" format="txt" label="Log file" > + <filter>advanced_common['show_log']</filter> + </data> + </xml> + + <!-- Liana-specific parameter macros --> + <xml name="param_groupby"> + <param argument="groupby" type="text" value="" optional="false" label="Group By" help="Key to be used for grouping"> + <expand macro="sanitize_query"/> + <validator type="empty_field" message="Please provide a valid groupby key (required)"/> + </param> + </xml> + <!-- Simple resource name parameter --> + <xml name="param_resource_name"> + <param argument="resource_name" type="select" label="Ligand-receptor database" help="Built-in database of ligand-receptor pair annotations"> + <option value="consensus" selected="true">consensus - Combined databases (recommended)</option> + <option value="cellchatdb">CellChat database</option> + <option value="cellphonedb">CellPhoneDB database</option> + <option value="connectomedb2020">Connectome database</option> + <option value="baccin2019">Baccin et al. 2019</option> + <option value="cellcall">CellCall</option> + <option value="cellinker">CellInker</option> + <option value="celltalkdb">CellTalkDB</option> + <option value="embrace">EMBRACE</option> + <option value="guide2pharma">Guide to Pharmacology</option> + <option value="hpmr">Human Protein-Protein Interactions</option> + <option value="icellnet">iCellNet</option> + <option value="italk">iTALK</option> + <option value="kirouac2010">Kirouac et al. 2010</option> + <option value="lrdb">LRDB</option> + <option value="mouseconsensus">mouseconsensus - Mouse data</option> + <option value="ramilowski2015">Ramilowski et al. 2015</option> + </param> + </xml> + <!-- Resource selection with hierarchy: interactions > resource > resource_name --> + <xml name="param_return_all_lrs"> + <param argument="return_all_lrs" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Return all interactions" help="If enabled: include all L-R pairs from database even if they fail expression filter. If disabled: return only pairs meeting expr_prop threshold."/> + </xml> + <xml name="param_key_added"> + <param argument="key_added" type="text" value="liana_res" label="Results key in adata.uns" help="Key in adata.uns where results will be stored. Default: 'liana_res'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_use_raw"> + <param argument="use_raw" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Use raw counts" help="If enabled: use adata.raw.X (raw/unprocessed counts). If disabled: use adata.X (processed/normalized expression). Default: enabled."/> + </xml> + <xml name="param_layer"> + <param argument="layer" type="text" value="" optional="true" label="Layer in adata" help="Specific layer in adata.layers to use (e.g., 'log1p', 'scaled', 'raw'). If empty: uses adata.X."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_de_method"> + <param argument="de_method" type="select" label="Differential expression test" help="Statistical method for rank_genes_groups (1-vs-Rest). t-test: parametric; wilcoxon: non-parametric, robust; logreg: logistic regression. Default: t-test."> + <option value="t-test" selected="true">t-test (default)</option> + <option value="t-test_overestim_var">t-test with variance correction</option> + <option value="wilcoxon">Wilcoxon rank-sum (non-parametric)</option> + <option value="logreg">Logistic regression</option> + </param> + </xml> + <xml name="param_n_perms"> + <param argument="n_perms" type="integer" value="1000" min="0" optional="true" label="Permutation test iterations" help="Number of random permutations for statistical significance (CellPhoneDB, etc.). Default: 1000. Set to 0 to skip permutation testing."/> + </xml> + <xml name="param_seed"> + <param argument="seed" type="integer" value="1337" label="Random seed for reproducibility" help=""/> + </xml> + <xml name="param_base"> + <param argument="base" type="float" value="2.718281828459045" optional="true" label="Log transformation base" help="Base for reversing log-transformation of expression values. Default: e (2.718). Use 2 for log2 or 10 for log10 data."/> + </xml> + <xml name="param_supp_columns"> + <param argument="supp_columns" type="text" value="" optional="true" label="Additional columns to be added" help="From any of the methods implemented in liana , or any of the columns returned by scanpy, each starting with ligand_* or receptor_*. For example, ['ligand_pvals', 'receptor_pvals']"/> + </xml> + + <!-- Grouped parameter macros for cleaner code --> + <xml name="params_common_basic"> + <expand macro="param_groupby"/> + <expand macro="param_resource_selection"/> + <param argument="expr_prop" type="float" value="0.1" min="0" max="1" label="Minimum expression proportion" help="Minimum expression proportion for the ligands and receptors (+ their subunits) in the corresponding cell identities. Set to 0 to return unfiltered results"/> + <param argument="min_cells" type="integer" value="5" min="1" label="Minimum cells" help="Minimum number of cells per cell identity to be considered for downstream analysis. Default: 5."/> + </xml> + <xml name="params_common_output"> + <expand macro="param_return_all_lrs"/> + <expand macro="param_key_added"/> + <expand macro="param_layer"/> + </xml> + <!-- Combined common params for methods without permutations --> + <xml name="params_lr_method_basic"> + <expand macro="params_common_basic"/> + <expand macro="params_common_output"/> + <expand macro="param_supp_columns"/> + <expand macro="param_de_method"/> + <expand macro="param_seed"/> + </xml> + <!-- Combined common params for methods with permutations --> + <xml name="params_lr_method_with_perms"> + <expand macro="params_common_basic"/> + <expand macro="params_common_output"/> + <expand macro="param_supp_columns"/> + <expand macro="param_de_method"/> + <expand macro="param_n_perms"/> + <expand macro="param_seed"/> + </xml> + + <!-- Spatial-specific parameter macros --> + <xml name="param_spatial_key"> + <param argument="spatial_key" type="text" value="spatial" label="Spatial coordinates key" help="The key in adata.obsm where the spatial coordinates are stored"> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_nz_threshold"> + <param argument="nz_threshold" type="float" value="0.1" min="0" max="1" label="Non-zero threshold for views" help=""/> + </xml> + <xml name="param_set_diag"> + <param argument="set_diag" type="boolean" truevalue="True" falsevalue="False" checked="true" label=" Set the diagonal of the connectivity matrix to 1" help=""/> + </xml> + <xml name="param_kernel"> + <param argument="kernel" type="select" label="Radial basis function kernel" value="@DEFAULT_KERNEL@" help="Used for the generation of the connectivity matrix for the paraview"> + <option value="misty_rbf">misty_rbf - MISTy RBF (default)</option> + <option value="gaussian">gaussian - Gaussian kernel</option> + <option value="exponential">exponential - Exponential decay</option> + <option value="linear">linear - Inverse distance</option> + </param> + </xml> + <xml name="param_bandwidth"> + <param argument="bandwidth" type="float" value="100" min="0" label="Kernel bandwidth" help=""/> + </xml> + <xml name="param_zoi"> + <param argument="zoi" type="float" value="0" min="0" label="Kernel Zone of indifference" help=""/> + </xml> + <xml name="param_cutoff"> + <param argument="cutoff" type="float" value="0.1" min="0" max="1" label="Connectivity matrix cutoff" help=""/> + </xml> + <xml name="param_model"> + <param argument="model" type="select" label="MISTy prediction model" help="Statistical model for feature importance ranking"> + <option value="RandomForestModel" selected="true">RandomForestModel (default)</option> + <option value="LinearModel">LinearModel</option> + <option value="RobustLinearModel">RobustLinearModel</option> + </param> + </xml> + <xml name="param_bypass_intra"> + <param argument="bypass_intra" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Exclude intra-view from training" help=""/> + </xml> + <xml name="param_resource_selection"> + <conditional name="resource_selection"> + <param name="resource_type" type="select" label="Interaction source" help="Priority: interactions list > custom file > built-in database. Choose based on whether you have custom L-R pairs or want to use pre-defined resources."> + <option value="resource_name" selected="true">Use built-in database</option> + <option value="resource">Upload custom resource file</option> + <option value="interactions">Enter specific interaction pairs</option> + </param> + <when value="resource_name"> + <conditional name="resource_api_cached"> + <param name="resource_source_selector" type="select" label="Resource source" help="Use cached resources from this Galaxy server (installed via Data Manager) for fast offline access, or download from LIANA API."> + <option value="builtin">Download from LIANA API</option> + <option value="cached" selected="true">Cached on server (from Data Manager)</option> + </param> + <when value="cached"> + <param name="resource_cached" type="select" label="Ligand-receptor database (cached)" help="Select from resources installed by the LIANA Resources Data Manager."> + <options from_data_table="liana_resources"> + <validator type="no_options" message="No cached LIANA resources available. Install them via Admin → Data Managers → Download LIANA Resources."/> + </options> + </param> + </when> + <when value="builtin"> + <expand macro="param_resource_name"/> + </when> + </conditional> + </when> + <when value="resource"> + <param argument="resource" type="data" format="tabular" label="Custom resource file (TSV)" help="Tab-separated file with at least two columns named 'ligand' and 'receptor'. Each row represents one ligand-receptor interaction. This resource will override the built-in database selection."/> + </when> + <when value="interactions"> + <param argument="interactions" type="text" area="true" label="Ligand-receptor pairs (one per line)" help="Enter specific interactions to analyze in format: ligand,receptor (one pair per line, e.g., 'TGFB1,TGFBR1' or 'IL1A,IL1R1'). Use the same gene symbols as in your expression matrix. This list will override any built-in or custom resource file."> + <expand macro="sanitize_query"/> + </param> + </when> + </conditional> + </xml> + <!-- Multi-sample parameter macros --> + <xml name="param_sample_key"> + <param argument="sample_key" type="text" value="@VALUE@" label="Sample key" help="Key in adata.obs for grouping by sample or condition context. Default: 'sample'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_score_key"> + <param argument="score_key" type="text" value="" optional="true" label="Score key" help="Column name of the score in liana_res. If empty, inferred from method."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_source_key"> + <param argument="source_key" type="text" value="source" label="Source key" help="Column name of sender/source cell types in LIANA results. Default: 'source'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_target_key"> + <param argument="target_key" type="text" value="target" label="Target key" help="Column name of receiver/target cell types in LIANA results. Default: 'target'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_ligand_key"> + <param argument="ligand_key" type="text" value="ligand_complex" label="Ligand key" help="Column name of ligand in LIANA results. Default: 'ligand_complex'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_receptor_key"> + <param argument="receptor_key" type="text" value="receptor_complex" label="Receptor key" help="Column name of receptor in LIANA results. Default: 'receptor_complex'."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="params_multi_keys"> + <expand macro="param_score_key"/> + <expand macro="param_uns_key"/> + <expand macro="param_source_key"/> + <expand macro="param_target_key"/> + <expand macro="param_ligand_key"/> + <expand macro="param_receptor_key"/> + </xml> + + <!-- Plotting-specific parameter macros --> + <xml name="param_uns_key"> + <param argument="uns_key" type="text" value="liana_res" label="Results key in adata.uns" help="Must match key_added from inference method"> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_plot_colour"> + <param argument="colour" type="text" value="" optional="true" label="Color by column" help="Column name in liana_res DataFrame to map to dot color. E.g., 'magnitude_rank', 'specificity_rank', 'lr_means', or pvalue columns."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_plot_size"> + <param argument="size" type="text" value="" optional="true" label="Size by column" help="Column name in liana_res DataFrame to map to dot size. Larger values = larger dots."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_misty_key"> + <param argument="key" type="text" value="" optional="true" label="Function to use to sort the dataframe" help=""> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_source_labels"> + <param argument="source_labels" type="text" value="" optional="true" label="Source (sender) cell types" help="Comma-separated list of source cell type labels. Empty = show all. Useful for focusing on specific signaling populations."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_target_labels"> + <param argument="target_labels" type="text" value="" optional="true" label="Target (receiver) cell types" help="Comma-separated list of target cell type labels. Empty = show all. Useful for focusing on specific receiving populations."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_ligand_complex"> + <param argument="ligand_complex" type="text" value="" optional="true" label="Ligand genes" help="Comma-separated ligand gene symbols to include. Empty = all genes. Example: IL6,TNF,TGFB1."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_receptor_complex"> + <param argument="receptor_complex" type="text" value="" optional="true" label="Receptor genes" help="Comma-separated receptor gene symbols to include. Empty = all genes. Example: EGFR,FGFR1,PDGFRA."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_top_n"> + <param argument="top_n" type="integer" value="" optional="true" min="1" label="Top N interactions" help="Number of top-ranked interactions to display."/> + </xml> + <xml name="param_orderby"> + <param argument="orderby" type="text" value="" optional="true" label="Sort column" help="Column in LIANA results to sort by (used with top_n)."> + <expand macro="sanitize_query"/> + </param> + </xml> + <xml name="param_orderby_ascending"> + <param argument="orderby_ascending" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Sort ascending" help="Sort by increasing (smallest to largest) values."/> + </xml> + <xml name="param_orderby_absolute"> + <param argument="orderby_absolute" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Sort by absolute value" help="Sort by absolute value magnitude (ignoring sign)."/> + </xml> + <xml name="param_inverse_colour"> + <param argument="inverse_colour" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Apply -log10 transformation to color" help="If enabled: apply -log10 to color column (e.g., converts p-values to -log10(p)). Useful for p-value visualization."/> + </xml> + <xml name="param_inverse_size"> + <param argument="inverse_size" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Apply -log10 transformation to size" help="If enabled: apply -log10 to size column (useful for p-values where smaller p = larger dots)."/> + </xml> + <xml name="param_cmap"> + <param argument="cmap" type="select" label="Color scheme (matplotlib colormap)" help="Colormap for color column visualization. viridis/plasma: perceptually uniform; RdBu: diverging; sequential: Reds, Blues, etc. Default: viridis."> + <option value="viridis" selected="true">viridis - Perceptually uniform</option> + <option value="plasma">plasma</option> + <option value="inferno">inferno</option> + <option value="magma">magma</option> + <option value="cividis">cividis</option> + <option value="Greys">Greys</option> + <option value="Blues">Blues</option> + <option value="Greens">Greens</option> + <option value="Oranges">Oranges</option> + <option value="Reds">Reds</option> + <option value="YlOrBr">YlOrBr</option> + <option value="YlOrRd">YlOrRd</option> + <option value="OrRd">OrRd</option> + <option value="PuRd">PuRd</option> + <option value="RdPu">RdPu</option> + <option value="BuPu">BuPu</option> + <option value="GnBu">GnBu</option> + <option value="PuBu">PuBu</option> + <option value="YlGnBu">YlGnBu</option> + <option value="PuBuGn">PuBuGn</option> + <option value="BuGn">BuGn</option> + <option value="YlGn">YlGn</option> + <option value="PiYG">PiYG</option> + <option value="PRGn">PRGn</option> + <option value="BrBG">BrBG</option> + <option value="PuOr">PuOr</option> + <option value="RdGy">RdGy</option> + <option value="RdBu">RdBu</option> + <option value="RdBu_r">RdBu_r</option> + <option value="RdYlBu">RdYlBu</option> + <option value="RdYlGn">RdYlGn</option> + <option value="Spectral">Spectral</option> + <option value="coolwarm">coolwarm</option> + <option value="bwr">bwr</option> + <option value="seismic">seismic</option> + </param> + </xml> + <xml name="param_size_range"> + <param name="size_range_min" type="integer" value="2" min="1" label="Minimum dot size (pixels)" help="Smallest dot size for minimum values. Default: 2 pixels."/> + <param name="size_range_max" type="integer" value="9" min="1" label="Maximum dot size (pixels)" help="Largest dot size for maximum values. Default: 9 pixels. Adjust range to make size differences more/less prominent."/> + </xml> + <xml name="param_figure_size" token_width="8" token_height="6"> + <param name="figure_size_width" type="float" value="@WIDTH@" min="1" label="Figure width (inches)" help="Output plot width. Default: 8 inches."/> + <param name="figure_size_height" type="float" value="@HEIGHT@" min="1" label="Figure height (inches)" help="Output plot height. Default: 6 inches."/> + </xml> + + <!-- Plotting command tokens --> + <token name="@CMD_PLOT_SOURCE_TARGET_LABELS@"><![CDATA[ + #if str($method.source_labels) != '': + source_labels=[x.strip() for x in '$method.source_labels'.split(',')], + #end if + #if str($method.target_labels) != '': + target_labels=[x.strip() for x in '$method.target_labels'.split(',')], + #end if + ]]> + </token> + <token name="@CMD_PLOT_LIGAND_RECEPTOR_COMPLEX@"><![CDATA[ + #if str($method.ligand_complex) != '': + ligand_complex=[x.strip() for x in '$method.ligand_complex'.split(',')], + #end if + #if str($method.receptor_complex) != '': + receptor_complex=[x.strip() for x in '$method.receptor_complex'.split(',')], + #end if + ]]> + </token> + <token name="@CMD_PLOT_TOP_N_ORDERBY@"><![CDATA[ + #if str($method.top_n) != '': + top_n=$method.top_n, + #end if + #if str($method.orderby) != '': + orderby='$method.orderby', + #end if + orderby_ascending=$method.orderby_ascending, + orderby_absolute=$method.orderby_absolute, + ]]> + </token> + + <!-- command macros --> + <xml name="version_command"> + <version_command><![CDATA[python -c "import liana as li;print('liana version: %s' % li.__version__)"]]></version_command> + </xml> + <token name="@CMD_PRETTIFY_STDOUT@"><![CDATA[ +| sed -r '1 s|AnnData object with (.+) = (.*)\\s*|\\1: \\2|g' | sed "s|'||g" | sed -r 's|^\\s*(.*):\\s(.*)|[\\1]\\n- \\2|g' | sed 's|, |\\n- |g' + ]]> + </token> + <token name="@CMD_READ_INPUTS@"><![CDATA[ +adata = sc.read_h5ad('anndata.h5ad') + ]]> + </token> + <!-- Resource param block for L-R methods: interactions | resource (file) | resource (cached from DM) | resource_name (API) --> + <token name="@CMD_RESOURCE_FOR_METHODS@"><![CDATA[ +#if str($method.resource_selection.resource_type) == 'interactions': + interactions=[tuple(x.strip().split(',')) for x in '''$method.resource_selection.interactions'''.strip().split('\n') if x.strip()], +#else if str($method.resource_selection.resource_type) == 'resource': + resource=pd.read_csv('$method.resource_selection.resource', sep='\t'), +#else: +#if str($method.resource_selection.resource_api_cached.resource_source_selector) == 'cached': + resource=pd.read_csv(os.path.join('$method.resource_selection.resource_api_cached.resource_cached.fields.path', '$method.resource_selection.resource_api_cached.resource_cached.fields.value' + '.tsv'), sep='\t'), +#else: + resource_name='$method.resource_selection.resource_api_cached.resource_name', +#end if +#end if + ]]> + </token> + <!