Mercurial > repos > iuc > modify_loom
changeset 0:c8e4d0b9ae8c draft
"planemo upload for repository https://github.com/galaxyproject/tools-iuc/tree/master/tools/anndata/ commit dc9d19d1f902f3ed54009cd0e68c8518c284b856"
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/loompy_to_tsv.py Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,82 @@ +#!/usr/bin/env python + +"""Converts a loompy file to tsv file(s). Each layer becomes a new file.""" + +import argparse + +import loompy + +parser = argparse.ArgumentParser(description="Loompy file converter flags") +parser.add_argument('--version', action='version', version='%(prog)s 0.1.0', + help="Displays tool version") +parser.add_argument("-f", "--file", help="loom file to import") +args = parser.parse_args() + +file = args.file + +matrices = [] +allcols = [] +colstrings = [] +allrows = [] + +# Build background info for all attributes and layers +loompyfile = loompy.connect(file) +row_attributes = loompyfile.ra.keys() # List of row attributes +for row in row_attributes: # Each list represents rownames for row_attributes + c_row = loompyfile.ra[row] + c_row = [str(r) for r in c_row] + allrows.append(c_row) +col_attributes = loompyfile.ca.keys() # List of column attributes +for col in col_attributes: # each list represents colnames for col_attributes + c_col = loompyfile.ca[col] + c_col = [str(c) for c in c_col] + allcols.append(c_col) +layers = loompyfile.layers.keys() # List of layers +for layer in layers: # List with each element being a loompy layer + c_layer = loompyfile[layer] + c_layer = c_layer[:, :] + c_layer = c_layer.astype(str) + matrices.append(c_layer) + +# Create column attribute output +with open("attributes/col_attr.tsv", "w") as colout: + col_attributes = "\t".join(col_attributes) + "\n" + colout.write(col_attributes) + for length in range(0, len(c_col)): + attributestring = "" + for col in allcols: + attributestring = attributestring + col[length] + "\t" + while attributestring[-1] == "\t": + attributestring = attributestring[:-1] + colout.write(attributestring) + colout.write("\n") +# Create row attribute output +with open("attributes/row_attr.tsv", "w") as rowout: + row_attributes = "\t".join(row_attributes) + "\n" + rowout.write(row_attributes) + for length in range(0, len(c_row)): + attributestring = "" + for row in allrows: + attributestring = attributestring + row[length] + "\t" + while attributestring[-1] == "\t": + attributestring = attributestring[:-1] + rowout.write(attributestring) + rowout.write("\n") + +# Build output files for each layer +for x in range(0, len(layers)): + # Output file name generation + if layers[x] in layers[0: x]: # Different output names if layers have same names somehow + repeats = layers[0, x].count(layer[x]) + outputname = "output/" + layers[x] + repeats + ".tsv" + elif layers[x] == "": # Empty layer name + outputname = "output/mainmatrix.tsv" + else: + outputname = "output/" + str(layers[x]) + ".tsv" # Usual case +# Matrix output + with open(outputname, "w") as outputmatrix: + for line in matrices[x]: + line = "\t".join(line) + line += "\n" + line = line + outputmatrix.write(line)