-- ln -s doesn't work here because the output is overwritten to the same file --> + <token name="@CMD@"><![CDATA[ +cp '$adata' 'anndata.h5ad' && +cat '$script_file' > '$hidden_output' && +python '$script_file' >> '$hidden_output' && +ls . >> '$hidden_output' && +touch 'anndata_info.txt' && +cat 'anndata_info.txt' @CMD_PRETTIFY_STDOUT@ + ]]> + </token> + <token name="@CMD_IMPORTS@"><![CDATA[ +import liana as li +import scanpy as sc +import pandas as pd +import os + + ]]> + </token> + <token name="@CMD_ANNDATA_WRITE_OUTPUTS@"><![CDATA[ +adata.write_h5ad('anndata.h5ad', compression='gzip') +with open('anndata_info.txt','w', encoding='utf-8') as ainfo: + print(adata, file=ainfo) + ]]> + </token> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/plot.xml Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,574 @@ +<tool id="liana_plot" name="Liana Plot" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="@PROFILE@"> + <description>visualize ligand-receptor interactions</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="bio_tools"/> + <expand macro="creators"/> + <expand macro="requirements"/> + <expand macro="version_command"/> + <command detect_errors="exit_code"><![CDATA[ +#if str($method.method) in ['pl.target_metrics', 'pl.contributions', 'pl.interactions']: +cp '$method.mdata' 'misty.h5mu' && +#else: +cp '$method.adata' 'anndata.h5ad' && +#end if +cat '$script_file' > '$hidden_output' && +python '$script_file' >> '$hidden_output' && +ls . >> '$hidden_output' && +touch 'anndata_info.txt' && +cat 'anndata_info.txt' @CMD_PRETTIFY_STDOUT@ + ]]></command> + <configfiles> + <configfile name="script_file"><![CDATA[ +@CMD_IMPORTS@ +import mudata as mu +if os.path.exists("misty.h5mu"): + import mudata as mu + mdata = mu.read_h5mu("misty.h5mu") + # Wrap MuData into LIANA MistyData (this is what plotting expects) +else: + adata = sc.read_h5ad('anndata.h5ad') + + +#if str($method.method) == 'pl.dotplot': +fig = li.plotting.dotplot( + adata=adata, + uns_key='$method.uns_key', + #if str($method.colour) != '': + colour='$method.colour', + #end if + #if str($method.size) != '': + size='$method.size', + #end if + @CMD_PLOT_SOURCE_TARGET_LABELS@ + @CMD_PLOT_LIGAND_RECEPTOR_COMPLEX@ + @CMD_PLOT_TOP_N_ORDERBY@ + inverse_colour=$method.inverse_colour, + inverse_size=$method.inverse_size, + cmap='$method.cmap', + size_range=($method.size_range_min, $method.size_range_max), + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.dotplot_by_sample': +fig = li.plotting.dotplot_by_sample( + adata=adata, + uns_key='$method.uns_key', + sample_key='$method.sample_key', + #if str($method.colour) != '': + colour='$method.colour', + #end if + #if str($method.size) != '': + size='$method.size', + #end if + @CMD_PLOT_SOURCE_TARGET_LABELS@ + @CMD_PLOT_LIGAND_RECEPTOR_COMPLEX@ + inverse_colour=$method.inverse_colour, + inverse_size=$method.inverse_size, + cmap='$method.cmap', + size_range=($method.size_range_min, $method.size_range_max), + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.tileplot': +fig = li.plotting.tileplot( + adata=adata, + uns_key='$method.uns_key', + #if str($method.fill) != '': + fill='$method.fill', + #end if + #if str($method.label) != '': + label='$method.label', + #end if + @CMD_PLOT_SOURCE_TARGET_LABELS@ + @CMD_PLOT_LIGAND_RECEPTOR_COMPLEX@ + @CMD_PLOT_TOP_N_ORDERBY@ + #if str($method.source_title) != '': + source_title='$method.source_title', + #end if + #if str($method.target_title) != '': + target_title='$method.target_title', + #end if + cmap='$method.cmap', + label_size=$method.label_size, + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.connectivity': +fig = li.plotting.connectivity( + adata=adata, + idx=$method.idx, + spatial_key='$method.spatial_key', + connectivity_key='$method.connectivity_key', + size=$method.size, + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.target_metrics': +fig = li.plotting.target_metrics( + misty=mdata, + #if str($method.key) != '': + key='$method.key', + #end if + #if str($method.stat) != '': + stat='$method.stat', + #end if + #if str($method.top_n) != '': + top_n=$method.top_n, + #end if + ascending=$method.ascending, + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.contributions': +fig = li.plotting.contributions( + misty=mdata, + #if str($method.key) != '': + key='$method.key', + #end if + #if str($method.view_names) != '': + view_names=[x.strip() for x in '$method.view_names'.split(',')], + #end if + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) + +#else if str($method.method) == 'pl.interactions': +fig = li.plotting.interactions( + misty=mdata, + #if str($method.key) != '': + key='$method.key', + #end if + #if str($method.view) != '': + view='$method.view', + #end if + #if str($method.top_n) != '': + top_n=$method.top_n, + #end if + ascending=$method.ascending, + figure_size=($method.figure_size_width, $method.figure_size_height), + return_fig=True) +#end if + +## Save the figure +fig.save('plot.$format', dpi=150) + + ]]> + </configfile> + </configfiles> + <inputs> + <param name="format" type="select" label="Format for saving figure"> + <option value="png" selected="true">png</option> + <option value="pdf">pdf</option> + <option value="svg">svg</option> + </param> + <conditional name="method"> + <param argument="method" type="select" label="Plotting method"> + <option value="pl.dotplot">Dotplot: Interactions by source and target cells (dotplot)</option> + <option value="pl.dotplot_by_sample">Dotplot by sample: Interactions grouped by sample (dotplot_by_sample)</option> + <option value="pl.tileplot">Tileplot: Interactions as tiles by source and target (tileplot)</option> + <option value="pl.connectivity">Connectivity: Spatial connectivity weights (connectivity)</option> + <option value="pl.target_metrics">MISTy Target Metrics: Plot target metrics from MISTy results (target_metrics)</option> + <option value="pl.contributions">MISTy Contributions: Plot view contributions per target (contributions)</option> + <option value="pl.interactions">MISTy Interactions: Plot interaction importances (interactions)</option> + </param> + <when value="pl.dotplot"> + <expand macro="inputs_anndata"/> + <expand macro="param_uns_key"/> + <expand macro="param_plot_colour"/> + <expand macro="param_plot_size"/> + <expand macro="param_source_labels"/> + <expand macro="param_target_labels"/> + <expand macro="param_ligand_complex"/> + <expand macro="param_receptor_complex"/> + <expand macro="param_top_n"/> + <expand macro="param_orderby"/> + <expand macro="param_orderby_ascending"/> + <expand macro="param_orderby_absolute"/> + <expand macro="param_inverse_colour"/> + <expand macro="param_inverse_size"/> + <expand macro="param_cmap"/> + <expand macro="param_size_range"/> + <expand macro="param_figure_size"/> + </when> + <when value="pl.dotplot_by_sample"> + <expand macro="inputs_anndata"/> + <expand macro="param_uns_key"/> + <expand macro="param_sample_key" VALUE="sample"/> + <expand macro="param_plot_colour"/> + <expand macro="param_plot_size"/> + <expand macro="param_source_labels"/> + <expand macro="param_target_labels"/> + <expand macro="param_ligand_complex"/> + <expand macro="param_receptor_complex"/> + <expand macro="param_inverse_colour"/> + <expand macro="param_inverse_size"/> + <expand macro="param_cmap"/> + <expand macro="param_size_range"/> + <expand macro="param_figure_size"/> + </when> + <when value="pl.tileplot"> + <expand macro="inputs_anndata"/> + <expand macro="param_uns_key"/> + <param argument="fill" type="text" value="" optional="true" label="Fill by column" help="Column in liana_res for tile color. E.g., 'magnitude_rank', 'specificity_rank', or p-value columns."> + <expand macro="sanitize_query"/> + </param> + <param argument="label" type="text" value="" optional="true" label="Label by column" help="Column in liana_res to display inside tiles (e.g., 'lr_names', 'magnitude_rank')."> + <expand macro="sanitize_query"/> + </param> + <expand macro="param_source_labels"/> + <expand macro="param_target_labels"/> + <expand macro="param_ligand_complex"/> + <expand macro="param_receptor_complex"/> + <expand macro="param_top_n"/> + <expand macro="param_orderby"/> + <expand macro="param_orderby_ascending"/> + <expand macro="param_orderby_absolute"/> + <param argument="source_title" type="text" value="" optional="true" label="Source axis title" help="Custom title for sender/source cell types axis. Default: 'Source'."> + <expand macro="sanitize_query"/> + </param> + <param argument="target_title" type="text" value="" optional="true" label="Target axis title" help="Custom title for receiver/target cell types axis. Default: 'Target'."> + <expand macro="sanitize_query"/> + </param> + <expand macro="param_cmap"/> + <param argument="label_size" type="integer" value="12" min="1" label="Label text size" help="Font size for labels in tiles. Default: 12."> + </param> + <expand macro="param_figure_size" width="5" height="5"/> + </when> + <when value="pl.connectivity"> + <expand macro="inputs_anndata"/> + <param argument="idx" type="integer" value="0" min="0" label="Cell index" help="Index of the cell to plot connectivity for."/> + <param argument="spatial_key" type="text" value="spatial" label="Spatial key" help="Key in adata.obsm that contains the spatial coordinates."> + <expand macro="sanitize_query"/> + </param> + <param argument="connectivity_key" type="text" value="spatial_connectivities" label="Connectivity key" help="Key in adata.obsp that contains the spatial connectivity matrix."> + <expand macro="sanitize_query"/> + </param> + <param argument="size" type="float" value="1" min="0" label="Point size" help="Size of the points."/> + <expand macro="param_figure_size" width="5.4" height="5"/> + </when> + <when value="pl.target_metrics"> + <param name="mdata" type="data" format="h5mu" optional="true" label="MISTy (MuData .h5mu) file" help="" /> + <expand macro="param_misty_key"/> + <param argument="stat" type="select" optional="true" label="Statistic to plot" help="Target metric to visualize. gain_R2: improvement from multi-view; intra_R2: intra-view variance explained; multi_R2: total variance explained."> + <option value="">-- Select statistic --</option> + <option value="gain_R2">gain_R2 - R² gain from spatial context</option> + <option value="intra_R2">intra_R2 - Intra-view R²</option> + <option value="multi_R2">multi_R2 - Total multi-view R²</option> + <option value="p_value">p_value - Statistical significance</option> + </param> + <param argument="top_n" type="integer" value="" optional="true" min="1" label="Top N targets" help="Number of top targets to display. Empty = all targets."> + </param> + <param argument="ascending" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Sort ascending" help="If enabled: sort by increasing values. If disabled: sort by decreasing values (default, shows highest ranking first)."> + </param> + <expand macro="param_figure_size" width="5" height="5"/> + </when> + <when value="pl.contributions"> + <param name="mdata" type="data" format="h5mu" optional="true" label="MISTy (MuData .h5mu) file" help="" /> + <expand macro="param_misty_key"/> + <param argument="view_names" type="text" value="" optional="true" label="Views to include" help="Comma-separated view names (intra, juxta, para) to plot. Empty = all views. Useful for focusing on specific spatial scales."> + <expand macro="sanitize_query"/> + </param> + <expand macro="param_figure_size" width="5" height="5"/> + </when> + <when value="pl.interactions"> + <param name="mdata" type="data" format="h5mu" optional="true" label="MISTy (MuData .h5mu) file" help="" /> + <expand macro="param_misty_key"/> + <param argument="view" type="text" value="" optional="true" label="View name" help="Specific view (e.g., 'intra', 'juxta', 'para') to visualize interaction importances. Empty = combined importance across all views."> + <expand macro="sanitize_query"/> + </param> + <param argument="top_n" type="integer" value="" optional="true" min="1" label="Top N interactions" help="Number of top interactions to display. Empty = show all."> + </param> + <param argument="ascending" type="boolean" truevalue="True" falsevalue="False" checked="false" label="Sort ascending" help="If enabled: smallest to largest. If disabled: largest to smallest (default, shows most important first)."> + </param> + <expand macro="param_figure_size" width="5" height="5"/> + </when> + </conditional> + <expand macro="inputs_common_advanced"/> + </inputs> + <outputs> + <data name="out_png" format="png" from_work_dir="plot.png" label="${tool.name} (${method.method}) on ${on_string}: PNG"> + <filter>format == 'png'</filter> + </data> + <data name="out_pdf" format="pdf" from_work_dir="plot.pdf" label="${tool.name} (${method.method}) on ${on_string}: PDF"> + <filter>format == 'pdf'</filter> + </data> + <data name="out_svg" format="svg" from_work_dir="plot.svg" label="${tool.name} (${method.method}) on ${on_string}: SVG"> + <filter>format == 'svg'</filter> + </data> + <data name="hidden_output" format="txt" label="Log file"> + <filter>advanced_common['show_log']</filter> + </data> + </outputs> + <tests> + <!-- 1) dotplot -> PNG --> + <test expect_num_outputs="2"> + <param name="format" value="png"/> + <conditional name="method"> + <param name="method" value="pl.dotplot"/> + <param name="adata" location="https://zenodo.org/records/18388645/files/pbmc_liana_results.h5ad"/> + <param name="uns_key" value="liana_res"/> + <param name="colour" value="magnitude_rank"/> + <param name="size" value="specificity_rank"/> + <param name="inverse_colour" value="true"/> + <param name="inverse_size" value="true"/> + <param name="cmap" value="viridis"/> + <param name="size_range_min" value="1"/> + <param name="size_range_max" value="5"/> + <param name="figure_size_width" value="8"/> + <param name="figure_size_height" value="6"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_png" ftype="png"> + <assert_contents> + <has_size size="390000" delta="150000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.dotplot"/> + </assert_contents> + </output> + </test> + <!-- 2) dotplot_by_sample -> PDF --> + <test expect_num_outputs="2"> + <param name="format" value="pdf"/> + <conditional name="method"> + <param name="method" value="pl.dotplot_by_sample"/> + <param name="adata" location="https://zenodo.org/records/18388645/files/multi_sample_test.h5ad"/> + <param name="uns_key" value="liana_res"/> + <param name="sample_key" value="sample"/> + <param name="colour" value="magnitude_rank"/> + <param name="size" value="specificity_rank"/> + <param name="inverse_colour" value="true"/> + <param name="inverse_size" value="true"/> + <param name="cmap" value="viridis"/> + <param name="size_range_min" value="1"/> + <param name="size_range_max" value="5"/> + <param name="figure_size_width" value="8"/> + <param name="figure_size_height" value="6"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_pdf" ftype="pdf"> + <assert_contents> + <has_size size="280000" delta="100000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.dotplot_by_sample"/> + </assert_contents> + </output> + </test> + <!-- 3) tileplot -> SVG --> + <test expect_num_outputs="2"> + <param name="format" value="svg"/> + <conditional name="method"> + <param name="method" value="pl.tileplot"/> + <param name="adata" location="https://zenodo.org/records/18388645/files/pbmc_liana_results.h5ad"/> + <param name="uns_key" value="liana_res"/> + <param name="fill" value="magnitude_rank"/> + <param name="label" value="magnitude_rank"/> + <param name="top_n" value="15"/> + <param name="orderby" value="magnitude_rank"/> + <param name="orderby_ascending" value="true"/> + <param name="cmap" value="viridis"/> + <param name="label_size" value="10"/> + <param name="figure_size_width" value="6"/> + <param name="figure_size_height" value="6"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_svg" ftype="svg"> + <assert_contents> + <has_size size="3300000" delta="1000000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.tileplot"/> + </assert_contents> + </output> + </test> + <!-- 4) connectivity -> PNG --> + <test expect_num_outputs="2"> + <param name="format" value="png"/> + <conditional name="method"> + <param name="method" value="pl.connectivity"/> + <param name="adata" location="https://zenodo.org/records/18388645/files/spatial_small.h5ad"/> + <param name="idx" value="0"/> + <param name="spatial_key" value="spatial"/> + <param name="connectivity_key" value="spatial_connectivities"/> + <param name="size" value="1.5"/> + <param name="figure_size_width" value="6"/> + <param name="figure_size_height" value="5"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_png" ftype="png"> + <assert_contents> + <has_size size="56000" delta="40000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.connectivity"/> + </assert_contents> + </output> + </test> + <!-- 5) MISTy target_metrics -> PDF --> + <test expect_num_outputs="2"> + <param name="format" value="pdf"/> + <conditional name="method"> + <param name="method" value="pl.target_metrics"/> + <param name="mdata" location="https://zenodo.org/records/18388645/files/genericMistyData_rf.h5mu"/> + <param name="stat" value="gain_R2"/> + <param name="ascending" value="false"/> + <param name="figure_size_width" value="5"/> + <param name="figure_size_height" value="5"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_pdf" ftype="pdf"> + <assert_contents> + <has_size size="17186" delta="5000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.target_metrics"/> + </assert_contents> + </output> + </test> + <!-- 6) MISTy contributions -> SVG --> + <test expect_num_outputs="2"> + <param name="format" value="svg"/> + <conditional name="method"> + <param name="method" value="pl.contributions"/> + <param name="mdata" location="https://zenodo.org/records/18388645/files/genericMistyData_rf.h5mu"/> + <param name="view_names" value="intra,juxta,para"/> + <param name="figure_size_width" value="5"/> + <param name="figure_size_height" value="5"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_svg" ftype="svg"> + <assert_contents> + <has_size size="58175" delta="10000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.contributions"/> + </assert_contents> + </output> + </test> + <!-- 7) MISTy interactions -> PNG --> + <test expect_num_outputs="2"> + <param name="format" value="png"/> + <conditional name="method"> + <param name="method" value="pl.interactions"/> + <param name="mdata" location="https://zenodo.org/records/18388645/files/genericMistyData_rf.h5mu"/> + <param name="view" value="para"/> + <param name="top_n" value="20"/> + <param name="ascending" value="false"/> + <param name="figure_size_width" value="5"/> + <param name="figure_size_height" value="5"/> + </conditional> + <section name="advanced_common"> + <param name="show_log" value="true"/> + </section> + <output name="out_png" ftype="png"> + <assert_contents> + <has_size size="52184" delta="8000"/> + </assert_contents> + </output> + <output name="hidden_output"> + <assert_contents> + <has_text_matching expression="li.plotting.interactions"/> + </assert_contents> + </output> + </test> + </tests> + <help><![CDATA[ +Liana Plotting Tools +==================== + +This tool provides visualization methods for LIANA ligand-receptor analysis results. + +Available Methods +----------------- + +**dotplot** + Create a dotplot of interactions by source and target cells. The dot size and color + can be mapped to different columns in the LIANA results (e.g., expression magnitude, + specificity scores). + +**dotplot_by_sample** + Create a dotplot of interactions grouped by sample. Useful for comparing interactions + across different conditions or samples. + +**tileplot** + Create a tileplot showing interactions as tiles organized by source and target cells. + The fill color and labels can be customized. + +**connectivity** + Plot spatial connectivity weights for a specific cell. Requires spatial data with + connectivity information computed. + +**target_metrics** (MISTy) + Plot target metrics from MISTy spatial modelling results. Shows statistics like + R² gain, intra R², multi R², or p-values for each target. + +**contributions** (MISTy) + Plot view contributions per target from MISTy results. Shows how different spatial + views contribute to explaining each target variable. + +**interactions** (MISTy) + Plot interaction importances from MISTy results. Shows the importance of predictor + variables for explaining targets within a specific view. + +Common Parameters +----------------- + +**uns_key** + Key in adata.uns that contains the LIANA results. Default is 'liana_res'. + +**colour / size** + Columns in liana_res to define the color and size of dots/tiles. + Common options include: 'magnitude_rank', 'specificity_rank', 'lr_means', etc. + +**source_labels / target_labels** + Filter interactions to only show specific source or target cell types. + +**ligand_complex / receptor_complex** + Filter interactions to only show specific ligand or receptor complexes. + +**top_n / orderby** + Show only the top N interactions, ordered by a specific column. + +**inverse_colour / inverse_size** + Apply -log10 transformation to the colour/size values for better visualization. + +**cmap** + Colormap to use for plotting (e.g., 'viridis', 'plasma', 'RdBu_r'). + +**figure_size** + Width and height of the figure in inches. + +Output +------ + +The tool outputs a plot in the selected format (PNG, PDF, or SVG). + + ]]></help> + <expand macro="citations"/> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/consensus.tsv Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,4625 @@ +ligand receptor +LGALS9 PTPRC +LGALS9 MET +LGALS9 CD44 +LGALS9 LRP1 +LGALS9 CD47 +LGALS9 PTPRK +LGALS9 COLEC12 +LGALS9 HAVCR2 +LGALS9 MRC2 +DLL1 NOTCH1 +DLL1 NOTCH2 +DLL1 NOTCH4 +DLL1 NOTCH3 +PODXL SELL +NRG2 ERBB2_ERBB3 +NRG2 ERBB2_ERBB4 +ADGRB1 RTN4R +ADAM10 TSPAN15 +ADAM10 TSPAN12 +ADAM10 MET +ADAM10 IL6R +ADAM10 CD44 +ADAM10 EPHA3 +ADAM10 AXL +ADAM10 NOTCH1 +ADAM10 NOTCH2 +ADAM10 NRCAM +ADAM10 TSPAN17 +ADAM10 TSPAN10 +ADAM10 TREM2 +TNFSF11 TNFRSF11B +TNFSF11 LGR4 +TNFSF11 TNFRSF11A +EREG EGFR_ERBB2 +EREG ERBB2_ERBB4 +EREG ERBB3 +ADAM12 ITGB1 +ADAM12 ITGA9 +TNFSF12 TNFRSF8 +TNFSF12 CD163 +TNFSF12 TNFRSF25 +TNFSF12 TNFRSF12A +TNFSF14 TNFRSF6B +TNFSF14 LTBR +TNFSF14 TNFRSF14 +ADAM23 ITGB3 +ADAM23 ITGA5 +ADAM23 ITGA4 +ADAM11 ITGA4 +ICOSLG CD28 +ICOSLG CTLA4 +ICOSLG ICOS +SEMA7A ITGA1_ITGB1 +SEMA7A PLXNC1 +TNFSF13 TNFRSF11B +TNFSF13 TNFRSF13B +TNFSF13 TNFRSF1A +TNFSF13 FAS +TNFSF13 SDC2 +TNFSF13 TNFRSF17 +TNFSF13 TNFRSF14 +NFASC CNTN1_CNTNAP1 +SLITRK3 PTPRD +SLITRK3 PTPRS +SLITRK5 PTPRD +TNFSF15 TNFRSF6B +TNFSF15 TNFRSF25 +TGFA EGFR_ERBB2 +TGFA ERBB3 +TGFA ERBB4 +TNF FFAR2 +TNF TNFRSF21 +TNF TNFRSF1A +TNF TNFRSF1B +TNF FAS +TNF FLT4 +TNF NOTCH1 +TNF PTPRS +TNF SEMA4C +TNF VSIR +TNF CELSR2 +TNF ICOS +HLA-B CD8B2 +HLA-B LILRA1 +HLA-B CD8A +HLA-B CD3D +HLA-B CD8B +HLA-B KIR2DL3 +HLA-B KIR3DL1 +HLA-B KIR3DL2 +HLA-B KLRD1 +HLA-B LILRB2 +HLA-B LILRB1 +HLA-DRA CD4 +HLA-DRA LAG3 +HLA-DQA2 CD4 +HLA-DQA2 LAG3 +HLA-DQA1 CD4 +HLA-DQA1 LAG3 +HLA-DRB1 CD4 +HLA-DRB1 LAG3 +HLA-DQB1 CD4 +HLA-DQB1 LAG3 +ANXA1 FPR2_FPR3 +ANXA1 EGFR +ANXA1 ADRA2A +ANXA1 FPR1 +ANXA1 MTNR1A +ANXA1 GRM7 +THY1 ITGAV_ITGB3 +THY1 ITGAM_ITGB2 +THY1 ITGAX_ITGB2 +HLA-A CD8B2 +HLA-A LILRA1 +HLA-A CD8A +HLA-A ERBB2 +HLA-A CD8B +HLA-A KIR2DL1 +HLA-A KIR2DL3 +HLA-A KIR3DL1 +HLA-A KIR3DL2 +HLA-A APLP2 +HLA-A LILRB2 +HLA-A LILRB1 +HLA-DPB1 CD4 +HLA-DPB1 LAG3 +APP TNFRSF21 +APP LRP6 +APP TSPAN15 +APP TSPAN12 +APP CD74 +APP NGFR +APP ADRA2A +APP FPR2 +APP GPC1 +APP PTGER2 +APP DCC +APP MTNR1A +APP NOTCH2 +APP LRP1 +APP AGER +APP LRP10 +APP NCSTN +ITGB2 THY1 +ITGB2 CD226 +ICAM1 ITGAM_ITGB2 +ICAM1 ITGAL_ITGB2 +ICAM1 ITGAX_ITGB2 +ICAM1 EGFR +ICAM1 IL2RA +ICAM1 MUC1 +ICAM1 SPN +ICAM1 IL2RG +LCK CD8A_CD8B +FCER2 ITGAV_ITGB3 +FCER2 ITGAM_ITGB2 +FCER2 ITGAX_ITGB2 +FCER2 CR2 +ITGAV THY1 +ANXA2 TLR2 +ANXA2 ROBO4 +GP1BA ITGAM_ITGB2 +THBS1 ITGAV_ITGB3 +THBS1 ITGA2B_ITGB3 +THBS1 ITGA3_ITGB1 +THBS1 TNFRSF11B +THBS1 LRP5 +THBS1 ITGA4 +THBS1 CD36 +THBS1 SDC1 +THBS1 ITGA6 +THBS1 LRP1 +THBS1 CD47 +THBS1 PTPRJ +THBS1 SCARB1 +CD55 CR1 +CD55 ADGRE5 +CD55 ADGRE2 +CD14 TLR4 +CD14 ITGB2 +CD14 ITGB1 +CD14 ITGA4 +CD14 TLR1 +CD14 TLR9 +CD14 TLR6 +MELTF TFRC +CD48 CD2 +CD48 CD244 +CSF1 SIRPA +CSF1 CELSR3 +HLA-C CD8B2 +HLA-C LILRA1 +HLA-C CD8A +HLA-C CD8B +HLA-C KIR2DL1 +HLA-C KIR2DL2 +HLA-C KIR2DL3 +HLA-C KIR3DL1 +HLA-C KIR2DS4 +HLA-C KIR2DS1 +HLA-C LILRB2 +HLA-C LILRA3 +HLA-C KIR3DL3 +HLA-C LILRB1 +TGFB3 ACVR1B_TGFBR2 +TGFB3 TGFBR1_TGFBR2 +TGFB3 ACVR1_TGFBR1_TGFBR2 +TGFB3 ACVR1_TGFBR2 +TGFB3 ACVR1C_TGFBR2 +TGFB3 ITGB3 +TGFB3 ITGB1 +TGFB3 ITGB5 +TGFB3 ITGB6 +TGFB3 ACVRL1 +TGFB3 TGFBR3 +CD28 CD80 +CD28 CD86 +ACE BDKRB2 +ACE AGTR2 +CDH1 ITGA2_ITGB1 +CDH1 ITGAE_ITGB7 +CDH1 LRP5 +CDH1 EGFR +CDH1 IGF1R +CDH1 PTPRF +CDH1 CDH2 +CDH1 PTPRM +CDH1 KLRG1 +TDGF1 ACVR2A +TDGF1 GPC1 +TDGF1 ACVR1B +TDGF1 ACVR2B +TDGF1 ACVR1C +NCAM1 NCAM2 +NCAM1 FGFR1 +NCAM1 FGFR2 +NCAM1 PTPRZ1 +NCAM1 GFRA1 +NCAM1 ROBO3 +NCAM1 ROBO1 +ICAM2 ITGAM_ITGB2 +ICAM2 ITGAL_ITGB2 +CEACAM1 EGFR +CEACAM1 HAVCR2 +HLA-E CD8B2 +HLA-E KLRC1_KLRD1 +HLA-E KLRC2_KLRD1 +HLA-E KLRC3_KLRD1 +HLA-E CD8A +HLA-E CD8B +HLA-E KLRK1 +HLA-E KIR3DL1 +HLA-DRB4 CD4 +HLA-DRB4 LAG3 +HLA-DOB CD4 +SELL PODXL +SELL MADCAM1 +CD99 CD81 +CD99 CD99L2 +CD99 PILRB +CD99 PILRA +PLA2G2A ITGB3 +PLA2G2A ITGB1 +PLA2G2A ITGAV +PLA2G2A ITGA5 +PLA2G2A ITGA4 +CD1D LILRB2 +ST6GAL1 EGFR +ST6GAL1 CD22 +SPN SIGLEC1 +SELE CEACAM1 +SELE CD44 +SELE GLG1 +HLA-G CD8B2 +HLA-G CD4 +HLA-G CD8A +HLA-G CD8B +HLA-G KLRC1 +HLA-G KIR3DL1 +HLA-G KLRD1 +HLA-G LILRB2 +HLA-G LILRB1 +HLA-G KIR2DL4 +CD58 CD2 +VCAM1 ITGAD_ITGB2 +VCAM1 ITGA4_ITGB1 +VCAM1 ITGA9_ITGB1 +VCAM1 ITGA4_ITGB7 +HLA-DPA1 CD4 +HLA-DPA1 LAG3 +CD22 PTPRC +EFNA1 EPHB6 +EFNA1 EPHA1 +EFNA1 EPHA2 +EFNA1 EPHA3 +EFNA1 EPHA8 +EFNA1 EPHA5 +EFNA1 EPHB1 +EFNA1 EPHA4 +EFNA1 EPHA7 +EFNA1 EPHA10 +EFNA1 EPHA6 +KITLG KIT +KITLG EPOR +MRC1 PTPRC +MPZ MPZL1 +HLA-DMA CD4 +HLA-DMB CD4 +CD34 SELL +CD34 SELP +CD40LG ITGA2B_ITGB3 +CD40LG ITGAM_ITGB2 +CD40LG ITGA5_ITGB1 +CD40LG CD40 +HLA-F CD8B2 +HLA-F CD8A +HLA-F CD8B +HLA-F KIR3DL1 +HLA-F KIR3DL2 +HLA-F KIR3DS1 +HLA-F LILRB2 +HLA-F LILRB1 +CEACAM8 CEACAM1 +L1CAM ITGAV_ITGB3 +L1CAM ITGA5_ITGB1 +L1CAM ITGA4_ITGB7 +L1CAM EGFR +L1CAM ERBB2 +L1CAM FGFR2 +L1CAM ERBB3 +L1CAM PTPRZ1 +L1CAM EPHB2 +L1CAM CNTN1 +ICAM3 ITGAD_ITGB2 +ICAM3 ITGAL +ICAM3 CLEC4M +CD80 CD28 +CD80 CTLA4 +SDC2 PTPRJ +BTC EGFR_ERBB2 +BTC ERBB2_ERBB4 +BTC ERBB3 +CEACAM6 EGFR +CEACAM6 CEACAM1 +CD96 PVR +CD96 NECTIN1 +CD200 CD200R1L +CD200 CD200R1 +TNFSF9 PVR +TNFSF9 HLA-DPA1 +TNFSF9 TNFRSF9 +TNFSF9 IL13RA2 +TNFSF9 ADGRG5 +CD86 CD28 +CD86 CTLA4 +GDF5 ACVR2A_BMPR1B +GDF5 ACVR2B_BMPR1B +GDF5 BMPR1B_BMPR2 +GDF5 ACVR2A_BMPR1A +GDF5 ACVR2B_BMPR1A +GDF5 BMPR1A_BMPR2 +GDF5 ROR2 +GDF5 ACVR1 +BAG6 NCR3 +FASLG TNFRSF10B +FASLG TNFRSF6B +FASLG TNFRSF1A +FASLG FAS +FLT3LG FLT3 +TNFSF10 TNFRSF10A +TNFSF10 TNFRSF11B +TNFSF10 TNFRSF10B +TNFSF10 TNFRSF10D +EFNA4 EPHA1 +EFNA4 EPHA2 +EFNA4 EPHA3 +EFNA4 EPHA8 +EFNA4 EPHA5 +EFNA4 EPHA4 +EFNA4 EPHA7 +EFNA4 EPHA10 +EFNA4 EPHA6 +EFNB2 EPHB6 +EFNB2 PECAM1 +EFNB2 EPHA3 +EFNB2 EPHB2 +EFNB2 GRM5 +EFNB2 EPHB3 +EFNB2 EPHB4 +EFNB2 EPHB1 +EFNB2 EPHA4 +EFNB2 GRM1 +EFNB2 EPHA6 +EFNA5 EPHB6 +EFNA5 EPHA1 +EFNA5 EPHA2 +EFNA5 EPHA3 +EFNA5 EPHA8 +EFNA5 EPHB2 +EFNA5 EPHA5 +EFNA5 EPHB1 +EFNA5 EPHA4 +EFNA5 EPHA7 +EFNA5 EPHA10 +EFNA5 EPHA6 +NRG3 ERBB2_ERBB4 +NRG3 ERBB3 +JAM2 ITGAV_ITGB1 +JAM2 ITGA4_ITGB1 +JAM2 ITGA3_ITGB1 +NRXN1 NLGN1 +NRXN1 NLGN2 +NRXN1 NLGN3 +NRXN2 NLGN1 +NRXN2 NLGN2 +NRXN2 NLGN3 +B2M HFE_TFRC +B2M CD1A +B2M KLRC1 +B2M KLRC2 +B2M KIR2DL1 +B2M KIR2DL3 +B2M KIR3DL1 +B2M KLRD1 +CXADR JAML +SIRPA CD47 +JAG1 CD46 +JAG1 NOTCH1 +JAG1 NOTCH2 +JAG1 NOTCH4 +JAG1 NOTCH3 +ADAM17 ITGB1 +ADAM17 MET +ADAM17 ITGA5 +ADAM17 IL6R +ADAM17 MUC1 +ADAM17 NOTCH1 +ADAM17 ERBB4 +ADAM17 RHBDF2 +HLA-DRB3 CD4 +HLA-DRB3 LAG3 +DLK1 NOTCH1 +DLK1 NOTCH2 +DLK1 NOTCH4 +DLK1 NOTCH3 +EFNB1 EPHB6 +EFNB1 ERBB2 +EFNB1 EPHB2 +EFNB1 EPHB3 +EFNB1 EPHB4 +EFNB1 EPHB1 +EFNB1 EPHA4 +EFNB1 EPHA6 +CNTN2 NRP1 +CNTN2 CNTN1 +CNTN2 NRCAM +NRG1 ERBB2_ERBB3 +NRG1 ERBB2_ERBB4 +NRG1 ITGAV_ITGB3 +NRG1 ADGRL1 +NRG1 EGFR +NRG1 HLA-DPB1 +NRG1 GPC1 +NRG1 LSR +NRG1 NETO2 +NRG1 LGR4 +DSG1 DSC3 +DSC2 DSG3 +DSC2 DSG4 +DSC1 DSG3 +DSC1 DSG4 +CD47 SIRPA +CD47 SIRPG +BST2 LILRA4 +CNTN1 PTPRZ1 +CNTN1 NOTCH1 +CNTN1 NOTCH2 +CNTN1 NRCAM +ADAM9 ITGB1 +ADAM9 ITGAV +ADAM9 ITGB5 +ADAM9 ITGA6 +ADAM9 ITGA3 +ADAM15 ITGB3 +ADAM15 ITGB1 +ADAM15 ITGAV +ADAM15 ITGA5 +ADAM15 ITGA9 +MADCAM1 ITGA4_ITGB7 +MADCAM1 CD44 +SEMA5A MET +SEMA5A PLXNA3 +SEMA5A PLXNA1 +SEMA5A PLXNB3 +ALCAM CHL1 +ALCAM NRP1 +ALCAM CD6 +DSG2 DSC1 +DSG2 DSC3 +SELPLG SIGLEC5 +SELPLG ITGB2 +SELPLG ITGAM +SELPLG SELL +SELPLG SELP +DSC3 DSG3 +DSC3 DSG4 +ICAM4 ITGB3 +ICAM4 ITGB2 +ICAM4 ITGB1 +ICAM4 ITGAV +ICAM4 ITGA2B +ICAM4 ITGAM +ICAM4 ITGA4 +ICAM4 ITGAL +NECTIN1 CD96 +NECTIN1 NECTIN4 +EFNB3 EPHB6 +EFNB3 EPHB2 +EFNB3 EPHB3 +EFNB3 EPHB4 +EFNB3 EPHB1 +EFNB3 EPHA4 +NTRK3 PTPRF +NTRK3 PTPRD +NTRK3 PTPRS +MICB HCST_KLRK1 +MICA HCST_KLRK1 +HLA-DRB5 CD4 +HLA-DRB5 LAG3 +TIGIT PVR +TIGIT NECTIN2 +IGSF11 VSIR +COL13A1 ITGA10_ITGB1 +COL13A1 ITGA2_ITGB1 +COL13A1 ITGA1_ITGB1 +COL13A1 ITGA11_ITGB1 +RAET1L HCST_KLRK1 +NCR3LG1 NCR3 +RAET1G HCST_KLRK1 +CSPG4 ITGA3_ITGB1 +EPGN EGFR +DLK2 NOTCH1 +BTLA CD79A +BTLA CD247 +BTLA TNFRSF14 +PDPN CLEC1B +JAML CXADR +CNTN4 PTPRG +NLGN4X NRXN1 +CADM3 NECTIN1 +NLGN1 NRXN1 +NLGN1 NRXN3 +NLGN1 NRXN2 +CD177 PECAM1 +SEMA6D PLXNA1_TREM2_TYROBP +SEMA6D KDR_PLXNA1 +NLGN2 NRXN1 +NLGN2 NRXN3 +NLGN2 NRXN2 +LILRB4 LAIR1 +RAET1E HCST_KLRK1 +CD200R1 CD200 +SECTM1 CD7 +NRG4 ERBB2_ERBB4 +NRG4 EGFR +NECTIN2 CD96 +NECTIN2 CD226 +NECTIN2 TIGIT +EDA EDA2R +EDA EDAR +SEMA4D PLXNB2 +SEMA4D PLXNB1 +SEMA4D ERBB2 +SEMA4D MET +SEMA4D PLXNB3 +HAVCR1 CD300LB +TIMD4 HAVCR1 +NECTIN4 TIGIT +SLITRK1 PTPRD +SLITRK1 PTPRS +ADAM2 ITGB1 +ADAM2 ITGA6 +ADAM2 ITGB7 +ADAM2 ITGA9 +PDCD1LG2 PDCD1 +JAM3 ITGAM_ITGB2 +JAM3 ITGB1 +ULBP3 HCST_KLRK1 +ULBP2 HCST_KLRK1 +ULBP1 HCST_KLRK1 +SEMA4C PLXNB2 +SLITRK2 PTPRD +SLITRK2 PTPRS +SEMA6A PLXNA2 +SEMA6A PLXNA4 +ADAM7 ITGA4 +ADAM7 ITGB7 +SEMA4A NRP1_PLXNA2 +SEMA4A NRP1_PLXNA3 +SEMA4A NRP1_PLXNA4 +SEMA4A NRP1_PLXNA1 +SEMA4A PLXNB2 +SEMA4A PLXNB1 +SEMA4A LILRB2 +SEMA4A PLXNB3 +SEMA4A PLXND1 +SEMA6B PLXNA2 +SEMA6B PLXNA4 +SLITRK6 PTPRS +NRXN3 NLGN1 +NRXN3 NLGN2 +NRXN3 NLGN3 +CD209 CEACAM1 +SEMA4B DCBLD2 +NECTIN3 PVR +NECTIN3 NECTIN1 +NECTIN3 TIGIT +NECTIN3 NECTIN2 +DLL4 NOTCH1 +DLL4 NOTCH2 +DLL4 NOTCH4 +DLL4 NOTCH3 +PDGFC PDGFRB +PDGFC PDGFRA +PDGFC FLT1 +PDGFC FLT4 +PDGFC KDR +LRRC4B PTPRF +LRRC4B PTPRD +LRRC4B PTPRS +SEMA4G PLXNB2 +DLL3 NOTCH1 +DLL3 NOTCH2 +DLL3 NOTCH4 +DLL3 NOTCH3 +PODXL2 SELL +NLGN3 NRXN1 +NLGN3 NRXN3 +NLGN3 NRXN2 +IL1RAPL1 PTPRF +IL1RAPL1 PTPRD +IL1RAPL1 PTPRS +CD274 CD80 +CD274 PDCD1 +CLEC1B KLRB1 +CLEC1B PDPN +SIRPG CD47 +SEMA5B PLXNA3 +SEMA5B PLXNA1 +CKLF LRP6 +CKLF CCR4 +KL FGFR1 +CLEC2D KLRB1 +ADAM29 ITGA4 +ADAM28 ITGA4 +HHLA2 TMIGD2 +ICAM5 ITGB2 +ICAM5 ITGAL +TNFSF18 TNFRSF18 +JAG2 NOTCH1 +JAG2 NOTCH2 +JAG2 NOTCH4 +JAG2 NOTCH3 +TNFSF13B TNFRSF13B +TNFSF13B TFRC +TNFSF13B HLA-DPB1 +TNFSF13B CD40 +TNFSF13B TNFRSF17 +TNFSF13B TNFRSF13C +F11R ITGAL_ITGB2 +COL6A6 ITGA10_ITGB1 +COL6A6 ITGA2_ITGB1 +COL6A6 ITGA3_ITGB1 +COL6A6 ITGA1_ITGB1 +COL6A6 ITGA9_ITGB1 +COL6A6 ITGA11_ITGB1 +COL6A6 ITGAV_ITGB8 +COL6A6 CD44 +COL6A6 SDC1 +COL6A6 GP6 +COL6A5 ITGA10_ITGB1 +COL6A5 ITGA2_ITGB1 +COL6A5 ITGA3_ITGB1 +COL6A5 ITGA1_ITGB1 +COL6A5 ITGA9_ITGB1 +COL6A5 ITGA11_ITGB1 +COL6A5 ITGAV_ITGB8 +COL6A5 CD44 +COL6A5 SDC1 +COL6A5 GP6 +FRAS1_FREM1_NPNT ITGA8_ITGB1 +FRAS1_FREM2_NPNT ITGA8_ITGB1 +AGRN MUSK +AGRN LRP4 +AGRN ITGB1 +AGRN LRP2 +AGRN LRP1 +AGRN DAG1 +LAMA5 ITGA2_ITGB1 +LAMA5 ITGA6_ITGB1 +LAMA5 ITGA3_ITGB1 +LAMA5 ITGA7_ITGB1 +LAMA5 ITGA9_ITGB1 +LAMA5 ITGAV_ITGB8 +LAMA5 ITGA6_ITGB4 +LAMA5 CD44 +LAMA5 SDC1 +LAMA5 BCAM +LAMA5 DAG1 +CHAD ITGA2_ITGB1 +COL1A1 ITGA10_ITGB1 +COL1A1 ITGA2_ITGB1 +COL1A1 ITGA3_ITGB1 +COL1A1 ITGA1_ITGB1 +COL1A1 ITGA9_ITGB1 +COL1A1 ITGA11_ITGB1 +COL1A1 ITGAV_ITGB8 +COL1A1 ITGA5 +COL1A1 CD44 +COL1A1 CD36 +COL1A1 SDC1 +COL1A1 FLT4 +COL1A1 DDR1 +COL1A1 DDR2 +COL1A1 GP6 +COL1A1 CD93 +COL2A1 ITGA10_ITGB1 +COL2A1 ITGA2_ITGB1 +COL2A1 ITGA3_ITGB1 +COL2A1 ITGA1_ITGB1 +COL2A1 ITGA9_ITGB1 +COL2A1 ITGA11_ITGB1 +COL2A1 ITGAV_ITGB8 +COL2A1 TNFRSF10A +COL2A1 ITGA2B +COL2A1 CD44 +COL2A1 SDC1 +COL2A1 DDR1 +COL2A1 GP6 +COL4A1 ITGA10_ITGB1 +COL4A1 ITGA2_ITGB1 +COL4A1 ITGA3_ITGB1 +COL4A1 ITGA1_ITGB1 +COL4A1 ITGA9_ITGB1 +COL4A1 ITGA11_ITGB1 +COL4A1 ITGAV_ITGB8 +COL4A1 CD44 +COL4A1 SDC1 +COL4A1 CD47 +COL4A1 GP6 +COL4A1 CD93 +FN1 ITGAV_ITGB3 +FN1 ITGA2B_ITGB3 +FN1 ITGAV_ITGB1 +FN1 ITGA5_ITGB1 +FN1 ITGA4_ITGB1 +FN1 ITGA3_ITGB1 +FN1 ITGA8_ITGB1 +FN1 ITGAV_ITGB6 +FN1 ITGAV_ITGB8 +FN1 ITGA4_ITGB7 +FN1 TNFRSF11B +FN1 CD79A +FN1 CD44 +FN1 TSHR +FN1 ITGA2 +FN1 SDC1 +FN1 C5AR1 +FN1 ITGA6 +FN1 SDC2 +FN1 FLT4 +FN1 PLAUR +FN1 ITGA9 +FN1 IL17RC +FN1 ROBO4 +VTN ITGAV_ITGB3 +VTN ITGA2B_ITGB3 +VTN ITGAV_ITGB1 +VTN ITGA8_ITGB1 +VTN ITGAV_ITGB5 +VTN ITGAV_ITGB8 +VTN TNFRSF11B +VTN ITGA5 +VTN PVR +VTN ITGB6 +VTN ITGA3 +VTN KDR +VTN PLAUR +VTN CD47 +VWF ITGAV_ITGB3 +VWF ITGA2B_ITGB3 +VWF GP1BA_GP1BB +VWF TNFRSF11B +VWF SELP +VWF SIRPA +VWF LRP1 +VWF SCARA5 +VWF STAB2 +LAMB1 ITGA2_ITGB1 +LAMB1 ITGA6_ITGB1 +LAMB1 ITGA3_ITGB1 +LAMB1 ITGA7_ITGB1 +LAMB1 ITGA9_ITGB1 +LAMB1 ITGAV_ITGB8 +LAMB1 ITGA6_ITGB4 +LAMB1 CD44 +LAMB1 ITGA1 +LAMB1 DAG1 +COL1A2 ITGA10_ITGB1 +COL1A2 ITGA2_ITGB1 +COL1A2 ITGA3_ITGB1 +COL1A2 ITGA1_ITGB1 +COL1A2 ITGA9_ITGB1 +COL1A2 ITGA11_ITGB1 +COL1A2 ITGAV_ITGB8 +COL1A2 ITGB3 +COL1A2 ITGA2B +COL1A2 CD44 +COL1A2 CD36 +COL1A2 SDC1 +COL1A2 FLT4 +COL1A2 GP6 +COL1A2 CD93 +COL4A2 ITGA10_ITGB1 +COL4A2 ITGA2_ITGB1 +COL4A2 ITGA3_ITGB1 +COL4A2 ITGA1_ITGB1 +COL4A2 ITGA9_ITGB1 +COL4A2 ITGA11_ITGB1 +COL4A2 ITGAV_ITGB8 +COL4A2 ITGB3 +COL4A2 CD44 +COL4A2 ITGB5 +COL4A2 SDC1 +COL4A2 GP6 +COL4A2 CD93 +LAMC1 ITGA2_ITGB1 +LAMC1 ITGA6_ITGB1 +LAMC1 ITGA3_ITGB1 +LAMC1 ITGA7_ITGB1 +LAMC1 ITGA9_ITGB1 +LAMC1 ITGAV_ITGB8 +LAMC1 ITGA6_ITGB4 +LAMC1 CD44 +LAMC1 ITGA1 +LAMC1 DAG1 +COL6A1 ITGA10_ITGB1 +COL6A1 ITGA2_ITGB1 +COL6A1 ITGA3_ITGB1 +COL6A1 ITGA1_ITGB1 +COL6A1 ITGA9_ITGB1 +COL6A1 ITGA11_ITGB1 +COL6A1 ITGAV_ITGB8 +COL6A1 CD44 +COL6A1 SDC1 +COL6A1 ITGA6 +COL6A1 GP6 +COL6A2 ITGA10_ITGB1 +COL6A2 ITGA2_ITGB1 +COL6A2 ITGA3_ITGB1 +COL6A2 ITGA1_ITGB1 +COL6A2 ITGA9_ITGB1 +COL6A2 ITGA11_ITGB1 +COL6A2 ITGAV_ITGB8 +COL6A2 CD44 +COL6A2 SDC1 +COL6A2 GP6 +COL6A3 ITGA10_ITGB1 +COL6A3 ITGA2_ITGB1 +COL6A3 ITGA3_ITGB1 +COL6A3 ITGA1_ITGB1 +COL6A3 ITGA9_ITGB1 +COL6A3 ITGA11_ITGB1 +COL6A3 ITGAV_ITGB8 +COL6A3 CD44 +COL6A3 SDC1 +COL6A3 GP6 +COL9A1 ITGA10_ITGB1 +COL9A1 ITGA2_ITGB1 +COL9A1 ITGA3_ITGB1 +COL9A1 ITGA1_ITGB1 +COL9A1 ITGA9_ITGB1 +COL9A1 ITGA11_ITGB1 +COL9A1 ITGAV_ITGB8 +COL9A1 CD44 +COL9A1 SDC1 +COL9A1 GP6 +IBSP ITGAV_ITGB3 +IBSP ITGAV_ITGB5 +TNXB ITGAV_ITGB3 +TNXB ITGA2B_ITGB3 +TNXB ITGA8_ITGB1 +TNXB ITGA9_ITGB1 +TNXB ITGAV_ITGB6 +TNXB SDC1 +LAMA2 ITGA2_ITGB1 +LAMA2 ITGA6_ITGB1 +LAMA2 ITGA3_ITGB1 +LAMA2 ITGA7_ITGB1 +LAMA2 ITGA9_ITGB1 +LAMA2 ITGAV_ITGB8 +LAMA2 ITGA6_ITGB4 +LAMA2 RPSA +LAMA2 CD44 +LAMA2 ITGA1 +LAMA2 DAG1 +TNC ITGAV_ITGB3 +TNC ITGA2B_ITGB3 +TNC ITGA8_ITGB1 +TNC ITGA9_ITGB1 +TNC ITGAV_ITGB6 +TNC EGFR +TNC ITGA5 +TNC ITGA2 +TNC SDC1 +TNC PTPRB +TNC PTPRZ1 +TNC CNTN1 +TNC ITGA7 +LAMA1 ITGA2_ITGB1 +LAMA1 ITGA6_ITGB1 +LAMA1 ITGA3_ITGB1 +LAMA1 ITGA7_ITGB1 +LAMA1 ITGA9_ITGB1 +LAMA1 ITGAV_ITGB8 +LAMA1 ITGA6_ITGB4 +LAMA1 RPSA +LAMA1 CD44 +LAMA1 SDC2 +LAMA1 GPC1 +LAMA1 ITGA1 +LAMA1 DAG1 +COL4A5 ITGA10_ITGB1 +COL4A5 ITGA2_ITGB1 +COL4A5 ITGA3_ITGB1 +COL4A5 ITGA1_ITGB1 +COL4A5 ITGA9_ITGB1 +COL4A5 ITGA11_ITGB1 +COL4A5 ITGAV_ITGB8 +COL4A5 CD44 +COL4A5 SDC1 +COL4A5 CD47 +COL4A5 GP6 +COL4A5 CD93 +THBS2 ITGAV_ITGB3 +THBS2 ITGA3_ITGB1 +THBS2 ITGA4 +THBS2 CD36 +THBS2 SDC1 +THBS2 ITGA6 +THBS2 CD47 +THBS2 NOTCH4 +THBS2 NOTCH3 +THBS4 ITGAV_ITGB3 +THBS4 ITGA3_ITGB1 +THBS4 CD36 +THBS4 SDC1 +THBS4 CD47 +THBS3 ITGAV_ITGB3 +THBS3 ITGA3_ITGB1 +COMP ITGAV_ITGB3 +COMP ITGA3_ITGB1 +COMP ITGA5 +COMP CD36 +COMP SDC1 +COMP CD47 +COL4A4 ITGA10_ITGB1 +COL4A4 ITGA2_ITGB1 +COL4A4 ITGA3_ITGB1 +COL4A4 ITGA1_ITGB1 +COL4A4 ITGA9_ITGB1 +COL4A4 ITGA11_ITGB1 +COL4A4 ITGAV_ITGB8 +COL4A4 ITGB3 +COL4A4 CD44 +COL4A4 SDC1 +COL4A4 CD47 +COL4A4 GP6 +COL4A4 CD93 +LAMB2 ITGA2_ITGB1 +LAMB2 ITGA6_ITGB1 +LAMB2 ITGA3_ITGB1 +LAMB2 ITGA7_ITGB1 +LAMB2 ITGA9_ITGB1 +LAMB2 ITGAV_ITGB8 +LAMB2 ITGA6_ITGB4 +LAMB2 RPSA +LAMB2 CD44 +LAMB2 DAG1 +RELN ITGA3_ITGB1 +RELN VLDLR +RELN LRP8 +HSPG2 ITGB1 +HSPG2 FGFR1 +HSPG2 ITGA2 +HSPG2 SDC1 +HSPG2 LRP2 +HSPG2 LRP1 +HSPG2 PTPRS +HSPG2 DAG1 +COL4A3 ITGA10_ITGB1 +COL4A3 ITGA2_ITGB1 +COL4A3 ITGA3_ITGB1 +COL4A3 ITGA1_ITGB1 +COL4A3 ITGA9_ITGB1 +COL4A3 ITGA11_ITGB1 +COL4A3 ITGAV_ITGB8 +COL4A3 ITGB3 +COL4A3 CD44 +COL4A3 SDC1 +COL4A3 CD47 +COL4A3 GP6 +COL4A3 CD93 +DMP1 ITGAV_ITGB3 +LAMB3 ITGA2_ITGB1 +LAMB3 ITGA6_ITGB1 +LAMB3 ITGA3_ITGB1 +LAMB3 ITGA7_ITGB1 +LAMB3 ITGA9_ITGB1 +LAMB3 ITGAV_ITGB8 +LAMB3 ITGA6_ITGB4 +LAMB3 CD44 +LAMB3 DAG1 +LAMC2 ITGA2_ITGB1 +LAMC2 ITGA6_ITGB1 +LAMC2 ITGA3_ITGB1 +LAMC2 ITGA7_ITGB1 +LAMC2 ITGA9_ITGB1 +LAMC2 ITGAV_ITGB8 +LAMC2 ITGA6_ITGB4 +LAMC2 CD44 +LAMC2 DAG1 +COL4A6 ITGA10_ITGB1 +COL4A6 ITGA2_ITGB1 +COL4A6 ITGA3_ITGB1 +COL4A6 ITGA1_ITGB1 +COL4A6 ITGA9_ITGB1 +COL4A6 ITGA11_ITGB1 +COL4A6 ITGAV_ITGB8 +COL4A6 CD44 +COL4A6 SDC1 +COL4A6 CD47 +COL4A6 GP6 +COL4A6 CD93 +COL9A3 ITGA10_ITGB1 +COL9A3 ITGA2_ITGB1 +COL9A3 ITGA3_ITGB1 +COL9A3 ITGA1_ITGB1 +COL9A3 ITGA9_ITGB1 +COL9A3 ITGA11_ITGB1 +COL9A3 ITGAV_ITGB8 +COL9A3 CD44 +COL9A3 SDC1 +COL9A3 GP6 +COL9A2 ITGA10_ITGB1 +COL9A2 ITGA2_ITGB1 +COL9A2 ITGA3_ITGB1 +COL9A2 ITGA1_ITGB1 +COL9A2 ITGA9_ITGB1 +COL9A2 ITGA11_ITGB1 +COL9A2 ITGAV_ITGB8 +COL9A2 CD44 +COL9A2 SDC1 +COL9A2 GP6 +LAMA4 ITGA2_ITGB1 +LAMA4 ITGA6_ITGB1 +LAMA4 ITGA3_ITGB1 +LAMA4 ITGA7_ITGB1 +LAMA4 ITGA9_ITGB1 +LAMA4 ITGAV_ITGB8 +LAMA4 ITGA6_ITGB4 +LAMA4 CD44 +LAMA4 DAG1 +LAMA3 ITGA2_ITGB1 +LAMA3 ITGA6_ITGB1 +LAMA3 ITGA3_ITGB1 +LAMA3 ITGA7_ITGB1 +LAMA3 ITGA9_ITGB1 +LAMA3 ITGAV_ITGB8 +LAMA3 ITGA6_ITGB4 +LAMA3 CD44 +LAMA3 SDC2 +LAMA3 DAG1 +TNR ITGAV_ITGB3 +TNR ITGA2B_ITGB3 +TNR ITGA8_ITGB1 +TNR ITGA9_ITGB1 +TNR ITGAV_ITGB6 +TNR SDC1 +DSPP ITGAV_ITGB1 +DSPP ITGAV_ITGB6 +TNN ITGAV_ITGB3 +TNN ITGA2B_ITGB3 +TNN ITGA8_ITGB1 +TNN ITGA9_ITGB1 +TNN ITGAV_ITGB6 +TNN SDC1 +LAMC3 ITGA2_ITGB1 +LAMC3 ITGA6_ITGB1 +LAMC3 ITGA3_ITGB1 +LAMC3 ITGA7_ITGB1 +LAMC3 ITGA9_ITGB1 +LAMC3 ITGAV_ITGB8 +LAMC3 ITGA6_ITGB4 +LAMC3 CD44 +LAMC3 DAG1 +CLCF1_CRLF1 CNTFR_IL6ST +LTA_LTB LTBR +IGHG1_IGLC1 FCGR3B +IGHG1_IGLC1 FCGR2B +INHA_INHBA ACVR2A +INHA_INHBB ACVR2B +INHBA_INHBB ACVR1B_ACVR2A +INHBA_INHBB ACVR1_ACVR2A +INHBA_INHBB ACVR1C_ACVR2A +INHBA_INHBB ACVR1B_ACVR2B +INHBA_INHBB ACVR1_ACVR2B +INHBA_INHBB ACVR1C_ACVR2B +CSF1_IL34 CSF1R +IL12A_IL12B IL12RB1_IL12RB2 +EBI3_IL12A IL12RB2_IL6ST +IL12A_IL27 IL12RB2_IL27RA +IL12B_IL23A IL12RB1_IL23R +EBI3_IL27 IL27RA_IL6ST +IL17A_IL17F IL17RA_IL17RC +IFNL4 IL10RB +IFNL4 IFNLR1 +CCL24 CCR2 +CCL24 CCR3 +CORT ADRA2A +CORT SSTR1 +CORT SSTR2 +CORT SSTR4 +CORT SSTR3 +CORT SSTR5 +CORT MTNR1A +CORT GRM7 +CORT GHSR +CORT MRGPRX2 +AGRP SDC3 +AGRP MC4R +AGRP MC5R +AGRP MC3R +LEFTY2 ACVR2A +LEFTY2 ACVR1B +LEFTY2 ACVR2B +CCL21 ADRA2A +CCL21 CCR7 +CCL21 CCR10 +CCL21 MTNR1A +CCL21 CXCR3 +CCL21 GRM7 +CCL21 ACKR4 +CCN1 TLR4 +CCN1 TLR2 +CCN1 ITGB3 +CCN1 ITGB2 +CCN1 ITGAV +CCN1 ITGA5 +CCN1 ITGAM +CCN1 ITGB5 +CCL22 CCR4 +NTN3 CDON +NTN3 NEO1 +WNT10B FZD9_LRP5 +WNT10B FZD9_LRP6 +WNT10B FZD6_LRP5 +WNT10B FZD6_LRP6 +WNT10B FZD7_LRP5 +WNT10B FZD7_LRP6 +WNT10B FZD5_LRP5 +WNT10B FZD2_LRP5 +WNT10B FZD8_LRP5 +WNT10B FZD3_LRP5 +WNT10B FZD4_LRP5 +WNT10B FZD10_LRP5 +WNT10B FZD1_LRP5 +WNT10B FZD5_LRP6 +WNT10B FZD2_LRP6 +WNT10B FZD8_LRP6 +WNT10B FZD3_LRP6 +WNT10B FZD4_LRP6 +WNT10B FZD10_LRP6 +WNT10B FZD1_LRP6 +WNT7A FZD9_LRP5 +WNT7A FZD9_LRP6 +WNT7A FZD6_LRP5 +WNT7A FZD6_LRP6 +WNT7A FZD7_LRP5 +WNT7A FZD7_LRP6 +WNT7A FZD5_LRP5 +WNT7A FZD2_LRP5 +WNT7A FZD8_LRP5 +WNT7A FZD3_LRP5 +WNT7A FZD4_LRP5 +WNT7A FZD10_LRP5 +WNT7A FZD1_LRP5 +WNT7A FZD5_LRP6 +WNT7A FZD2_LRP6 +WNT7A FZD8_LRP6 +WNT7A FZD3_LRP6 +WNT7A FZD4_LRP6 +WNT7A FZD10_LRP6 +WNT7A FZD1_LRP6 +WNT7A RECK +WNT7A LDLR +CXCL11 ADRA2A +CXCL11 ACKR3 +CXCL11 MTNR1A +CXCL11 CXCR3 +CXCL11 CCR3 +CXCL11 CCR5 +CXCL11 GRM7 +CXCL11 ACKR1 +MSTN ACVR1B_ACVR2A +MSTN ACVR2A_TGFBR1 +MSTN ACVR1B_ACVR2B +MSTN ACVR2B_TGFBR1 +WNT9A FZD9_LRP5 +WNT9A FZD9_LRP6 +WNT9A FZD6_LRP5 +WNT9A FZD6_LRP6 +WNT9A FZD7_LRP5 +WNT9A FZD7_LRP6 +WNT9A FZD5_LRP5 +WNT9A FZD2_LRP5 +WNT9A FZD8_LRP5 +WNT9A FZD3_LRP5 +WNT9A FZD4_LRP5 +WNT9A FZD10_LRP5 +WNT9A FZD1_LRP5 +WNT9A FZD5_LRP6 +WNT9A FZD2_LRP6 +WNT9A FZD8_LRP6 +WNT9A FZD3_LRP6 +WNT9A FZD4_LRP6 +WNT9A FZD10_LRP6 +WNT9A FZD1_LRP6 +WNT9B FZD9_LRP5 +WNT9B FZD9_LRP6 +WNT9B FZD6_LRP5 +WNT9B FZD6_LRP6 +WNT9B FZD7_LRP5 +WNT9B FZD7_LRP6 +WNT9B FZD5_LRP5 +WNT9B FZD2_LRP5 +WNT9B FZD8_LRP5 +WNT9B FZD3_LRP5 +WNT9B FZD4_LRP5 +WNT9B FZD10_LRP5 +WNT9B FZD1_LRP5 +WNT9B FZD5_LRP6 +WNT9B FZD2_LRP6 +WNT9B FZD8_LRP6 +WNT9B FZD3_LRP6 +WNT9B FZD4_LRP6 +WNT9B FZD10_LRP6 +WNT9B FZD1_LRP6 +SEMA3E NRP1 +SEMA3E PLXND1 +ANGPT2 ITGA5_ITGB1 +ANGPT2 TIE1 +ANGPT2 TEK +NPFF NPFFR1 +NPFF NPFFR2 +VGF NTRK1 +DEFB4B TLR4 +DEFB4B CCR6 +CCL25 ADRA2A +CCL25 CCR10 +CCL25 MTNR1A +CCL25 CCR9 +CCL25 GRM7 +CCL25 ACKR4 +CCL16 ADRA2A +CCL16 CCR1 +CCL16 CCR2 +CCL16 MTNR1A +CCL16 CCR5 +CCL16 CCR8 +CCL16 GRM7 +CCL16 ACKR1 +CCL16 HRH4 +FGF10 FGFR1 +FGF10 FGFR2 +FGF10 FGFRL1 +FGF16 FGFR1 +FGF16 FGFR2 +FGF16 FGFR4 +FGF16 FGFR3 +DHH PTCH1_SMO +DHH PTCH2_SMO +DHH CDON +DHH BOC +HCRT HCRTR1 +HCRT HCRTR2 +HCRT NPFFR2 +ANGPTL7 LILRB3 +EDIL3 ITGB3 +EDIL3 ITGAV +EDIL3 ITGB5 +CD5L CD5 +VEGFD FLT4_KDR +VEGFD NRP2 +VEGFD ITGB1 +VEGFD ITGA5 +VEGFD ITGA4 +VEGFD ITGA2 +VEGFD FLT1 +VEGFD ITGA1 +VEGFD ITGA9 +CXCL13 ADRA2A +CXCL13 CXCR5 +CXCL13 CCR10 +CXCL13 MTNR1A +CXCL13 CXCR3 +CXCL13 GRM7 +CXCL13 ACKR1 +CXCL13 ACKR4 +FGF17 FGFR1 +FGF17 FGFR2 +FGF17 FGFR4 +FGF17 FGFR3 +GDF9 ACVR1B_BMPR2 +GDF9 BMPR2_TGFBR1 +GDF9 BMPR1B +GDF9 ACVR2A +GDF9 BMPR1A +PSPN GFRA4_RET +PSPN GFRA2 +PSPN SDC3 +PSPN GFRA1 +GREM1 KDR +SLIT1 SDC1 +SLIT1 GPC1 +SLIT1 ROBO2 +SLIT1 FLRT3 +SLIT1 ROBO1 +SLIT3 ROBO4 +SLIT3 ROBO2 +SLIT3 ROBO1 +PGLYRP1 TREM1 +LEFTY1 ACVR2A +LEFTY1 ACVR1B +LEFTY1 ACVR2B +FGF18 FGFR1 +FGF18 FGFR2 +FGF18 FGFR4 +FGF18 FGFR3 +SLIT2 APP +SLIT2 SDC1 +SLIT2 GPC1 +SLIT2 DCC +SLIT2 ROBO4 +SLIT2 ROBO2 +SLIT2 ROBO1 +LRIG2 EGFR +DKK1 LRP4 +DKK1 LRP5 +DKK1 LRP6 +DKK1 KREMEN2 +DKK1 KREMEN1 +SEMA3D NRP1_PLXNA2 +SEMA3D NRP1_PLXNA3 +SEMA3D NRP1_PLXNA4 +SEMA3D NRP1_PLXNA1 +SEMA3D NRP2_PLXNA2 +SEMA3D NRP2_PLXNA3 +SEMA3D NRP2_PLXNA4 +SEMA3D NRP2_PLXNA1 +SEMA3D PLXND1 +NXPH2 NRXN1 +NXPH3 NRXN1 +NXPH3 NRXN3 +NXPH3 NRXN2 +CCN4 ITGB1 +CCN4 ITGA5 +GDF11 ACVR1B_ACVR2A +GDF11 ACVR2A_TGFBR1 +GDF11 ACVR1B_ACVR2B +GDF11 ACVR2B_TGFBR1 +GDF11 BMPR1B +GDF11 BMPR1A +GDF11 BMPR2 +GDF11 ANTXR1 +BMP10 ACVR2A_ACVRL1 +BMP10 ACVR2B_ACVRL1 +BMP10 ACVRL1_BMPR2 +BMP10 BMPR1B +BMP10 FFAR2 +BMP10 BMPR1A +BMP10 KIR2DL3 +BMP10 KIR3DL1 +BMP10 KIR3DS1 +BMP10 GPR152 +BMP10 VSIR +UTS2 UTS2R +NTN1 UNC5C +NTN1 ADORA2B +NTN1 MCAM +NTN1 DCC +NTN1 UNC5D +NTN1 UNC5A +NTN1 UNC5B +NTN1 NEO1 +CXCL14 CXCR4 +FGF19 FGFR1 +FGF19 FGFR2 +FGF19 FGFR4 +FGF19 FGFR3 +FGF19 KLB +IL33 IL1RAP_IL1RL1 +CER1 MRC2 +ANGPTL1 LILRB3 +ANGPTL1 TEK +OLFM2 ROBO2 +LGI1 ADAM23 +LGI1 RTN4R +BMP15 BMPR1B_BMPR2 +BMP15 ACVR2A +BMP15 BMPR1A +WNT11 FZD9 +WNT11 MUSK +WNT11 FZD6 +WNT11 FZD7 +WNT11 FZD5 +WNT11 FZD2 +WNT11 FZD8 +WNT11 FZD3 +WNT11 FZD4 +WNT11 FZD10 +HP TLR4 +HP ITGB2 +HP ASGR1 +HP ASGR2 +HP ITGAM +HP CD22 +HP CD163 +PLG F2RL2 +PLG ITGB2 +PLG ITGB1 +PLG ITGAM +PLG IGF2R +PLG F3 +PLG FLT1 +PLG F2R +PLG F2RL1 +PLG PLAUR +PLG ITGA9 +PLG PARD3 +PLG F2RL3 +AGT MAS1 +AGT ADRA2A +AGT AGTR1 +AGT MTNR1A +AGT AGTR2 +AGT LRP2 +AGT GRM7 +KNG1 ITGB2 +KNG1 GP1BA +KNG1 ADRA2A +KNG1 ITGAM +KNG1 BDKRB2 +KNG1 SDC2 +KNG1 BDKRB1 +KNG1 MTNR1A +KNG1 PLAUR +KNG1 GRM7 +KNG1 GPR135 +KNG1 RXFP4 +KNG1 CD93 +PDGFB PDGFRA_PDGFRB +PDGFB ITGAV +PDGFB S1PR1 +PDGFB LRP1 +PDGFB ADGRV1 +EGF EGFR_ERBB2 +EGF NRP1 +EGF LDLR +EGF ADRB2 +EGF ERBB3 +EGF FSHR +EGF AXL +EGF LRP2 +EGF ERBB4 +TGFB1 ITGAV_ITGB6 +TGFB1 ACVR1B_TGFBR2 +TGFB1 TGFBR1_TGFBR2 +TGFB1 ACVR1_TGFBR1_TGFBR2 +TGFB1 ACVR1_TGFBR2 +TGFB1 ACVR1C_TGFBR2 +TGFB1 EGFR +TGFB1 ITGB3 +TGFB1 ITGB1 +TGFB1 ITGB5 +TGFB1 ITGB8 +TGFB1 SDC2 +TGFB1 ACVRL1 +TGFB1 CXCR4 +TGFB1 TGFBR3 +TGFB1 VASN +NGF NTRK1 +NGF NGFR +NGF SORCS2 +NPPA NPR1 +NPPA NPR3 +NPPA NPR2 +OXT AVPR2 +OXT OXTR +OXT AVPR1A +OXT AVPR1B +AVP RAMP2 +AVP RAMP3 +AVP LDLR +AVP ADRB2 +AVP ADRB3 +AVP TSHR +AVP AVPR2 +AVP OXTR +AVP VIPR1 +AVP AVPR1A +AVP ADCYAP1R1 +AVP AVPR1B +AVP LRP2 +AVP PTH1R +AVP GPR20 +AVP GPR84 +POMC RAMP2 +POMC RAMP3 +POMC ADRB2 +POMC ADRA2A +POMC ADRB3 +POMC TSHR +POMC VIPR1 +POMC MC4R +POMC MC5R +POMC OPRM1 +POMC OPRK1 +POMC OPRL1 +POMC ADCYAP1R1 +POMC MC3R +POMC MTNR1A +POMC MC2R +POMC MC1R +POMC PTH1R +POMC GRM7 +POMC GPR20 +POMC GPR84 +PENK ADRA2A +PENK OPRM1 +PENK OPRK1 +PENK OPRL1 +PENK MTNR1A +PENK GRM7 +PENK MRGPRX1 +PENK OGFR +PDYN ADRA2A +PDYN OPRM1 +PDYN OPRK1 +PDYN OPRL1 +PDYN MTNR1A +PDYN