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/macros.xml Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,80 @@ +<macros> + <token name="@VERSION@">0.6.22.post1</token> + <token name="@GALAXY_VERSION@">galaxy1</token> + <xml name="requirements"> + <requirements> + <requirement type="package" version="@VERSION@">anndata</requirement> + <requirement type="package" version="2.0.17">loompy</requirement> + <requirement type="package" version="2.9.0">h5py</requirement> + <yield /> + </requirements> + </xml> + <xml name="citations"> + <citations> + <citation type="doi">10.1186/s13059-017-1382-0</citation> + </citations> + </xml> + <xml name="version_command"> + <version_command><![CDATA[python -c "import anndata as ad;print('anndata version: %s' % ad.__version__); import loompy;print('\nloompy version: %s' % loompy.__version__)"]]></version_command> + </xml> + <token name="@CMD@"><![CDATA[ +cat '$script_file' && +python '$script_file' + ]]> + </token> + <token name="@LOOMCMD@"><![CDATA[ +mkdir ./output && +mkdir ./attributes && +python '$__tool_directory__/loompy_to_tsv.py' -f '${hd5_format.input}' + ]]> + </token> + <token name="@CMD_imports@"><![CDATA[ +import anndata as ad + ]]> + </token> + <token name="@HELP@"><![CDATA[ +**AnnData** + +AnnData provides a scalable way of keeping track of data together with learned annotations. It is used within `Scanpy <https://github.com/theislab/scanpy>`__, for which it was initially developed. + +AnnData stores a data matrix `X` together with annotations of observations `obs`, variables `var` and unstructured annotations `uns`. + +.. image:: https://falexwolf.de/img/scanpy/anndata.svg + + +AnnData stores observations (samples) of variables (features) in the rows of a matrix. This is the convention of the modern classics +of statistics (`Hastie et al., 2009 <https://web.stanford.edu/~hastie/ElemStatLearn/>`__) and machine learning (Murphy, 2012), the convention of dataframes both in R and Python and the established statistics +and machine learning packages in Python (statsmodels, scikit-learn). + +More details on the `AnnData documentation +<https://anndata.readthedocs.io/en/latest/anndata.AnnData.html>`__ + + +**Loom data** + +Loom files are an efficient file format for very large omics datasets, consisting of a main matrix, optional additional layers, a variable number of row and column annotations, and sparse graph objects. + +.. image:: https://linnarssonlab.org/loompy/_images/Loom_components.png + + +Loom files to store single-cell gene expression data: the main matrix contains the actual expression values (one column per cell, one row per gene); row and column annotations contain metadata for genes +and cells, such as Name, Chromosome, Position (for genes), and Strain, Sex, Age (for cells). + + ]]> + </token> + <xml name="params_chunk_X"> + <conditional name="chunk"> + <param name="info" type="select" label="How to select the chunk?"