GRM7 +CGA RAMP2 +CGA RAMP3 +CGA ADRB2 +CGA ADRB3 +CGA TSHR +CGA LHCGR +CGA FSHR +CGA VIPR1 +CGA ADCYAP1R1 +CGA PTH1R +CGA GPR20 +CGA GPR84 +TSHB RAMP2 +TSHB RAMP3 +TSHB ADRB2 +TSHB ADRB3 +TSHB TSHR +TSHB VIPR1 +TSHB ADCYAP1R1 +TSHB PTH1R +TSHB GPR20 +TSHB GPR84 +FSHB RAMP2 +FSHB RAMP3 +FSHB ADRB2 +FSHB ADRB3 +FSHB TSHR +FSHB FSHR +FSHB VIPR1 +FSHB ADCYAP1R1 +FSHB PTH1R +FSHB GPR20 +FSHB GPR84 +LHB RAMP2 +LHB RAMP3 +LHB ADRB2 +LHB ADRB3 +LHB TSHR +LHB LHCGR +LHB VIPR1 +LHB ADCYAP1R1 +LHB PTH1R +LHB GPR20 +LHB GPR84 +PRL PRLR +GH1 GHR +GH1 PRLR +GH2 GHR +CALCA ADRB2 +CALCA ADRB3 +CALCA TSHR +CALCA VIPR1 +CALCA ADCYAP1R1 +CALCA PTH1R +CALCA GPR20 +CALCA GPR84 +TG TPO +TG ASGR1 +TG LRP2 +PTH RAMP2 +PTH RAMP3 +PTH LRP6 +PTH ADRB2 +PTH ADRB3 +PTH TSHR +PTH VIPR1 +PTH ADCYAP1R1 +PTH PTH2R +PTH PTH1R +PTH GPR20 +PTH GPR84 +GCG RAMP2 +GCG RAMP3 +GCG GLP2R +GCG ADRB2 +GCG ADRB3 +GCG TSHR +GCG VIPR1 +GCG ADCYAP1R1 +GCG GLP1R +GCG GCGR +GCG GIPR +GCG PTH1R +GCG GPR20 +GCG GPR84 +VIP RAMP1 +VIP RAMP2 +VIP RAMP3 +VIP ADRB2 +VIP ADRB3 +VIP TSHR +VIP NPR3 +VIP VIPR1 +VIP AVPR1A +VIP ADCYAP1R1 +VIP VIPR2 +VIP SCTR +VIP PTH1R +VIP GPR20 +VIP GPR84 +GHRH RAMP2 +GHRH RAMP3 +GHRH ADRB2 +GHRH ADRB3 +GHRH TSHR +GHRH VIPR1 +GHRH ADCYAP1R1 +GHRH VIPR2 +GHRH GHRHR +GHRH PTH1R +GHRH GHSR +GHRH GPR20 +GHRH GPR84 +PPY ADRA2A +PPY NPY1R +PPY MTNR1A +PPY NPY2R +PPY NPY4R +PPY GRM7 +PPY NPY5R +PPY NPY6R +PPY GPR83 +NPY ADRA2A +NPY NPY1R +NPY MC4R +NPY MTNR1A +NPY NPY2R +NPY PRLHR +NPY NPY4R +NPY GRM7 +NPY NPY5R +NPY NPY6R +NPY GPR83 +NPY NPFFR2 +INS INSR +INS IGF1R +INS LRP2 +INS LILRB2 +INS LILRB1 +IGF2 ITGAV_ITGB3 +IGF2 ITGA6_ITGB4 +IGF2 INSR +IGF2 IGF1R +IGF2 IGF2R +IGF2 GPR152 +GAST CCKBR +GAST KIR2DL3 +GAST GPR152 +LTA TNFRSF1A +LTA TNFRSF1B +LTA TNFRSF14 +IFNA1 IFNAR1_IFNAR2 +IFNA1 CR2 +IFNA2 IFNAR1_IFNAR2 +IFNA10 IFNAR1_IFNAR2 +IFNA7 IFNAR1_IFNAR2 +IFNA21 IFNAR1_IFNAR2 +IFNA5 IFNAR1_IFNAR2 +IFNA14 IFNAR1_IFNAR2 +IFNA17 IFNAR1_IFNAR2 +IFNB1 IFNAR1_IFNAR2 +IFNG IFNGR1_IFNGR2 +IL1A IL1R1_IL1RAP +IL1A IL1R2_IL1RAP +IL1B IL1R1_IL1RAP +IL1B IL1R2_IL1RAP +IL1B ADRB2 +IL1B SIGIRR +EPO EPOR +EPO EPHB4 +APOA1 LDLR +APOA1 LRP2 +APOA1 LRP1 +APOE LRP4 +APOE LRP5 +APOE LRP6 +APOE LDLR +APOE SDC2 +APOE VLDLR +APOE LRP2 +APOE LRP1 +APOE LRP8 +APOE LSR +APOE SCARB1 +APOE TREM2 +APOA2 LDLR +APOA2 LRP2 +APOA2 LRP1 +APOC2 LDLR +APOC2 LRP2 +APOC2 LRP1 +APOC3 TLR2 +APOC3 LDLR +APOC3 SDC2 +APOC3 LRP2 +APOC3 LRP1 +ORM1 CCR5 +TTR NGFR +GC LRP2 +PPBP ADRA2A +PPBP CXCR1 +PPBP CXCR2 +PPBP MTNR1A +PPBP GRM7 +PPBP ACKR1 +PF4 LDLR +PF4 THBD +PF4 ADRA2A +PF4 FGFR2 +PF4 SDC2 +PF4 MTNR1A +PF4 CXCR3 +PF4 LRP1 +PF4 GRM7 +PF4 ACKR1 +PF4 PROCR +CXCL10 ADRA2A +CXCL10 MTNR1A +CXCL10 CXCR3 +CXCL10 CCR3 +CXCL10 GRM7 +CXCL10 ACKR1 +TF LDLR +TF TFRC +TF ADRB2 +TF LRP2 +TF TFR2 +HPX LRP1 +ANG PLXNB2 +ANG EGFR +AMH AMHR2_BMPR1B +AMH AMHR2_BMPR1A +AMH ACVR1_AMHR2 +AMH EGFR +PDGFA PDGFRB +PDGFA PDGFRA +RLN2 RAMP2 +RLN2 RAMP3 +RLN2 ADRB2 +RLN2 ADRB3 +RLN2 TSHR +RLN2 VIPR1 +RLN2 ADCYAP1R1 +RLN2 PTH1R +RLN2 RXFP2 +RLN2 GPR20 +RLN2 RXFP1 +RLN2 GPR84 +RLN2 RXFP3 +APOB TLR4 +APOB LRP6 +APOB LDLR +APOB ITGB2 +APOB ADRB2 +APOB ITGAM +APOB OLR1 +APOB VLDLR +APOB LRP2 +APOB LRP1 +APOB LRP8 +APOB LSR +APOB TLR6 +CSF2 CSF2RA_CSF2RB +CSF2 ITGB1 +CSF2 CSF1R +CSF2 IL3RA +CSF2 SDC2 +CSF2 ITGA9 +CSF2 CSF3R +TFF1 FCRL4 +WNT1 FZD9_LRP5 +WNT1 FZD9_LRP6 +WNT1 FZD6_LRP5 +WNT1 FZD6_LRP6 +WNT1 FZD7_LRP5 +WNT1 FZD7_LRP6 +WNT1 FZD5_LRP5 +WNT1 FZD2_LRP5 +WNT1 FZD8_LRP5 +WNT1 FZD3_LRP5 +WNT1 FZD4_LRP5 +WNT1 FZD10_LRP5 +WNT1 FZD1_LRP5 +WNT1 FZD5_LRP6 +WNT1 FZD2_LRP6 +WNT1 FZD8_LRP6 +WNT1 FZD3_LRP6 +WNT1 FZD4_LRP6 +WNT1 FZD10_LRP6 +WNT1 FZD1_LRP6 +WNT1 CD36 +WNT1 RYK +WNT1 ROR2 +RLN1 RXFP4 +RLN1 RXFP2 +RLN1 RXFP1 +RLN1 RXFP3 +IFNW1 IFNAR1_IFNAR2 +IFNA6 IFNAR1_IFNAR2 +IFNA4 IFNAR1_IFNAR2 +IFNA16 IFNAR1_IFNAR2 +IGF1 ITGAV_ITGB3 +IGF1 ITGA6_ITGB4 +IGF1 INSR +IGF1 IGF1R +IGF1 IGF2R +APOD LEPR +S100A8 TLR4 +S100A8 ITGB2 +S100A8 CD36 +S100A8 CD68 +S100A8 AGER +INHA TGFBR3 +INHA ACVR1 +IL4 IL2RG_IL4R +IL4 IL13_IL13RA1_IL4R +IL4 IL13RA1_IL4R +IL4 IL13RA2_IL4R +IL4 CD53 +IL5 CSF2RB_IL5RA +FGF1 NRP1 +FGF1 EGFR +FGF1 FGFR1 +FGF1 CD44 +FGF1 FGFR2 +FGF1 FGFR4 +FGF1 FGFR3 +FGF1 TGFBR3 +FGF1 CSPG4 +FGF1 FGFRL1 +IL6 IL6R_IL6ST +IL6 F3 +IL6 HRH1 +EDN1 EDNRB +EDN1 EDNRA +EDN1 ADGRL4 +HLA-DQB2 LAG3 +CCK CCKAR +CCK CCKBR +S100A9 TLR4 +S100A9 ITGB2 +S100A9 CD36 +S100A9 CD68 +S100A9 AGER +APOA4 LDLR +APOA4 LRP2 +APOA4 LRP1 +GPI NTRK1 +CRH RAMP2 +CRH RAMP3 +CRH ADRB2 +CRH ADRB3 +CRH TSHR +CRH VIPR1 +CRH CRHR1 +CRH ADCYAP1R1 +CRH MC2R +CRH PTH1R +CRH CRHR2 +CRH GPR20 +CRH GPR84 +CALCA CALCRL_RAMP1 +CALCA CALCRL_RAMP2 +CALCA CALCRL_RAMP3 +PRSS1 F2RL2 +PRSS1 F2R +PRSS1 F2RL1 +PRSS1 PARD3 +PRSS1 F2RL3 +PRSS2 F2RL2 +PRSS2 F2R +PRSS2 F2RL1 +PRSS2 PARD3 +PRSS2 F2RL3 +GRP NMBR +GRP GRPR +GRP BRS3 +DCN TLR4 +DCN TLR2 +DCN EGFR +DCN MET +DCN ERBB4 +INHBA TGFBR3 +INHBA BAMBI +LPA ITGB2 +LPA ITGAM +LPA LRP2 +LPA LPAR4 +LPA LPAR2 +LPA LPAR3 +FGF4 NRP1 +FGF4 FGFR1 +FGF4 FGFR2 +FGF4 FGFR4 +FGF4 FGFR3 +FGF4 FGFRL1 +IL3 CSF2RB_IL3RA +NMB NMBR +NMB GRPR +NMB BRS3 +FGF2 NRP1 +FGF2 SDC3 +FGF2 GPC4 +FGF2 FGFR1 +FGF2 CD44 +FGF2 SDC1 +FGF2 FGFR2 +FGF2 FGFR4 +FGF2 FGFR3 +FGF2 SDC2 +FGF2 FGFRL1 +CXCL1 ADRA2A +CXCL1 CXCR1 +CXCL1 CXCR2 +CXCL1 MTNR1A +CXCL1 GRM7 +CXCL1 ACKR1 +LGALS1 ITGB1 +LGALS1 PTPRC +WNT2 FZD9_LRP5 +WNT2 FZD9_LRP6 +WNT2 FZD6_LRP5 +WNT2 FZD6_LRP6 +WNT2 FZD7_LRP5 +WNT2 FZD7_LRP6 +WNT2 FZD5_LRP5 +WNT2 FZD2_LRP5 +WNT2 FZD8_LRP5 +WNT2 FZD3_LRP5 +WNT2 FZD4_LRP5 +WNT2 FZD10_LRP5 +WNT2 FZD1_LRP5 +WNT2 FZD5_LRP6 +WNT2 FZD2_LRP6 +WNT2 FZD8_LRP6 +WNT2 FZD3_LRP6 +WNT2 FZD4_LRP6 +WNT2 FZD10_LRP6 +WNT2 FZD1_LRP6 +GIP RAMP2 +GIP RAMP3 +GIP INSR +GIP ADRB2 +GIP ADRB3 +GIP TSHR +GIP VIPR1 +GIP ADCYAP1R1 +GIP GIPR +GIP PTH1R +GIP GPR20 +GIP GPR84 +SCT RAMP2 +SCT RAMP3 +SCT ADRB2 +SCT ADRB3 +SCT TSHR +SCT VIPR1 +SCT ADCYAP1R1 +SCT VIPR2 +SCT SCTR +SCT PTH1R +SCT GPR20 +SCT GPR84 +CSF3 CSF1R +CSF3 CSF3R +C4B CD46 +C4B CR1 +NPS RAMP2 +NPS RAMP3 +NPS ADRB2 +NPS ADRB3 +NPS TSHR +NPS VIPR1 +NPS ADCYAP1R1 +NPS PTH1R +NPS NPSR1 +NPS GPR20 +NPS GPR84 +SAA1 TLR2 +SAA1 ADRA2A +SAA1 CD36 +SAA1 FPR1 +SAA1 FPR2 +SAA1 MTNR1A +SAA1 GRM7 +SAA1 SCARB1 +APELA APLNR +CSH1 PRLR +CSH2 PRLR +CGB8 LHCGR +SLURP2 CHRNA3 +PYY ADRA2A +PYY NPY1R +PYY MTNR1A +PYY NPY2R +PYY NPY4R +PYY GRM7 +PYY NPY5R +PYY NPY6R +PYY GPR83 +CALCB RAMP1 +CALCB RAMP2 +CALCB RAMP3 +CALCB ADRB2 +CALCB ADRB3 +CALCB TSHR +CALCB VIPR1 +CALCB ADCYAP1R1 +CALCB PTH1R +CALCB CALCRL +CALCB GPR20 +CALCB GPR84 +CXCL8 SDC3 +CXCL8 ADRA2A +CXCL8 CD79A +CXCL8 SDC1 +CXCL8 CXCR1 +CXCL8 CXCR2 +CXCL8 SDC2 +CXCL8 KDR +CXCL8 MTNR1A +CXCL8 GRM7 +CXCL8 ACKR1 +CCL3 CCR1 +CCL3 CCR3 +CCL3 CCR4 +CCL3 CCR5 +SPP1 ITGAV_ITGB3 +SPP1 ITGAV_ITGB1 +SPP1 ITGA5_ITGB1 +SPP1 ITGA4_ITGB1 +SPP1 ITGA8_ITGB1 +SPP1 ITGA9_ITGB1 +SPP1 ITGAV_ITGB5 +SPP1 ITGAV_ITGB6 +SPP1 CD44 +SPP1 PTGER4 +SPP1 CCR8 +PF4V1 CXCR3 +RBP3 NOTCH1 +FGF6 FGFR1 +FGF6 FGFR2 +FGF6 FGFR4 +FGF6 FGFR3 +IAPP RAMP1 +IAPP RAMP2 +IAPP RAMP3 +IAPP ADRB2 +IAPP ADRB3 +IAPP TSHR +IAPP VIPR1 +IAPP ADCYAP1R1 +IAPP PTH1R +IAPP CALCRL +IAPP GPR20 +IAPP GPR84 +FGF3 FGFR1 +FGF3 FGFR2 +FGF3 FGFR4 +FGF3 FGFR3 +FGF3 FGFRL1 +SCGB1A1 LRP2 +FGF5 FGFR1 +FGF5 FGFR2 +FGF5 FGFR4 +FGF5 FGFR3 +PTHLH RAMP2 +PTHLH RAMP3 +PTHLH ADRB2 +PTHLH ADRB3 +PTHLH TSHR +PTHLH VIPR1 +PTHLH ADCYAP1R1 +PTHLH PTH2R +PTHLH PRLHR +PTHLH PTH1R +PTHLH GPR20 +PTHLH GPR84 +PIP CD4 +PIP NPTN +GZMA F2RL2 +GZMA F2R +GZMA F2RL1 +GZMA PARD3 +GZMA F2RL3 +BMP2 ACVR2A_BMPR1B +BMP2 ACVR2B_BMPR1B +BMP2 BMPR1B_BMPR2 +BMP2 ACVR2A_BMPR1A +BMP2 ACVR2B_BMPR1A +BMP2 BMPR1A_BMPR2 +BMP2 GPC1 +BMP2 ACVR1 +BMP2 SMO +BMP4 ACVR2A_BMPR1B +BMP4 ACVR2B_BMPR1B +BMP4 BMPR1B_BMPR2 +BMP4 ACVR2A_BMPR1A +BMP4 ACVR2B_BMPR1A +BMP4 BMPR1A_BMPR2 +BMP4 LRP6 +BMP3 ACVR1B_ACVR2A +BMP3 BMPR1B +BMP3 BMPR1A +BMP3 ACVR2B +BMP3 BMPR2 +MLN MLNR +IL7 IL2RG_IL7R +CCL4 CCR1 +CCL4 CNR2 +CCL4 CCR3 +CCL4 CCR5 +CCL4 CCR8 +CCL4 GPR152 +CCL4 GPRC5D +BMP1 BMPR1B +BMP1 BMPR1A +BMP1 BMPR2 +CCL2 CCR1 +CCL2 CCR2 +CCL2 CCR10 +CCL2 CCR3 +CCL2 CCR4 +CCL2 CCR5 +CCL2 ACKR1 +CCL2 ACKR4 +CCL5 CCRL2 +CCL5 GPR75 +CCL5 ADRA2A +CCL5 SDC1 +CCL5 CCR1 +CCL5 MTNR1A +CCL5 CXCR3 +CCL5 CCR3 +CCL5 CCR4 +CCL5 CCR5 +CCL5 GRM7 +CCL5 ACKR1 +CCL5 ACKR4 +VCAN TLR2 +VCAN EGFR +VCAN ITGB1 +VCAN ITGA4 +VCAN SELL +VCAN CD44 +VCAN SELP +VCAN TLR1 +OSM IL6ST_LIFR +OSM IL6ST_OSMR +COL11A2 ITGA10_ITGB1 +COL11A2 ITGA2_ITGB1 +COL11A2 ITGA1_ITGB1 +COL11A2 ITGA11_ITGB1 +CD59 CD2 +EDN3 EDNRB +EDN3 EDNRA +MIF CD44_CD74 +MIF CD74_CXCR2 +MIF CD74_CXCR4 +MIF EGFR +MIF ACKR3 +MIF TNFRSF14 +MIF TNFRSF10D +HGF NRP1 +HGF ITGB1 +HGF MET +HGF CD44 +HGF SDC1 +HGF SDC2 +NID1 ITGB3 +NID1 ITGB1 +NID1 ITGAV +NID1 PTPRF +NID1 ITGA3 +LIF IL6ST_LIFR +IL9 IL2RG_IL9R +AREG EGFR_ERBB2 +AREG ERBB3 +VEGFA FLT1_KDR +VEGFA NRP1 +VEGFA NRP2 +VEGFA EGFR +VEGFA ITGB3 +VEGFA ITGB1 +VEGFA ITGAV +VEGFA RET +VEGFA EPHB2 +VEGFA GPC1 +VEGFA SIRPA +VEGFA TYRO3 +VEGFA ITGA9 +MUC1 SIGLEC9 +CCL3L1 CCR1 +CCL3L1 CCR3 +CCL3L1 CCR5 +NPPB NPR1 +NPPB NPR3 +NPPB NPR2 +LGALS3 LAG3 +BMP7 ACVR2A_BMPR1B +BMP7 ACVR2B_BMPR1B +BMP7 BMPR1B_BMPR2 +BMP7 ACVR2A_BMPR1A +BMP7 ACVR1_ACVR2A +BMP7 ACVR2B_BMPR1A +BMP7 BMPR1A_BMPR2 +BMP7 ACVR1_ACVR2B +BMP7 ACVR1_BMPR2 +BMP7 PTPRK +ADCYAP1 RAMP2 +ADCYAP1 RAMP3 +ADCYAP1 ADRB2 +ADCYAP1 ADRB3 +ADCYAP1 TSHR +ADCYAP1 VIPR1 +ADCYAP1 ADCYAP1R1 +ADCYAP1 VIPR2 +ADCYAP1 SCTR +ADCYAP1 PTH1R +ADCYAP1 GPR20 +ADCYAP1 GPR84 +IL1RN IL1RL2 +CXCL2 CXCR1 +CXCL2 CXCR2 +CXCL2 XCR1 +CXCL2 MTNR1A +CXCL2 GRM7 +CXCL2 ACKR1 +CXCL3 CXCR1 +CXCL3 CXCR2 +CXCL3 MTNR1A +CXCL3 GRM7 +CXCL3 ACKR1 +FST BMPR1B +FST BMPR2 +TCN1 CD320 +TAC1 TACR2 +PMCH ADRA2A +PMCH MTNR1A +PMCH MERTK +PMCH GRM7 +PMCH MCHR2 +PMCH MCHR1 +TRH TRHR +NTF3 NTRK1 +NTF3 NGFR +NTF3 NTRK3 +NTF3 NTRK2 +EDN2 EDNRB +EDN2 EDNRA +IL11 IL11RA_IL6ST +PTN ITGAV_ITGB3 +PTN PLXNB2 +PTN SDC3 +PTN SDC1 +PTN PTPRB +PTN PTPRZ1 +PTN SDC2 +PTN PTPRS +PTN ALK +MDK ITGA4_ITGB1 +MDK ITGA6_ITGB1 +MDK TSPAN1 +MDK SDC3 +MDK SDC1 +MDK PTPRZ1 +MDK SDC2 +MDK LRP2 +MDK NOTCH2 +MDK LRP1 +MDK ALK +ZP3 EGFR +ZP3 MERTK +FGF7 NRP1 +FGF7 FGFR1 +FGF7 FGFR2 +FGF7 FGFR4 +FGF7 FGFR3 +BMP5 ACVR2A_BMPR1B +BMP5 ACVR2B_BMPR1B +BMP5 BMPR1B_BMPR2 +BMP5 ACVR2A_BMPR1A +BMP5 ACVR1_ACVR2A +BMP5 ACVR2B_BMPR1A +BMP5 BMPR1A_BMPR2 +BMP5 ACVR1_ACVR2B +BMP5 ACVR1_BMPR2 +BMP6 ACVR2A_BMPR1B +BMP6 ACVR2B_BMPR1B +BMP6 BMPR1B_BMPR2 +BMP6 ACVR2A_BMPR1A +BMP6 ACVR1_ACVR2A +BMP6 ACVR2B_BMPR1A +BMP6 BMPR1A_BMPR2 +BMP6 ACVR1_ACVR2B +BMP6 ACVR1_BMPR2 +IL10 IL10RA_IL10RB +CCL1 CCR8 +CCL1 ACKR1 +CCL1 ACKR4 +FGFR4 TNFRSF10A +FGFR4 EPHA4 +FGFR4 PTPRR +GAL GALR2 +GAL GALR3 +GAL ADRA2A +GAL HLA-DPA1 +GAL GALR1 +GAL MTNR1A +GAL GRM7 +GAL GPR151 +FGFR3 EPHA4 +FBLN1 ITGB1 +ANOS1 FGFR1 +ANOS1 SDC2 +BDNF NGFR +BDNF DRD4 +BDNF NTRK2 +BDNF GPR152 +NPPC NPR1 +NPPC NPR3 +NPPC NPR2 +IL32 ITGB3 +COL8A2 ITGA10_ITGB1 +COL8A2 ITGA2_ITGB1 +COL8A2 ITGA1_ITGB1 +COL8A2 ITGA11_ITGB1 +AZGP1 ITGAV +S100A4 EGFR +S100A4 ERBB2 +S100A4 CCR5 +MST1 MST1R +GDF1 ACVR1B_ACVR2A_CFC1 +GDF1 ACVR1C_ACVR2A_CFC1 +GDF1 ACVR1B_ACVR2B_CFC1 +GDF1 ACVR1B_ACVR2A +GDF1 ACVR1C_ACVR2A +GDF1 ACVR1B_ACVR2B +GDF1 ACVR1C_ACVR2B +GDF1 BMPR1A +GDF1 ACVR1 +GDF1 HTR4 +GDF1 BMPR2 +CALR ITGAV +CALR ITGA2B +CALR TSHR +CALR ITGA3 +CALR MPL +CALR MTNR1A +CALR LRP1 +CALR SCARF1 +CFP NCR1 +GRN EGFR +GRN NTRK1 +GRN TNFRSF1A +GRN TNFRSF1B +GRN CLEC4M +CCN2 LRP6 +CCN2 EGFR +CCN2 NTRK1 +CCN2 ITGB2 +CCN2 ITGA5 +CCN2 ITGAM +CCN2 IGF2R +CCN2 FGFR2 +CCN2 LRP1 +CCN2 ERBB4 +IL12A CD28 +NTS NTSR2 +NTS NGFR +NTS NTSR1 +FGF9 FGFR1 +FGF9 FGFR2 +FGF9 FGFR4 +FGF9 FGFR3 +IFNA8 IFNAR1_IFNAR2 +IFNA8 GPR152 +NTF4 NTRK1 +NTF4 NGFR +NTF4 NTRK2 +BMP8B ACVR2A_BMPR1B +BMP8B ACVR2B_BMPR1B +BMP8B BMPR1B_BMPR2 +BMP8B ACVR2A_BMPR1A +BMP8B ACVR1_ACVR2A +BMP8B ACVR2B_BMPR1A +BMP8B BMPR1A_BMPR2 +BMP8B ACVR1_ACVR2B +BMP8B ACVR1_BMPR2 +BMP8B PLAUR +PRSS3 F2RL2 +PRSS3 F2R +PRSS3 F2RL1 +PRSS3 PARD3 +PRSS3 F2RL3 +IL13 IL13_IL13RA1_IL4R +IL13 IL13RA1_IL4R +IL13 IL13RA2_IL4R +IL13 IL2RG +IL13 TMEM219 +SFTPD TLR4 +SFTPD SIRPA +SFTPD LAIR1 +ADM GPR182 +ADM RAMP1 +ADM RAMP2 +ADM RAMP3 +ADM ADRB2 +ADM ADRB3 +ADM TSHR +ADM VIPR1 +ADM ADCYAP1R1 +ADM PTH1R +ADM CALCRL +ADM MRGPRX2 +ADM GPR20 +ADM GPR84 +SERPINF1 PLXDC2 +SNCA LAG3 +COL15A1 ITGA10_ITGB1 +COL15A1 ITGA2_ITGB1 +COL15A1 ITGA1_ITGB1 +COL15A1 ITGA11_ITGB1 +GDNF GFRA2_RET +GDNF GFRA1_RET +GDNF EDNRB +THPO MPL +IL15 IL15RA_IL2RB_IL2RG +IL15 IL2RA +LEP LEPR +LEP LRP2 +WNT5A FZD9 +WNT5A FZD6 +WNT5A FZD7 +WNT5A LRP5 +WNT5A LRP6 +WNT5A LDLR +WNT5A ADRB2 +WNT5A RYK +WNT5A MCAM +WNT5A LRP2 +WNT5A ROR1 +WNT5A ROR2 +WNT5A PTK7 +WNT5A FZD5 +WNT5A FZD2 +WNT5A PTPRK +WNT5A EPHA7 +WNT5A FZD8 +WNT5A ANTXR1 +WNT5A FZD3 +WNT5A FZD4 +WNT5A FZD10 +CXCL5 ADRA2A +CXCL5 CXCR1 +CXCL5 CXCR2 +CXCL5 MTNR1A +CXCL5 GRM7 +CXCL5 ACKR1 +XCL1 XCR1 +XCL1 ADGRV1 +CXCL12 CD4 +CXCL12 ITGB3 +CXCL12 ITGB1 +CXCL12 ITGAV +CXCL12 ITGA5 +CXCL12 ITGA4 +CXCL12 ACKR3 +CXCL12 AVPR1A +CXCL12 MTNR1A +CXCL12 CXCR3 +CXCL12 CCR4 +CXCL12 CXCR4 +CXCL12 GRM7 +NMU ADRA2A +NMU MTNR1A +NMU GRM7 +NMU NMUR2 +NMU NMUR1 +CCN3 NOTCH1 +CCN3 PLXNA1 +PGF FLT1_KDR +PGF NRP1 +PGF NRP2 +VEGFB FLT1_KDR +VEGFB NRP1 +VEGFB ADRB2 +VEGFB RET +VEGFC FLT4_KDR +VEGFC NRP2 +VEGFC ITGB1 +VEGFC FLT1 +VEGFC VIPR2 +VEGFC ITGA9 +VEGFC LYVE1 +INSL3 RAMP2 +INSL3 RAMP3 +INSL3 ADRB2 +INSL3 ADRB3 +INSL3 TSHR +INSL3 VIPR1 +INSL3 ADCYAP1R1 +INSL3 PTH1R +INSL3 RXFP4 +INSL3 RXFP2 +INSL3 GPR20 +INSL3 RXFP1 +INSL3 GPR84 +INSL3 RXFP3 +CCL11 CCR2 +CCL11 CXCR3 +CCL11 CCR3 +CCL11 CCR5 +CCL11 ACKR1 +CCL11 ACKR4 +LUM ITGB1 +COPA CD74 +COPA NTRK1 +COPA MTNR1B +COPA P2RY6 +SLURP1 CHRNA3 +MFAP2 NOTCH1 +APOC4 VLDLR +FGF8 FGFR1 +FGF8 FGFR2 +FGF8 FGFR4 +FGF8 FGFR3 +FGF8 FGFRL1 +UCN CRHR1 +UCN CRHR2 +INHBC ACVR1B_ACVR2A +INHBC ACVR1C_ACVR2A +INHBC ACVR1B_ACVR2B +INHBC ACVR1C_ACVR2B +INHBC ACVR1 +GDF10 ACVR1B_ACVR2A +GDF10 ACVR1B_ACVR2B +CCL23 FPR2 +CCL23 CCR1 +CCL18 CCR1 +CCL18 CCR3 +CCL18 CCR8 +CCL18 ACKR1 +WNT3 FZD9_LRP5 +WNT3 FZD9_LRP6 +WNT3 FZD6_LRP5 +WNT3 FZD6_LRP6 +WNT3 FZD7_LRP5 +WNT3 FZD7_LRP6 +WNT3 FZD5_LRP5 +WNT3 FZD2_LRP5 +WNT3 FZD8_LRP5 +WNT3 FZD3_LRP5 +WNT3 FZD4_LRP5 +WNT3 FZD10_LRP5 +WNT3 FZD1_LRP5 +WNT3 FZD5_LRP6 +WNT3 FZD2_LRP6 +WNT3 FZD8_LRP6 +WNT3 FZD3_LRP6 +WNT3 FZD4_LRP6 +WNT3 FZD10_LRP6 +WNT3 FZD1_LRP6 +WNT3 RYK +WNT3 ROR2 +WNT3A FZD9_LRP5 +WNT3A FZD9_LRP6 +WNT3A FZD6_LRP5 +WNT3A FZD6_LRP6 +WNT3A FZD7_LRP5 +WNT3A FZD7_LRP6 +WNT3A FZD5_LRP5 +WNT3A FZD2_LRP5 +WNT3A FZD8_LRP5 +WNT3A FZD3_LRP5 +WNT3A FZD4_LRP5 +WNT3A FZD10_LRP5 +WNT3A FZD1_LRP5 +WNT3A FZD5_LRP6 +WNT3A FZD2_LRP6 +WNT3A FZD8_LRP6 +WNT3A FZD3_LRP6 +WNT3A FZD4_LRP6 +WNT3A FZD10_LRP6 +WNT3A FZD1_LRP6 +WNT3A LGR5 +WNT3A ATP6AP2 +WNT3A RYK +WNT3A ROR1 +WNT3A LRP1 +WNT3A APCDD1 +WNT4 FZD9_LRP5 +WNT4 FZD9_LRP6 +WNT4 FZD6_LRP5 +WNT4 FZD6_LRP6 +WNT4 FZD7_LRP5 +WNT4 FZD7_LRP6 +WNT4 FZD5_LRP5 +WNT4 FZD2_LRP5 +WNT4 FZD8_LRP5 +WNT4 FZD3_LRP5 +WNT4 FZD4_LRP5 +WNT4 FZD10_LRP5 +WNT4 FZD1_LRP5 +WNT4 FZD5_LRP6 +WNT4 FZD2_LRP6 +WNT4 FZD8_LRP6 +WNT4 FZD3_LRP6 +WNT4 FZD4_LRP6 +WNT4 FZD10_LRP6 +WNT4 FZD1_LRP6 +WNT4 NOTCH1 +WNT4 SMO +WNT7B FZD9_LRP5 +WNT7B FZD9_LRP6 +WNT7B FZD6_LRP5 +WNT7B FZD6_LRP6 +WNT7B FZD7_LRP5 +WNT7B FZD7_LRP6 +WNT7B FZD5_LRP5 +WNT7B FZD2_LRP5 +WNT7B FZD8_LRP5 +WNT7B FZD3_LRP5 +WNT7B FZD4_LRP5 +WNT7B FZD10_LRP5 +WNT7B FZD1_LRP5 +WNT7B FZD5_LRP6 +WNT7B FZD2_LRP6 +WNT7B FZD8_LRP6 +WNT7B FZD3_LRP6 +WNT7B FZD4_LRP6 +WNT7B FZD10_LRP6 +WNT7B FZD1_LRP6 +INHBE ACVR1B_ACVR2A +INHBE ACVR1C_ACVR2A +INHBE ACVR1B_ACVR2B +INHBE ACVR1C_ACVR2B +PROK1 PROKR2 +PROK1 PROKR1 +NXPH1 NRXN1 +NXPH1 NRXN3 +NXPH1 NRXN2 +FAM3B LRP5 +DEFB1 CCR6 +IL2 IL2RA_IL2RB_IL2RG +IL2 IL2RB_IL2RG +IL2 IL20RA_IL20RB_IL2RG +IL2 NGFR +IL2 CD53 +SST ADRA2A +SST SSTR1 +SST SSTR2 +SST SSTR4 +SST SSTR3 +SST SSTR5 +SST MTNR1A +SST GRM7 +OSTN NPR3 +TGFB2 ACVR1B_TGFBR2 +TGFB2 TGFBR1_TGFBR2 +TGFB2 ACVR1_TGFBR1_TGFBR2 +TGFB2 ACVR1_TGFBR2 +TGFB2 ACVR1C_TGFBR2 +TGFB2 TGFBR3 +YBX1 NOTCH1 +CX3CL1 ITGB3 +CX3CL1 ITGAV +CX3CL1 CX3CR1 +CCL20 ADRA2A +CCL20 MTNR1A +CCL20 CXCR3 +CCL20 CCR6 +CCL20 GRM7 +CCL20 ACKR4 +CCL8 CCR1 +CCL8 CCR2 +CCL8 CCR3 +CCL8 CCR5 +CCL8 ACKR1 +CCL8 ACKR4 +CCL7 CCR1 +CCL7 CCR2 +CCL7 CCR10 +CCL7 CXCR3 +CCL7 CCR3 +CCL7 CCR5 +CCL7 ACKR1 +CCL7 ACKR4 +CXCL6 ADRA2A +CXCL6 CXCR1 +CXCL6 CXCR2 +CXCL6 MTNR1A +CXCL6 GRM7 +CXCL6 ACKR1 +S100A12 TLR4 +S100A12 CD36 +PRLH PRLHR +DEFB103A CCR2 +DEFB103A CCR6 +QRFP P2RY14 +QRFP QRFPR +FBLN2 ITGB3 +NDP LGR4 +NDP FZD4 +GUCA2A GUCY2C +TFF2 CXCR4 +COL10A1 ITGA10_ITGB1 +COL10A1 ITGA2_ITGB1 +COL10A1 ITGA1_ITGB1 +COL10A1 ITGA11_ITGB1 +COL16A1 ITGA10_ITGB1 +COL16A1 ITGA2_ITGB1 +COL16A1 ITGA1_ITGB1 +COL16A1 ITGA11_ITGB1 +CXCL9 ADRA2A +CXCL9 FCGR2A +CXCL9 KIR2DL3 +CXCL9 MTNR1A +CXCL9 CXCR3 +CXCL9 CCR3 +CXCL9 GRM7 +CXCL9 ACKR1 +TFF3 ACKR3 +TFF3 CXCR4 +LGALS3BP ITGB1 +LGALS3BP CD33 +MFGE8 ITGB3 +MFGE8 ITGAV +MFGE8 PDGFRB +FGL1 EGFR +FGL1 LAG3 +EFEMP1 EGFR +AIMP1 NTRK1 +IL24 IL20RB_IL22RA1 +IL24 IL20RA_IL20RB +IL24 NOTCH2 +IL24 IL10RB +SEMA3B NRP1_PLXNA2 +SEMA3B NRP1_PLXNA3 +SEMA3B NRP1_PLXNA4 +SEMA3B NRP1_PLXNA1 +SEMA3B NRP2_PLXNA2 +SEMA3B NRP2_PLXNA3 +SEMA3B NRP2_PLXNA4 +SEMA3B NRP2_PLXNA1 +IL15RA AXL +SEMA3F NRP2_PLXNA2 +SEMA3F NRP2_PLXNA3 +SEMA3F NRP2_PLXNA4 +SEMA3F NRP2_PLXNA1 +SEMA3F NRP1 +PNOC ADRA2A +PNOC OPRL1 +PNOC MTNR1A +PNOC GRM7 +IL16 CD4 +IL16 CCR5 +IL18 IL18R1_IL18RAP +IL18 IL18_IL18R1_IL18RAP +IL18 IL1RL2 +IL18 IL1RAPL1 +GAS6 AXL +GAS6 TYRO3 +GAS6 MERTK +CSHL1 GHR +CSHL1 PRLR +SEMA3A NRP1_PLXNA2 +SEMA3A NRP1_PLXNA3 +SEMA3A NRP1_PLXNA4 +SEMA3A NRP1_PLXNA1 +SEMA3A NRP2 +IHH PTCH1_SMO +IHH PTCH2_SMO +IHH CDON +IHH BOC +COL19A1 ITGA10_ITGB1 +COL19A1 ITGA2_ITGB1 +COL19A1 ITGA1_ITGB1 +COL19A1 ITGA11_ITGB1 +POSTN ITGAV_ITGB3 +POSTN ITGAV_ITGB5 +POSTN PTK7 +ANGPT1 ITGB1 +ANGPT1 ITGA5 +ANGPT1 TIE1 +ANGPT1 TEK +SHH PTCH1_SMO +SHH PTCH2_SMO +SHH GPC1 +SHH GPC5 +SHH LRP2 +SHH CDON +SHH BOC +FCN2 LRP1 +KISS1 KISS1R +ADIPOQ GPR42 +ADIPOQ ASGR2 +ADIPOQ CNR2 +ADIPOQ ADIPOR2 +ADIPOQ PROKR2 +ADIPOQ GPR152 +ADIPOQ ADIPOR1 +ADIPOQ CLEC2D +ECM1 ITGB4 +CTF1 IL6ST_LIFR +CCL14 CCR1 +CCL14 CCR3 +CCL14 CCR5 +CCL14 ACKR1 +GUCA2B GUCY2C +CCL15 CCR1 +CCL15 CCR3 +MIA CDH7 +COL24A1 ITGA10_ITGB1 +COL24A1 ITGA2_ITGB1 +COL24A1 ITGA1_ITGB1 +COL24A1 ITGA11_ITGB1 +MSMP CCR2 +RSPO4 LGR5_LRP5 +RSPO4 LGR4_LRP5 +RSPO4 LGR5_LRP6 +RSPO4 LGR4_LRP6 +RSPO4 LGR6 +RSPO1 LGR5 +RSPO1 LRP6 +RSPO1 LGR4 +RSPO1 FZD8 +RSPO1 LGR6 +COL28A1 ITGA10_ITGB1 +COL28A1 ITGA2_ITGB1 +COL28A1 ITGA1_ITGB1 +COL28A1 ITGA11_ITGB1 +ERFE LRP1 +NMS ADRA2A +NMS MTNR1A +NMS GRM7 +NMS NMUR2 +NMS NMUR1 +SIRPB2 CD47 +ARTN GFRA3_RET +ARTN GFRA1_RET +ARTN GFRA2 +IL31 IL31RA_OSMR +GDF6 ACVR2A_BMPR1B +GDF6 ACVR2B_BMPR1B +GDF6 BMPR1B_BMPR2 +GDF6 ACVR2A_BMPR1A +GDF6 ACVR2B_BMPR1A +GDF6 BMPR1A_BMPR2 +IGFL1 IGFLR1 +IGFL2 IGFLR1 +ENHO GPR19 +VSTM1 LAMP1 +VSTM1 ADGRG3 +ALKAL2 LTK +ALKAL2 ALK +IGFL3 IGFLR1 +ALKAL1 LTK +ALKAL1 ALK +RSPO2 LGR5 +RSPO2 RNF43 +RSPO2 LGR4 +RSPO2 LGR6 +SOSTDC1 LRP4 +SOSTDC1 LRP5 +SOSTDC1 LRP6 +IL34 PTPRZ1 +UTS2B SSTR5 +UTS2B UTS2R +ADM2 RAMP1 +ADM2 RAMP2 +ADM2 RAMP3 +ADM2 ADRB2 +ADM2 ADRB3 +ADM2 TSHR +ADM2 VIPR1 +ADM2 ADCYAP1R1 +ADM2 PTH1R +ADM2 CALCRL +ADM2 GPR20 +ADM2 GPR84 +GDF7 ACVR2A_BMPR1B +GDF7 ACVR2B_BMPR1B +GDF7 BMPR1B_BMPR2 +GDF7 ACVR2A_BMPR1A +GDF7 ACVR2B_BMPR1A +GDF7 BMPR1A_BMPR2 +BMP8A ACVR2A_BMPR1B +BMP8A ACVR2B_BMPR1B +BMP8A BMPR1B_BMPR2 +BMP8A ACVR2A_BMPR1A +BMP8A ACVR1_ACVR2A +BMP8A ACVR2B_BMPR1A +BMP8A BMPR1A_BMPR2 +BMP8A ACVR1_ACVR2B +BMP8A ACVR1_BMPR2 +BMP8A TGFBR1 +BMP8A TGFBR2 +TAC4 TACR2 +IFNE IFNAR1_IFNAR2 +IFNE ADGRV1 +GPHB5 TSHR +IFNL1 IFNLR1_IL10RB +SFTPA1 TLR2 +COL27A1 ITGA10_ITGB1 +COL27A1 ITGA2_ITGB1 +COL27A1 ITGA1_ITGB1 +COL27A1 ITGA11_ITGB1 +IFNL3 IFNLR1_IL10RB +IFNL3 IFNL3_IFNLR1_IL10RB +IFNL2 IFNLR1_IL10RB +LGI2 ADAM23 +DEFB106B CCR2 +LGI4 ADAM23 +LGI3 ADAM23 +NPW ADRA2A +NPW MTNR1A +NPW NPBWR1 +NPW NPBWR2 +NPW GRM7 +FNDC5 ITGAV +FNDC5 ITGB5 +DRAXIN DCC +PCSK9 LDLR +PCSK9 VLDLR +PCSK9 APLP2 +PCSK9 LRP1 +COL22A1 ITGA10_ITGB1 +COL22A1 ITGA2_ITGB1 +COL22A1 ITGA1_ITGB1 +COL22A1 ITGA11_ITGB1 +NPB ADRA2A +NPB MTNR1A +NPB NPBWR1 +NPB NPBWR2 +NPB GRM7 +CCL4L1 GPR42 +CCL4L1 FFAR2 +CCL4L1 CCR1 +CCL4L1 CCR3 +CCL4L1 CCR5 +CCL4L1 GPR152 +CCL4L1 GPR151 +CCL4L1 GPR101 +CCL4L1 VSIR +IL1F10 IL1RAP_IL1RL2 +IL1F10 IL1R1 +IL1F10 SIGIRR +IL1F10 IL1RAPL2 +IL1F10 IL1RAPL1 +RLN3 RAMP2 +RLN3 RAMP3 +RLN3 ADRB2 +RLN3 ADRA2A +RLN3 ADRB3 +RLN3 TSHR +RLN3 VIPR1 +RLN3 ADCYAP1R1 +RLN3 MTNR1A +RLN3 PTH1R +RLN3 GRM7 +RLN3 RXFP4 +RLN3 RXFP2 +RLN3 GPR20 +RLN3 RXFP1 +RLN3 GPR84 +RLN3 RXFP3 +FAM3C GPR42 +FAM3C FFAR2 +FAM3C LAMP1 +FAM3C LIFR +FAM3C KIR2DL3 +FAM3C PDCD1 +FAM3C ADGRG5 +FAM3C CLEC2D +CCL17 CCR4 +CCL17 CCR8 +CCL17 ACKR1 +FGF13 EGFR +FGF13 FGFR1 +FGF13 FGFR2 +FGF13 FGFR4 +FGF13 FGFR3 +PRG4 TLR4 +PRG4 TLR2 +PRG4 CD44 +WNT2B FZD9_LRP5 +WNT2B FZD9_LRP6 +WNT2B FZD6_LRP5 +WNT2B FZD6_LRP6 +WNT2B FZD7_LRP5 +WNT2B FZD7_LRP6 +WNT2B FZD5_LRP5 +WNT2B FZD2_LRP5 +WNT2B FZD8_LRP5 +WNT2B FZD3_LRP5 +WNT2B FZD4_LRP5 +WNT2B FZD10_LRP5 +WNT2B FZD1_LRP5 +WNT2B FZD5_LRP6 +WNT2B FZD2_LRP6 +WNT2B FZD8_LRP6 +WNT2B FZD3_LRP6 +WNT2B FZD4_LRP6 +WNT2B FZD10_LRP6 +WNT2B FZD1_LRP6 +WNT8B FZD9_LRP5 +WNT8B FZD9_LRP6 +WNT8B FZD6_LRP5 +WNT8B FZD6_LRP6 +WNT8B FZD7_LRP5 +WNT8B FZD7_LRP6 +WNT8B FZD5_LRP5 +WNT8B FZD2_LRP5 +WNT8B FZD8_LRP5 +WNT8B FZD3_LRP5 +WNT8B FZD4_LRP5 +WNT8B FZD10_LRP5 +WNT8B FZD1_LRP5 +WNT8B FZD5_LRP6 +WNT8B FZD2_LRP6 +WNT8B FZD8_LRP6 +WNT8B FZD3_LRP6 +WNT8B FZD4_LRP6 +WNT8B FZD10_LRP6 +WNT8B FZD1_LRP6 +TSLP CRLF2_IL7R_TSLP +TSLP CRLF2_IL7R +LEAP2 GHSR +UCN3 CRHR1 +UCN3 IL10RB +UCN3 CRHR2 +COL26A1 ITGA10_ITGB1 +COL26A1 ITGA2_ITGB1 +COL26A1 ITGA1_ITGB1 +COL26A1 ITGA11_ITGB1 +PTH2 RAMP2 +PTH2 RAMP3 +PTH2 ADRB2 +PTH2 ADRB3 +PTH2 TSHR +PTH2 VIPR1 +PTH2 ADCYAP1R1 +PTH2 PTH2R +PTH2 PTH1R +PTH2 GPR20 +PTH2 GPR84 +RGMA BMPR1B +RGMA BMPR2 +RGMA NEO1 +RGMA TFR2 +FAM3D FPR1 +FAM3D FPR2 +BCAN EGFR +BCAN NRCAM +SFRP2 FZD5 +LRIG1 EGFR +LRIG1 MET +TAFA4 FPR1 +COL21A1 ITGA10_ITGB1 +COL21A1 ITGA2_ITGB1 +COL21A1 ITGA1_ITGB1 +COL21A1 ITGA11_ITGB1 +SCGB3A1 NOTCH3 +UCN2 CRHR1 +UCN2 IL10RB +UCN2 CRHR2 +NODAL ACVR1B_ACVR2A_CFC1 +NODAL ACVR1C_ACVR2A_CFC1 +NODAL ACVR1B_ACVR2B_CFC1 +NODAL ACVR1B_ACVR2B_TDGF1 +NODAL ACVR1B_ACVR2A +NODAL ACVR1C_ACVR2A +NODAL ACVR1B_ACVR2B +NODAL ACVR1C_ACVR2B +GPHA2 TSHR +GPHA2 ADGRV1 +GPHA2 EPHA6 +HBEGF EGFR_ERBB2 +HBEGF ERBB2_ERBB4 +HBEGF CD44 +HBEGF PRLR +AMELX CD63 +AMELX LAMP1 +AMELX LAMP2 +AMELY CD63 +AMELY LAMP1 +AMELY LAMP2 +NELL2 ROBO3 +CCL13 CCR1 +CCL13 CCR2 +CCL13 CXCR3 +CCL13 CCR3 +CCL13 CCR5 +CCL13 CCR9 +CCL13 ACKR1 +CCL13 ACKR4 +COL12A1 ITGA10_ITGB1 +COL12A1 ITGA2_ITGB1 +COL12A1 ITGA1_ITGB1 +COL12A1 ITGA11_ITGB1 +CCL19 CCRL2 +CCL19 ADRA2A +CCL19 CCR7 +CCL19 CCR10 +CCL19 MTNR1A +CCL19 CXCR3 +CCL19 GRM7 +CCL19 ACKR4 +NRTN GFRA2_RET +NRTN GFRA1_RET +RARRES2 CCRL2 +RARRES2 CMKLR1 +MYOC FZD7 +MYOC FZD3 +MYOC FZD4 +MYOC FZD10 +SEMA3C NRP1_NRP2_PLXND1 +SEMA3C NRP1_PLXNA2 +SEMA3C NRP1_PLXNA3 +SEMA3C NRP1_PLXNA4 +SEMA3C NRP1_PLXNA1 +SEMA3C NRP2_PLXNA2 +SEMA3C NRP2_PLXNA3 +SEMA3C NRP2_PLXNA4 +SEMA3C NRP2_PLXNA1 +GDF15 RET +GDF15 TGFBR2 +GDF15 GFRAL +SOST LRP4 +SOST LRP5 +SOST LRP6 +SPX GALR2 +SPX GALR3 +SPON2 ITGB2 +SPON2 ITGB1 +SPON2 ITGA5 +SPON2 ITGAM +SPON2 ITGA4 +C1QTNF1 AVPR2 +RSPO3 LGR5 +RSPO3 LRP6 +RSPO3 LGR4 +RSPO3 FZD8 +RSPO3 LGR6 +ANGPTL4 ITGAV_ITGB3 +ANGPTL4 ITGA5_ITGB1 +ANGPTL4 SDC3 +ANGPTL4 SDC1 +ANGPTL4 CDH5 +ANGPTL4 SDC2 +ANGPTL4 TIE1 +ANGPTL4 CDH11 +PDGFD PDGFRA_PDGFRB +WNT10A FZD9_LRP5 +WNT10A FZD9_LRP6 +WNT10A FZD6_LRP5 +WNT10A FZD6_LRP6 +WNT10A FZD7_LRP5 +WNT10A FZD7_LRP6 +WNT10A FZD5_LRP5 +WNT10A FZD2_LRP5 +WNT10A FZD8_LRP5 +WNT10A FZD3_LRP5 +WNT10A FZD4_LRP5 +WNT10A FZD10_LRP5 +WNT10A FZD1_LRP5 +WNT10A FZD5_LRP6 +WNT10A FZD2_LRP6 +WNT10A FZD8_LRP6 +WNT10A FZD3_LRP6 +WNT10A FZD4_LRP6 +WNT10A FZD10_LRP6 +WNT10A FZD1_LRP6 +FGF23 FGFR1 +FGF23 FGFR2 +FGF23 FGFR4 +FGF23 FGFR3 +IL22 IL10RB_IL22RA1 +IL22 IL20RB_IL22RA1 +IL22 IL22_IL22RA1 +IL22 IL10RA +IL22 IL22RA2 +IL22 IL21R +LACRT SDC1 +WNT8A FZD9_LRP5 +WNT8A FZD9_LRP6 +WNT8A FZD6_LRP5 +WNT8A FZD6_LRP6 +WNT8A FZD7_LRP5 +WNT8A FZD7_LRP6 +WNT8A FZD5_LRP5 +WNT8A FZD2_LRP5 +WNT8A FZD8_LRP5 +WNT8A FZD3_LRP5 +WNT8A FZD4_LRP5 +WNT8A FZD10_LRP5 +WNT8A FZD1_LRP5 +WNT8A FZD5_LRP6 +WNT8A FZD2_LRP6 +WNT8A FZD8_LRP6 +WNT8A FZD3_LRP6 +WNT8A FZD4_LRP6 +WNT8A FZD10_LRP6 +WNT8A FZD1_LRP6 +WNT5B FZD9_LRP5 +WNT5B FZD9_LRP6 +WNT5B FZD6_LRP5 +WNT5B FZD6_LRP6 +WNT5B FZD7_LRP5 +WNT5B FZD7_LRP6 +WNT5B FZD5_LRP5 +WNT5B FZD2_LRP5 +WNT5B FZD8_LRP5 +WNT5B FZD3_LRP5 +WNT5B FZD10_LRP5 +WNT5B FZD1_LRP5 +WNT5B FZD5_LRP6 +WNT5B FZD2_LRP6 +WNT5B FZD8_LRP6 +WNT5B FZD3_LRP6 +WNT5B FZD10_LRP6 +WNT5B FZD1_LRP6 +WNT5B FZD4 +IL25 IL17RA_IL17RB +MMRN2 CLEC14A +MMRN2 CD248 +MMRN2 CD93 +NTN4 DCC +NTN4 UNC5A +IL21 IL21R_IL2RG +PROK2 PROKR2 +PROK2 PROKR1 +CRLF2 CRLF2_IL7R_TSLP +SPON1 APP +SPON1 LRP8 +NPVF NPFFR1 +NPVF NPFFR2 +FGF22 FGFR1 +FGF22 FGFR2 +FGF22 FGFRL1 +RETN GPR25 +RETN TLR4 +AMBN CD63 +FGF20 FGFR1 +FGF20 FGFR2 +FGF20 FGFR4 +FGF20 FGFR3 +IL23A IL12RB2 +IL26 IL10RB_IL20RA +IL26 IL20RB +GDF3 ACVR1B_ACVR2A_CFC1 +GDF3 ACVR1C_ACVR2A_CFC1 +GDF3 ACVR1B_ACVR2B_CFC1 +GDF3 ACVR1B_ACVR2A +GDF3 ACVR1C_ACVR2A +GDF3 ACVR1B_ACVR2B +GDF3 ACVR1C_ACVR2B +CCL28 ADRA2A +CCL28 CCR10 +CCL28 MTNR1A +CCL28 CCR3 +CCL28 GRM7 +ENAM CD63 +CYTL1 CCR2 +LTBP3 ITGB5 +SEMA3G NRP2_PLXNA2 +SEMA3G NRP2_PLXNA3 +SEMA3G NRP2_PLXNA4 +SEMA3G NRP2_PLXNA1 +FGF21 FGFR1 +FGF21 FGFR2 +FGF21 FGFR4 +FGF21 FGFR3 +FGF21 KLB +OBP2A OR1G1 +IL20 IL20RB_IL22RA1 +IL20 IL20RA_IL20RB +IL37 IL18R1_IL18RAP +IL37 IL18R1_SIGIRR +IL37 IL1RAPL1 +IL36B IL1RAP_IL1RL2 +IL36G IL1RAP_IL1RL2 +IL17C IL17RA_IL17RE +IFNK IFNAR1_IFNAR2 +COL20A1 ITGA10_ITGB1 +COL20A1 ITGA2_ITGB1 +COL20A1 ITGA1_ITGB1 +COL20A1 ITGA11_ITGB1 +CNTN3 PTPRG +GALP GALR2 +GALP GALR3 +GALP GALR1 +XCL2 XCR1 +CLCF1 CNTFR_IL6ST_LIFR +CLCF1 CRLF1 +IL36RN IL1RAP_IL1RL2 +DKK3 KREMEN1 +DKK4 LRP5 +DKK4 LRP6 +DKK4 KREMEN2 +DKK4 KREMEN1 +DKK2 LRP5 +DKK2 LRP6 +DKK2 KREMEN2 +DKK2 KREMEN1 +GHRL MLNR +GHRL GPR39 +GHRL TBXA2R +GHRL PTGER3 +GHRL PTGIR +GHRL GHRHR +GHRL GHSR +WNT16 FZD9_LRP5 +WNT16 FZD9_LRP6 +WNT16 FZD6_LRP5 +WNT16 FZD6_LRP6 +WNT16 FZD7_LRP5 +WNT16 FZD7_LRP6 +WNT16 FZD5_LRP5 +WNT16 FZD2_LRP5 +WNT16 FZD8_LRP5 +WNT16 FZD3_LRP5 +WNT16 FZD4_LRP5 +WNT16 FZD10_LRP5 +WNT16 FZD1_LRP5 +WNT16 FZD5_LRP6 +WNT16 FZD2_LRP6 +WNT16 FZD8_LRP6 +WNT16 FZD3_LRP6 +WNT16 FZD4_LRP6 +WNT16 FZD10_LRP6 +WNT16 FZD1_LRP6 +IL36A IL1RAP_IL1RL2 +IL19 IL20RA_IL20RB +TAC3 TACR2 +IL17B IL17RB +PCSK1N GPR171 +GDF2 ACVR2A_ACVRL1 +GDF2 ACVR2B_ACVRL1 +GDF2 ACVRL1_BMPR2 +GDF2 ACVR1 +ANGPTL2 ITGA5_ITGB1 +ANGPTL2 TLR4 +ANGPTL2 LILRB3 +ANGPTL2 TIE1 +ANGPTL2 LILRB2 +APLN ADRA2A +APLN APLNR +APLN MTNR1A +APLN GRM7 +COL17A1 ITGA10_ITGB1 +COL17A1 ITGA2_ITGB1 +COL17A1 ITGA1_ITGB1 +COL17A1 ITGA11_ITGB1 +CLEC11A ITGA10 +CLEC11A ITGB1 +CLEC11A ITGA11 +CCL26 CCR1 +CCL26 CCR2 +CCL26 CX3CR1 +CCL26 CCR3 +CCL26 CCR5 +ANGPT4 TIE1 +ANGPT4 TEK +CCL27 ADRA2A +CCL27 CCR2 +CCL27 CCR10 +CCL27 MTNR1A +CCL27 CCR3 +CCL27 GRM7 +ANGPTL3 ITGAV_ITGB3 +ANGPTL3 ITGA5 +INSL5 ADRA2A +INSL5 MTNR1A +INSL5 GRM7 +INSL5 RXFP4 +INSL5 RXFP2 +INSL5 RXFP1 +INSL5 RXFP3 +WIF1 RYK +WNT6 FZD9_LRP5 +WNT6 FZD9_LRP6 +WNT6 FZD6_LRP5 +WNT6 FZD6_LRP6 +WNT6 FZD7_LRP5 +WNT6 FZD7_LRP6 +WNT6 FZD5_LRP5 +WNT6 FZD2_LRP5 +WNT6 FZD8_LRP5 +WNT6 FZD3_LRP5 +WNT6 FZD4_LRP5 +WNT6 FZD10_LRP5 +WNT6 FZD1_LRP5 +WNT6 FZD5_LRP6 +WNT6 FZD2_LRP6 +WNT6 FZD8_LRP6 +WNT6 FZD3_LRP6 +WNT6 FZD4_LRP6 +WNT6 FZD10_LRP6 +WNT6 FZD1_LRP6 +CD70 CD27 +EFNA2 EPHA2 +EFNA3 EPHA3 +EFNA2 EPHA7 +EFNA3 EPHA7 +EFNA2 EPHA8 +EFNA3 EPHA8 +EFNA2 EPHA5 +EFNA3 EPHA5 +EFNA3 EPHA4 +EFNA2 EPHA4 +EFNA3 EPHA2 +CCL11 ACKR2 +CCL13 ACKR2 +CCL14 ACKR2 +CCL2 ACKR2 +CCL3 ACKR2 +CCL4 ACKR2 +CCL5 ACKR2 +CCL7 ACKR2 +CCL8 ACKR2 +EFNA2 EPHA3 +EFNA2 EPHA1 +CCL22 DPP4 +CLEC2B KLRF1 +WNT5A FZD1 +CCL11 DPP4 +CXCL10 DPP4 +CXCL11 DPP4 +CLEC2A KLRF2 +EFNA3 EPHA1 +CXCL2 DPP4 +CXCL9 DPP4 +CXCL12 DPP4 +CXCL16 CXCR6 +TNFSF10 TNFRSF10C +CALCA CALCR +C3 C3AR1 +TNFSF8 TNFRSF8 +TNFSF4 TNFRSF4 +PLAU PLAUR +C3 CR2 +CCL17 ACKR2 +CCL18 PITPNM3 +CCL22 ACKR2 +CCL23 ACKR2 +CCL24 ACKR2 +CCL3L1 ACKR2 +CCL4L1 ACKR2 +CD72 CD5 +CNTF IL6ST_LIFR +CNTF CNTFR_IL6ST +HMGB1 HAVCR2 +IL16 CD9 +LCN1 LMBR1L +LGALS1 CD69 +SEMA4D CD72 +TXLNA STX3 +TXLNA STX4 +TXLNA STX1A +COL8A1 ITGA1_ITGB1 +COL7A1 ITGA1_ITGB1 +COL5A3 ITGA1_ITGB1 +COL5A2 ITGA1_ITGB1 +COL5A1 ITGA1_ITGB1 +COL3A1 ITGA1_ITGB1 +COL18A1 ITGA1_ITGB1 +COL14A1 ITGA1_ITGB1 +COL11A1 ITGA1_ITGB1 +COL11A1 ITGA2_ITGB1 +COL14A1 ITGA2_ITGB1 +COL18A1 ITGA2_ITGB1 +COL3A1 ITGA2_ITGB1 +COL5A1 ITGA2_ITGB1 +COL5A2 ITGA2_ITGB1 +COL5A3 ITGA2_ITGB1 +COL7A1 ITGA2_ITGB1 +COL8A1 ITGA2_ITGB1 +COL11A1 ITGA10_ITGB1 +COL14A1 ITGA10_ITGB1 +COL18A1 ITGA10_ITGB1 +COL3A1 ITGA10_ITGB1 +COL5A1 ITGA10_ITGB1 +COL5A2 ITGA10_ITGB1 +COL5A3 ITGA10_ITGB1 +COL7A1 ITGA10_ITGB1 +COL8A1 ITGA10_ITGB1 +COL11A1 ITGA11_ITGB1 +COL14A1 ITGA11_ITGB1 +COL18A1 ITGA11_ITGB1 +COL3A1 ITGA11_ITGB1 +COL5A1 ITGA11_ITGB1 +COL5A2 ITGA11_ITGB1 +COL5A3 ITGA11_ITGB1 +COL7A1 ITGA11_ITGB1 +COL8A1 ITGA11_ITGB1 +CD24 SIGLEC10 +CLEC4G LAG3 +GNAI2 MTNR1A +GNRH1 GNRHR +SHH HHIP +SHH GAS1 +PSEN1 NCSTN +EFNA2 EPHA6 +EFNA3 EPHA6 +DHH HHIP +IHH HHIP +AFDN EPHB3 +GNAI2 CCR5 +ADM CALCR +ADM2 CALCR +IAPP CALCR +CALCB CALCR +PROS1 AXL +C5 C5AR1 +RPS19 C5AR1 +C5 C5AR2 +RARRES2 CMKLR2 +POMC OPRD1 +PDYN OPRD1 +PENK OPRD1 +CAMP FPR2 +HEBP1 FPR3 +GNRH2 GNRHR +PSAP GPR37 +PSAP GPR37L1 +TAC1 TACR1 +TAC3 TACR1 +TAC1 TACR3 +TAC3 TACR3 +ARF1 PLD2 +PROS1 TYRO3 +GNAS ADRB2 +FGA ITGB1 +AFDN EPHA7 +AFDN EPHB2 +AFDN EPHB6 +RSPO1 ZNRF3 +KMT2E NCR2 +LIPH LPAR2 +FGF13 SCN5A +FGF13 SCN8A +NTNG2 LRRC4 +RSPO3 SDC4 +RTN4 LINGO1 +CNTN6 NOTCH1 +NTNG1 LRRC4C +GNAS GCGR +GNAI2 ADCY1 +FGA ITGAX +GPI AMFR +PCNA NCR2 +GZMB IGF2R +CD38 PECAM1 +SERPINC1 LRP1 +SERPINA1 LRP1 +GNAS TSHR +MFNG NOTCH1 +MFNG NOTCH2 +ADAM12 SDC4 +F2 F2RL2 +F2 F2R +F2 F2RL1 +F2 F2RL3 +REN ATP6AP2 +APOE SORL1 +TFPI VLDLR +EDN3 KEL +OMG LINGO1 +GNAS AVPR2 +ASIP ATRN +ASIP MC1R +PSEN1 NOTCH1 +FSTL1 DIP2A +GNAS PTGDR +HRAS INSR +HRAS CAV1 +ARF1 INSR +GRN SORT1 +GZMB CHRM3 +F9 LRP1 +TIMP1 CD63 +SFRP1 FZD2 +SFRP1 FZD6 +PLAT LRP1 +TGFB1 ENG +HGF ST14 +SERPINE1 LRP2 +SERPINE1 LRP1 +EFNB3 RHBDL2 +HBEGF CD9 +LTF LRP1 +HRG FCGR1A +TFPI LRP1 +PROC THBD +TGFB3 ENG +INHBA ENG +EFNB2 RHBDL2 +C3 ITGAM +C3 CD19 +C3 CD46 +C3 C5AR2 +C3 ITGAX +C3 CR1 +VASP CXCR2 +SLURP1 CHRNA7 +OMG RTN4RL1 +AANAT MTNR1B +AANAT MTNR1A +CRP OLR1 +NTS SORT1 +CCL21 ACKR2 +CCL27 ACKR2 +MMP7 CD44 +MMP7 CD151 +MMP7 ERBB4 +THBS1 SDC4 +TIMP2 ITGB1 +FGF2 SDC4 +F13A1 ITGA4 +F13A1 ITGB1 +TIMP3 AGTR2 +IGFBP4 FZD8 +RSPO2 ZNRF3 +BMP6 HJV +SCGB3A1 MARCO +SHANK1 SSTR2 +SHANK1 ADGRL1 +BMP10 ENG +LIPH LPAR1 +LIPH LPAR4 +SCGB3A2 MARCO +COL14A1 CD44 +IL16 KCNJ15 +IL16 KCNJ10 +COL3A1 DDR2 +COL3A1 MAG +COL3A1 DDR1 +CXCL10 SDC4 +FGB ITGAM +FGB ITGB1 +FGB TLR4 +FGA ITGAM +FGA ITGB3 +FGA TLR4 +PRND RPSA +HAS2 HMMR +HAS2 CD44 +RGMB NEO1 +F2 THBD +CCL19 ACKR2 +LPL GPIHBP1 +LPL SDC1 +LPL VLDLR +GNAI2 LPAR3 +GNAI2 EDNRA +GNAI2 ADORA1 +GNAI2 C5AR1 +GNAI2 ADRA2B +GNAI2 F2R +GNAI2 FPR1 +GNAI2 OPRM1 +GNAI2 CAV1 +GNAI2 TBXA2R +GNAI2 CXCR2 +GNAI2 TSHR +GNAI2 AGTR2 +GNAI2 CNR1 +FBN1 ITGB3 +FBN1 ITGB1 +PSEN1 NOTCH4 +BGN TLR4 +CTHRC1 FZD5 +CTHRC1 FZD6 +CTHRC1 FZD3 +FGG ITGB1 +FGG TLR4 +RTN4 TNFRSF19 +COL9A3 MAG +SLPI PLSCR4 +HMGB1 SDC1 +HMGB1 THBD +FN1 MAG +COL18A1 GPC4 +COL9A1 MAG +GIP DPP4 +F8 LDLR +CCL28 ACKR2 +TGM2 ITGB1 +TGM2 ITGB3 +TGM2 SDC4 +TGM2 ADGRG1 +CNTF IL6R +TGFB2 ENG +C4BPA BMPR2 +C4BPA CD40 +CFH ITGAM +EFNA3 EPHB1 +NGF SORCS3 +COL11A1 DDR1 +GNAS CRHR1 +RBP4 STRA6 +CEL CXCR4 +MMP9 CD44 +MMP9 EPHB2 +COL9A2 MAG +COL5A2 DDR1 +ANXA1 DYSF +AGRN ATP1A3 +COL2A1 MAG +ZG16B TLR5 +ZG16B CXCR4 +CCL25 ACKR2 +TCTN1 TMEM67 +C4A C5AR2 +HRAS AGTR1 +LRPAP1 LDLR +TIMP2 ITGA3 +CPAMD8 SCTR +RTN4 RTN4R +OMG RTN4R +LTB TNFRSF1A +PYY FAP +NPY FAP +PROC PROCR +PLG PLGRKT +HBEGF CD82 +GNAI2 OPRD1 +A2M LRP1 +SERPINE2 LRP1 +MMP13 LRP1 +MMP9 LRP1 +PLAU LRP1 +LRPAP1 LRP1 +C3 LRP1 +C1QB LRP1 +C4BPA LRP1 +F8 LRP1 +LPL LRP1 +LIPC LRP1 +PSAP LRP1 +ASIP MC3R +SFTPA2 CD93 +MBL2 CD93 +C1QA CD93 +KISS1 MMP24 +PDGFB ART1 +GUCA2B GUCY2D +ARF1 CHRM3 +NGF SORT1 +LRPAP1 SORT1 +BDNF SORT1 +PSEN1 NOTCH2 +GNAI2 MTNR1B +FN1 NT5E +BGN TLR2 +ZG16B TLR2 +RNASE2 TLR2 +LRPAP1 SORL1 +CP SLC40A1 +IGFBP4 LRP6 +F2 ITGA2B +FGG ITGA2B +FGA ITGA2B +FGB ITGA2B +IL16 GRIN2D +PSEN1 NOTCH3 +GPC3 CD81 +SERPING1 SELP +CD24 SELP +PLAU LRP2 +LRPAP1 LRP2 +ALB LRP2 +LPL LRP2 +LCN2 LRP2 +TIMP3 KDR +COL18A1 KDR +COL18A1 GPC1 +RTN4 CNTNAP1 +F13A1 ITGA9 +GPC3 IGF1R +GNAI2 IGF1R +GNAI2 EGFR +SPINK1 EGFR +LIN7C HTR2C +PLAU ST14 +GNAI2 ADRA2A +MATN1 ITGA1 +PLA2G10 PLA2R1 +FGG ITGA5 +FGA ITGA5 +FGB ITGA5 +FBN1 ITGA5 +COL18A1 ITGA5 +GNAI2 LHCGR +GNAS LHCGR +PROS1 MERTK +GNAI2 CXCR1 +LTBP1 ITGB5 +MMP1 ITGA2 +FAT4 DCHS1 +ASIP MC4R +C4A C3AR1 +TAC4 TACR3 +TAC4 TACR1 +LRPAP1 LRP8 +AHSG INSR +F2 GP9 +GNAI2 P2RY12 +ASIP MC5R +GNAS VIPR1 +RTN4 RTN4RL1 +PTGS2 PTGDR2 +ASIP MC2R +F10 F3 +F7 F3 +BMP5 HJV +BMP2 HJV +PTGS2 CAV1 +MMP12 PLAUR +COL5A1 SDC3 +F8 ASGR2 +EDN2 KEL +EDN1 KEL +PLAU IGF2R +C4A CR1 +B2M CD1B +PSAP CD1B +LTB CD40 +NTF4 BEX3 +MDK SDC4 +CCL5 SDC4 +BMP7 ENG +GDF2 ENG +BMP2 ENG +ZG16B TLR4 +COLQ MUSK +PLTP ABCA1 +MEPE PHEX +LRPAP1 VLDLR +VIM CD44 +NAMPT INSR +CEACAM5 CD8A +ADGRB1 RTN4RL1 +ADGRB1 RTN4RL2 +APOB ENO1 +BMP2 RGMB +BMP4 CFC1 +BMP4 RGMB +BMP7 HJV +BSG SLC16A1 +BSG SLC16A7 +C1QA CD33 +C1QB CD33 +C3 NRP1 +C4A NRP1 +CADM3 CADM1 +CRTAM CADM1 +CADM1 CRTAM +NECTIN3 CADM1 +CCN1 SDC4 +CD52 SIGLEC10 +L1CAM CD9 +CIRBP TREM1 +COL18A1 PTPRS +COL5A3 SDC3 +CTHRC1 ROR2 +DNAJB11 PRTG +EPO CRLF3 +INHBB CFC1 +INHBB CFC1B +LGI1 ADAM22 +LGI2 ADAM22 +LGI3 ADAM22 +LGI3 FLOT1 +LGI3 STX1A +LGI4 ADAM22 +LTF LRP11 +LY86 CD180 +MATN1 ITGB1 +MYL9 CD69 +MYOC FZD1 +OMG TNFRSF1B +PDCD1LG2 RGMB +PROC TEK +PTDSS1 JMJD6 +PTDSS1 SCARB1 +RTN4 S1PR2 +SERPINF1 PLXDC1 +SERPING1 LRP1 +SERTAD1 AR +SLPI PLSCR1 +TOR2A ATP5F1B +ZG16B TLR6 +ZP3 CHRNA7 +CALM1 TRPC3 +S100A10 TRPV6 +FADD FAS +FADD TRADD +MFAP5 NOTCH1 +CALM1 PDE1A +CALM3 PDE1A +CALM1 PDE1B +CALM3 PDE1B +CALM1 PDE1C +CALM3 PDE1C +GNAS ADCY1 +CALM3 GRM7 +CALM1 GRM7 +IRAK4 TLR4 +MEGF10 ABCA1 +TLN1 ITGB3 +TLN1 ITGB5 +C1QB C1QBP +HMGB1 AGER +GNAS ADRB3 +APOA1 ABCA1 +GSTP1 EGFR +CALM3 EGFR +CALM1 INSR +CALM3 INSR +HMGB1 TLR4 +GNAS HTR6 +APOB MTTP +ITGB3BP ITGB5 +ITGB3BP ITGB3 +HEBP1 ADRA2A +HEBP1 MTNR1A +HEBP1 GRM7 +VCL ITGB5 +VCL ALK +EFNA2 EPHA10 +TCN2 LRP2 +TCN2 CNR1 +TIMP1 FGFR2 +MMP2 PECAM1 +MMP2 CCR2 +MMP2 FGFR1 +PLAT ITGAM +TGFB1 CAV1 +NAMPT ADORA2A +SERPINE1 PLAUR +SERPINE1 ITGB5 +C5 ADRA2A +C5 MTNR1A +C5 GRM7 +SELPLG ESAM +FGF6 SDC4 +GNB3 TGFBR1 +GNB3 GABBR2 +HRG ERBB2 +HRG ERBB3 +TFPI SDC4 +TFPI F3 +APOB CALCR +PROC ITGAM +FGF23 PHEX +TNFSF10 RIPK1 +GSTM2 RYR2 +PI3 PLD2 +LYPD3 AGR2 +BMP4 HJV +PSPN GFRA3 +TNFSF9 TRAF2 +CD70 TNFRSF13B +C3 MTNR1A +C3 GRM7 +C3 ADRA2A +C3 IFITM1 +C3 CD81 +TPH1 HTR7 +TPH1 HTR1A +TPH1 HTR1F +TPH1 HTR1D +TPH1 HTR2C +TPH1 HTR4 +TPH1 HTR6 +TPH1 HTR1B +TPH1 HTR2A +TPH1 HTR2B +TPH1 HTR5A +TPH1 HTR1E +LMAN1 MCFD2 +APOE CHRNA4 +APOE ABCA1 +NCAN CDH2 +NCAN SDC3 +CRP CR1 +FST HJV +CFC1 ACVR1B +TGS1 RXRA +MMP7 SDC1 +ADAM10 GPNMB +ADAM10 TSPAN5 +ADAM10 CADM1 +ADAM10 TSPAN14 +RIMS2 ABCA1 +TIMP2 CD44 +FARP2 PLXNA3 +FARP2 PLXNA1 +FARP2 PLXNA2 +FARP2 PLXNA4 +LAMC2 CD151 +WNT5A VANGL2 +ICAM1 CAV1 +BST1 CAV1 +TNC SDC4 +EGF CAV1 +EGF RHBDL2 +NPTX2 NPTXR +ADAM2 CD9 +TIMP3 CD44 +TIMP3 MET +HDC HRH1 +HDC HRH2 +HDC HRH3 +CGN TGFBR2 +CGN OCLN +CGN TGFBR1 +LIN7C ABCA1 +LIN7C KCNJ4 +IL18 IL18BP +QDPR DYSF +PIGF FLT1 +ADAMTS3 CCBE1 +PIP AQP5 +CALM3 KCNQ3 +CALM3 KCNQ5 +CALM3 ESR1 +CALM3 RYR2 +CALM3 GP6 +CALM3 SCN10A +CALM3 AQP6 +CALM3 GRM5 +CALM3 AR +CALM3 AQP1 +CALM3 SCN4A +TFF2 MUC6 +TFF1 MUC5AC +S100B AGER +S100A1 TRPM3 +S100A1 RYR2 +S100A1 RYR1 +S100A1 TLR4 +S100A1 AGER +CXCL16 GRM7 +CXCL16 MTNR1A +FGF11 FGFR2 +FGF11 FGFR1 +ARPC5 ADRB2 +ARPC5 LDLR +CAMP P2RX7 +SPINK1 NRSN1 +FABP5 RXRA +SHH SCUBE2 +ARF6 PLD1 +ARF6 SMAP1 +ANGPTL4 GPIHBP1 +FADD ABCA1 +IL16 GRIN2B +IL16 KCNJ4 +IL16 GRIN2A +HSPA4 TLR4 +FGB ITGB3 +FGA PLAUR +FGA CDH5 +FGA ITGAD +NPTX1 NPTXR +RGMB HJV +RGMB BMPR2 +RGMB BMPR1B +F2 GP1BB +LPL CD44 +EFEMP2 AQP1 +EFEMP2 PLSCR4 +GNAI2 S1PR5 +GNAI2 S1PR3 +GNAI2 UNC5B +GNAI2 PTPRU +GNAI2 CXCR3 +GNAI2 EDNRB +GNAI2 DRD2 +GNAI2 ADCY7 +AGTRAP RACK1 +PKM CD44 +LPA LPAR1 +MMP1 CD44 +WNT11 KLRG2 +PSEN1 CD44 +BGN TLR1 +IZUMO1 CD9 +IZUMO1 IZUMO1R +P4HB MTTP +FGG ITGB3 +RTN4 GJB2 +DMP1 PHEX +WNT7B TMED5 +ICAM4 RHAG +HMGB1 TLR9 +HMGB1 CXCR4 +FN1 DPP4 +COL18A1 ITGB3 +CALM1 KCNQ3 +CALM1 GRM3 +CALM1 CALCR +CALM1 GRM4 +CALM1 CRHR1 +CALM1 HMMR +CALM1 ADCYAP1R1 +CALM1 OPRM1 +CALM1 RYR2 +CALM1 GLP1R +CALM1 SCN10A +CALM1 AQP6 +CALM1 PTPRA +CALM1 SCN4A +SEMA4F NRP2 +GAD1 GRM4 +ITIH2 FCER1A +PYY DPP4 +TGM2 ITGA4 +TGM2 TBXA2R +PTGS2 ALOX5 +EFNA3 EPHB6 +EFNA3 EPHA10 +NGF TRPV1 +NGF MAGED1 +NGF BEX3 +CD40LG TRAF3 +GNAS GLP1R +GNAS ADCY7 +MMP9 ITGAM +MMP9 RECK +SPTAN1 PTPRA +PLAU ITGAM +PLAU VLDLR +PLAU ITGB1 +F10 ITGAM +FGF14 FGFR2 +FGF14 FGFR1 +ACTR2 LDLR +SHBG CLDN4 +LAMB3 CD151 +LGALS9 SLC1A5 +PDCD1LG2 PDCD2 +DSCAM DCC +TF HFE +PTPN6 CD300LF +C1QTNF5 MFRP +HSPA8 LDLR +S100A10 CFTR +SHANK2 CFTR +PLAU ITGA3 +LGALS8 ITGA3 +COL18A1 ITGA3 +SLPI CD4 +CALM1 SCTR +CD70 TNFRSF17 +CALML3 KCNQ1 +CALM1 KCNQ1 +CALM3 KCNQ1 +RTN4 NGFR +OMG NGFR +FAM3C GLRA2 +RIMS1 SLC17A7 +KLK3 EPOR +S100A8 CD69 +CXCL13 OPRD1 +CFC1 ACVR2A +GPC3 LRP1 +F12 CD93 +GNAI2 S1PR4 +TNFSF4 TRAF2 +TNF TRAF2 +FADD TRAF2 +GSTP1 TRAF2 +CLEC3A CLEC10A +PCSK9 SORT1 +PSAP SORT1 +NGF KIDINS220 +HDC HRH4 +LAMA1 NT5E +CALM1 MIP +LTA RIPK1 +CD14 RIPK1 +HMGB1 TLR2 +CCN6 SORL1 +MDK SORL1 +ASIP MGRN1 +CALM1 GLP2R +CALM1 TRPC5 +CALM3 TRPC5 +CALM1 KCNN4 +EGF PLD2 +CRISP3 A1BG +HSPA1A GRIN2D +ARPC5 LRP2 +GPC3 LRP2 +CUBN LRP2 +HSPA8 LRP2 +ACTR2 LRP2 +SERPINC1 GPC1 +TGM2 ITGA9 +AGT ENPEP +NCAM1 CACNA1C +RIMS1 CACNA1C +CALM1 CACNA1C +CALM3 CACNA1C +SCGB1A1 LMBR1L +CAMP IGF1R +MMP9 IFNAR1 +PTPN11 FCRL4 +PTPN6 FCRL4 +CALM1 PTH2R +NRTN GFRA3 +GDNF GFRA3 +CAMP EGFR +CNTF EGFR +CALM1 HTR2C +NTNG2 LRRC4C +SPINT1 ST14 +SORBS1 ITGA1 +FBN1 ITGB6 +SFTPD LY96 +BGN LY96 +GNAS ADCY8 +GNAI2 ADCY8 +CALM3 ADCY8 +MDK GPC2 +PLAU ITGA5 +GNAS ADCY9 +GNAI2 ADCY9 +PLAU ITGB5 +SORBS1 ITGB5 +COL18A1 ITGB5 +NUCB2 ERAP1 +RIMS1 SLC18A2 +HSPA8 ADRB2 +ACTR2 ADRB2 +GNAI2 S1PR1 +CALM1 GRM5 +GNAI2 CHRM1 +CALM1 GP6 +CRISP2 CATSPER1 +SHBG GPRC6A +CALM1 AQP1 +PDX1 SLC2A2 +CALM1 VIPR1 +CALM1 CNGA2 +RGMA HJV +NRG1 MS4A4A +CCN1 CAV1 +WNT5B KLRG2 +TNF TRADD +SHBG SLC37A1 +CALM1 KCNQ5 +PTPN6 CLEC12A +CALM1 FAS +PIGA PIGR +MBL2 CALCR +GSTO1 RYR1 +GCG DPP4 +NPPB DPP4 +NPY DPP4 +VIP DPP4 +ADA DPP4 +MMP9 TLR9 +HRAS TLR9 +C1QA CR1 +GNAS ADORA1 +CEACAM16 TECTB +BDNF BEX3 +CXCL12 SDC4 +LAMA1 SDC4 +HSPA1A TLR4 +RIMS1 SLC18A3 +PSAP AR +COL8A2 SLC4A11 +SPTBN2 PTPRA +NCAM1 PTPRA +IRAK4 TLR7 +APOC1 VLDLR +CEACAM16 TECTA +TNF TRPM2 +IRAK4 TLR6 +FGF12 FGFR1 +VEGFC CCBE1 +FGF12 FGFR2 +RGMA HFE +VEGFA GRIN2B +ENTPD1 ADORA1 +ENTPD1 ADORA2A +ENTPD1 ADORA2B +ALB B2M_FCGRT +ENTPD1 ADORA3 +GDF10 BMPR2 +PTPN6 EGFR +TPSAB1 F2RL1 +PDAP1 PDGFRB +IL16 KCNA3 +IL16 KCND2 +SERPINA7 SLC16A2 +IL16 KCND1 +IL16 GRIN2C +ADCYAP1 DPP4 +CCL26 ACKR2 +RETN CAP1 +NAMPT ITGA5_ITGB1 +ANGPTL4 SDC4 +MDK NCL +PTN SDC4 +PTN NCL +C4A CR2 +KLK3 NTRK1 +SLURP1 CHRNB2 +SLURP1 CHRNB4 +SLURP1 CHRNA4 +SLURP1 CHRNA9 +SLURP1 CHRNA10 +SLURP2 CHRNB2 +SLURP2 CHRNB4 +SLURP2 CHRNA4 +SLURP2 CHRNA7 +GDF9 FXYD6 +GDF9 ORAI2 +LRP1B PLAUR +PSAP CELSR1 +PTN CDH10 +SPP1 S1PR1 +IL12B BOC +PCSK9 CD81 +TAC1 DPP4 +LPA TREM2 +SEMA3G FCGR2A +LTF TREML2 +PSG9 DCC +F8 LRP2 +PRL ERBB2 +LTF IGDCC4 +MXRA5 ILDR1 +PAM DPP4 +PSG4 TNFSF8 +FGF1 ITGB3 +B2M CD1C +TAC1 FAP +BDNF ERBB2 +IL23A LILRB2 +LEP ISLR2 +NRG2 MOG +CD40LG CD53 +MXRA5 SCN2B +S100A4 ERBB3 +MXRA5 MAG +HAPLN1 ADGRA2 +BMP5 PTPRD +ADO ADORA3 +TGFA PTPRD +MXRA5 PILRB +MXRA5 PILRA +SEMA3E NRP2 +FSTL5 CEACAM19 +APOO IL1RAPL2 +AMH GREM2 +FSTL5 SIGLEC6 +PLA2G2A ERBB3 +IGSF10 CD200R1L +BTN1A1 TARM1 +CNMD PTPRD +CNTN4 APLP1 +NPY ADRB1 +RSPO3 ZNRF3 +BTN1A1 NEGR1 +SEMA3G LILRA3 +LTF TNFRSF11B +SEMA3G GP6 +PSG9 DSCAM +IL23A LILRA1 +WFIKKN2 IGDCC4 +F12 GP5 +FGF2 ITGB3 +CD40LG CD9 +BMP15 TGFBR1 +WFIKKN2 PRTG +ADM DCLK3 +TNFSF9 FCRL1 +FSTL5 LILRB2 +ANGPTL7 LILRB2 +ANGPTL1 ITGA1_ITGB1 +NR0B2 FGFRL1 +GRP FAP +PSG4 DSCAM +VEGFA CD44 +SLITRK1 TNFRSF11B +TIMP3 DDR1 +SPARC FGFR1 +MXRA5 CD69 +NGF ERBB2 +SLC6A8 LIFR +F11 GP1BB +SPARC ENG +NRG1 FCAMR +VWF ITGA4 +MXRA5 MPIG6B +IL23A SIGLEC6 +CALCA DCLK3 +HAPLN1 PRTG +FSTL5 LILRA1 +F11 GP9 +LGALS3 ENG +NRG2 NRP2 +HAPLN1 TREML2 +EGF TNFRSF11B +MXRA5 AGER +BMP4 GREM2 +NRG2 LRRTM2 +PSG6 DSCAM +RSPO4 ZNRF3 +CXCL10 TLR4 +WFIKKN2 IGDCC3 +PCSK9 LRP8 +F11 GP5 +MIA ITGA5_ITGB1 +MIA ITGA4_ITGB1 +MXRA5 MFAP3L +IMPG2 PRLR +NRG2 MPIG6B +VWF ITGB1 +IL21 IL4R +LTF BTN3A2 +IGFBPL1 DCC +IGSF10 MAG +S100A10 HTR1B +ADM2 DCLK3 +FGB CDH5 +PCSK9 CD36 +SLITRK1 ENPEP +IL5 CSF2RA +CD59 STAB1 +FSTL5 CNTN5 +KITLG LRRN3 +IL10 CD27 +NPPB FAP +MXRA5 AXL +MIA ITGA5 +VIP ADRB1 +RARRES1 NRP2 +BPI SLAMF9 +IGSF1 ACVR1B +FRS3 FGFR1 +SOCS2 EPOR +PI16 MFAP3L +HAPLN1 IL1RL1 +PSG5 PDGFRA +GH1 EPOR +PSG7 DSCAM +IL11 IL6R +VWF ITGA9 +TGFB1 LPP +ADM ACKR3 +HAPLN1 IGDCC4 +IGSF10 SLAMF9 +ETV5 ERBB2 +CCL5 DPP4 +MXRA5 SIGLEC7 +PSG5 TNFRSF12A +CALCA ACKR3 +GPC3 FLT1 +HAPLN1 TNFRSF11B +CNTN6 PTPRG +MBL2 C1QB +ADO ADORA2B +SCEL ENG +APOB TREM2 +CLCF1 SORL1 +GPC3 UNC5C +F12 GP9 +GHRH DPP4 +CNTN4 LVRN +FSTL5 GP6 +LTF BOC +SNX14 HTR6 +SLIT2 PLXNA1 +LTF AGER +HAPLN1 MPIG6B +WNT7B ADGRA2 +IFNA2 CR2 +IGFBP7 MPIG6B +IL10 CD70 +ADO ADORA1 +F12 GP1BB +GDF11 ACVR1C +GPC3 VSIG10L +IFNG MPL +FSTL5 IL6R +MBL2 LRP1 +GCG FAP +HAPLN1 AGER +PSG7 DCC +IL6 MUSK +PSG9 AXL +NTN1 DSCAM +AGRP MC1R +IL4 IL21R +MXRA5 SIGLEC8 +GIP FAP +TPSB2 F2RL1 +GPC3 UNC5D +PLA2G2A EGFR +NRG1 SIGLEC7 +AGRP SDC1 +PI16 TNFRSF21 +IGSF10 MILR1 +RSPO1 RNF43 +RSPO4 RNF43 +FSTL5 CHL1 +WNT7A ADGRA2 +POMC MRAP +GPC3 TNFRSF11B +TNFSF10 CCR6 +IL23A GP6 +NPY ADRB2 +IL6 FCGR3B +LGALS3 MCAM +LTF IL1RL1 +PAM FAP +FSTL5 SDK2 +TREML4 SIGLEC8 +F8 LRP4 +RSPO3 RNF43 +SCUBE2 KDR +DBP ACKR1 +MFGE8 ITGB5 +C4A CD46 +BMP7 ACVR1B +PSG7 CLEC4A +IL3 CSF2RA +IL10 IFNLR1 +ADO ADORA2A +ANGPTL1 LILRB2 +MIA ITGA4 +CD1D CEACAM5 +ENTPD1 TMIGD3 +CNTF CRLF1 +IL22 IL20RA +NRG3 EGFR +CSF1 CSF2RA +CSF3 CSF2RA +MAML2 NOTCH2 +MAML2 NOTCH3 +MAML2 NOTCH1 +MAML2 NOTCH4 +BMP6 AMHR2 +GDF11 ACTR2 +GDF1 ACTR2 +INHBA ACTR2 +BMP7 ACTR2 +BMP2 ACTR2 +BMP15 ACTR2 +CSF1 CSF3R +IL36G IFNAR1 +IL36G IFNAR2