> + <option value="random">Random chunk of defined size</option> + <option value="specified">Specified indices</option> + </param> + <when value="random"> + <param name="size" type="integer" value="1000" label="Size of chunk to randomly select"/> + <param name="replace" type="boolean" truevalue="True" falsevalue="False" checked="true" label="Random sampling of indices with replacement?"/> + </when> + <when value="specified"> + <param name="list" type="text" value="" label="List of comma-separated indices to return"/> + </when> + </conditional> + </xml> +</macros>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/modify_loom.py Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,108 @@ +#!/usr/bin/env python +"""This program adds layers, row attributes or column attributes for loom files""" + +import argparse + +import loompy +import numpy as np + +parser = argparse.ArgumentParser(description="Loompy file converter flags") +parser.add_argument('--VERSION', action='version', version='%(prog)s 0.1.0', + help="Displays tool version") +parser.add_argument('--file', '-f', + help="Loom file to which data will be added") +parser.add_argument('--rowfile', '-r', help="File of row attributes & values") +parser.add_argument('--colfile', '-c', + help="File of column attributes and values") +parser.add_argument('--layers', '-l', nargs='*', + help="Input tsv files. First file becomes main layer.") +parser.add_argument('--add', '-a', choices=["rows", "cols", "layers"], + help="Selects rows, columns or layers to be added to file") +args = parser.parse_args() + +lfile = args.file +if args.rowfile: + rowfile = args.rowfile +if args.colfile: + colfile = args.colfile +if args.layers: + alllayers = args.layers +addselect = args.add +# Check proper flags for chosen attributes are being added +if addselect == "cols" and not args.colfile: + raise Exception("To add column attributes, column flag and file must be provided") +if addselect == "rows" and not args.rowfile: + raise Exception("To add row attributes, row flag and file must be provided") +if addselect == "layers" and not args.layers: + raise Exception("To add layers, a layer flag and file(s) must be provided") + +layernames = [] +rowdict = {} +coldict = {} + +with loompy.connect(lfile) as loomfile: + # Loom file dimensions + nrow = loomfile.shape[0] + ncol = loomfile.shape[1] + if addselect == "layers": + layernames = [] + # Generate layer names based on file names + for x in range(0, len(alllayers)): + layer = alllayers[x] + layer = layer.split("/")[-1].split(".")