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/liana-db/consensus/consensus.tsv Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,4625 @@ +ligand receptor +LGALS9 PTPRC +LGALS9 MET +LGALS9 CD44 +LGALS9 LRP1 +LGALS9 CD47 +LGALS9 PTPRK +LGALS9 COLEC12 +LGALS9 HAVCR2 +LGALS9 MRC2 +DLL1 NOTCH1 +DLL1 NOTCH2 +DLL1 NOTCH4 +DLL1 NOTCH3 +PODXL SELL +NRG2 ERBB2_ERBB3 +NRG2 ERBB2_ERBB4 +ADGRB1 RTN4R +ADAM10 TSPAN15 +ADAM10 TSPAN12 +ADAM10 MET +ADAM10 IL6R +ADAM10 CD44 +ADAM10 EPHA3 +ADAM10 AXL +ADAM10 NOTCH1 +ADAM10 NOTCH2 +ADAM10 NRCAM +ADAM10 TSPAN17 +ADAM10 TSPAN10 +ADAM10 TREM2 +TNFSF11 TNFRSF11B +TNFSF11 LGR4 +TNFSF11 TNFRSF11A +EREG EGFR_ERBB2 +EREG ERBB2_ERBB4 +EREG ERBB3 +ADAM12 ITGB1 +ADAM12 ITGA9 +TNFSF12 TNFRSF8 +TNFSF12 CD163 +TNFSF12 TNFRSF25 +TNFSF12 TNFRSF12A +TNFSF14 TNFRSF6B +TNFSF14 LTBR +TNFSF14 TNFRSF14 +ADAM23 ITGB3 +ADAM23 ITGA5 +ADAM23 ITGA4 +ADAM11 ITGA4 +ICOSLG CD28 +ICOSLG CTLA4 +ICOSLG ICOS +SEMA7A ITGA1_ITGB1 +SEMA7A PLXNC1 +TNFSF13 TNFRSF11B +TNFSF13 TNFRSF13B +TNFSF13 TNFRSF1A +TNFSF13 FAS +TNFSF13 SDC2 +TNFSF13 TNFRSF17 +TNFSF13 TNFRSF14 +NFASC CNTN1_CNTNAP1 +SLITRK3 PTPRD +SLITRK3 PTPRS +SLITRK5 PTPRD +TNFSF15 TNFRSF6B +TNFSF15 TNFRSF25 +TGFA EGFR_ERBB2 +TGFA ERBB3 +TGFA ERBB4 +TNF FFAR2 +TNF TNFRSF21 +TNF TNFRSF1A +TNF TNFRSF1B +TNF FAS +TNF FLT4 +TNF NOTCH1 +TNF PTPRS +TNF SEMA4C +TNF VSIR +TNF CELSR2 +TNF ICOS +HLA-B CD8B2 +HLA-B LILRA1 +HLA-B CD8A +HLA-B CD3D +HLA-B CD8B +HLA-B KIR2DL3 +HLA-B KIR3DL1 +HLA-B KIR3DL2 +HLA-B KLRD1 +HLA-B LILRB2 +HLA-B LILRB1 +HLA-DRA CD4 +HLA-DRA LAG3 +HLA-DQA2 CD4 +HLA-DQA2 LAG3 +HLA-DQA1 CD4 +HLA-DQA1 LAG3 +HLA-DRB1 CD4 +HLA-DRB1 LAG3 +HLA-DQB1 CD4 +HLA-DQB1 LAG3 +ANXA1 FPR2_FPR3 +ANXA1 EGFR +ANXA1 ADRA2A +ANXA1 FPR1 +ANXA1 MTNR1A +ANXA1 GRM7 +THY1 ITGAV_ITGB3 +THY1 ITGAM_ITGB2 +THY1 ITGAX_ITGB2 +HLA-A CD8B2 +HLA-A LILRA1 +HLA-A CD8A +HLA-A ERBB2 +HLA-A CD8B +HLA-A KIR2DL1 +HLA-A KIR2DL3 +HLA-A KIR3DL1 +HLA-A KIR3DL2 +HLA-A APLP2 +HLA-A LILRB2 +HLA-A LILRB1 +HLA-DPB1 CD4 +HLA-DPB1 LAG3 +APP TNFRSF21 +APP LRP6 +APP TSPAN15 +APP TSPAN12 +APP CD74 +APP NGFR +APP ADRA2A +APP FPR2 +APP GPC1 +APP PTGER2 +APP DCC +APP MTNR1A +APP NOTCH2 +APP LRP1 +APP AGER +APP LRP10 +APP NCSTN +ITGB2 THY1 +ITGB2 CD226 +ICAM1 ITGAM_ITGB2 +ICAM1 ITGAL_ITGB2 +ICAM1 ITGAX_ITGB2 +ICAM1 EGFR +ICAM1 IL2RA +ICAM1 MUC1 +ICAM1 SPN +ICAM1 IL2RG +LCK CD8A_CD8B +FCER2 ITGAV_ITGB3 +FCER2 ITGAM_ITGB2 +FCER2 ITGAX_ITGB2 +FCER2 CR2 +ITGAV THY1 +ANXA2 TLR2 +ANXA2 ROBO4 +GP1BA ITGAM_ITGB2 +THBS1 ITGAV_ITGB3 +THBS1 ITGA2B_ITGB3 +THBS1 ITGA3_ITGB1 +THBS1 TNFRSF11B +THBS1 LRP5 +THBS1 ITGA4 +THBS1 CD36 +THBS1 SDC1 +THBS1 ITGA6 +THBS1 LRP1 +THBS1 CD47 +THBS1 PTPRJ +THBS1 SCARB1 +CD55 CR1 +CD55 ADGRE5 +CD55 ADGRE2 +CD14 TLR4 +CD14 ITGB2 +CD14 ITGB1 +CD14 ITGA4 +CD14 TLR1 +CD14 TLR9 +CD14 TLR6 +MELTF TFRC +CD48 CD2 +CD48 CD244 +CSF1 SIRPA +CSF1 CELSR3 +HLA-C CD8B2 +HLA-C LILRA1 +HLA-C CD8A +HLA-C CD8B +HLA-C KIR2DL1 +HLA-C KIR2DL2 +HLA-C KIR2DL3 +HLA-C KIR3DL1 +HLA-C KIR2DS4 +HLA-C KIR2DS1 +HLA-C LILRB2 +HLA-C LILRA3 +HLA-C KIR3DL3 +HLA-C LILRB1 +TGFB3 ACVR1B_TGFBR2 +TGFB3 TGFBR1_TGFBR2 +TGFB3 ACVR1_TGFBR1_TGFBR2 +TGFB3 ACVR1_TGFBR2 +TGFB3 ACVR1C_TGFBR2 +TGFB3 ITGB3 +TGFB3 ITGB1 +TGFB3 ITGB5 +TGFB3 ITGB6 +TGFB3 ACVRL1 +TGFB3 TGFBR3 +CD28 CD80 +CD28 CD86 +ACE BDKRB2 +ACE AGTR2 +CDH1 ITGA2_ITGB1 +CDH1 ITGAE_ITGB7 +CDH1 LRP5 +CDH1 EGFR +CDH1 IGF1R +CDH1 PTPRF +CDH1 CDH2 +CDH1 PTPRM +CDH1 KLRG1 +TDGF1 ACVR2A +TDGF1 GPC1 +TDGF1 ACVR1B +TDGF1 ACVR2B +TDGF1 ACVR1C +NCAM1 NCAM2 +NCAM1 FGFR1 +NCAM1 FGFR2 +NCAM1 PTPRZ1 +NCAM1 GFRA1 +NCAM1 ROBO3 +NCAM1 ROBO1 +ICAM2 ITGAM_ITGB2 +ICAM2 ITGAL_ITGB2 +CEACAM1 EGFR +CEACAM1 HAVCR2 +HLA-E CD8B2 +HLA-E KLRC1_KLRD1 +HLA-E KLRC2_KLRD1 +HLA-E KLRC3_KLRD1 +HLA-E CD8A +HLA-E CD8B +HLA-E KLRK1 +HLA-E KIR3DL1 +HLA-DRB4 CD4 +HLA-DRB4 LAG3 +HLA-DOB CD4 +SELL PODXL +SELL MADCAM1 +CD99 CD81 +CD99 CD99L2 +CD99 PILRB +CD99 PILRA +PLA2G2A ITGB3 +PLA2G2A ITGB1 +PLA2G2A ITGAV +PLA2G2A ITGA5 +PLA2G2A ITGA4 +CD1D LILRB2 +ST6GAL1 EGFR +ST6GAL1 CD22 +SPN SIGLEC1 +SELE CEACAM1 +SELE CD44 +SELE GLG1 +HLA-G CD8B2 +HLA-G CD4 +HLA-G CD8A +HLA-G CD8B +HLA-G KLRC1 +HLA-G KIR3DL1 +HLA-G KLRD1 +HLA-G LILRB2 +HLA-G LILRB1 +HLA-G KIR2DL4 +CD58 CD2 +VCAM1 ITGAD_ITGB2 +VCAM1 ITGA4_ITGB1 +VCAM1 ITGA9_ITGB1 +VCAM1 ITGA4_ITGB7 +HLA-DPA1 CD4 +HLA-DPA1 LAG3 +CD22 PTPRC +EFNA1 EPHB6 +EFNA1 EPHA1 +EFNA1 EPHA2 +EFNA1 EPHA3 +EFNA1 EPHA8 +EFNA1 EPHA5 +EFNA1 EPHB1 +EFNA1 EPHA4 +EFNA1 EPHA7 +EFNA1 EPHA10 +EFNA1 EPHA6 +KITLG KIT +KITLG EPOR +MRC1 PTPRC +MPZ MPZL1 +HLA-DMA CD4 +HLA-DMB CD4 +CD34 SELL +CD34 SELP +CD40LG ITGA2B_ITGB3 +CD40LG ITGAM_ITGB2 +CD40LG ITGA5_ITGB1 +CD40LG CD40 +HLA-F CD8B2 +HLA-F CD8A +HLA-F CD8B +HLA-F KIR3DL1 +HLA-F KIR3DL2 +HLA-F KIR3DS1 +HLA-F LILRB2 +HLA-F LILRB1 +CEACAM8 CEACAM1 +L1CAM ITGAV_ITGB3 +L1CAM ITGA5_ITGB1 +L1CAM ITGA4_ITGB7 +L1CAM EGFR +L1CAM ERBB2 +L1CAM FGFR2 +L1CAM ERBB3 +L1CAM PTPRZ1 +L1CAM EPHB2 +L1CAM CNTN1 +ICAM3 ITGAD_ITGB2 +ICAM3 ITGAL +ICAM3 CLEC4M +CD80 CD28 +CD80 CTLA4 +SDC2 PTPRJ +BTC EGFR_ERBB2 +BTC ERBB2_ERBB4 +BTC ERBB3 +CEACAM6 EGFR +CEACAM6 CEACAM1 +CD96 PVR +CD96 NECTIN1 +CD200 CD200R1L +CD200 CD200R1 +TNFSF9 PVR +TNFSF9 HLA-DPA1 +TNFSF9 TNFRSF9 +TNFSF9 IL13RA2 +TNFSF9 ADGRG5 +CD86 CD28 +CD86 CTLA4 +GDF5 ACVR2A_BMPR1B +GDF5 ACVR2B_BMPR1B +GDF5 BMPR1B_BMPR2 +GDF5 ACVR2A_BMPR1A +GDF5 ACVR2B_BMPR1A +GDF5 BMPR1A_BMPR2 +GDF5 ROR2 +GDF5 ACVR1 +BAG6 NCR3 +FASLG TNFRSF10B +FASLG TNFRSF6B +FASLG TNFRSF1A +FASLG FAS +FLT3LG FLT3 +TNFSF10 TNFRSF10A +TNFSF10 TNFRSF11B +TNFSF10 TNFRSF10B +TNFSF10 TNFRSF10D +EFNA4 EPHA1 +EFNA4 EPHA2 +EFNA4 EPHA3 +EFNA4 EPHA8 +EFNA4 EPHA5 +EFNA4 EPHA4 +EFNA4 EPHA7 +EFNA4 EPHA10 +EFNA4 EPHA6 +EFNB2 EPHB6 +EFNB2 PECAM1 +EFNB2 EPHA3 +EFNB2 EPHB2 +EFNB2 GRM5 +EFNB2 EPHB3 +EFNB2 EPHB4 +EFNB2 EPHB1 +EFNB2 EPHA4 +EFNB2 GRM1 +EFNB2 EPHA6 +EFNA5 EPHB6 +EFNA5 EPHA1 +EFNA5 EPHA2 +EFNA5 EPHA3 +EFNA5 EPHA8 +EFNA5 EPHB2 +EFNA5 EPHA5 +EFNA5 EPHB1 +EFNA5 EPHA4 +EFNA5 EPHA7 +EFNA5 EPHA10 +EFNA5 EPHA6 +NRG3 ERBB2_ERBB4 +NRG3 ERBB3 +JAM2 ITGAV_ITGB1 +JAM2 ITGA4_ITGB1 +JAM2 ITGA3_ITGB1 +NRXN1 NLGN1 +NRXN1 NLGN2 +NRXN1 NLGN3 +NRXN2 NLGN1 +NRXN2 NLGN2 +NRXN2 NLGN3 +B2M HFE_TFRC +B2M CD1A +B2M KLRC1 +B2M KLRC2 +B2M KIR2DL1 +B2M KIR2DL3 +B2M KIR3DL1 +B2M KLRD1 +CXADR JAML +SIRPA CD47 +JAG1 CD46 +JAG1 NOTCH1 +JAG1 NOTCH2 +JAG1 NOTCH4 +JAG1 NOTCH3 +ADAM17 ITGB1 +ADAM17 MET +ADAM17 ITGA5 +ADAM17 IL6R +ADAM17 MUC1 +ADAM17 NOTCH1 +ADAM17 ERBB4 +ADAM17 RHBDF2 +HLA-DRB3 CD4 +HLA-DRB3 LAG3 +DLK1 NOTCH1 +DLK1 NOTCH2 +DLK1 NOTCH4 +DLK1 NOTCH3 +EFNB1 EPHB6 +EFNB1 ERBB2 +EFNB1 EPHB2 +EFNB1 EPHB3 +EFNB1 EPHB4 +EFNB1 EPHB1 +EFNB1 EPHA4 +EFNB1 EPHA6 +CNTN2 NRP1 +CNTN2 CNTN1 +CNTN2 NRCAM +NRG1 ERBB2_ERBB3 +NRG1 ERBB2_ERBB4 +NRG1 ITGAV_ITGB3 +NRG1 ADGRL1 +NRG1 EGFR +NRG1 HLA-DPB1 +NRG1 GPC1 +NRG1 LSR +NRG1 NETO2 +NRG1 LGR4 +DSG1 DSC3 +DSC2 DSG3 +DSC2 DSG4 +DSC1 DSG3 +DSC1 DSG4 +CD47 SIRPA +CD47 SIRPG +BST2 LILRA4 +CNTN1 PTPRZ1 +CNTN1 NOTCH1 +CNTN1 NOTCH2 +CNTN1 NRCAM +ADAM9 ITGB1 +ADAM9 ITGAV +ADAM9 ITGB5 +ADAM9 ITGA6 +ADAM9 ITGA3 +ADAM15 ITGB3 +ADAM15 ITGB1 +ADAM15 ITGAV +ADAM15 ITGA5 +ADAM15 ITGA9 +MADCAM1 ITGA4_ITGB7 +MADCAM1 CD44 +SEMA5A MET +SEMA5A PLXNA3 +SEMA5A PLXNA1 +SEMA5A PLXNB3 +ALCAM CHL1 +ALCAM NRP1 +ALCAM CD6 +DSG2 DSC1 +DSG2 DSC3 +SELPLG SIGLEC5 +SELPLG ITGB2 +SELPLG ITGAM +SELPLG SELL +SELPLG SELP +DSC3 DSG3 +DSC3 DSG4 +ICAM4 ITGB3 +ICAM4 ITGB2 +ICAM4 ITGB1 +ICAM4 ITGAV +ICAM4 ITGA2B +ICAM4 ITGAM +ICAM4 ITGA4 +ICAM4 ITGAL +NECTIN1 CD96 +NECTIN1 NECTIN4 +EFNB3 EPHB6 +EFNB3 EPHB2 +EFNB3 EPHB3 +EFNB3 EPHB4 +EFNB3 EPHB1 +EFNB3 EPHA4 +NTRK3 PTPRF +NTRK3 PTPRD +NTRK3 PTPRS +MICB HCST_KLRK1 +MICA HCST_KLRK1 +HLA-DRB5 CD4 +HLA-DRB5 LAG3 +TIGIT PVR +TIGIT NECTIN2 +IGSF11 VSIR +COL13A1 ITGA10_ITGB1 +COL13A1 ITGA2_ITGB1 +COL13A1 ITGA1_ITGB1 +COL13A1 ITGA11_ITGB1 +RAET1L HCST_KLRK1 +NCR3LG1 NCR3 +RAET1G HCST_KLRK1 +CSPG4 ITGA3_ITGB1 +EPGN EGFR +DLK2 NOTCH1 +BTLA CD79A +BTLA CD247 +BTLA TNFRSF14 +PDPN CLEC1B +JAML CXADR +CNTN4 PTPRG +NLGN4X NRXN1 +CADM3 NECTIN1 +NLGN1 NRXN1 +NLGN1 NRXN3 +NLGN1 NRXN2 +CD177 PECAM1 +SEMA6D PLXNA1_TREM2_TYROBP +SEMA6D KDR_PLXNA1 +NLGN2 NRXN1 +NLGN2 NRXN3 +NLGN2 NRXN2 +LILRB4 LAIR1 +RAET1E HCST_KLRK1 +CD200R1 CD200 +SECTM1 CD7 +NRG4 ERBB2_ERBB4 +NRG4 EGFR +NECTIN2 CD96 +NECTIN2 CD226 +NECTIN2 TIGIT +EDA EDA2R +EDA EDAR +SEMA4D PLXNB2 +SEMA4D PLXNB1 +SEMA4D ERBB2 +SEMA4D MET +SEMA4D PLXNB3 +HAVCR1 CD300LB +TIMD4 HAVCR1 +NECTIN4 TIGIT +SLITRK1 PTPRD +SLITRK1 PTPRS +ADAM2 ITGB1 +ADAM2 ITGA6 +ADAM2 ITGB7 +ADAM2 ITGA9 +PDCD1LG2 PDCD1 +JAM3 ITGAM_ITGB2 +JAM3 ITGB1 +ULBP3 HCST_KLRK1 +ULBP2 HCST_KLRK1 +ULBP1 HCST_KLRK1 +SEMA4C PLXNB2 +SLITRK2 PTPRD +SLITRK2 PTPRS +SEMA6A PLXNA2 +SEMA6A PLXNA4 +ADAM7 ITGA4 +ADAM7 ITGB7 +SEMA4A NRP1_PLXNA2 +SEMA4A NRP1_PLXNA3 +SEMA4A NRP1_PLXNA4 +SEMA4A NRP1_PLXNA1 +SEMA4A PLXNB2 +SEMA4A PLXNB1 +SEMA4A LILRB2 +SEMA4A PLXNB3 +SEMA4A PLXND1 +SEMA6B PLXNA2 +SEMA6B PLXNA4 +SLITRK6 PTPRS +NRXN3 NLGN1 +NRXN3 NLGN2 +NRXN3 NLGN3 +CD209 CEACAM1 +SEMA4B DCBLD2 +NECTIN3 PVR +NECTIN3 NECTIN1 +NECTIN3 TIGIT +NECTIN3 NECTIN2 +DLL4 NOTCH1 +DLL4 NOTCH2 +DLL4 NOTCH4 +DLL4 NOTCH3 +PDGFC PDGFRB +PDGFC PDGFRA +PDGFC FLT1 +PDGFC FLT4 +PDGFC KDR +LRRC4B PTPRF +LRRC4B PTPRD +LRRC4B PTPRS +SEMA4G PLXNB2 +DLL3 NOTCH1 +DLL3 NOTCH2 +DLL3 NOTCH4 +DLL3 NOTCH3 +PODXL2 SELL +NLGN3 NRXN1 +NLGN3 NRXN3 +NLGN3 NRXN2 +IL1RAPL1 PTPRF +IL1RAPL1 PTPRD +IL1RAPL1 PTPRS +CD274 CD80 +CD274 PDCD1 +CLEC1B KLRB1 +CLEC1B PDPN +SIRPG CD47 +SEMA5B PLXNA3 +SEMA5B PLXNA1 +CKLF LRP6 +CKLF CCR4 +KL FGFR1 +CLEC2D KLRB1 +ADAM29 ITGA4 +ADAM28 ITGA4 +HHLA2 TMIGD2 +ICAM5 ITGB2 +ICAM5 ITGAL +TNFSF18 TNFRSF18 +JAG2 NOTCH1 +JAG2 NOTCH2 +JAG2 NOTCH4 +JAG2 NOTCH3 +TNFSF13B TNFRSF13B +TNFSF13B TFRC +TNFSF13B HLA-DPB1 +TNFSF13B CD40 +TNFSF13B TNFRSF17 +TNFSF13B TNFRSF13C +F11R ITGAL_ITGB2 +COL6A6 ITGA10_ITGB1 +COL6A6 ITGA2_ITGB1 +COL6A6 ITGA3_ITGB1 +COL6A6 ITGA1_ITGB1 +COL6A6 ITGA9_ITGB1 +COL6A6 ITGA11_ITGB1 +COL6A6 ITGAV_ITGB8 +COL6A6 CD44 +COL6A6 SDC1 +COL6A6 GP6 +COL6A5 ITGA10_ITGB1 +COL6A5 ITGA2_ITGB1 +COL6A5 ITGA3_ITGB1 +COL6A5 ITGA1_ITGB1 +COL6A5 ITGA9_ITGB1 +COL6A5 ITGA11_ITGB1 +COL6A5 ITGAV_ITGB8 +COL6A5 CD44 +COL6A5 SDC1 +COL6A5 GP6 +FRAS1_FREM1_NPNT ITGA8_ITGB1 +FRAS1_FREM2_NPNT ITGA8_ITGB1 +AGRN MUSK +AGRN LRP4 +AGRN ITGB1 +AGRN LRP2 +AGRN LRP1 +AGRN DAG1 +LAMA5 ITGA2_ITGB1 +LAMA5 ITGA6_ITGB1 +LAMA5 ITGA3_ITGB1 +LAMA5 ITGA7_ITGB1 +LAMA5 ITGA9_ITGB1 +LAMA5 ITGAV_ITGB8 +LAMA5 ITGA6_ITGB4 +LAMA5 CD44 +LAMA5 SDC1 +LAMA5 BCAM +LAMA5 DAG1 +CHAD ITGA2_ITGB1 +COL1A1 ITGA10_ITGB1 +COL1A1 ITGA2_ITGB1 +COL1A1 ITGA3_ITGB1 +COL1A1 ITGA1_ITGB1 +COL1A1 ITGA9_ITGB1 +COL1A1 ITGA11_ITGB1 +COL1A1 ITGAV_ITGB8 +COL1A1 ITGA5 +COL1A1 CD44 +COL1A1 CD36 +COL1A1 SDC1 +COL1A1 FLT4 +COL1A1 DDR1 +COL1A1 DDR2 +COL1A1 GP6 +COL1A1 CD93 +COL2A1 ITGA10_ITGB1 +COL2A1 ITGA2_ITGB1 +COL2A1 ITGA3_ITGB1 +COL2A1 ITGA1_ITGB1 +COL2A1 ITGA9_ITGB1 +COL2A1 ITGA11_ITGB1 +COL2A1 ITGAV_ITGB8 +COL2A1 TNFRSF10A +COL2A1 ITGA2B +COL2A1 CD44 +COL2A1 SDC1 +COL2A1 DDR1 +COL2A1 GP6 +COL4A1 ITGA10_ITGB1 +COL4A1 ITGA2_ITGB1 +COL4A1 ITGA3_ITGB1 +COL4A1 ITGA1_ITGB1 +COL4A1 ITGA9_ITGB1 +COL4A1 ITGA11_ITGB1 +COL4A1 ITGAV_ITGB8 +COL4A1 CD44 +COL4A1 SDC1 +COL4A1 CD47 +COL4A1 GP6 +COL4A1 CD93 +FN1 ITGAV_ITGB3 +FN1 ITGA2B_ITGB3 +FN1 ITGAV_ITGB1 +FN1 ITGA5_ITGB1 +FN1 ITGA4_ITGB1 +FN1 ITGA3_ITGB1 +FN1 ITGA8_ITGB1 +FN1 ITGAV_ITGB6 +FN1 ITGAV_ITGB8 +FN1 ITGA4_ITGB7 +FN1 TNFRSF11B +FN1 CD79A +FN1 CD44 +FN1 TSHR +FN1 ITGA2 +FN1 SDC1 +FN1 C5AR1 +FN1 ITGA6 +FN1 SDC2 +FN1 FLT4 +FN1 PLAUR +FN1 ITGA9 +FN1 IL17RC +FN1 ROBO4 +VTN ITGAV_ITGB3 +VTN ITGA2B_ITGB3 +VTN ITGAV_ITGB1 +VTN ITGA8_ITGB1 +VTN ITGAV_ITGB5 +VTN ITGAV_ITGB8 +VTN TNFRSF11B +VTN ITGA5 +VTN PVR +VTN ITGB6 +VTN ITGA3 +VTN KDR +VTN PLAUR +VTN CD47 +VWF ITGAV_ITGB3 +VWF ITGA2B_ITGB3 +VWF GP1BA_GP1BB +VWF TNFRSF11B +VWF SELP +VWF SIRPA +VWF LRP1 +VWF SCARA5 +VWF STAB2 +LAMB1 ITGA2_ITGB1 +LAMB1 ITGA6_ITGB1 +LAMB1 ITGA3_ITGB1 +LAMB1 ITGA7_ITGB1 +LAMB1 ITGA9_ITGB1 +LAMB1 ITGAV_ITGB8 +LAMB1 ITGA6_ITGB4 +LAMB1 CD44 +LAMB1 ITGA1 +LAMB1 DAG1 +COL1A2 ITGA10_ITGB1 +COL1A2 ITGA2_ITGB1 +COL1A2 ITGA3_ITGB1 +COL1A2 ITGA1_ITGB1 +COL1A2 ITGA9_ITGB1 +COL1A2 ITGA11_ITGB1 +COL1A2 ITGAV_ITGB8 +COL1A2 ITGB3 +COL1A2 ITGA2B +COL1A2 CD44 +COL1A2 CD36 +COL1A2 SDC1 +COL1A2 FLT4 +COL1A2 GP6 +COL1A2 CD93 +COL4A2 ITGA10_ITGB1 +COL4A2 ITGA2_ITGB1 +COL4A2 ITGA3_ITGB1 +COL4A2 ITGA1_ITGB1 +COL4A2 ITGA9_ITGB1 +COL4A2 ITGA11_ITGB1 +COL4A2 ITGAV_ITGB8 +COL4A2 ITGB3 +COL4A2 CD44 +COL4A2 ITGB5 +COL4A2 SDC1 +COL4A2 GP6 +COL4A2 CD93 +LAMC1 ITGA2_ITGB1 +LAMC1 ITGA6_ITGB1 +LAMC1 ITGA3_ITGB1 +LAMC1 ITGA7_ITGB1 +LAMC1 ITGA9_ITGB1 +LAMC1 ITGAV_ITGB8 +LAMC1 ITGA6_ITGB4 +LAMC1 CD44 +LAMC1 ITGA1 +LAMC1 DAG1 +COL6A1 ITGA10_ITGB1 +COL6A1 ITGA2_ITGB1 +COL6A1 ITGA3_ITGB1 +COL6A1 ITGA1_ITGB1 +COL6A1 ITGA9_ITGB1 +COL6A1 ITGA11_ITGB1 +COL6A1 ITGAV_ITGB8 +COL6A1 CD44 +COL6A1 SDC1 +COL6A1 ITGA6 +COL6A1 GP6 +COL6A2 ITGA10_ITGB1 +COL6A2 ITGA2_ITGB1 +COL6A2 ITGA3_ITGB1 +COL6A2 ITGA1_ITGB1 +COL6A2 ITGA9_ITGB1 +COL6A2 ITGA11_ITGB1 +COL6A2 ITGAV_ITGB8 +COL6A2 CD44 +COL6A2 SDC1 +COL6A2 GP6 +COL6A3 ITGA10_ITGB1 +COL6A3 ITGA2_ITGB1 +COL6A3 ITGA3_ITGB1 +COL6A3 ITGA1_ITGB1 +COL6A3 ITGA9_ITGB1 +COL6A3 ITGA11_ITGB1 +COL6A3 ITGAV_ITGB8 +COL6A3 CD44 +COL6A3 SDC1 +COL6A3 GP6 +COL9A1 ITGA10_ITGB1 +COL9A1 ITGA2_ITGB1 +COL9A1 ITGA3_ITGB1 +COL9A1 ITGA1_ITGB1 +COL9A1 ITGA9_ITGB1 +COL9A1 ITGA11_ITGB1 +COL9A1 ITGAV_ITGB8 +COL9A1 CD44 +COL9A1 SDC1 +COL9A1 GP6 +IBSP ITGAV_ITGB3 +IBSP ITGAV_ITGB5 +TNXB ITGAV_ITGB3 +TNXB ITGA2B_ITGB3 +TNXB ITGA8_ITGB1 +TNXB ITGA9_ITGB1 +TNXB ITGAV_ITGB6 +TNXB SDC1 +LAMA2 ITGA2_ITGB1 +LAMA2 ITGA6_ITGB1 +LAMA2 ITGA3_ITGB1 +LAMA2 ITGA7_ITGB1 +LAMA2 ITGA9_ITGB1 +LAMA2 ITGAV_ITGB8 +LAMA2 ITGA6_ITGB4 +LAMA2 RPSA +LAMA2 CD44 +LAMA2 ITGA1 +LAMA2 DAG1 +TNC ITGAV_ITGB3 +TNC ITGA2B_ITGB3 +TNC ITGA8_ITGB1 +TNC ITGA9_ITGB1 +TNC ITGAV_ITGB6 +TNC EGFR +TNC ITGA5 +TNC ITGA2 +TNC SDC1 +TNC PTPRB +TNC PTPRZ1 +TNC CNTN1 +TNC ITGA7 +LAMA1 ITGA2_ITGB1 +LAMA1 ITGA6_ITGB1 +LAMA1 ITGA3_ITGB1 +LAMA1 ITGA7_ITGB1 +LAMA1 ITGA9_ITGB1 +LAMA1 ITGAV_ITGB8 +LAMA1 ITGA6_ITGB4 +LAMA1 RPSA +LAMA1 CD44 +LAMA1 SDC2 +LAMA1 GPC1 +LAMA1 ITGA1 +LAMA1 DAG1 +COL4A5 ITGA10_ITGB1 +COL4A5 ITGA2_ITGB1 +COL4A5 ITGA3_ITGB1 +COL4A5 ITGA1_ITGB1 +COL4A5 ITGA9_ITGB1 +COL4A5 ITGA11_ITGB1 +COL4A5 ITGAV_ITGB8 +COL4A5 CD44 +COL4A5 SDC1 +COL4A5 CD47 +COL4A5 GP6 +COL4A5 CD93 +THBS2 ITGAV_ITGB3 +THBS2 ITGA3_ITGB1 +THBS2 ITGA4 +THBS2 CD36 +THBS2 SDC1 +THBS2 ITGA6 +THBS2 CD47 +THBS2 NOTCH4 +THBS2 NOTCH3 +THBS4 ITGAV_ITGB3 +THBS4 ITGA3_ITGB1 +THBS4 CD36 +THBS4 SDC1 +THBS4 CD47 +THBS3 ITGAV_ITGB3 +THBS3 ITGA3_ITGB1 +COMP ITGAV_ITGB3 +COMP ITGA3_ITGB1 +COMP ITGA5 +COMP CD36 +COMP SDC1 +COMP CD47 +COL4A4 ITGA10_ITGB1 +COL4A4 ITGA2_ITGB1 +COL4A4 ITGA3_ITGB1 +COL4A4 ITGA1_ITGB1 +COL4A4 ITGA9_ITGB1 +COL4A4 ITGA11_ITGB1 +COL4A4 ITGAV_ITGB8 +COL4A4 ITGB3 +COL4A4 CD44 +COL4A4 SDC1 +COL4A4 CD47 +COL4A4 GP6 +COL4A4 CD93 +LAMB2 ITGA2_ITGB1 +LAMB2 ITGA6_ITGB1 +LAMB2 ITGA3_ITGB1 +LAMB2 ITGA7_ITGB1 +LAMB2 ITGA9_ITGB1 +LAMB2 ITGAV_ITGB8 +LAMB2 ITGA6_ITGB4 +LAMB2 RPSA +LAMB2 CD44 +LAMB2 DAG1 +RELN ITGA3_ITGB1 +RELN VLDLR +RELN LRP8 +HSPG2 ITGB1 +HSPG2 FGFR1 +HSPG2 ITGA2 +HSPG2 SDC1 +HSPG2 LRP2 +HSPG2 LRP1 +HSPG2 PTPRS +HSPG2 DAG1 +COL4A3 ITGA10_ITGB1 +COL4A3 ITGA2_ITGB1 +COL4A3 ITGA3_ITGB1 +COL4A3 ITGA1_ITGB1 +COL4A3 ITGA9_ITGB1 +COL4A3 ITGA11_ITGB1 +COL4A3 ITGAV_ITGB8 +COL4A3 ITGB3 +COL4A3 CD44 +COL4A3 SDC1 +COL4A3 CD47 +COL4A3 GP6 +COL4A3 CD93 +DMP1 ITGAV_ITGB3 +LAMB3 ITGA2_ITGB1 +LAMB3 ITGA6_ITGB1 +LAMB3 ITGA3_ITGB1 +LAMB3 ITGA7_ITGB1 +LAMB3 ITGA9_ITGB1 +LAMB3 ITGAV_ITGB8 +LAMB3 ITGA6_ITGB4 +LAMB3 CD44 +LAMB3 DAG1 +LAMC2 ITGA2_ITGB1 +LAMC2 ITGA6_ITGB1 +LAMC2 ITGA3_ITGB1 +LAMC2 ITGA7_ITGB1 +LAMC2 ITGA9_ITGB1 +LAMC2 ITGAV_ITGB8 +LAMC2 ITGA6_ITGB4 +LAMC2 CD44 +LAMC2 DAG1 +COL4A6 ITGA10_ITGB1 +COL4A6 ITGA2_ITGB1 +COL4A6 ITGA3_ITGB1 +COL4A6 ITGA1_ITGB1 +COL4A6 ITGA9_ITGB1 +COL4A6 ITGA11_ITGB1 +COL4A6 ITGAV_ITGB8 +COL4A6 CD44 +COL4A6 SDC1 +COL4A6 CD47 +COL4A6 GP6 +COL4A6 CD93 +COL9A3 ITGA10_ITGB1 +COL9A3 ITGA2_ITGB1 +COL9A3 ITGA3_ITGB1 +COL9A3 ITGA1_ITGB1 +COL9A3 ITGA9_ITGB1 +COL9A3 ITGA11_ITGB1 +COL9A3 ITGAV_ITGB8 +COL9A3 CD44 +COL9A3 SDC1 +COL9A3 GP6 +COL9A2 ITGA10_ITGB1 +COL9A2 ITGA2_ITGB1 +COL9A2 ITGA3_ITGB1 +COL9A2 ITGA1_ITGB1 +COL9A2 ITGA9_ITGB1 +COL9A2 ITGA11_ITGB1 +COL9A2 ITGAV_ITGB8 +COL9A2 CD44 +COL9A2 SDC1 +COL9A2 GP6 +LAMA4 ITGA2_ITGB1 +LAMA4 ITGA6_ITGB1 +LAMA4 ITGA3_ITGB1 +LAMA4 ITGA7_ITGB1 +LAMA4 ITGA9_ITGB1 +LAMA4 ITGAV_ITGB8 +LAMA4 ITGA6_ITGB4 +LAMA4 CD44 +LAMA4 DAG1 +LAMA3 ITGA2_ITGB1 +LAMA3 ITGA6_ITGB1 +LAMA3 ITGA3_ITGB1 +LAMA3 ITGA7_ITGB1 +LAMA3 ITGA9_ITGB1 +LAMA3 ITGAV_ITGB8 +LAMA3 ITGA6_ITGB4 +LAMA3 CD44 +LAMA3 SDC2 +LAMA3 DAG1 +TNR ITGAV_ITGB3 +TNR ITGA2B_ITGB3 +TNR ITGA8_ITGB1 +TNR ITGA9_ITGB1 +TNR ITGAV_ITGB6 +TNR SDC1 +DSPP ITGAV_ITGB1 +DSPP ITGAV_ITGB6 +TNN ITGAV_ITGB3 +TNN ITGA2B_ITGB3 +TNN ITGA8_ITGB1 +TNN ITGA9_ITGB1 +TNN ITGAV_ITGB6 +TNN SDC1 +LAMC3 ITGA2_ITGB1 +LAMC3 ITGA6_ITGB1 +LAMC3 ITGA3_ITGB1 +LAMC3 ITGA7_ITGB1 +LAMC3 ITGA9_ITGB1 +LAMC3 ITGAV_ITGB8 +LAMC3 ITGA6_ITGB4 +LAMC3 CD44 +LAMC3 DAG1 +CLCF1_CRLF1 CNTFR_IL6ST +LTA_LTB LTBR +IGHG1_IGLC1 FCGR3B +IGHG1_IGLC1 FCGR2B +INHA_INHBA ACVR2A +INHA_INHBB ACVR2B +INHBA_INHBB ACVR1B_ACVR2A +INHBA_INHBB ACVR1_ACVR2A +INHBA_INHBB ACVR1C_ACVR2A +INHBA_INHBB ACVR1B_ACVR2B +INHBA_INHBB ACVR1_ACVR2B +INHBA_INHBB ACVR1C_ACVR2B +CSF1_IL34 CSF1R +IL12A_IL12B IL12RB1_IL12RB2 +EBI3_IL12A IL12RB2_IL6ST +IL12A_IL27 IL12RB2_IL27RA +IL12B_IL23A IL12RB1_IL23R +EBI3_IL27 IL27RA_IL6ST +IL17A_IL17F IL17RA_IL17RC +IFNL4 IL10RB +IFNL4 IFNLR1 +CCL24 CCR2 +CCL24 CCR3 +CORT ADRA2A +CORT SSTR1 +CORT SSTR2 +CORT SSTR4 +CORT SSTR3 +CORT SSTR5 +CORT MTNR1A +CORT GRM7 +CORT GHSR +CORT MRGPRX2 +AGRP SDC3 +AGRP MC4R +AGRP MC5R +AGRP MC3R +LEFTY2 ACVR2A +LEFTY2 ACVR1B +LEFTY2 ACVR2B +CCL21 ADRA2A +CCL21 CCR7 +CCL21 CCR10 +CCL21 MTNR1A +CCL21 CXCR3 +CCL21 GRM7 +CCL21 ACKR4 +CCN1 TLR4 +CCN1 TLR2 +CCN1 ITGB3 +CCN1 ITGB2 +CCN1 ITGAV +CCN1 ITGA5 +CCN1 ITGAM +CCN1 ITGB5 +CCL22 CCR4 +NTN3 CDON +NTN3 NEO1 +WNT10B FZD9_LRP5 +WNT10B FZD9_LRP6 +WNT10B FZD6_LRP5 +WNT10B FZD6_LRP6 +WNT10B FZD7_LRP5 +WNT10B FZD7_LRP6 +WNT10B FZD5_LRP5 +WNT10B FZD2_LRP5 +WNT10B FZD8_LRP5 +WNT10B FZD3_LRP5 +WNT10B FZD4_LRP5 +WNT10B FZD10_LRP5 +WNT10B FZD1_LRP5 +WNT10B FZD5_LRP6 +WNT10B FZD2_LRP6 +WNT10B FZD8_LRP6 +WNT10B FZD3_LRP6 +WNT10B FZD4_LRP6 +WNT10B FZD10_LRP6 +WNT10B FZD1_LRP6 +WNT7A FZD9_LRP5 +WNT7A FZD9_LRP6 +WNT7A FZD6_LRP5 +WNT7A FZD6_LRP6 +WNT7A FZD7_LRP5 +WNT7A FZD7_LRP6 +WNT7A FZD5_LRP5 +WNT7A FZD2_LRP5 +WNT7A FZD8_LRP5 +WNT7A FZD3_LRP5 +WNT7A FZD4_LRP5 +WNT7A FZD10_LRP5 +WNT7A FZD1_LRP5 +WNT7A FZD5_LRP6 +WNT7A FZD2_LRP6 +WNT7A FZD8_LRP6 +WNT7A FZD3_LRP6 +WNT7A FZD4_LRP6 +WNT7A FZD10_LRP6 +WNT7A FZD1_LRP6 +WNT7A RECK +WNT7A LDLR +CXCL11 ADRA2A +CXCL11 ACKR3 +CXCL11 MTNR1A +CXCL11 CXCR3 +CXCL11 CCR3 +CXCL11 CCR5 +CXCL11 GRM7 +CXCL11 ACKR1 +MSTN ACVR1B_ACVR2A +MSTN ACVR2A_TGFBR1 +MSTN ACVR1B_ACVR2B +MSTN ACVR2B_TGFBR1 +WNT9A FZD9_LRP5 +WNT9A FZD9_LRP6 +WNT9A FZD6_LRP5 +WNT9A FZD6_LRP6 +WNT9A FZD7_LRP5 +WNT9A FZD7_LRP6 +WNT9A FZD5_LRP5 +WNT9A FZD2_LRP5 +WNT9A FZD8_LRP5 +WNT9A FZD3_LRP5 +WNT9A FZD4_LRP5 +WNT9A FZD10_LRP5 +WNT9A FZD1_LRP5 +WNT9A FZD5_LRP6 +WNT9A FZD2_LRP6 +WNT9A FZD8_LRP6 +WNT9A FZD3_LRP6 +WNT9A FZD4_LRP6 +WNT9A FZD10_LRP6 +WNT9A FZD1_LRP6 +WNT9B FZD9_LRP5 +WNT9B FZD9_LRP6 +WNT9B FZD6_LRP5 +WNT9B FZD6_LRP6 +WNT9B FZD7_LRP5 +WNT9B FZD7_LRP6 +WNT9B FZD5_LRP5 +WNT9B FZD2_LRP5 +WNT9B FZD8_LRP5 +WNT9B FZD3_LRP5 +WNT9B FZD4_LRP5 +WNT9B FZD10_LRP5 +WNT9B FZD1_LRP5 +WNT9B FZD5_LRP6 +WNT9B FZD2_LRP6 +WNT9B FZD8_LRP6 +WNT9B FZD3_LRP6 +WNT9B FZD4_LRP6 +WNT9B FZD10_LRP6 +WNT9B FZD1_LRP6 +SEMA3E NRP1 +SEMA3E PLXND1 +ANGPT2 ITGA5_ITGB1 +ANGPT2 TIE1 +ANGPT2 TEK +NPFF NPFFR1 +NPFF NPFFR2 +VGF NTRK1 +DEFB4B TLR4 +DEFB4B CCR6 +CCL25 ADRA2A +CCL25 CCR10 +CCL25 MTNR1A +CCL25 CCR9 +CCL25 GRM7 +CCL25 ACKR4 +CCL16 ADRA2A +CCL16 CCR1 +CCL16 CCR2 +CCL16 MTNR1A +CCL16 CCR5 +CCL16 CCR8 +CCL16 GRM7 +CCL16 ACKR1 +CCL16 HRH4 +FGF10 FGFR1 +FGF10 FGFR2 +FGF10 FGFRL1 +FGF16 FGFR1 +FGF16 FGFR2 +FGF16 FGFR4 +FGF16 FGFR3 +DHH PTCH1_SMO +DHH PTCH2_SMO +DHH CDON +DHH BOC +HCRT HCRTR1 +HCRT HCRTR2 +HCRT NPFFR2 +ANGPTL7 LILRB3 +EDIL3 ITGB3 +EDIL3 ITGAV +EDIL3 ITGB5 +CD5L CD5 +VEGFD FLT4_KDR +VEGFD NRP2 +VEGFD ITGB1 +VEGFD ITGA5 +VEGFD ITGA4 +VEGFD ITGA2 +VEGFD FLT1 +VEGFD ITGA1 +VEGFD ITGA9 +CXCL13 ADRA2A +CXCL13 CXCR5 +CXCL13 CCR10 +CXCL13 MTNR1A +CXCL13 CXCR3 +CXCL13 GRM7 +CXCL13 ACKR1 +CXCL13 ACKR4 +FGF17 FGFR1 +FGF17 FGFR2 +FGF17 FGFR4 +FGF17 FGFR3 +GDF9 ACVR1B_BMPR2 +GDF9 BMPR2_TGFBR1 +GDF9 BMPR1B +GDF9 ACVR2A +GDF9 BMPR1A +PSPN GFRA4_RET +PSPN GFRA2 +PSPN SDC3 +PSPN GFRA1 +GREM1 KDR +SLIT1 SDC1 +SLIT1 GPC1 +SLIT1 ROBO2 +SLIT1 FLRT3 +SLIT1 ROBO1 +SLIT3 ROBO4 +SLIT3 ROBO2 +SLIT3 ROBO1 +PGLYRP1 TREM1 +LEFTY1 ACVR2A +LEFTY1 ACVR1B +LEFTY1 ACVR2B +FGF18 FGFR1 +FGF18 FGFR2 +FGF18 FGFR4 +FGF18 FGFR3 +SLIT2 APP +SLIT2 SDC1 +SLIT2 GPC1 +SLIT2 DCC +SLIT2 ROBO4 +SLIT2 ROBO2 +SLIT2 ROBO1 +LRIG2 EGFR +DKK1 LRP4 +DKK1 LRP5 +DKK1 LRP6 +DKK1 KREMEN2 +DKK1 KREMEN1 +SEMA3D NRP1_PLXNA2 +SEMA3D NRP1_PLXNA3 +SEMA3D NRP1_PLXNA4 +SEMA3D NRP1_PLXNA1 +SEMA3D NRP2_PLXNA2 +SEMA3D NRP2_PLXNA3 +SEMA3D NRP2_PLXNA4 +SEMA3D NRP2_PLXNA1 +SEMA3D PLXND1 +NXPH2 NRXN1 +NXPH3 NRXN1 +NXPH3 NRXN3 +NXPH3 NRXN2 +CCN4 ITGB1 +CCN4 ITGA5 +GDF11 ACVR1B_ACVR2A +GDF11 ACVR2A_TGFBR1 +GDF11 ACVR1B_ACVR2B +GDF11 ACVR2B_TGFBR1 +GDF11 BMPR1B +GDF11 BMPR1A +GDF11 BMPR2 +GDF11 ANTXR1 +BMP10 ACVR2A_ACVRL1 +BMP10 ACVR2B_ACVRL1 +BMP10 ACVRL1_BMPR2 +BMP10 BMPR1B +BMP10 FFAR2 +BMP10 BMPR1A +BMP10 KIR2DL3 +BMP10 KIR3DL1 +BMP10 KIR3DS1 +BMP10 GPR152 +BMP10 VSIR +UTS2 UTS2R +NTN1 UNC5C +NTN1 ADORA2B +NTN1 MCAM +NTN1 DCC +NTN1 UNC5D +NTN1 UNC5A +NTN1 UNC5B +NTN1 NEO1 +CXCL14 CXCR4 +FGF19 FGFR1 +FGF19 FGFR2 +FGF19 FGFR4 +FGF19 FGFR3 +FGF19 KLB +IL33 IL1RAP_IL1RL1 +CER1 MRC2 +ANGPTL1 LILRB3 +ANGPTL1 TEK +OLFM2 ROBO2 +LGI1 ADAM23 +LGI1 RTN4R +BMP15 BMPR1B_BMPR2 +BMP15 ACVR2A +BMP15 BMPR1A +WNT11 FZD9 +WNT11 MUSK +WNT11 FZD6 +WNT11 FZD7 +WNT11 FZD5 +WNT11 FZD2 +WNT11 FZD8 +WNT11 FZD3 +WNT11 FZD4 +WNT11 FZD10 +HP TLR4 +HP ITGB2 +HP ASGR1 +HP ASGR2 +HP ITGAM +HP CD22 +HP CD163 +PLG F2RL2 +PLG ITGB2 +PLG ITGB1 +PLG ITGAM +PLG IGF2R +PLG F3 +PLG FLT1 +PLG F2R +PLG F2RL1 +PLG PLAUR +PLG ITGA9 +PLG PARD3 +PLG F2RL3 +AGT MAS1 +AGT ADRA2A +AGT AGTR1 +AGT MTNR1A +AGT AGTR2 +AGT LRP2 +AGT GRM7 +KNG1 ITGB2 +KNG1 GP1BA +KNG1 ADRA2A +KNG1 ITGAM +KNG1 BDKRB2 +KNG1 SDC2 +KNG1 BDKRB1 +KNG1 MTNR1A +KNG1 PLAUR +KNG1 GRM7 +KNG1 GPR135 +KNG1 RXFP4 +KNG1 CD93 +PDGFB PDGFRA_PDGFRB +PDGFB ITGAV +PDGFB S1PR1 +PDGFB LRP1 +PDGFB ADGRV1 +EGF EGFR_ERBB2 +EGF NRP1 +EGF LDLR +EGF ADRB2 +EGF ERBB3 +EGF FSHR +EGF AXL +EGF LRP2 +EGF ERBB4 +TGFB1 ITGAV_ITGB6 +TGFB1 ACVR1B_TGFBR2 +TGFB1 TGFBR1_TGFBR2 +TGFB1 ACVR1_TGFBR1_TGFBR2 +TGFB1 ACVR1_TGFBR2 +TGFB1 ACVR1C_TGFBR2 +TGFB1 EGFR +TGFB1 ITGB3 +TGFB1 ITGB1 +TGFB1 ITGB5 +TGFB1 ITGB8 +TGFB1 SDC2 +TGFB1 ACVRL1 +TGFB1 CXCR4 +TGFB1 TGFBR3 +TGFB1 VASN +NGF NTRK1 +NGF NGFR +NGF SORCS2 +NPPA NPR1 +NPPA NPR3 +NPPA NPR2 +OXT AVPR2 +OXT OXTR +OXT AVPR1A +OXT AVPR1B +AVP RAMP2 +AVP RAMP3 +AVP LDLR +AVP ADRB2 +AVP ADRB3 +AVP TSHR +AVP AVPR2 +AVP OXTR +AVP VIPR1 +AVP AVPR1A +AVP ADCYAP1R1 +AVP AVPR1B +AVP LRP2 +AVP PTH1R +AVP GPR20 +AVP GPR84 +POMC RAMP2 +POMC RAMP3 +POMC ADRB2 +POMC ADRA2A +POMC ADRB3 +POMC TSHR +POMC VIPR1 +POMC MC4R +POMC MC5R +POMC OPRM1 +POMC OPRK1 +POMC OPRL1 +POMC ADCYAP1R1 +POMC MC3R +POMC MTNR1A +POMC MC2R +POMC MC1R +POMC PTH1R +POMC GRM7 +POMC GPR20 +POMC GPR84 +PENK ADRA2A +PENK OPRM1 +PENK OPRK1 +PENK OPRL1 +PENK MTNR1A +PENK GRM7 +PENK MRGPRX1 +PENK OGFR +PDYN ADRA2A +PDYN OPRM1 +PDYN OPRK1 +PDYN OPRL1 +PDYN MTNR1A +PDYN GRM7 +CGA RAMP2 +CGA RAMP3 +CGA ADRB2 +CGA ADRB3 +CGA TSHR +CGA LHCGR +CGA FSHR +CGA VIPR1 +CGA ADCYAP1R1 +CGA PTH1R +CGA GPR20 +CGA GPR84 +TSHB RAMP2 +TSHB RAMP3 +TSHB ADRB2 +TSHB ADRB3 +TSHB TSHR +TSHB VIPR1 +TSHB ADCYAP1R1 +TSHB PTH1R +TSHB GPR20 +TSHB GPR84 +FSHB RAMP2 +FSHB RAMP3 +FSHB ADRB2 +FSHB ADRB3 +FSHB TSHR +FSHB FSHR +FSHB VIPR1 +FSHB ADCYAP1R1 +FSHB PTH1R +FSHB GPR20 +FSHB GPR84 +LHB RAMP2 +LHB RAMP3 +LHB ADRB2 +LHB ADRB3 +LHB TSHR +LHB LHCGR +LHB VIPR1 +LHB ADCYAP1R1 +LHB PTH1R +LHB GPR20 +LHB GPR84 +PRL PRLR +GH1 GHR +GH1 PRLR +GH2 GHR +CALCA ADRB2 +CALCA ADRB3 +CALCA TSHR +CALCA VIPR1 +CALCA ADCYAP1R1 +CALCA PTH1R +CALCA GPR20 +CALCA GPR84 +TG TPO +TG ASGR1 +TG LRP2 +PTH RAMP2 +PTH RAMP3 +PTH LRP6 +PTH ADRB2 +PTH ADRB3 +PTH TSHR +PTH VIPR1 +PTH ADCYAP1R1 +PTH PTH2R +PTH PTH1R +PTH GPR20 +PTH GPR84 +GCG RAMP2 +GCG RAMP3 +GCG GLP2R +GCG ADRB2 +GCG ADRB3 +GCG TSHR +GCG VIPR1 +GCG ADCYAP1R1 +GCG GLP1R +GCG GCGR +GCG GIPR +GCG PTH1R +GCG GPR20 +GCG GPR84 +VIP RAMP1 +VIP RAMP2 +VIP RAMP3 +VIP ADRB2 +VIP ADRB3 +VIP TSHR +VIP NPR3 +VIP VIPR1 +VIP AVPR1A +VIP ADCYAP1R1 +VIP VIPR2 +VIP SCTR +VIP PTH1R +VIP GPR20 +VIP GPR84 +GHRH RAMP2 +GHRH RAMP3 +GHRH ADRB2 +GHRH ADRB3 +GHRH TSHR +GHRH VIPR1 +GHRH ADCYAP1R1 +GHRH VIPR2 +GHRH GHRHR +GHRH PTH1R +GHRH GHSR +GHRH GPR20 +GHRH GPR84 +PPY ADRA2A +PPY NPY1R +PPY MTNR1A +PPY NPY2R +PPY NPY4R +PPY GRM7 +PPY NPY5R +PPY NPY6R +PPY GPR83 +NPY ADRA2A +NPY NPY1R +NPY MC4R +NPY MTNR1A +NPY NPY2R +NPY PRLHR +NPY NPY4R +NPY GRM7 +NPY NPY5R +NPY NPY6R +NPY GPR83 +NPY NPFFR2 +INS INSR +INS IGF1R +INS LRP2 +INS LILRB2 +INS LILRB1 +IGF2 ITGAV_ITGB3 +IGF2 ITGA6_ITGB4 +IGF2 INSR +IGF2 IGF1R +IGF2 IGF2R +IGF2 GPR152 +GAST CCKBR +GAST KIR2DL3 +GAST GPR152 +LTA TNFRSF1A +LTA TNFRSF1B +LTA TNFRSF14 +IFNA1 IFNAR1_IFNAR2 +IFNA1 CR2 +IFNA2 IFNAR1_IFNAR2 +IFNA10 IFNAR1_IFNAR2 +IFNA7 IFNAR1_IFNAR2 +IFNA21 IFNAR1_IFNAR2 +IFNA5 IFNAR1_IFNAR2 +IFNA14 IFNAR1_IFNAR2 +IFNA17 IFNAR1_IFNAR2 +IFNB1 IFNAR1_IFNAR2 +IFNG IFNGR1_IFNGR2 +IL1A IL1R1_IL1RAP +IL1A IL1R2_IL1RAP +IL1B IL1R1_IL1RAP +IL1B IL1R2_IL1RAP +IL1B ADRB2 +IL1B SIGIRR +EPO EPOR +EPO EPHB4 +APOA1 LDLR +APOA1 LRP2 +APOA1 LRP1 +APOE LRP4 +APOE LRP5 +APOE LRP6 +APOE LDLR +APOE SDC2 +APOE VLDLR +APOE LRP2 +APOE LRP1 +APOE LRP8 +APOE LSR +APOE SCARB1 +APOE TREM2 +APOA2 LDLR +APOA2 LRP2 +APOA2 LRP1 +APOC2 LDLR +APOC2 LRP2 +APOC2 LRP1 +APOC3 TLR2 +APOC3 LDLR +APOC3 SDC2 +APOC3 LRP2 +APOC3 LRP1 +ORM1 CCR5 +TTR NGFR +GC LRP2 +PPBP ADRA2A +PPBP CXCR1 +PPBP CXCR2 +PPBP MTNR1A +PPBP GRM7 +PPBP ACKR1 +PF4 LDLR +PF4 THBD +PF4 ADRA2A +PF4 FGFR2 +PF4 SDC2 +PF4 MTNR1A +PF4 CXCR3 +PF4 LRP1 +PF4 GRM7 +PF4 ACKR1 +PF4 PROCR +CXCL10 ADRA2A +CXCL10 MTNR1A +CXCL10 CXCR3 +CXCL10 CCR3 +CXCL10 GRM7 +CXCL10 ACKR1 +TF LDLR +TF TFRC +TF ADRB2 +TF LRP2 +TF TFR2 +HPX LRP1 +ANG PLXNB2 +ANG EGFR +AMH AMHR2_BMPR1B +AMH AMHR2_BMPR1A +AMH ACVR1_AMHR2 +AMH EGFR +PDGFA PDGFRB +PDGFA PDGFRA +RLN2 RAMP2 +RLN2 RAMP3 +RLN2 ADRB2 +RLN2 ADRB3 +RLN2 TSHR +RLN2 VIPR1 +RLN2 ADCYAP1R1 +RLN2 PTH1R +RLN2 RXFP2 +RLN2 GPR20 +RLN2 RXFP1 +RLN2 GPR84 +RLN2 RXFP3 +APOB TLR4 +APOB LRP6 +APOB LDLR +APOB ITGB2 +APOB ADRB2 +APOB ITGAM +APOB OLR1 +APOB VLDLR +APOB LRP2 +APOB LRP1 +APOB LRP8 +APOB LSR +APOB TLR6 +CSF2 CSF2RA_CSF2RB +CSF2 ITGB1 +CSF2 CSF1R +CSF2 IL3RA +CSF2 SDC2 +CSF2 ITGA9 +CSF2 CSF3R +TFF1 FCRL4 +WNT1 FZD9_LRP5 +WNT1 FZD9_LRP6 +WNT1 FZD6_LRP5 +WNT1 FZD6_LRP6 +WNT1 FZD7_LRP5 +WNT1 FZD7_LRP6 +WNT1 FZD5_LRP5 +WNT1 FZD2_LRP5 +WNT1 FZD8_LRP5 +WNT1 FZD3_LRP5 +WNT1 FZD4_LRP5 +WNT1 FZD10_LRP5 +WNT1 FZD1_LRP5 +WNT1 FZD5_LRP6 +WNT1 FZD2_LRP6 +WNT1 FZD8_LRP6 +WNT1 FZD3_LRP6 +WNT1 FZD4_LRP6 +WNT1 FZD10_LRP6 +WNT1 FZD1_LRP6 +WNT1 CD36 +WNT1 RYK +WNT1 ROR2 +RLN1 RXFP4 +RLN1 RXFP2 +RLN1 RXFP1 +RLN1 RXFP3 +IFNW1 IFNAR1_IFNAR2 +IFNA6 IFNAR1_IFNAR2 +IFNA4 IFNAR1_IFNAR2 +IFNA16 IFNAR1_IFNAR2 +IGF1 ITGAV_ITGB3 +IGF1 ITGA6_ITGB4 +IGF1 INSR +IGF1 IGF1R +IGF1 IGF2R +APOD LEPR +S100A8 TLR4 +S100A8 ITGB2 +S100A8 CD36 +S100A8 CD68 +S100A8 AGER +INHA TGFBR3 +INHA ACVR1 +IL4 IL2RG_IL4R +IL4 IL13_IL13RA1_IL4R +IL4 IL13RA1_IL4R +IL4 IL13RA2_IL4R +IL4 CD53 +IL5 CSF2RB_IL5RA +FGF1 NRP1 +FGF1 EGFR +FGF1 FGFR1 +FGF1 CD44 +FGF1 FGFR2 +FGF1 FGFR4 +FGF1 FGFR3 +FGF1 TGFBR3 +FGF1 CSPG4 +FGF1 FGFRL1 +IL6 IL6R_IL6ST +IL6 F3 +IL6 HRH1 +EDN1 EDNRB +EDN1 EDNRA +EDN1 ADGRL4 +HLA-DQB2 LAG3 +CCK CCKAR +CCK CCKBR +S100A9 TLR4 +S100A9 ITGB2 +S100A9 CD36 +S100A9 CD68 +S100A9 AGER +APOA4 LDLR +APOA4 LRP2 +APOA4 LRP1 +GPI NTRK1 +CRH RAMP2 +CRH RAMP3 +CRH ADRB2 +CRH ADRB3 +CRH TSHR +CRH VIPR1 +CRH CRHR1 +CRH ADCYAP1R1 +CRH MC2R +CRH PTH1R +CRH CRHR2 +CRH GPR20 +CRH GPR84 +CALCA CALCRL_RAMP1 +CALCA CALCRL_RAMP2 +CALCA CALCRL_RAMP3 +PRSS1 F2RL2 +PRSS1 F2R +PRSS1 F2RL1 +PRSS1 PARD3 +PRSS1 F2RL3 +PRSS2 F2RL2 +PRSS2 F2R +PRSS2 F2RL1 +PRSS2 PARD3 +PRSS2 F2RL3 +GRP NMBR +GRP GRPR +GRP BRS3 +DCN TLR4 +DCN TLR2 +DCN EGFR +DCN MET +DCN ERBB4 +INHBA TGFBR3 +INHBA BAMBI +LPA ITGB2 +LPA ITGAM +LPA LRP2 +LPA LPAR4 +LPA LPAR2 +LPA LPAR3 +FGF4 NRP1 +FGF4 FGFR1 +FGF4 FGFR2 +FGF4 FGFR4 +FGF4 FGFR3 +FGF4 FGFRL1 +IL3 CSF2RB_IL3RA +NMB NMBR +NMB GRPR +NMB BRS3 +FGF2 NRP1 +FGF2 SDC3 +FGF2 GPC4 +FGF2 FGFR1 +FGF2 CD44 +FGF2 SDC1 +FGF2 FGFR2 +FGF2 FGFR4 +FGF2 FGFR3 +FGF2 SDC2 +FGF2 FGFRL1 +CXCL1 ADRA2A +CXCL1 CXCR1 +CXCL1 CXCR2 +CXCL1 MTNR1A +CXCL1 GRM7 +CXCL1 ACKR1 +LGALS1 ITGB1 +LGALS1 PTPRC +WNT2 FZD9_LRP5 +WNT2 FZD9_LRP6 +WNT2 FZD6_LRP5 +WNT2 FZD6_LRP6 +WNT2 FZD7_LRP5 +WNT2 FZD7_LRP6 +WNT2 FZD5_LRP5 +WNT2 FZD2_LRP5 +WNT2 FZD8_LRP5 +WNT2 FZD3_LRP5 +WNT2 FZD4_LRP5 +WNT2 FZD10_LRP5 +WNT2 FZD1_LRP5 +WNT2 FZD5_LRP6 +WNT2 FZD2_LRP6 +WNT2 FZD8_LRP6 +WNT2 FZD3_LRP6 +WNT2 FZD4_LRP6 +WNT2 FZD10_LRP6 +WNT2 FZD1_LRP6 +GIP RAMP2 +GIP RAMP3 +GIP INSR +GIP ADRB2 +GIP ADRB3 +GIP TSHR +GIP VIPR1 +GIP ADCYAP1R1 +GIP GIPR +GIP PTH1R +GIP GPR20 +GIP GPR84 +SCT RAMP2 +SCT RAMP3 +SCT ADRB2 +SCT ADRB3 +SCT TSHR +SCT VIPR1 +SCT ADCYAP1R1 +SCT VIPR2 +SCT SCTR +SCT PTH1R +SCT GPR20 +SCT GPR84 +CSF3 CSF1R +CSF3 CSF3R +C4B CD46 +C4B CR1 +NPS RAMP2 +NPS RAMP3 +NPS ADRB2 +NPS ADRB3 +NPS TSHR +NPS VIPR1 +NPS ADCYAP1R1 +NPS PTH1R +NPS NPSR1 +NPS GPR20 +NPS GPR84 +SAA1 TLR2 +SAA1 ADRA2A +SAA1 CD36 +SAA1 FPR1 +SAA1 FPR2 +SAA1 MTNR1A +SAA1 GRM7 +SAA1 SCARB1 +APELA APLNR +CSH1 PRLR +CSH2 PRLR +CGB8 LHCGR +SLURP2 CHRNA3 +PYY ADRA2A +PYY NPY1R +PYY MTNR1A +PYY NPY2R +PYY NPY4R +PYY GRM7 +PYY NPY5R +PYY NPY6R +PYY GPR83 +CALCB RAMP1 +CALCB RAMP2 +CALCB RAMP3 +CALCB ADRB2 +CALCB ADRB3 +CALCB TSHR +CALCB VIPR1 +CALCB ADCYAP1R1 +CALCB PTH1R +CALCB CALCRL +CALCB GPR20 +CALCB GPR84 +CXCL8 SDC3 +CXCL8 ADRA2A +CXCL8 CD79A +CXCL8 SDC1 +CXCL8 CXCR1 +CXCL8 CXCR2 +CXCL8 SDC2 +CXCL8 KDR +CXCL8 MTNR1A +CXCL8 GRM7 +CXCL8 ACKR1 +CCL3 CCR1 +CCL3 CCR3 +CCL3 CCR4 +CCL3 CCR5 +SPP1 ITGAV_ITGB3 +SPP1 ITGAV_ITGB1 +SPP1 ITGA5_ITGB1 +SPP1 ITGA4_ITGB1 +SPP1 ITGA8_ITGB1 +SPP1 ITGA9_ITGB1 +SPP1 ITGAV_ITGB5 +SPP1 ITGAV_ITGB6 +SPP1 CD44 +SPP1 PTGER4 +SPP1 CCR8 +PF4V1 CXCR3 +RBP3 NOTCH1 +FGF6 FGFR1 +FGF6 FGFR2 +FGF6 FGFR4 +FGF6 FGFR3 +IAPP RAMP1 +IAPP RAMP2 +IAPP RAMP3 +IAPP ADRB2 +IAPP ADRB3 +IAPP TSHR +IAPP VIPR1 +IAPP ADCYAP1R1 +IAPP PTH1R +IAPP CALCRL +IAPP GPR20 +IAPP GPR84 +FGF3 FGFR1 +FGF3 FGFR2 +FGF3 FGFR4 +FGF3 FGFR3 +FGF3 FGFRL1 +SCGB1A1 LRP2 +FGF5 FGFR1 +FGF5 FGFR2 +FGF5 FGFR4 +FGF5 FGFR3 +PTHLH RAMP2 +PTHLH RAMP3 +PTHLH ADRB2 +PTHLH ADRB3 +PTHLH TSHR +PTHLH VIPR1 +PTHLH ADCYAP1R1 +PTHLH PTH2R +PTHLH PRLHR +PTHLH PTH1R +PTHLH GPR20 +PTHLH GPR84 +PIP CD4 +PIP NPTN +GZMA F2RL2 +GZMA F2R +GZMA F2RL1 +GZMA PARD3 +GZMA F2RL3 +BMP2 ACVR2A_BMPR1B +BMP2 ACVR2B_BMPR1B +BMP2 BMPR1B_BMPR2 +BMP2 ACVR2A_BMPR1A +BMP2 ACVR2B_BMPR1A +BMP2 BMPR1A_BMPR2 +BMP2 GPC1 +BMP2 ACVR1 +BMP2 SMO +BMP4 ACVR2A_BMPR1B +BMP4 ACVR2B_BMPR1B +BMP4 BMPR1B_BMPR2 +BMP4 ACVR2A_BMPR1A +BMP4 ACVR2B_BMPR1A +BMP4 BMPR1A_BMPR2 +BMP4 LRP6 +BMP3 ACVR1B_ACVR2A +BMP3 BMPR1B +BMP3 BMPR1A +BMP3 ACVR2B +BMP3 BMPR2 +MLN MLNR +IL7 IL2RG_IL7R +CCL4 CCR1 +CCL4 CNR2 +CCL4 CCR3 +CCL4 CCR5 +CCL4 CCR8 +CCL4 GPR152 +CCL4 GPRC5D +BMP1 BMPR1B +BMP1 BMPR1A +BMP1 BMPR2 +CCL2 CCR1 +CCL2 CCR2 +CCL2 CCR10 +CCL2 CCR3 +CCL2 CCR4 +CCL2 CCR5 +CCL2 ACKR1 +CCL2 ACKR4 +CCL5 CCRL2 +CCL5 GPR75 +CCL5 ADRA2A +CCL5 SDC1 +CCL5 CCR1 +CCL5 MTNR1A +CCL5 CXCR3 +CCL5 CCR3 +CCL5 CCR4 +CCL5 CCR5 +CCL5 GRM7 +CCL5 ACKR1 +CCL5 ACKR4 +VCAN TLR2 +VCAN EGFR +VCAN ITGB1 +VCAN ITGA4 +VCAN SELL +VCAN CD44 +VCAN SELP +VCAN TLR1 +OSM IL6ST_LIFR +OSM IL6ST_OSMR +COL11A2 ITGA10_ITGB1 +COL11A2 ITGA2_ITGB1 +COL11A2 ITGA1_ITGB1 +COL11A2 ITGA11_ITGB1 +CD59 CD2 +EDN3 EDNRB +EDN3 EDNRA +MIF CD44_CD74 +MIF CD74_CXCR2 +MIF CD74_CXCR4 +MIF EGFR +MIF ACKR3 +MIF TNFRSF14 +MIF TNFRSF10D +HGF NRP1 +HGF ITGB1 +HGF MET +HGF CD44 +HGF SDC1 +HGF SDC2 +NID1 ITGB3 +NID1 ITGB1 +NID1 ITGAV +NID1 PTPRF +NID1 ITGA3 +LIF IL6ST_LIFR +IL9 IL2RG_IL9R +AREG EGFR_ERBB2 +AREG ERBB3 +VEGFA FLT1_KDR +VEGFA NRP1 +VEGFA NRP2 +VEGFA EGFR +VEGFA ITGB3 +VEGFA ITGB1 +VEGFA ITGAV +VEGFA RET +VEGFA EPHB2 +VEGFA GPC1 +VEGFA SIRPA +VEGFA TYRO3 +VEGFA ITGA9 +MUC1 SIGLEC9 +CCL3L1 CCR1 +CCL3L1 CCR3 +CCL3L1 CCR5 +NPPB NPR1 +NPPB NPR3 +NPPB NPR2 +LGALS3 LAG3 +BMP7 ACVR2A_BMPR1B +BMP7 ACVR2B_BMPR1B +BMP7 BMPR1B_BMPR2 +BMP7 ACVR2A_BMPR1A +BMP7 ACVR1_ACVR2A +BMP7 ACVR2B_BMPR1A +BMP7 BMPR1A_BMPR2 +BMP7 ACVR1_ACVR2B +BMP7 ACVR1_BMPR2 +BMP7 PTPRK +ADCYAP1 RAMP2 +ADCYAP1 RAMP3 +ADCYAP1 ADRB2 +ADCYAP1 ADRB3 +ADCYAP1 TSHR +ADCYAP1 VIPR1 +ADCYAP1 ADCYAP1R1 +ADCYAP1 VIPR2 +ADCYAP1 SCTR +ADCYAP1 PTH1R +ADCYAP1 GPR20 +ADCYAP1 GPR84 +IL1RN IL1RL2 +CXCL2 CXCR1 +CXCL2 CXCR2 +CXCL2 XCR1 +CXCL2 MTNR1A +CXCL2 GRM7 +CXCL2 ACKR1 +CXCL3 CXCR1 +CXCL3 CXCR2 +CXCL3 MTNR1A +CXCL3 GRM7 +CXCL3 ACKR1 +FST BMPR1B +FST BMPR2 +TCN1 CD320 +TAC1 TACR2 +PMCH ADRA2A +PMCH MTNR1A +PMCH MERTK +PMCH GRM7 +PMCH MCHR2 +PMCH MCHR1 +TRH TRHR +NTF3 NTRK1 +NTF3 NGFR +NTF3 NTRK3 +NTF3 NTRK2 +EDN2 EDNRB +EDN2 EDNRA +IL11 IL11RA_IL6ST +PTN ITGAV_ITGB3 +PTN PLXNB2 +PTN SDC3 +PTN SDC1 +PTN PTPRB +PTN PTPRZ1 +PTN SDC2 +PTN PTPRS +PTN ALK +MDK ITGA4_ITGB1 +MDK ITGA6_ITGB1 +MDK TSPAN1 +MDK SDC3 +MDK SDC1 +MDK PTPRZ1 +MDK SDC2 +MDK LRP2 +MDK NOTCH2 +MDK LRP1 +MDK ALK +ZP3 EGFR +ZP3 MERTK +FGF7 NRP1 +FGF7 FGFR1 +FGF7 FGFR2 +FGF7 FGFR4 +FGF7 FGFR3 +BMP5 ACVR2A_BMPR1B +BMP5 ACVR2B_BMPR1B +BMP5 BMPR1B_BMPR2 +BMP5 ACVR2A_BMPR1A +BMP5 ACVR1_ACVR2A +BMP5 ACVR2B_BMPR1A +BMP5 BMPR1A_BMPR2 +BMP5 ACVR1_ACVR2B +BMP5 ACVR1_BMPR2 +BMP6 ACVR2A_BMPR1B +BMP6 ACVR2B_BMPR1B +BMP6 BMPR1B_BMPR2 +BMP6 ACVR2A_BMPR1A +BMP6 ACVR1_ACVR2A +BMP6 ACVR2B_BMPR1A +BMP6 BMPR1A_BMPR2 +BMP6 ACVR1_ACVR2B +BMP6 ACVR1_BMPR2 +IL10 IL10RA_IL10RB +CCL1 CCR8 +CCL1 ACKR1 +CCL1 ACKR4 +FGFR4 TNFRSF10A +FGFR4 EPHA4 +FGFR4 PTPRR +GAL GALR2 +GAL GALR3 +GAL ADRA2A +GAL HLA-DPA1 +GAL GALR1 +GAL MTNR1A +GAL GRM7 +GAL GPR151 +FGFR3 EPHA4 +FBLN1 ITGB1 +ANOS1 FGFR1 +ANOS1 SDC2 +BDNF NGFR +BDNF DRD4 +BDNF NTRK2 +BDNF GPR152 +NPPC NPR1 +NPPC NPR3 +NPPC NPR2 +IL32 ITGB3 +COL8A2 ITGA10_ITGB1 +COL8A2 ITGA2_ITGB1 +COL8A2 ITGA1_ITGB1 +COL8A2 ITGA11_ITGB1 +AZGP1 ITGAV +S100A4 EGFR +S100A4 ERBB2 +S100A4 CCR5 +MST1 MST1R +GDF1 ACVR1B_ACVR2A_CFC1 +GDF1 ACVR1C_ACVR2A_CFC1 +GDF1 ACVR1B_ACVR2B_CFC1 +GDF1 ACVR1B_ACVR2A +GDF1 ACVR1C_ACVR2A +GDF1 ACVR1B_ACVR2B +GDF1 ACVR1C_ACVR2B +GDF1 BMPR1A +GDF1 ACVR1 +GDF1 HTR4 +GDF1 BMPR2 +CALR ITGAV +CALR ITGA2B +CALR TSHR +CALR ITGA3 +CALR MPL +CALR MTNR1A +CALR LRP1 +CALR SCARF1 +CFP NCR1 +GRN EGFR +GRN NTRK1 +GRN TNFRSF1A +GRN TNFRSF1B +GRN CLEC4M +CCN2 LRP6 +CCN2 EGFR +CCN2 NTRK1 +CCN2 ITGB2 +CCN2 ITGA5 +CCN2 ITGAM +CCN2 IGF2R +CCN2 FGFR2 +CCN2 LRP1 +CCN2 ERBB4 +IL12A CD28 +NTS NTSR2 +NTS NGFR +NTS NTSR1 +FGF9 FGFR1 +FGF9 FGFR2 +FGF9 FGFR4 +FGF9 FGFR3 +IFNA8 IFNAR1_IFNAR2 +IFNA8 GPR152 +NTF4 NTRK1 +NTF4 NGFR +NTF4 NTRK2 +BMP8B ACVR2A_BMPR1B +BMP8B ACVR2B_BMPR1B +BMP8B BMPR1B_BMPR2 +BMP8B ACVR2A_BMPR1A +BMP8B ACVR1_ACVR2A +BMP8B ACVR2B_BMPR1A +BMP8B BMPR1A_BMPR2 +BMP8B ACVR1_ACVR2B +BMP8B ACVR1_BMPR2 +BMP8B PLAUR +PRSS3 F2RL2 +PRSS3 F2R +PRSS3 F2RL1 +PRSS3 PARD3 +PRSS3 F2RL3 +IL13 IL13_IL13RA1_IL4R +IL13 IL13RA1_IL4R +IL13 IL13RA2_IL4R +IL13 IL2RG +IL13 TMEM219 +SFTPD TLR4 +SFTPD SIRPA +SFTPD LAIR1 +ADM GPR182 +ADM RAMP1 +ADM RAMP2 +ADM RAMP3 +ADM ADRB2 +ADM ADRB3 +ADM TSHR +ADM VIPR1 +ADM ADCYAP1R1 +ADM PTH1R +ADM CALCRL +ADM MRGPRX2 +ADM GPR20 +ADM GPR84 +SERPINF1 PLXDC2 +SNCA LAG3 +COL15A1 ITGA10_ITGB1 +COL15A1 ITGA2_ITGB1 +COL15A1 ITGA1_ITGB1 +COL15A1 ITGA11_ITGB1 +GDNF GFRA2_RET +GDNF GFRA1_RET +GDNF EDNRB +THPO MPL +IL15 IL15RA_IL2RB_IL2RG +IL15 IL2RA +LEP LEPR +LEP LRP2 +WNT5A FZD9 +WNT5A FZD6 +WNT5A FZD7 +WNT5A LRP5 +WNT5A LRP6 +WNT5A LDLR +WNT5A ADRB2 +WNT5A RYK +WNT5A MCAM +WNT5A LRP2 +WNT5A ROR1 +WNT5A ROR2 +WNT5A PTK7 +WNT5A FZD5 +WNT5A FZD2 +WNT5A PTPRK +WNT5A EPHA7 +WNT5A FZD8 +WNT5A ANTXR1 +WNT5A FZD3 +WNT5A FZD4 +WNT5A FZD10 +CXCL5 ADRA2A +CXCL5 CXCR1 +CXCL5 CXCR2 +CXCL5 MTNR1A +CXCL5 GRM7 +CXCL5 ACKR1 +XCL1 XCR1 +XCL1 ADGRV1 +CXCL12 CD4 +CXCL12 ITGB3 +CXCL12 ITGB1 +CXCL12 ITGAV +CXCL12 ITGA5 +CXCL12 ITGA4 +CXCL12 ACKR3 +CXCL12 AVPR1A +CXCL12 MTNR1A +CXCL12 CXCR3 +CXCL12 CCR4 +CXCL12 CXCR4 +CXCL12 GRM7 +NMU ADRA2A +NMU MTNR1A +NMU GRM7 +NMU NMUR2 +NMU NMUR1 +CCN3 NOTCH1 +CCN3 PLXNA1 +PGF FLT1_KDR +PGF NRP1 +PGF NRP2 +VEGFB FLT1_KDR +VEGFB NRP1 +VEGFB ADRB2 +VEGFB RET +VEGFC FLT4_KDR +VEGFC NRP2 +VEGFC ITGB1 +VEGFC FLT1 +VEGFC VIPR2 +VEGFC ITGA9 +VEGFC LYVE1 +INSL3 RAMP2 +INSL3 RAMP3 +INSL3 ADRB2 +INSL3 ADRB3 +INSL3 TSHR +INSL3 VIPR1 +INSL3 ADCYAP1R1 +INSL3 PTH1R +INSL3 RXFP4 +INSL3 RXFP2 +INSL3 GPR20 +INSL3 RXFP1 +INSL3 GPR84 +INSL3 RXFP3 +CCL11 CCR2 +CCL11 CXCR3 +CCL11 CCR3 +CCL11 CCR5 +CCL11 ACKR1 +CCL11 ACKR4 +LUM ITGB1 +COPA CD74 +COPA NTRK1 +COPA MTNR1B +COPA P2RY6 +SLURP1 CHRNA3 +MFAP2 NOTCH1 +APOC4 VLDLR +FGF8 FGFR1 +FGF8 FGFR2 +FGF8 FGFR4 +FGF8 FGFR3 +FGF8 FGFRL1 +UCN CRHR1 +UCN CRHR2 +INHBC ACVR1B_ACVR2A +INHBC ACVR1C_ACVR2A +INHBC ACVR1B_ACVR2B +INHBC ACVR1C_ACVR2B +INHBC ACVR1 +GDF10 ACVR1B_ACVR2A +GDF10 ACVR1B_ACVR2B +CCL23 FPR2 +CCL23 CCR1 +CCL18 CCR1 +CCL18 CCR3 +CCL18 CCR8 +CCL18 ACKR1 +WNT3 FZD9_LRP5 +WNT3 FZD9_LRP6 +WNT3 FZD6_LRP5 +WNT3 FZD6_LRP6 +WNT3 FZD7_LRP5 +WNT3 FZD7_LRP6 +WNT3 FZD5_LRP5 +WNT3 FZD2_LRP5 +WNT3 FZD8_LRP5 +WNT3 FZD3_LRP5 +WNT3 FZD4_LRP5 +WNT3 FZD10_LRP5 +WNT3 FZD1_LRP5 +WNT3 FZD5_LRP6 +WNT3 FZD2_LRP6 +WNT3 FZD8_LRP6 +WNT3 FZD3_LRP6 +WNT3 FZD4_LRP6 +WNT3 FZD10_LRP6 +WNT3 FZD1_LRP6 +WNT3 RYK +WNT3 ROR2 +WNT3A FZD9_LRP5 +WNT3A FZD9_LRP6 +WNT3A FZD6_LRP5 +WNT3A FZD6_LRP6 +WNT3A FZD7_LRP5 +WNT3A FZD7_LRP6 +WNT3A FZD5_LRP5 +WNT3A FZD2_LRP5 +WNT3A FZD8_LRP5 +WNT3A FZD3_LRP5 +WNT3A FZD4_LRP5 +WNT3A FZD10_LRP5 +WNT3A FZD1_LRP5 +WNT3A FZD5_LRP6 +WNT3A FZD2_LRP6 +WNT3A FZD8_LRP6 +WNT3A FZD3_LRP6 +WNT3A FZD4_LRP6 +WNT3A FZD10_LRP6 +WNT3A FZD1_LRP6 +WNT3A LGR5 +WNT3A ATP6AP2 +WNT3A RYK +WNT3A ROR1 +WNT3A LRP1 +WNT3A APCDD1 +WNT4 FZD9_LRP5 +WNT4 FZD9_LRP6 +WNT4 FZD6_LRP5 +WNT4 FZD6_LRP6 +WNT4 FZD7_LRP5 +WNT4 FZD7_LRP6 +WNT4 FZD5_LRP5 +WNT4 FZD2_LRP5 +WNT4 FZD8_LRP5 +WNT4 FZD3_LRP5 +WNT4 FZD4_LRP5 +WNT4 FZD10_LRP5 +WNT4 FZD1_LRP5 +WNT4 FZD5_LRP6 +WNT4 FZD2_LRP6 +WNT4 FZD8_LRP6 +WNT4 FZD3_LRP6 +WNT4 FZD4_LRP6 +WNT4 FZD10_LRP6 +WNT4 FZD1_LRP6 +WNT4 NOTCH1 +WNT4 SMO +WNT7B FZD9_LRP5 +WNT7B FZD9_LRP6 +WNT7B FZD6_LRP5 +WNT7B FZD6_LRP6 +WNT7B FZD7_LRP5 +WNT7B FZD7_LRP6 +WNT7B FZD5_LRP5 +WNT7B FZD2_LRP5 +WNT7B FZD8_LRP5 +WNT7B FZD3_LRP5 +WNT7B FZD4_LRP5 +WNT7B FZD10_LRP5 +WNT7B FZD1_LRP5 +WNT7B FZD5_LRP6 +WNT7B FZD2_LRP6 +WNT7B FZD8_LRP6 +WNT7B FZD3_LRP6 +WNT7B FZD4_LRP6 +WNT7B FZD10_LRP6 +WNT7B FZD1_LRP6 +INHBE ACVR1B_ACVR2A +INHBE ACVR1C_ACVR2A +INHBE ACVR1B_ACVR2B +INHBE ACVR1C_ACVR2B +PROK1 PROKR2 +PROK1 PROKR1 +NXPH1 NRXN1 +NXPH1 NRXN3 +NXPH1 NRXN2 +FAM3B LRP5 +DEFB1 CCR6 +IL2 IL2RA_IL2RB_IL2RG +IL2 IL2RB_IL2RG +IL2 IL20RA_IL20RB_IL2RG +IL2 NGFR +IL2 CD53 +SST ADRA2A +SST SSTR1 +SST SSTR2 +SST SSTR4 +SST SSTR3 +SST SSTR5 +SST MTNR1A +SST GRM7 +OSTN NPR3 +TGFB2 ACVR1B_TGFBR2 +TGFB2 TGFBR1_TGFBR2 +TGFB2 ACVR1_TGFBR1_TGFBR2 +TGFB2 ACVR1_TGFBR2 +TGFB2 ACVR1C_TGFBR2 +TGFB2 TGFBR3 +YBX1 NOTCH1 +CX3CL1 ITGB3 +CX3CL1 ITGAV +CX3CL1 CX3CR1 +CCL20 ADRA2A +CCL20 MTNR1A +CCL20 CXCR3 +CCL20 CCR6 +CCL20 GRM7 +CCL20 ACKR4 +CCL8 CCR1 +CCL8 CCR2 +CCL8 CCR3 +CCL8 CCR5 +CCL8 ACKR1 +CCL8 ACKR4 +CCL7 CCR1 +CCL7 CCR2 +CCL7 CCR10 +CCL7 CXCR3 +CCL7 CCR3 +CCL7 CCR5 +CCL7 ACKR1 +CCL7 ACKR4 +CXCL6 ADRA2A +CXCL6 CXCR1 +CXCL6 CXCR2 +CXCL6 MTNR1A +CXCL6 GRM7 +CXCL6 ACKR1 +S100A12 TLR4 +S100A12 CD36 +PRLH PRLHR +DEFB103A CCR2 +DEFB103A CCR6 +QRFP P2RY14 +QRFP QRFPR +FBLN2 ITGB3 +NDP LGR4 +NDP FZD4 +GUCA2A GUCY2C +TFF2 CXCR4 +COL10A1 ITGA10_ITGB1 +COL10A1 ITGA2_ITGB1 +COL10A1 ITGA1_ITGB1 +COL10A1 ITGA11_ITGB1 +COL16A1 ITGA10_ITGB1 +COL16A1 ITGA2_ITGB1 +COL16A1 ITGA1_ITGB1 +COL16A1 ITGA11_ITGB1 +CXCL9 ADRA2A +CXCL9 FCGR2A +CXCL9 KIR2DL3 +CXCL9 MTNR1A +CXCL9 CXCR3 +CXCL9 CCR3 +CXCL9 GRM7 +CXCL9 ACKR1 +TFF3 ACKR3 +TFF3 CXCR4 +LGALS3BP ITGB1 +LGALS3BP CD33 +MFGE8 ITGB3 +MFGE8 ITGAV +MFGE8 PDGFRB +FGL1 EGFR +FGL1 LAG3 +EFEMP1 EGFR +AIMP1 NTRK1 +IL24 IL20RB_IL22RA1 +IL24 IL20RA_IL20RB +IL24 NOTCH2 +IL24 IL10RB +SEMA3B NRP1_PLXNA2 +SEMA3B NRP1_PLXNA3 +SEMA3B NRP1_PLXNA4 +SEMA3B NRP1_PLXNA1 +SEMA3B NRP2_PLXNA2 +SEMA3B NRP2_PLXNA3 +SEMA3B NRP2_PLXNA4 +SEMA3B NRP2_PLXNA1 +IL15RA AXL +SEMA3F NRP2_PLXNA2 +SEMA3F NRP2_PLXNA3 +SEMA3F NRP2_PLXNA4 +SEMA3F NRP2_PLXNA1 +SEMA3F NRP1 +PNOC ADRA2A +PNOC OPRL1 +PNOC MTNR1A +PNOC GRM7 +IL16 CD4 +IL16 CCR5 +IL18 IL18R1_IL18RAP +IL18 IL18_IL18R1_IL18RAP +IL18 IL1RL2 +IL18 IL1RAPL1 +GAS6 AXL +GAS6 TYRO3 +GAS6 MERTK +CSHL1 GHR +CSHL1 PRLR +SEMA3A NRP1_PLXNA2 +SEMA3A NRP1_PLXNA3 +SEMA3A NRP1_PLXNA4 +SEMA3A NRP1_PLXNA1 +SEMA3A NRP2 +IHH PTCH1_SMO +IHH PTCH2_SMO +IHH CDON +IHH BOC +COL19A1 ITGA10_ITGB1 +COL19A1 ITGA2_ITGB1 +COL19A1 ITGA1_ITGB1 +COL19A1 ITGA11_ITGB1 +POSTN ITGAV_ITGB3 +POSTN ITGAV_ITGB5 +POSTN PTK7 +ANGPT1 ITGB1 +ANGPT1 ITGA5 +ANGPT1 TIE1 +ANGPT1 TEK +SHH PTCH1_SMO +SHH PTCH2_SMO +SHH GPC1 +SHH GPC5 +SHH LRP2 +SHH CDON +SHH BOC +FCN2 LRP1 +KISS1 KISS1R +ADIPOQ GPR42 +ADIPOQ ASGR2 +ADIPOQ CNR2 +ADIPOQ ADIPOR2 +ADIPOQ PROKR2 +ADIPOQ GPR152 +ADIPOQ ADIPOR1 +ADIPOQ CLEC2D +ECM1 ITGB4 +CTF1 IL6ST_LIFR +CCL14 CCR1 +CCL14 CCR3 +CCL14 CCR5 +CCL14 ACKR1 +GUCA2B GUCY2C +CCL15 CCR1 +CCL15 CCR3 +MIA CDH7 +COL24A1 ITGA10_ITGB1 +COL24A1 ITGA2_ITGB1 +COL24A1 ITGA1_ITGB1 +COL24A1 ITGA11_ITGB1 +MSMP CCR2 +RSPO4 LGR5_LRP5 +RSPO4 LGR4_LRP5 +RSPO4 LGR5_LRP6 +RSPO4 LGR4_LRP6 +RSPO4 LGR6 +RSPO1 LGR5 +RSPO1 LRP6 +RSPO1 LGR4 +RSPO1 FZD8 +RSPO1 LGR6 +COL28A1 ITGA10_ITGB1 +COL28A1 ITGA2_ITGB1 +COL28A1 ITGA1_ITGB1 +COL28A1 ITGA11_ITGB1 +ERFE LRP1 +NMS ADRA2A +NMS MTNR1A +NMS GRM7 +NMS NMUR2 +NMS NMUR1 +SIRPB2 CD47 +ARTN GFRA3_RET +ARTN GFRA1_RET +ARTN GFRA2 +IL31 IL31RA_OSMR +GDF6 ACVR2A_BMPR1B +GDF6 ACVR2B_BMPR1B +GDF6 BMPR1B_BMPR2 +GDF6 ACVR2A_BMPR1A +GDF6 ACVR2B_BMPR1A +GDF6 BMPR1A_BMPR2 +IGFL1 IGFLR1 +IGFL2 IGFLR1 +ENHO GPR19 +VSTM1 LAMP1 +VSTM1 ADGRG3 +ALKAL2 LTK +ALKAL2 ALK +IGFL3 IGFLR1 +ALKAL1 LTK +ALKAL1 ALK +RSPO2 LGR5 +RSPO2 RNF43 +RSPO2 LGR4 +RSPO2 LGR6 +SOSTDC1 LRP4 +SOSTDC1 LRP5 +SOSTDC1 LRP6 +IL34 PTPRZ1 +UTS2B SSTR5 +UTS2B UTS2R +ADM2 RAMP1 +ADM2 RAMP2 +ADM2 RAMP3 +ADM2 ADRB2 +ADM2 ADRB3 +ADM2 TSHR +ADM2 VIPR1 +ADM2 ADCYAP1R1 +ADM2 PTH1R +ADM2 CALCRL +ADM2 GPR20 +ADM2 GPR84 +GDF7 ACVR2A_BMPR1B +GDF7 ACVR2B_BMPR1B +GDF7 BMPR1B_BMPR2 +GDF7 ACVR2A_BMPR1A +GDF7 ACVR2B_BMPR1A +GDF7 BMPR1A_BMPR2 +BMP8A ACVR2A_BMPR1B +BMP8A ACVR2B_BMPR1B +BMP8A BMPR1B_BMPR2 +BMP8A ACVR2A_BMPR1A +BMP8A ACVR1_ACVR2A +BMP8A ACVR2B_BMPR1A +BMP8A BMPR1A_BMPR2 +BMP8A ACVR1_ACVR2B +BMP8A ACVR1_BMPR2 +BMP8A TGFBR1 +BMP8A TGFBR2 +TAC4 TACR2 +IFNE IFNAR1_IFNAR2 +IFNE ADGRV1 +GPHB5 TSHR +IFNL1 IFNLR1_IL10RB +SFTPA1 TLR2 +COL27A1 ITGA10_ITGB1 +COL27A1 ITGA2_ITGB1 +COL27A1 ITGA1_ITGB1 +COL27A1 ITGA11_ITGB1 +IFNL3 IFNLR1_IL10RB +IFNL3 IFNL3_IFNLR1_IL10RB +IFNL2 IFNLR1_IL10RB +LGI2 ADAM23 +DEFB106B CCR2 +LGI4 ADAM23 +LGI3 ADAM23 +NPW ADRA2A +NPW MTNR1A +NPW NPBWR1 +NPW NPBWR2 +NPW GRM7 +FNDC5 ITGAV +FNDC5 ITGB5 +DRAXIN DCC +PCSK9 LDLR +PCSK9 VLDLR +PCSK9 APLP2 +PCSK9 LRP1 +COL22A1 ITGA10_ITGB1 +COL22A1 ITGA2_ITGB1 +COL22A1 ITGA1_ITGB1 +COL22A1 ITGA11_ITGB1 +NPB ADRA2A +NPB MTNR1A +NPB NPBWR1 +NPB NPBWR2 +NPB GRM7 +CCL4L1 GPR42 +CCL4L1 FFAR2 +CCL4L1 CCR1 +CCL4L1 CCR3 +CCL4L1 CCR5 +CCL4L1 GPR152 +CCL4L1 GPR151 +CCL4L1 GPR101 +CCL4L1 VSIR +IL1F10 IL1RAP_IL1RL2 +IL1F10 IL1R1 +IL1F10 SIGIRR +IL1F10 IL1RAPL2 +IL1F10 IL1RAPL1 +RLN3 RAMP2 +RLN3 RAMP3 +RLN3 ADRB2 +RLN3 ADRA2A +RLN3 ADRB3 +RLN3 TSHR +RLN3 VIPR1 +RLN3 ADCYAP1R1 +RLN3 MTNR1A +RLN3 PTH1R +RLN3 GRM7 +RLN3 RXFP4 +RLN3 RXFP2 +RLN3 GPR20 +RLN3 RXFP1 +RLN3 GPR84 +RLN3 RXFP3 +FAM3C GPR42 +FAM3C FFAR2 +FAM3C LAMP1 +FAM3C LIFR +FAM3C KIR2DL3 +FAM3C PDCD1 +FAM3C ADGRG5 +FAM3C CLEC2D +CCL17 CCR4 +CCL17 CCR8 +CCL17 ACKR1 +FGF13 EGFR +FGF13 FGFR1 +FGF13 FGFR2 +FGF13 FGFR4 +FGF13 FGFR3 +PRG4 TLR4 +PRG4 TLR2 +PRG4 CD44 +WNT2B FZD9_LRP5 +WNT2B FZD9_LRP6 +WNT2B FZD6_LRP5 +WNT2B FZD6_LRP6 +WNT2B FZD7_LRP5 +WNT2B FZD7_LRP6 +WNT2B FZD5_LRP5 +WNT2B FZD2_LRP5 +WNT2B FZD8_LRP5 +WNT2B FZD3_LRP5 +WNT2B FZD4_LRP5 +WNT2B FZD10_LRP5 +WNT2B FZD1_LRP5 +WNT2B FZD5_LRP6 +WNT2B FZD2_LRP6 +WNT2B FZD8_LRP6 +WNT2B FZD3_LRP6 +WNT2B FZD4_LRP6 +WNT2B FZD10_LRP6 +WNT2B FZD1_LRP6 +WNT8B FZD9_LRP5 +WNT8B FZD9_LRP6 +WNT8B FZD6_LRP5 +WNT8B FZD6_LRP6 +WNT8B FZD7_LRP5 +WNT8B FZD7_LRP6 +WNT8B FZD5_LRP5 +WNT8B FZD2_LRP5 +WNT8B FZD8_LRP5 +WNT8B FZD3_LRP5 +WNT8B FZD4_LRP5 +WNT8B FZD10_LRP5 +WNT8B FZD1_LRP5 +WNT8B FZD5_LRP6 +WNT8B FZD2_LRP6 +WNT8B FZD8_LRP6 +WNT8B FZD3_LRP6 +WNT8B FZD4_LRP6 +WNT8B FZD10_LRP6 +WNT8B FZD1_LRP6 +TSLP CRLF2_IL7R_TSLP +TSLP CRLF2_IL7R +LEAP2 GHSR +UCN3 CRHR1 +UCN3 IL10RB +UCN3 CRHR2 +COL26A1 ITGA10_ITGB1 +COL26A1 ITGA2_ITGB1 +COL26A1 ITGA1_ITGB1 +COL26A1 ITGA11_ITGB1 +PTH2 RAMP2 +PTH2 RAMP3 +PTH2 ADRB2 +PTH2 ADRB3 +PTH2 TSHR +PTH2 VIPR1 +PTH2 ADCYAP1R1 +PTH2 PTH2R +PTH2 PTH1R +PTH2 GPR20 +PTH2 GPR84 +RGMA BMPR1B +RGMA BMPR2 +RGMA NEO1 +RGMA TFR2 +FAM3D FPR1 +FAM3D FPR2 +BCAN EGFR +BCAN NRCAM +SFRP2 FZD5 +LRIG1 EGFR +LRIG1 MET +TAFA4 FPR1 +COL21A1 ITGA10_ITGB1 +COL21A1 ITGA2_ITGB1 +COL21A1 ITGA1_ITGB1 +COL21A1 ITGA11_ITGB1 +SCGB3A1 NOTCH3 +UCN2 CRHR1 +UCN2 IL10RB +UCN2 CRHR2 +NODAL ACVR1B_ACVR2A_CFC1 +NODAL ACVR1C_ACVR2A_CFC1 +NODAL ACVR1B_ACVR2B_CFC1 +NODAL ACVR1B_ACVR2B_TDGF1 +NODAL ACVR1B_ACVR2A +NODAL ACVR1C_ACVR2A +NODAL ACVR1B_ACVR2B +NODAL ACVR1C_ACVR2B +GPHA2 TSHR +GPHA2 ADGRV1 +GPHA2 EPHA6 +HBEGF EGFR_ERBB2 +HBEGF ERBB2_ERBB4 +HBEGF CD44 +HBEGF PRLR +AMELX CD63 +AMELX LAMP1 +AMELX LAMP2 +AMELY CD63 +AMELY LAMP1 +AMELY LAMP2 +NELL2 ROBO3 +CCL13 CCR1 +CCL13 CCR2 +CCL13 CXCR3 +CCL13 CCR3 +CCL13 CCR5 +CCL13 CCR9 +CCL13 ACKR1 +CCL13 ACKR4 +COL12A1 ITGA10_ITGB1 +COL12A1 