[-2] # Takes away path, takes off extension + layernames.append(layer) + # Add in the layers themselves + for layer in range(0, len(alllayers)): + matrix = "" + with open(alllayers[layer], "r") as infile: + rows = 0 + count = 0 + for line in infile: + if count == 0: + cols = len(line.split("\t")) + if cols != ncol: + raise Exception("Dimensions of new matrix incorrect for this loom file. New matrices must be %d by %d" % (nrow, ncol)) + matrix = matrix + line + "\t" + rows += 1 + if rows != nrow: + raise Exception("Dimensions of new matrix incorrect for this loom file. New matrices must be %d by %d") + matrix = matrix.split("\t") + matrix = [float(n) for n in matrix[:-1]] + matrix = np.asarray(matrix).reshape(nrow, ncol) + loomfile[layernames[layer]] = matrix + elif addselect == "rows": + with open(rowfile, "r") as rows: + count = 0 + for line in rows: + line = line.strip().split("\t") + if count == 0: # First time through + row_attributes = line + for x in row_attributes: + rowdict[x] = [] + count += 1 + else: + for x in range(0, len(line)): + rowdict[row_attributes[x]].append(line[x]) + for x in row_attributes: + if len(rowdict[x]) != nrow: + raise Exception("Incorrect length of row. Row length must be: %d" % nrow) + loomfile.ra[x] = rowdict[x] + elif addselect == "cols": + with open(colfile, "r") as cols: + count = 0 + for line in cols: + line = line.replace('\"', "") + line = line.replace(' ', "") + line = line.strip().split("\t") + if count == 0: # First time through + col_attributes = line + for x in col_attributes: + coldict[x] = [] + count += 1 + else: + for x in range(0, len(line)): + coldict[col_attributes[x]].append(line[x]) + for y in col_attributes: + if len(coldict[y]) != ncol: + raise Exception("Incorrect length of column. Column length must be: %d" % ncol) + loomfile.ca[y] = coldict[y]
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/modify_loom.xml Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,72 @@ +<tool id="modify_loom" name="Manipulate loom object" version="@VERSION@+@GALAXY_VERSION@"> + <description>Add layers, or row/column attributes to a loom file</description> + <macros> + <import>macros.xml</import> + </macros> + <expand macro="requirements"/> + <expand macro="version_command"/> + <command detect_errors="exit_code"><![CDATA[ +python '$__tool_directory__/modify_loom.py' -f '${input}' +#if $which_add.add_type == "cols": + -a cols -c '${which_add.cols}' +#else if $which_add.add_type == "cols": + -a rows -r '${which_add.rows}' +#else if $which_add.add_type == "layers": + -a layers -l '${which_add.layers}' +#end if +&& cp '${input}' loom_add_out.loom + ]]></command> + <inputs> + <param name="input" type="data" format="loom" label="Loom file"/> + <conditional name="which_add"> + <param name="add_type" type="select" label="Select data attribute to add to loom"> + <option value="cols">Columns</option> + <option value="rows">Rows</option> + <option value="layers">Layers</option> + </param> + <when value="cols"> + <param name="cols" type="data" format="tabular" label="Column file of same dimensions as existing file"/> + </when> + <when value="rows"> + <param name="rows" type="data" format="tabular" label="Row file of same dimensions as existing file"/> + </when> + <when value="layers"> + <param name="layers" type="data" multiple="true" format="tabular" label="Layer file(s) of same dimensions as existing file"/> + </when> + </conditional> + </inputs> + <outputs> + <data name="loomout" format="loom" from_work_dir='loom_add_out.loom' label="Expanded loom file from '${on_string}'"/> + </outputs> + <tests> + <test expect_num_outputs="1"> + <param name="input" value="addtest.loom"/> + <param name="add_type" value="cols"/> + <param name="cols" value="cols.tsv"/> + <output name="loomout" value="addloomout1.loom" ftype="loom" compare="sim_size"/> + </test> + <test expect_num_outputs="1"> + <param name="input" value="addtest.loom"/> + <param name="add_type" value="rows"/> + <param name="rows" value="rows.tsv"/> + <output name="loomout" value="addloomout2.loom" ftype="loom" compare="sim_size"/> + </test> + <test expect_num_outputs="1"> + <param name="input" value="addtest.loom"/> + <param name="add_type" value="layers"/> + <param name="layers" value="addlayer1.tsv"/> + <output name="loomout" value="addloomout3.loom" ftype="loom" compare="sim_size"/> + </test> + </tests> + <help><![CDATA[ +This tool allows the user to modify an existing loom data file by adding column attributes, row attributes or additional layers via tsv files. + ]]></help> + <citations> + <citation type="bibtex">@UNPUBLISHED{Linnarsson2016, + author = "Linnarsson lab" + title = "Loompy" + year = "2013" + note = "https://github.com/linnarsson-lab/loompy"} + </citation> + </citations> +</tool>
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/adata.csv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,4 @@ +,c1,c2 +r1,1.0,0.0 +r2,3.0,0.0 +r3,5.0,6.0 \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/adata.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,6 @@ +# A regular comment +# The next comment is actually colnames +# c1 c2 +r1 1.0 0.0 +r2 3.0 0.0 +r3 5.0 6.0