ITGA2_ITGB1 +COL12A1 ITGA1_ITGB1 +COL12A1 ITGA11_ITGB1 +CCL19 CCRL2 +CCL19 ADRA2A +CCL19 CCR7 +CCL19 CCR10 +CCL19 MTNR1A +CCL19 CXCR3 +CCL19 GRM7 +CCL19 ACKR4 +NRTN GFRA2_RET +NRTN GFRA1_RET +RARRES2 CCRL2 +RARRES2 CMKLR1 +MYOC FZD7 +MYOC FZD3 +MYOC FZD4 +MYOC FZD10 +SEMA3C NRP1_NRP2_PLXND1 +SEMA3C NRP1_PLXNA2 +SEMA3C NRP1_PLXNA3 +SEMA3C NRP1_PLXNA4 +SEMA3C NRP1_PLXNA1 +SEMA3C NRP2_PLXNA2 +SEMA3C NRP2_PLXNA3 +SEMA3C NRP2_PLXNA4 +SEMA3C NRP2_PLXNA1 +GDF15 RET +GDF15 TGFBR2 +GDF15 GFRAL +SOST LRP4 +SOST LRP5 +SOST LRP6 +SPX GALR2 +SPX GALR3 +SPON2 ITGB2 +SPON2 ITGB1 +SPON2 ITGA5 +SPON2 ITGAM +SPON2 ITGA4 +C1QTNF1 AVPR2 +RSPO3 LGR5 +RSPO3 LRP6 +RSPO3 LGR4 +RSPO3 FZD8 +RSPO3 LGR6 +ANGPTL4 ITGAV_ITGB3 +ANGPTL4 ITGA5_ITGB1 +ANGPTL4 SDC3 +ANGPTL4 SDC1 +ANGPTL4 CDH5 +ANGPTL4 SDC2 +ANGPTL4 TIE1 +ANGPTL4 CDH11 +PDGFD PDGFRA_PDGFRB +WNT10A FZD9_LRP5 +WNT10A FZD9_LRP6 +WNT10A FZD6_LRP5 +WNT10A FZD6_LRP6 +WNT10A FZD7_LRP5 +WNT10A FZD7_LRP6 +WNT10A FZD5_LRP5 +WNT10A FZD2_LRP5 +WNT10A FZD8_LRP5 +WNT10A FZD3_LRP5 +WNT10A FZD4_LRP5 +WNT10A FZD10_LRP5 +WNT10A FZD1_LRP5 +WNT10A FZD5_LRP6 +WNT10A FZD2_LRP6 +WNT10A FZD8_LRP6 +WNT10A FZD3_LRP6 +WNT10A FZD4_LRP6 +WNT10A FZD10_LRP6 +WNT10A FZD1_LRP6 +FGF23 FGFR1 +FGF23 FGFR2 +FGF23 FGFR4 +FGF23 FGFR3 +IL22 IL10RB_IL22RA1 +IL22 IL20RB_IL22RA1 +IL22 IL22_IL22RA1 +IL22 IL10RA +IL22 IL22RA2 +IL22 IL21R +LACRT SDC1 +WNT8A FZD9_LRP5 +WNT8A FZD9_LRP6 +WNT8A FZD6_LRP5 +WNT8A FZD6_LRP6 +WNT8A FZD7_LRP5 +WNT8A FZD7_LRP6 +WNT8A FZD5_LRP5 +WNT8A FZD2_LRP5 +WNT8A FZD8_LRP5 +WNT8A FZD3_LRP5 +WNT8A FZD4_LRP5 +WNT8A FZD10_LRP5 +WNT8A FZD1_LRP5 +WNT8A FZD5_LRP6 +WNT8A FZD2_LRP6 +WNT8A FZD8_LRP6 +WNT8A FZD3_LRP6 +WNT8A FZD4_LRP6 +WNT8A FZD10_LRP6 +WNT8A FZD1_LRP6 +WNT5B FZD9_LRP5 +WNT5B FZD9_LRP6 +WNT5B FZD6_LRP5 +WNT5B FZD6_LRP6 +WNT5B FZD7_LRP5 +WNT5B FZD7_LRP6 +WNT5B FZD5_LRP5 +WNT5B FZD2_LRP5 +WNT5B FZD8_LRP5 +WNT5B FZD3_LRP5 +WNT5B FZD10_LRP5 +WNT5B FZD1_LRP5 +WNT5B FZD5_LRP6 +WNT5B FZD2_LRP6 +WNT5B FZD8_LRP6 +WNT5B FZD3_LRP6 +WNT5B FZD10_LRP6 +WNT5B FZD1_LRP6 +WNT5B FZD4 +IL25 IL17RA_IL17RB +MMRN2 CLEC14A +MMRN2 CD248 +MMRN2 CD93 +NTN4 DCC +NTN4 UNC5A +IL21 IL21R_IL2RG +PROK2 PROKR2 +PROK2 PROKR1 +CRLF2 CRLF2_IL7R_TSLP +SPON1 APP +SPON1 LRP8 +NPVF NPFFR1 +NPVF NPFFR2 +FGF22 FGFR1 +FGF22 FGFR2 +FGF22 FGFRL1 +RETN GPR25 +RETN TLR4 +AMBN CD63 +FGF20 FGFR1 +FGF20 FGFR2 +FGF20 FGFR4 +FGF20 FGFR3 +IL23A IL12RB2 +IL26 IL10RB_IL20RA +IL26 IL20RB +GDF3 ACVR1B_ACVR2A_CFC1 +GDF3 ACVR1C_ACVR2A_CFC1 +GDF3 ACVR1B_ACVR2B_CFC1 +GDF3 ACVR1B_ACVR2A +GDF3 ACVR1C_ACVR2A +GDF3 ACVR1B_ACVR2B +GDF3 ACVR1C_ACVR2B +CCL28 ADRA2A +CCL28 CCR10 +CCL28 MTNR1A +CCL28 CCR3 +CCL28 GRM7 +ENAM CD63 +CYTL1 CCR2 +LTBP3 ITGB5 +SEMA3G NRP2_PLXNA2 +SEMA3G NRP2_PLXNA3 +SEMA3G NRP2_PLXNA4 +SEMA3G NRP2_PLXNA1 +FGF21 FGFR1 +FGF21 FGFR2 +FGF21 FGFR4 +FGF21 FGFR3 +FGF21 KLB +OBP2A OR1G1 +IL20 IL20RB_IL22RA1 +IL20 IL20RA_IL20RB +IL37 IL18R1_IL18RAP +IL37 IL18R1_SIGIRR +IL37 IL1RAPL1 +IL36B IL1RAP_IL1RL2 +IL36G IL1RAP_IL1RL2 +IL17C IL17RA_IL17RE +IFNK IFNAR1_IFNAR2 +COL20A1 ITGA10_ITGB1 +COL20A1 ITGA2_ITGB1 +COL20A1 ITGA1_ITGB1 +COL20A1 ITGA11_ITGB1 +CNTN3 PTPRG +GALP GALR2 +GALP GALR3 +GALP GALR1 +XCL2 XCR1 +CLCF1 CNTFR_IL6ST_LIFR +CLCF1 CRLF1 +IL36RN IL1RAP_IL1RL2 +DKK3 KREMEN1 +DKK4 LRP5 +DKK4 LRP6 +DKK4 KREMEN2 +DKK4 KREMEN1 +DKK2 LRP5 +DKK2 LRP6 +DKK2 KREMEN2 +DKK2 KREMEN1 +GHRL MLNR +GHRL GPR39 +GHRL TBXA2R +GHRL PTGER3 +GHRL PTGIR +GHRL GHRHR +GHRL GHSR +WNT16 FZD9_LRP5 +WNT16 FZD9_LRP6 +WNT16 FZD6_LRP5 +WNT16 FZD6_LRP6 +WNT16 FZD7_LRP5 +WNT16 FZD7_LRP6 +WNT16 FZD5_LRP5 +WNT16 FZD2_LRP5 +WNT16 FZD8_LRP5 +WNT16 FZD3_LRP5 +WNT16 FZD4_LRP5 +WNT16 FZD10_LRP5 +WNT16 FZD1_LRP5 +WNT16 FZD5_LRP6 +WNT16 FZD2_LRP6 +WNT16 FZD8_LRP6 +WNT16 FZD3_LRP6 +WNT16 FZD4_LRP6 +WNT16 FZD10_LRP6 +WNT16 FZD1_LRP6 +IL36A IL1RAP_IL1RL2 +IL19 IL20RA_IL20RB +TAC3 TACR2 +IL17B IL17RB +PCSK1N GPR171 +GDF2 ACVR2A_ACVRL1 +GDF2 ACVR2B_ACVRL1 +GDF2 ACVRL1_BMPR2 +GDF2 ACVR1 +ANGPTL2 ITGA5_ITGB1 +ANGPTL2 TLR4 +ANGPTL2 LILRB3 +ANGPTL2 TIE1 +ANGPTL2 LILRB2 +APLN ADRA2A +APLN APLNR +APLN MTNR1A +APLN GRM7 +COL17A1 ITGA10_ITGB1 +COL17A1 ITGA2_ITGB1 +COL17A1 ITGA1_ITGB1 +COL17A1 ITGA11_ITGB1 +CLEC11A ITGA10 +CLEC11A ITGB1 +CLEC11A ITGA11 +CCL26 CCR1 +CCL26 CCR2 +CCL26 CX3CR1 +CCL26 CCR3 +CCL26 CCR5 +ANGPT4 TIE1 +ANGPT4 TEK +CCL27 ADRA2A +CCL27 CCR2 +CCL27 CCR10 +CCL27 MTNR1A +CCL27 CCR3 +CCL27 GRM7 +ANGPTL3 ITGAV_ITGB3 +ANGPTL3 ITGA5 +INSL5 ADRA2A +INSL5 MTNR1A +INSL5 GRM7 +INSL5 RXFP4 +INSL5 RXFP2 +INSL5 RXFP1 +INSL5 RXFP3 +WIF1 RYK +WNT6 FZD9_LRP5 +WNT6 FZD9_LRP6 +WNT6 FZD6_LRP5 +WNT6 FZD6_LRP6 +WNT6 FZD7_LRP5 +WNT6 FZD7_LRP6 +WNT6 FZD5_LRP5 +WNT6 FZD2_LRP5 +WNT6 FZD8_LRP5 +WNT6 FZD3_LRP5 +WNT6 FZD4_LRP5 +WNT6 FZD10_LRP5 +WNT6 FZD1_LRP5 +WNT6 FZD5_LRP6 +WNT6 FZD2_LRP6 +WNT6 FZD8_LRP6 +WNT6 FZD3_LRP6 +WNT6 FZD4_LRP6 +WNT6 FZD10_LRP6 +WNT6 FZD1_LRP6 +CD70 CD27 +EFNA2 EPHA2 +EFNA3 EPHA3 +EFNA2 EPHA7 +EFNA3 EPHA7 +EFNA2 EPHA8 +EFNA3 EPHA8 +EFNA2 EPHA5 +EFNA3 EPHA5 +EFNA3 EPHA4 +EFNA2 EPHA4 +EFNA3 EPHA2 +CCL11 ACKR2 +CCL13 ACKR2 +CCL14 ACKR2 +CCL2 ACKR2 +CCL3 ACKR2 +CCL4 ACKR2 +CCL5 ACKR2 +CCL7 ACKR2 +CCL8 ACKR2 +EFNA2 EPHA3 +EFNA2 EPHA1 +CCL22 DPP4 +CLEC2B KLRF1 +WNT5A FZD1 +CCL11 DPP4 +CXCL10 DPP4 +CXCL11 DPP4 +CLEC2A KLRF2 +EFNA3 EPHA1 +CXCL2 DPP4 +CXCL9 DPP4 +CXCL12 DPP4 +CXCL16 CXCR6 +TNFSF10 TNFRSF10C +CALCA CALCR +C3 C3AR1 +TNFSF8 TNFRSF8 +TNFSF4 TNFRSF4 +PLAU PLAUR +C3 CR2 +CCL17 ACKR2 +CCL18 PITPNM3 +CCL22 ACKR2 +CCL23 ACKR2 +CCL24 ACKR2 +CCL3L1 ACKR2 +CCL4L1 ACKR2 +CD72 CD5 +CNTF IL6ST_LIFR +CNTF CNTFR_IL6ST +HMGB1 HAVCR2 +IL16 CD9 +LCN1 LMBR1L +LGALS1 CD69 +SEMA4D CD72 +TXLNA STX3 +TXLNA STX4 +TXLNA STX1A +COL8A1 ITGA1_ITGB1 +COL7A1 ITGA1_ITGB1 +COL5A3 ITGA1_ITGB1 +COL5A2 ITGA1_ITGB1 +COL5A1 ITGA1_ITGB1 +COL3A1 ITGA1_ITGB1 +COL18A1 ITGA1_ITGB1 +COL14A1 ITGA1_ITGB1 +COL11A1 ITGA1_ITGB1 +COL11A1 ITGA2_ITGB1 +COL14A1 ITGA2_ITGB1 +COL18A1 ITGA2_ITGB1 +COL3A1 ITGA2_ITGB1 +COL5A1 ITGA2_ITGB1 +COL5A2 ITGA2_ITGB1 +COL5A3 ITGA2_ITGB1 +COL7A1 ITGA2_ITGB1 +COL8A1 ITGA2_ITGB1 +COL11A1 ITGA10_ITGB1 +COL14A1 ITGA10_ITGB1 +COL18A1 ITGA10_ITGB1 +COL3A1 ITGA10_ITGB1 +COL5A1 ITGA10_ITGB1 +COL5A2 ITGA10_ITGB1 +COL5A3 ITGA10_ITGB1 +COL7A1 ITGA10_ITGB1 +COL8A1 ITGA10_ITGB1 +COL11A1 ITGA11_ITGB1 +COL14A1 ITGA11_ITGB1 +COL18A1 ITGA11_ITGB1 +COL3A1 ITGA11_ITGB1 +COL5A1 ITGA11_ITGB1 +COL5A2 ITGA11_ITGB1 +COL5A3 ITGA11_ITGB1 +COL7A1 ITGA11_ITGB1 +COL8A1 ITGA11_ITGB1 +CD24 SIGLEC10 +CLEC4G LAG3 +GNAI2 MTNR1A +GNRH1 GNRHR +SHH HHIP +SHH GAS1 +PSEN1 NCSTN +EFNA2 EPHA6 +EFNA3 EPHA6 +DHH HHIP +IHH HHIP +AFDN EPHB3 +GNAI2 CCR5 +ADM CALCR +ADM2 CALCR +IAPP CALCR +CALCB CALCR +PROS1 AXL +C5 C5AR1 +RPS19 C5AR1 +C5 C5AR2 +RARRES2 CMKLR2 +POMC OPRD1 +PDYN OPRD1 +PENK OPRD1 +CAMP FPR2 +HEBP1 FPR3 +GNRH2 GNRHR +PSAP GPR37 +PSAP GPR37L1 +TAC1 TACR1 +TAC3 TACR1 +TAC1 TACR3 +TAC3 TACR3 +ARF1 PLD2 +PROS1 TYRO3 +GNAS ADRB2 +FGA ITGB1 +AFDN EPHA7 +AFDN EPHB2 +AFDN EPHB6 +RSPO1 ZNRF3 +KMT2E NCR2 +LIPH LPAR2 +FGF13 SCN5A +FGF13 SCN8A +NTNG2 LRRC4 +RSPO3 SDC4 +RTN4 LINGO1 +CNTN6 NOTCH1 +NTNG1 LRRC4C +GNAS GCGR +GNAI2 ADCY1 +FGA ITGAX +GPI AMFR +PCNA NCR2 +GZMB IGF2R +CD38 PECAM1 +SERPINC1 LRP1 +SERPINA1 LRP1 +GNAS TSHR +MFNG NOTCH1 +MFNG NOTCH2 +ADAM12 SDC4 +F2 F2RL2 +F2 F2R +F2 F2RL1 +F2 F2RL3 +REN ATP6AP2 +APOE SORL1 +TFPI VLDLR +EDN3 KEL +OMG LINGO1 +GNAS AVPR2 +ASIP ATRN +ASIP MC1R +PSEN1 NOTCH1 +FSTL1 DIP2A +GNAS PTGDR +HRAS INSR +HRAS CAV1 +ARF1 INSR +GRN SORT1 +GZMB CHRM3 +F9 LRP1 +TIMP1 CD63 +SFRP1 FZD2 +SFRP1 FZD6 +PLAT LRP1 +TGFB1 ENG +HGF ST14 +SERPINE1 LRP2 +SERPINE1 LRP1 +EFNB3 RHBDL2 +HBEGF CD9 +LTF LRP1 +HRG FCGR1A +TFPI LRP1 +PROC THBD +TGFB3 ENG +INHBA ENG +EFNB2 RHBDL2 +C3 ITGAM +C3 CD19 +C3 CD46 +C3 C5AR2 +C3 ITGAX +C3 CR1 +VASP CXCR2 +SLURP1 CHRNA7 +OMG RTN4RL1 +AANAT MTNR1B +AANAT MTNR1A +CRP OLR1 +NTS SORT1 +CCL21 ACKR2 +CCL27 ACKR2 +MMP7 CD44 +MMP7 CD151 +MMP7 ERBB4 +THBS1 SDC4 +TIMP2 ITGB1 +FGF2 SDC4 +F13A1 ITGA4 +F13A1 ITGB1 +TIMP3 AGTR2 +IGFBP4 FZD8 +RSPO2 ZNRF3 +BMP6 HJV +SCGB3A1 MARCO +SHANK1 SSTR2 +SHANK1 ADGRL1 +BMP10 ENG +LIPH LPAR1 +LIPH LPAR4 +SCGB3A2 MARCO +COL14A1 CD44 +IL16 KCNJ15 +IL16 KCNJ10 +COL3A1 DDR2 +COL3A1 MAG +COL3A1 DDR1 +CXCL10 SDC4 +FGB ITGAM +FGB ITGB1 +FGB TLR4 +FGA ITGAM +FGA ITGB3 +FGA TLR4 +PRND RPSA +HAS2 HMMR +HAS2 CD44 +RGMB NEO1 +F2 THBD +CCL19 ACKR2 +LPL GPIHBP1 +LPL SDC1 +LPL VLDLR +GNAI2 LPAR3 +GNAI2 EDNRA +GNAI2 ADORA1 +GNAI2 C5AR1 +GNAI2 ADRA2B +GNAI2 F2R +GNAI2 FPR1 +GNAI2 OPRM1 +GNAI2 CAV1 +GNAI2 TBXA2R +GNAI2 CXCR2 +GNAI2 TSHR +GNAI2 AGTR2 +GNAI2 CNR1 +FBN1 ITGB3 +FBN1 ITGB1 +PSEN1 NOTCH4 +BGN TLR4 +CTHRC1 FZD5 +CTHRC1 FZD6 +CTHRC1 FZD3 +FGG ITGB1 +FGG TLR4 +RTN4 TNFRSF19 +COL9A3 MAG +SLPI PLSCR4 +HMGB1 SDC1 +HMGB1 THBD +FN1 MAG +COL18A1 GPC4 +COL9A1 MAG +GIP DPP4 +F8 LDLR +CCL28 ACKR2 +TGM2 ITGB1 +TGM2 ITGB3 +TGM2 SDC4 +TGM2 ADGRG1 +CNTF IL6R +TGFB2 ENG +C4BPA BMPR2 +C4BPA CD40 +CFH ITGAM +EFNA3 EPHB1 +NGF SORCS3 +COL11A1 DDR1 +GNAS CRHR1 +RBP4 STRA6 +CEL CXCR4 +MMP9 CD44 +MMP9 EPHB2 +COL9A2 MAG +COL5A2 DDR1 +ANXA1 DYSF +AGRN ATP1A3 +COL2A1 MAG +ZG16B TLR5 +ZG16B CXCR4 +CCL25 ACKR2 +TCTN1 TMEM67 +C4A C5AR2 +HRAS AGTR1 +LRPAP1 LDLR +TIMP2 ITGA3 +CPAMD8 SCTR +RTN4 RTN4R +OMG RTN4R +LTB TNFRSF1A +PYY FAP +NPY FAP +PROC PROCR +PLG PLGRKT +HBEGF CD82 +GNAI2 OPRD1 +A2M LRP1 +SERPINE2 LRP1 +MMP13 LRP1 +MMP9 LRP1 +PLAU LRP1 +LRPAP1 LRP1 +C3 LRP1 +C1QB LRP1 +C4BPA LRP1 +F8 LRP1 +LPL LRP1 +LIPC LRP1 +PSAP LRP1 +ASIP MC3R +SFTPA2 CD93 +MBL2 CD93 +C1QA CD93 +KISS1 MMP24 +PDGFB ART1 +GUCA2B GUCY2D +ARF1 CHRM3 +NGF SORT1 +LRPAP1 SORT1 +BDNF SORT1 +PSEN1 NOTCH2 +GNAI2 MTNR1B +FN1 NT5E +BGN TLR2 +ZG16B TLR2 +RNASE2 TLR2 +LRPAP1 SORL1 +CP SLC40A1 +IGFBP4 LRP6 +F2 ITGA2B +FGG ITGA2B +FGA ITGA2B +FGB ITGA2B +IL16 GRIN2D +PSEN1 NOTCH3 +GPC3 CD81 +SERPING1 SELP +CD24 SELP +PLAU LRP2 +LRPAP1 LRP2 +ALB LRP2 +LPL LRP2 +LCN2 LRP2 +TIMP3 KDR +COL18A1 KDR +COL18A1 GPC1 +RTN4 CNTNAP1 +F13A1 ITGA9 +GPC3 IGF1R +GNAI2 IGF1R +GNAI2 EGFR +SPINK1 EGFR +LIN7C HTR2C +PLAU ST14 +GNAI2 ADRA2A +MATN1 ITGA1 +PLA2G10 PLA2R1 +FGG ITGA5 +FGA ITGA5 +FGB ITGA5 +FBN1 ITGA5 +COL18A1 ITGA5 +GNAI2 LHCGR +GNAS LHCGR +PROS1 MERTK +GNAI2 CXCR1 +LTBP1 ITGB5 +MMP1 ITGA2 +FAT4 DCHS1 +ASIP MC4R +C4A C3AR1 +TAC4 TACR3 +TAC4 TACR1 +LRPAP1 LRP8 +AHSG INSR +F2 GP9 +GNAI2 P2RY12 +ASIP MC5R +GNAS VIPR1 +RTN4 RTN4RL1 +PTGS2 PTGDR2 +ASIP MC2R +F10 F3 +F7 F3 +BMP5 HJV +BMP2 HJV +PTGS2 CAV1 +MMP12 PLAUR +COL5A1 SDC3 +F8 ASGR2 +EDN2 KEL +EDN1 KEL +PLAU IGF2R +C4A CR1 +B2M CD1B +PSAP CD1B +LTB CD40 +NTF4 BEX3 +MDK SDC4 +CCL5 SDC4 +BMP7 ENG +GDF2 ENG +BMP2 ENG +ZG16B TLR4 +COLQ MUSK +PLTP ABCA1 +MEPE PHEX +LRPAP1 VLDLR +VIM CD44 +NAMPT INSR +CEACAM5 CD8A +ADGRB1 RTN4RL1 +ADGRB1 RTN4RL2 +APOB ENO1 +BMP2 RGMB +BMP4 CFC1 +BMP4 RGMB +BMP7 HJV +BSG SLC16A1 +BSG SLC16A7 +C1QA CD33 +C1QB CD33 +C3 NRP1 +C4A NRP1 +CADM3 CADM1 +CRTAM CADM1 +CADM1 CRTAM +NECTIN3 CADM1 +CCN1 SDC4 +CD52 SIGLEC10 +L1CAM CD9 +CIRBP TREM1 +COL18A1 PTPRS +COL5A3 SDC3 +CTHRC1 ROR2 +DNAJB11 PRTG +EPO CRLF3 +INHBB CFC1 +INHBB CFC1B +LGI1 ADAM22 +LGI2 ADAM22 +LGI3 ADAM22 +LGI3 FLOT1 +LGI3 STX1A +LGI4 ADAM22 +LTF LRP11 +LY86 CD180 +MATN1 ITGB1 +MYL9 CD69 +MYOC FZD1 +OMG TNFRSF1B +PDCD1LG2 RGMB +PROC TEK +PTDSS1 JMJD6 +PTDSS1 SCARB1 +RTN4 S1PR2 +SERPINF1 PLXDC1 +SERPING1 LRP1 +SERTAD1 AR +SLPI PLSCR1 +TOR2A ATP5F1B +ZG16B TLR6 +ZP3 CHRNA7 +CALM1 TRPC3 +S100A10 TRPV6 +FADD FAS +FADD TRADD +MFAP5 NOTCH1 +CALM1 PDE1A +CALM3 PDE1A +CALM1 PDE1B +CALM3 PDE1B +CALM1 PDE1C +CALM3 PDE1C +GNAS ADCY1 +CALM3 GRM7 +CALM1 GRM7 +IRAK4 TLR4 +MEGF10 ABCA1 +TLN1 ITGB3 +TLN1 ITGB5 +C1QB C1QBP +HMGB1 AGER +GNAS ADRB3 +APOA1 ABCA1 +GSTP1 EGFR +CALM3 EGFR +CALM1 INSR +CALM3 INSR +HMGB1 TLR4 +GNAS HTR6 +APOB MTTP +ITGB3BP ITGB5 +ITGB3BP ITGB3 +HEBP1 ADRA2A +HEBP1 MTNR1A +HEBP1 GRM7 +VCL ITGB5 +VCL ALK +EFNA2 EPHA10 +TCN2 LRP2 +TCN2 CNR1 +TIMP1 FGFR2 +MMP2 PECAM1 +MMP2 CCR2 +MMP2 FGFR1 +PLAT ITGAM +TGFB1 CAV1 +NAMPT ADORA2A +SERPINE1 PLAUR +SERPINE1 ITGB5 +C5 ADRA2A +C5 MTNR1A +C5 GRM7 +SELPLG ESAM +FGF6 SDC4 +GNB3 TGFBR1 +GNB3 GABBR2 +HRG ERBB2 +HRG ERBB3 +TFPI SDC4 +TFPI F3 +APOB CALCR +PROC ITGAM +FGF23 PHEX +TNFSF10 RIPK1 +GSTM2 RYR2 +PI3 PLD2 +LYPD3 AGR2 +BMP4 HJV +PSPN GFRA3 +TNFSF9 TRAF2 +CD70 TNFRSF13B +C3 MTNR1A +C3 GRM7 +C3 ADRA2A +C3 IFITM1 +C3 CD81 +TPH1 HTR7 +TPH1 HTR1A +TPH1 HTR1F +TPH1 HTR1D +TPH1 HTR2C +TPH1 HTR4 +TPH1 HTR6 +TPH1 HTR1B +TPH1 HTR2A +TPH1 HTR2B +TPH1 HTR5A +TPH1 HTR1E +LMAN1 MCFD2 +APOE CHRNA4 +APOE ABCA1 +NCAN CDH2 +NCAN SDC3 +CRP CR1 +FST HJV +CFC1 ACVR1B +TGS1 RXRA +MMP7 SDC1 +ADAM10 GPNMB +ADAM10 TSPAN5 +ADAM10 CADM1 +ADAM10 TSPAN14 +RIMS2 ABCA1 +TIMP2 CD44 +FARP2 PLXNA3 +FARP2 PLXNA1 +FARP2 PLXNA2 +FARP2 PLXNA4 +LAMC2 CD151 +WNT5A VANGL2 +ICAM1 CAV1 +BST1 CAV1 +TNC SDC4 +EGF CAV1 +EGF RHBDL2 +NPTX2 NPTXR +ADAM2 CD9 +TIMP3 CD44 +TIMP3 MET +HDC HRH1 +HDC HRH2 +HDC HRH3 +CGN TGFBR2 +CGN OCLN +CGN TGFBR1 +LIN7C ABCA1 +LIN7C KCNJ4 +IL18 IL18BP +QDPR DYSF +PIGF FLT1 +ADAMTS3 CCBE1 +PIP AQP5 +CALM3 KCNQ3 +CALM3 KCNQ5 +CALM3 ESR1 +CALM3 RYR2 +CALM3 GP6 +CALM3 SCN10A +CALM3 AQP6 +CALM3 GRM5 +CALM3 AR +CALM3 AQP1 +CALM3 SCN4A +TFF2 MUC6 +TFF1 MUC5AC +S100B AGER +S100A1 TRPM3 +S100A1 RYR2 +S100A1 RYR1 +S100A1 TLR4 +S100A1 AGER +CXCL16 GRM7 +CXCL16 MTNR1A +FGF11 FGFR2 +FGF11 FGFR1 +ARPC5 ADRB2 +ARPC5 LDLR +CAMP P2RX7 +SPINK1 NRSN1 +FABP5 RXRA +SHH SCUBE2 +ARF6 PLD1 +ARF6 SMAP1 +ANGPTL4 GPIHBP1 +FADD ABCA1 +IL16 GRIN2B +IL16 KCNJ4 +IL16 GRIN2A +HSPA4 TLR4 +FGB ITGB3 +FGA PLAUR +FGA CDH5 +FGA ITGAD +NPTX1 NPTXR +RGMB HJV +RGMB BMPR2 +RGMB BMPR1B +F2 GP1BB +LPL CD44 +EFEMP2 AQP1 +EFEMP2 PLSCR4 +GNAI2 S1PR5 +GNAI2 S1PR3 +GNAI2 UNC5B +GNAI2 PTPRU +GNAI2 CXCR3 +GNAI2 EDNRB +GNAI2 DRD2 +GNAI2 ADCY7 +AGTRAP RACK1 +PKM CD44 +LPA LPAR1 +MMP1 CD44 +WNT11 KLRG2 +PSEN1 CD44 +BGN TLR1 +IZUMO1 CD9 +IZUMO1 IZUMO1R +P4HB MTTP +FGG ITGB3 +RTN4 GJB2 +DMP1 PHEX +WNT7B TMED5 +ICAM4 RHAG +HMGB1 TLR9 +HMGB1 CXCR4 +FN1 DPP4 +COL18A1 ITGB3 +CALM1 KCNQ3 +CALM1 GRM3 +CALM1 CALCR +CALM1 GRM4 +CALM1 CRHR1 +CALM1 HMMR +CALM1 ADCYAP1R1 +CALM1 OPRM1 +CALM1 RYR2 +CALM1 GLP1R +CALM1 SCN10A +CALM1 AQP6 +CALM1 PTPRA +CALM1 SCN4A +SEMA4F NRP2 +GAD1 GRM4 +ITIH2 FCER1A +PYY DPP4 +TGM2 ITGA4 +TGM2 TBXA2R +PTGS2 ALOX5 +EFNA3 EPHB6 +EFNA3 EPHA10 +NGF TRPV1 +NGF MAGED1 +NGF BEX3 +CD40LG TRAF3 +GNAS GLP1R +GNAS ADCY7 +MMP9 ITGAM +MMP9 RECK +SPTAN1 PTPRA +PLAU ITGAM +PLAU VLDLR +PLAU ITGB1 +F10 ITGAM +FGF14 FGFR2 +FGF14 FGFR1 +ACTR2 LDLR +SHBG CLDN4 +LAMB3 CD151 +LGALS9 SLC1A5 +PDCD1LG2 PDCD2 +DSCAM DCC +TF HFE +PTPN6 CD300LF +C1QTNF5 MFRP +HSPA8 LDLR +S100A10 CFTR +SHANK2 CFTR +PLAU ITGA3 +LGALS8 ITGA3 +COL18A1 ITGA3 +SLPI CD4 +CALM1 SCTR +CD70 TNFRSF17 +CALML3 KCNQ1 +CALM1 KCNQ1 +CALM3 KCNQ1 +RTN4 NGFR +OMG NGFR +FAM3C GLRA2 +RIMS1 SLC17A7 +KLK3 EPOR +S100A8 CD69 +CXCL13 OPRD1 +CFC1 ACVR2A +GPC3 LRP1 +F12 CD93 +GNAI2 S1PR4 +TNFSF4 TRAF2 +TNF TRAF2 +FADD TRAF2 +GSTP1 TRAF2 +CLEC3A CLEC10A +PCSK9 SORT1 +PSAP SORT1 +NGF KIDINS220 +HDC HRH4 +LAMA1 NT5E +CALM1 MIP +LTA RIPK1 +CD14 RIPK1 +HMGB1 TLR2 +CCN6 SORL1 +MDK SORL1 +ASIP MGRN1 +CALM1 GLP2R +CALM1 TRPC5 +CALM3 TRPC5 +CALM1 KCNN4 +EGF PLD2 +CRISP3 A1BG +HSPA1A GRIN2D +ARPC5 LRP2 +GPC3 LRP2 +CUBN LRP2 +HSPA8 LRP2 +ACTR2 LRP2 +SERPINC1 GPC1 +TGM2 ITGA9 +AGT ENPEP +NCAM1 CACNA1C +RIMS1 CACNA1C +CALM1 CACNA1C +CALM3 CACNA1C +SCGB1A1 LMBR1L +CAMP IGF1R +MMP9 IFNAR1 +PTPN11 FCRL4 +PTPN6 FCRL4 +CALM1 PTH2R +NRTN GFRA3 +GDNF GFRA3 +CAMP EGFR +CNTF EGFR +CALM1 HTR2C +NTNG2 LRRC4C +SPINT1 ST14 +SORBS1 ITGA1 +FBN1 ITGB6 +SFTPD LY96 +BGN LY96 +GNAS ADCY8 +GNAI2 ADCY8 +CALM3 ADCY8 +MDK GPC2 +PLAU ITGA5 +GNAS ADCY9 +GNAI2 ADCY9 +PLAU ITGB5 +SORBS1 ITGB5 +COL18A1 ITGB5 +NUCB2 ERAP1 +RIMS1 SLC18A2 +HSPA8 ADRB2 +ACTR2 ADRB2 +GNAI2 S1PR1 +CALM1 GRM5 +GNAI2 CHRM1 +CALM1 GP6 +CRISP2 CATSPER1 +SHBG GPRC6A +CALM1 AQP1 +PDX1 SLC2A2 +CALM1 VIPR1 +CALM1 CNGA2 +RGMA HJV +NRG1 MS4A4A +CCN1 CAV1 +WNT5B KLRG2 +TNF TRADD +SHBG SLC37A1 +CALM1 KCNQ5 +PTPN6 CLEC12A +CALM1 FAS +PIGA PIGR +MBL2 CALCR +GSTO1 RYR1 +GCG DPP4 +NPPB DPP4 +NPY DPP4 +VIP DPP4 +ADA DPP4 +MMP9 TLR9 +HRAS TLR9 +C1QA CR1 +GNAS ADORA1 +CEACAM16 TECTB +BDNF BEX3 +CXCL12 SDC4 +LAMA1 SDC4 +HSPA1A TLR4 +RIMS1 SLC18A3 +PSAP AR +COL8A2 SLC4A11 +SPTBN2 PTPRA +NCAM1 PTPRA +IRAK4 TLR7 +APOC1 VLDLR +CEACAM16 TECTA +TNF TRPM2 +IRAK4 TLR6 +FGF12 FGFR1 +VEGFC CCBE1 +FGF12 FGFR2 +RGMA HFE +VEGFA GRIN2B +ENTPD1 ADORA1 +ENTPD1 ADORA2A +ENTPD1 ADORA2B +ALB B2M_FCGRT +ENTPD1 ADORA3 +GDF10 BMPR2 +PTPN6 EGFR +TPSAB1 F2RL1 +PDAP1 PDGFRB +IL16 KCNA3 +IL16 KCND2 +SERPINA7 SLC16A2 +IL16 KCND1 +IL16 GRIN2C +ADCYAP1 DPP4 +CCL26 ACKR2 +RETN CAP1 +NAMPT ITGA5_ITGB1 +ANGPTL4 SDC4 +MDK NCL +PTN SDC4 +PTN NCL +C4A CR2 +KLK3 NTRK1 +SLURP1 CHRNB2 +SLURP1 CHRNB4 +SLURP1 CHRNA4 +SLURP1 CHRNA9 +SLURP1 CHRNA10 +SLURP2 CHRNB2 +SLURP2 CHRNB4 +SLURP2 CHRNA4 +SLURP2 CHRNA7 +GDF9 FXYD6 +GDF9 ORAI2 +LRP1B PLAUR +PSAP CELSR1 +PTN CDH10 +SPP1 S1PR1 +IL12B BOC +PCSK9 CD81 +TAC1 DPP4 +LPA TREM2 +SEMA3G FCGR2A +LTF TREML2 +PSG9 DCC +F8 LRP2 +PRL ERBB2 +LTF IGDCC4 +MXRA5 ILDR1 +PAM DPP4 +PSG4 TNFSF8 +FGF1 ITGB3 +B2M CD1C +TAC1 FAP +BDNF ERBB2 +IL23A LILRB2 +LEP ISLR2 +NRG2 MOG +CD40LG CD53 +MXRA5 SCN2B +S100A4 ERBB3 +MXRA5 MAG +HAPLN1 ADGRA2 +BMP5 PTPRD +ADO ADORA3 +TGFA PTPRD +MXRA5 PILRB +MXRA5 PILRA +SEMA3E NRP2 +FSTL5 CEACAM19 +APOO IL1RAPL2 +AMH GREM2 +FSTL5 SIGLEC6 +PLA2G2A ERBB3 +IGSF10 CD200R1L +BTN1A1 TARM1 +CNMD PTPRD +CNTN4 APLP1 +NPY ADRB1 +RSPO3 ZNRF3 +BTN1A1 NEGR1 +SEMA3G LILRA3 +LTF TNFRSF11B +SEMA3G GP6 +PSG9 DSCAM +IL23A LILRA1 +WFIKKN2 IGDCC4 +F12 GP5 +FGF2 ITGB3 +CD40LG CD9 +BMP15 TGFBR1 +WFIKKN2 PRTG +ADM DCLK3 +TNFSF9 FCRL1 +FSTL5 LILRB2 +ANGPTL7 LILRB2 +ANGPTL1 ITGA1_ITGB1 +NR0B2 FGFRL1 +GRP FAP +PSG4 DSCAM +VEGFA CD44 +SLITRK1 TNFRSF11B +TIMP3 DDR1 +SPARC FGFR1 +MXRA5 CD69 +NGF ERBB2 +SLC6A8 LIFR +F11 GP1BB +SPARC ENG +NRG1 FCAMR +VWF ITGA4 +MXRA5 MPIG6B +IL23A SIGLEC6 +CALCA DCLK3 +HAPLN1 PRTG +FSTL5 LILRA1 +F11 GP9 +LGALS3 ENG +NRG2 NRP2 +HAPLN1 TREML2 +EGF TNFRSF11B +MXRA5 AGER +BMP4 GREM2 +NRG2 LRRTM2 +PSG6 DSCAM +RSPO4 ZNRF3 +CXCL10 TLR4 +WFIKKN2 IGDCC3 +PCSK9 LRP8 +F11 GP5 +MIA ITGA5_ITGB1 +MIA ITGA4_ITGB1 +MXRA5 MFAP3L +IMPG2 PRLR +NRG2 MPIG6B +VWF ITGB1 +IL21 IL4R +LTF BTN3A2 +IGFBPL1 DCC +IGSF10 MAG +S100A10 HTR1B +ADM2 DCLK3 +FGB CDH5 +PCSK9 CD36 +SLITRK1 ENPEP +IL5 CSF2RA +CD59 STAB1 +FSTL5 CNTN5 +KITLG LRRN3 +IL10 CD27 +NPPB FAP +MXRA5 AXL +MIA ITGA5 +VIP ADRB1 +RARRES1 NRP2 +BPI SLAMF9 +IGSF1 ACVR1B +FRS3 FGFR1 +SOCS2 EPOR +PI16 MFAP3L +HAPLN1 IL1RL1 +PSG5 PDGFRA +GH1 EPOR +PSG7 DSCAM +IL11 IL6R +VWF ITGA9 +TGFB1 LPP +ADM ACKR3 +HAPLN1 IGDCC4 +IGSF10 SLAMF9 +ETV5 ERBB2 +CCL5 DPP4 +MXRA5 SIGLEC7 +PSG5 TNFRSF12A +CALCA ACKR3 +GPC3 FLT1 +HAPLN1 TNFRSF11B +CNTN6 PTPRG +MBL2 C1QB +ADO ADORA2B +SCEL ENG +APOB TREM2 +CLCF1 SORL1 +GPC3 UNC5C +F12 GP9 +GHRH DPP4 +CNTN4 LVRN +FSTL5 GP6 +LTF BOC +SNX14 HTR6 +SLIT2 PLXNA1 +LTF AGER +HAPLN1 MPIG6B +WNT7B ADGRA2 +IFNA2 CR2 +IGFBP7 MPIG6B +IL10 CD70 +ADO ADORA1 +F12 GP1BB +GDF11 ACVR1C +GPC3 VSIG10L +IFNG MPL +FSTL5 IL6R +MBL2 LRP1 +GCG FAP +HAPLN1 AGER +PSG7 DCC +IL6 MUSK +PSG9 AXL +NTN1 DSCAM +AGRP MC1R +IL4 IL21R +MXRA5 SIGLEC8 +GIP FAP +TPSB2 F2RL1 +GPC3 UNC5D +PLA2G2A EGFR +NRG1 SIGLEC7 +AGRP SDC1 +PI16 TNFRSF21 +IGSF10 MILR1 +RSPO1 RNF43 +RSPO4 RNF43 +FSTL5 CHL1 +WNT7A ADGRA2 +POMC MRAP +GPC3 TNFRSF11B +TNFSF10 CCR6 +IL23A GP6 +NPY ADRB2 +IL6 FCGR3B +LGALS3 MCAM +LTF IL1RL1 +PAM FAP +FSTL5 SDK2 +TREML4 SIGLEC8 +F8 LRP4 +RSPO3 RNF43 +SCUBE2 KDR +DBP ACKR1 +MFGE8 ITGB5 +C4A CD46 +BMP7 ACVR1B +PSG7 CLEC4A +IL3 CSF2RA +IL10 IFNLR1 +ADO ADORA2A +ANGPTL1 LILRB2 +MIA ITGA4 +CD1D CEACAM5 +ENTPD1 TMIGD3 +CNTF CRLF1 +IL22 IL20RA +NRG3 EGFR +CSF1 CSF2RA +CSF3 CSF2RA +MAML2 NOTCH2 +MAML2 NOTCH3 +MAML2 NOTCH1 +MAML2 NOTCH4 +BMP6 AMHR2 +GDF11 ACTR2 +GDF1 ACTR2 +INHBA ACTR2 +BMP7 ACTR2 +BMP2 ACTR2 +BMP15 ACTR2 +CSF1 CSF3R +IL36G IFNAR1 +IL36G IFNAR2
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/liana_resources.loc Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,4 @@ +# LIANA resources for testing - minimal cached consensus +# Tab-separated: value, name, description, path +# path is directory containing {value}.tsv +consensus Consensus Consensus L-R database (minimal test) ${__HERE__}/liana-db/consensus
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/ortholog_map.tsv Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,16 @@ +source target +TNFSF11 tNFSF11 +DLL1 dLL1 +CD47 cD47 +ADAM12 aDAM12 +EREG eREG +PTPRC pTPRC +MET mET +CD44 cD44 +HAVCR2 hAVCR2 +ADGRB1 aDGRB1 +COLEC12 cOLEC12 +LGALS9 lGALS9 +ADAM10 aDAM10 +NRG2 nRG2 +MRC2 mRC2
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/resources_list.txt Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,17 @@ +baccin2019 +cellcall +cellchatdb +cellinker +cellphonedb +celltalkdb +connectomedb2020 +consensus +embrace +guide2pharma +hpmr +icellnet +italk +kirouac2010 +lrdb +mouseconsensus +ramilowski2015
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tool-data/liana_resources.loc.sample Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,4 @@ +# LIANA resources - populated by Data Manager (Admin → Data Managers → Download LIANA Resources) +# Tab-separated: value, name, description, path +# value name description path +# consensus Consensus Consensus L-R database liana-db/Consensus
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tool_data_table_conf.xml.sample Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,8 @@ +<?xml version="1.0"?> +<tables> + <!-- LIANA Ligand-Receptor Resources (populated by data_manager_liana_resources) --> + <table name="liana_resources" comment_char="#"> + <columns>value, name, description, path</columns> + <file path="tool-data/liana_resources.loc.sample" /> + </table> +</tables>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tool_data_table_conf.xml.test Tue Mar 10 13:41:01 2026 +0000 @@ -0,0 +1,8 @@ +<?xml version="1.0"?> +<tables> + <!-- LIANA resources for testing - uses cached test data --> + <table name="liana_resources" comment_char="#"> + <columns>value, name, description, path</columns> + <file path="${__HERE__}/test-data/liana_resources.loc" /> + </table> +</tables>