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/addlayer1.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,9 @@ +-4.38397705861083 14.292813312163 -3.50113245239144 0.822254333007829 1.00150289648448 2.43591204698924 -0.356677013622828 -6.11947364969354 2.56281003005924 6.63909009032078 -0.78946499862756 4.69845868698249 0.555316773542253 1.14493347970535 -2.13170480396421 0.671242754395511 -1.24598424970653 2.35762885939 0.808249063291586 2.13338650412044 -0.442400711567299 0.185262494040311 2.11898976841304 1.33325569029047 -1.59297725345935 -0.966752781646448 3.58792591654639 1.66406580309397 0.63327385793388 -0.308925411126234 1.62030751470511 -0.551680746030133 0.481109445913889 -1.29522624182828 -1.2921145302749 1.35092954319461 0.357971803776218 0.602387478388324 -0.86450428384588 -0.253516849675122 -0.191991523300002 -1.23045693386899 1.10601149579208 0.474927307151347 0.0295127518668576 0.347320109574423 -0.124263697792595 -1.1355438083115 -0.408955132576027 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/barcodes_10x_v1.2.0.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,12 @@ +AACACGTGTACGCTGC-1 +AAGGAGCTCCGATATG-1 +AGGCCGTAGTGAAGTT-1 +CCTATTACAACGCACC-1 +CCTTTCTAGGGCTTCC-1 +CGTGTAAAGGATGGAA-1 +GACGCGTCAATGTAAG-1 +GACTACAAGATCACGG-1 +GGTGCGTGTTAAGACA-1 +TAGCCGGGTTAGATGA-1 +TCCACACCATGAGCGA-1 +TTTATGCCATCCGTGG-1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/barcodes_10x_v3.0.0.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,1107 @@ +AAACCCAAGGAGAGTA-1 +AAACGCTTCAGCCCAG-1 +AAAGAACAGACGACTG-1 +AAAGAACCAATGGCAG-1 +AAAGAACGTCTGCAAT-1 +AAAGGATAGTAGACAT-1 +AAAGGATCACCGGCTA-1 +AAAGGATTCAGCTTGA-1 +AAAGGATTCCGTTTCG-1 +AAAGGGCTCATGCCCT-1 +AAAGGGCTCCGTAGGC-1 +AAAGGTACAACTGCTA-1 +AAAGTCCAGCGGGTTA-1 +AAAGTCCCACCAGCCA-1 +AAAGTGATCGTACACA-1 +AAATGGAAGCCGCTTG-1 +AAATGGACAATGCTCA-1 +AAATGGAGTACCGCGT-1 +AAATGGATCCTATTTG-1 +AACAAAGGTGATGAAT-1 +AACAACCCACGCTATA-1 +AACAAGAGTTATAGAG-1 +AACAGGGGTGGGAGAG-1 +AACCCAACAACTGATC-1 +AACCCAAGTGGGCTTC-1 +AACCCAATCTTACCGC-1 +AACCTGACATCCTATT-1 +AACCTTTGTTTCGGCG-1 +AACGAAAAGGTTGGTG-1 +AACGAAACAGCGTTTA-1 +AACGAAATCCATTTAC-1 +AACGGGAGTCGCTCGA-1 +AACGTCAAGACGCCCT-1 +AAGAACAAGACCATTC-1 +AAGAACAAGCCTCAGC-1 +AAGAACATCTTGCAAG-1 +AAGACAACACTTCAGA-1 +AAGACAACAGATCACT-1 +AAGACAATCCGCGAGT-1 +AAGCATCAGGTCCGAA-1 +AAGCATCCAGTCTTCC-1 +AAGCGTTCACTGATTG-1 +AAGCGTTTCGCTATTT-1 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+ACGATCATCCGTTGGG-1 +ACGCACGAGAGAGTGA-1 +ACGGTCGTCACTACGA-1 +ACGGTTAAGTGCTCAT-1 +ACGTAACTCATATGGC-1 +ACGTAACTCTTCGATT-1 +ACGTACAAGCTGTTCA-1 +ACGTACACAAAGCTCT-1 +ACGTACACAGACGATG-1 +ACGTAGTCACGCCACA-1 +ACGTAGTCATTAGGAA-1 +ACGTTCCGTGGGTCAA-1 +ACTATCTGTGTGTACT-1 +ACTATGGAGAAATCCA-1 +ACTCCCAAGGTTGGTG-1 +ACTCCCATCGTCCTCA-1 +ACTGATGAGCAGCGAT-1 +ACTGATGCACCAGCCA-1 +ACTGTGACAACTCGAT-1 +ACTTATCTCTAAGGAA-1 +ACTTCGCAGAACCGCA-1 +ACTTCGCGTACTCCGG-1 +ACTTTCAAGTATGACA-1 +ACTTTCAGTACGCGTC-1 +AGAAATGTCATTCGTT-1 +AGAAGCGGTCTAGATC-1 +AGAAGCGTCTGCGTCT-1 +AGACAAAGTAGCTTGT-1 +AGACCATCATTACTCT-1 +AGACTCATCAACGCTA-1 +AGACTCATCAGAGCGA-1 +AGAGAATAGAGGGTCT-1 +AGAGAATCACCCAACG-1 +AGAGAGCAGTTGTCGT-1 +AGAGCAGGTCATAAAG-1 +AGAGCAGGTTGAGTCT-1 +AGAGCAGTCGCGCTGA-1 +AGAGCCCGTCACTCGG-1 +AGATAGAGTGACACGA-1 +AGATCGTCAGGACTTT-1 +AGATGAACAGGCACAA-1 +AGATGCTGTACGGTTT-1 +AGATGCTGTGTGGTCC-1 +AGCATCAGTCGGTGTC-1 +AGCATCAGTGGTCCGT-1 +AGCCAATAGTCCCTAA-1 +AGCCACGCAGGTTCGC-1 +AGCCACGGTTCCGCGA-1 +AGCCACGTCCGAGAAG-1 +AGCCAGCGTAATGCGG-1 +AGCCAGCGTAGTTAGA-1 +AGCGTATTCAGTGGGA-1 +AGCGTCGCATTGACCA-1 +AGCTACACAGTCGGAA-1 +AGCTACAGTCGTTTCC-1 +AGGAAATTCACCATGA-1 +AGGAATACAAACTCGT-1 +AGGAATATCATTACGG-1 +AGGACGAAGACCTTTG-1 +AGGACGAAGATTAGTG-1 +AGGACGATCACTGATG-1 +AGGACGATCCAGTACA-1 +AGGACTTTCCTACCAC-1 +AGGATAAAGAACAAGG-1 +AGGCCACAGGGCCAAT-1 +AGGCTGCAGGGCTTCC-1 +AGGCTGCGTGTGTGTT-1 +AGGGAGTGTGTCGCTG-1 +AGGGCTCCAATACGCT-1 +AGGGTCCCAGGACATG-1 +AGGGTCCCAGTAGTTC-1 +AGGGTTTCAGCGTGCT-1 +AGGTAGGAGGAAGTAG-1 +AGGTAGGCAAAGCGTG-1 +AGGTCATTCAAGTCGT-1 +AGGTGTTCATTAAGCC-1 +AGGTGTTGTCGATTAC-1 +AGGTGTTTCAATGCAC-1 +AGGTGTTTCGTTACCC-1 +AGGTTACAGGTGCGAT-1 +AGGTTACGTCTGATAC-1 +AGTAACCCAAGCTCTA-1 +AGTAACCTCGTTGTAG-1 +AGTACCAGTGGGTCAA-1 +AGTACCATCAGCTTGA-1 +AGTAGCTAGGAGTACC-1 +AGTAGCTCACTGCTTC-1 +AGTAGCTCAGGCACTC-1 +AGTAGCTGTTAGAAAC-1 +AGTAGTCGTATGACAA-1 +AGTCAACAGTCATGCT-1 +AGTCAACGTACACGCC-1 +AGTCTCCCAACCGTGC-1 +AGTCTCCGTGAGTCAG-1 +AGTGCCGCATCTGGGC-1 +AGTTAGCAGTCAGGGT-1 +AGTTAGCGTACCATAC-1 +AGTTAGCGTTCATCGA-1 +AGTTCCCCAAACAGGC-1 +AGTTCCCGTTACACTG-1 +AGTTCGAGTATGCGTT-1 +ATACCGACACACGGTC-1 +ATACTTCGTACGACTT-1 +ATACTTCGTTCGGTAT-1 +ATACTTCTCAGCTGAT-1 +ATACTTCTCGCCGTGA-1 +ATAGACCTCCGCTTAC-1 +ATAGGCTGTGTTACAC-1 +ATATCCTGTATGAGCG-1 +ATCACAGAGACGTCCC-1 +ATCACAGCATGACGTT-1 +ATCACGATCCGCAACG-1 +ATCACTTGTGGCTGCT-1 +ATCCACCCAGCAGTGA-1 +ATCCACCCATGTCTAG-1 +ATCCACCGTTTGTTGG-1 +ATCCATTAGACGCAGT-1 +ATCCCTGCAATTTCTC-1 +ATCCGTCCAACTCCCT-1 +ATCCTATGTCTGTGCG-1 +ATCGATGCAACGGCTC-1 +ATCGATGGTCAATCTG-1 +ATCGGATAGGAAAGGT-1 +ATCGGCGAGTCCTACA-1 +ATCGTAGCATCGGAGA-1 +ATCGTCCAGCCTGAAG-1 +ATCGTCCGTATGAGGC-1 +ATCGTCCTCGGAGCAA-1 +ATCGTGAAGCAGATAT-1 +ATCTCTACAAGAAACT-1 +ATCTCTAGTCGTGGTC-1 +ATCTTCAAGAAGAGCA-1 +ATCTTCACATACTGAC-1 +ATCTTCAGTCTCTCCA-1 +ATCTTCATCTCATAGG-1 +ATGAAAGTCCTTATGT-1 +ATGACCAAGGCTAACG-1 +ATGACCACAATATCCG-1 +ATGAGTCTCCAGTTCC-1 +ATGATCGGTCGAACAG-1 +ATGCGATGTGCTCTTC-1 +ATGCGATGTTGTAGCT-1 +ATGGATCGTAGATTGA-1 +ATGGATCTCGACCTAA-1 +ATGGGAGAGACGTCCC-1 +ATGGGAGCACTCCGGA-1 +ATGGGAGTCCACTGAA-1 +ATGGTTGTCACGGAGA-1 +ATGTCCCCAGGAATCG-1 +ATGTCCCCATAGGTTC-1 +ATGTCCCGTCCTACGG-1 +ATTACTCCAGCTTTGA-1 +ATTACTCGTTGCAACT-1 +ATTCACTAGAAGGCTC-1 +ATTCACTTCTCCGCAT-1 +ATTCAGGCAAGTATCC-1 +ATTCAGGCATAGCTGT-1 +ATTCAGGTCTTCGTGC-1 +ATTCCCGAGTCACTCA-1 +ATTCCTACATGAGATA-1 +ATTCGTTCAGTCTTCC-1 +ATTCGTTGTAACACCT-1 +ATTCGTTGTGTAGCAG-1 +ATTCGTTGTGTTCAGT-1 +ATTCGTTGTTCTTGTT-1 +ATTCTACTCTCGTGAA-1 +ATTCTTGAGTTCCAGT-1 +ATTCTTGGTACAATAG-1 +ATTTCACAGTGCAAAT-1 +ATTTCACGTGGATACG-1 +ATTTCTGCAAGGTCTT-1 +ATTTCTGGTATCCTCC-1 +ATTTCTGTCGATGCAT-1 +ATTTCTGTCGGCCAAC-1 +CAAAGAACACATATCG-1 +CAAAGAACAGCTGTTA-1 +CAAAGAAGTTCTCCCA-1 +CAACAACTCGATACTG-1 +CAACAGTCATCCGTTC-1 +CAACAGTTCGAGCACC-1 +CAACCAAGTTAGAAAC-1 +CAACCTCGTATCGGTT-1 +CAACGATAGACGGAAA-1 +CAACGATAGCCTAGGA-1 +CAACGATCAAAGCACG-1 +CAACGATTCAAGCCCG-1 +CAAGACTAGTGGAAAG-1 +CAAGACTTCAATCGGT-1 +CAAGAGGTCTTCACGC-1 +CAAGCTAGTGGCTGCT-1 +CAAGGGAAGAGTCGAC-1 +CAATCGAAGAGGATCC-1 +CAATCGATCCGTACGG-1 +CAATGACTCAAGCCCG-1 +CAATTTCAGATTGCGG-1 +CACACAACAAGAAACT-1 +CACACAACACGAGGAT-1 +CACAGATCACTCCGAG-1 +CACAGATCATCATGAC-1 +CACAGATGTTCCGTTC-1 +CACAGGCCAACGATCT-1 +CACATGAGTTTCGACA-1 +CACCAAAAGGACATCG-1 +CACCGTTCACCCTAGG-1 +CACGAATCACATAGCT-1 +CACGAATTCAAGTCGT-1 +CACGGGTAGCATTTGC-1 +CACGGGTTCCCGATCT-1 +CACGTTCCAGCTTCCT-1 +CACGTTCTCTATCACT-1 +CACTAAGGTGATAGTA-1 +CACTGAAGTCTTTCTA-1 +CACTGAATCCTGATAG-1 +CACTGGGAGGCGACAT-1 +CACTGGGAGTTACTCG-1 +CACTGGGGTCGCACAC-1 +CACTGTCCACATATGC-1 +CACTTCGTCACCTACC-1 +CAGAGCCGTGCCCGTA-1 +CAGATACTCGTTCCCA-1 +CAGATTGAGAACGTGC-1 +CAGATTGAGCTGAGCA-1 +CAGATTGGTGACTAAA-1 +CAGCAATGTATCGTTG-1 +CAGCAGCTCAGAGTTC-1 +CAGCCAGGTGGGTTGA-1 +CAGCGTGTCCATCACC-1 +CAGGCCAGTTCAATCG-1 +CAGGCCATCACTCACC-1 +CAGGCCATCCACTAGA-1 +CAGGGCTAGATTGGGC-1 +CAGGGCTTCGACGAGA-1 +CAGGTATGTCAGTCTA-1 +CAGGTATGTGTAAATG-1 +CAGTTAGTCGGCCCAA-1 +CAGTTCCCAATCGTCA-1 +CATAAGCGTAGCGCTC-1 +CATAAGCTCCGTGTGG-1 +CATACTTTCAACGAGG-1 +CATCAAGAGCGCCGTT-1 +CATCAAGGTATGGTTC-1 +CATCAAGGTTGTCCCT-1 +CATCCGTGTATCGCTA-1 +CATCGGGTCGCTACAA-1 +CATCGTCTCCGTTGAA-1 +CATGAGTCACCATTCC-1 +CATGCCTCAATTGCTG-1 +CATGCCTCAGGCTATT-1 +CATGCCTGTTCCGCAG-1 +CATTCTAGTAGCTTGT-1 +CATTCTATCAGTAGGG-1 +CATTGAGAGGGACCAT-1 +CATTTCATCTCTCTTC-1 +CCAAGCGAGCTAATCC-1 +CCAAGCGAGGTTCATC-1 +CCAATGAAGGTCACTT-1 +CCAATTTCAAAGGCTG-1 +CCAATTTCATTCGATG-1 +CCACACTCAGGACTTT-1 +CCACCATAGGTCATCT-1 +CCACGAGTCTTCCTAA-1 +CCACGTTTCATCAGTG-1 +CCACGTTTCGTGAGAG-1 +CCACGTTTCTGCTGAA-1 +CCACTTGCAGCTATTG-1 +CCACTTGTCGCAGAGA-1 +CCATAAGGTGAGGAAA-1 +CCATCACCATTAAAGG-1 +CCATCACTCTAACACG-1 +CCCGGAATCAAACCCA-1 +CCCTAACCAGGTTCGC-1 +CCCTAACGTAACTGCT-1 +CCCTTAGGTTTCCAAG-1 +CCGAACGAGCTAAGTA-1 +CCGAACGAGGAACGCT-1 +CCGATCTGTGGAGGTT-1 +CCGATGGGTTCTCGCT-1 +CCGATGGTCACCTCTG-1 +CCGATGGTCTGTCGCT-1 +CCGCAAGCATTCAGGT-1 +CCGCAAGGTACCAGAG-1 +CCGGACAGTGATACCT-1 +CCGGGTACACTCCGAG-1 +CCGGTAGGTAGTACGG-1 +CCGTAGGGTTCCCACT-1 +CCGTAGGTCATACAGC-1 +CCGTGAGAGAGGTCAC-1 +CCGTGAGTCGCCTTTG-1 +CCGTTCACAGAAGCTG-1 +CCTAAGAAGACTCTAC-1 +CCTATCGAGACAGCGT-1 +CCTCAACTCTTAGCCC-1 +CCTCAGTAGCAAGGAA-1 +CCTCAGTCATGATGCT-1 +CCTCAGTTCCGAGCTG-1 +CCTCATGCACTATGTG-1 +CCTCATGGTTTCGCTC-1 +CCTCATGTCTCTCAAT-1 +CCTCCAAAGGCCCGTT-1 +CCTCCAACAACCCTCT-1 +CCTCCAACACAATGAA-1 +CCTCCTCAGTCCCGAC-1 +CCTCCTCCATTCAGGT-1 +CCTCCTCTCAAGCGTT-1 +CCTCTAGCAGACCTAT-1 +CCTCTCCTCGTTCCTG-1 +CCTGCATAGTGGTGAC-1 +CCTGCATCAACGGGTA-1 +CCTGCATGTTCTTAGG-1 +CCTGTTGGTGTGCCTG-1 +CCTGTTGTCAAGAGTA-1 +CCTTCAGAGGAACGTC-1 +CCTTCAGCACAGAGCA-1 +CGAAGGATCGACGCGT-1 +CGAATTGGTCTGTTAG-1 +CGAGAAGTCAAGTTGC-1 +CGAGAAGTCCAATGCA-1 +CGAGGAAAGTCGCGAA-1 +CGAGGAACACTGATTG-1 +CGAGGCTCAGATCACT-1 +CGAGGCTCAGCATGCC-1 +CGAGTGCGTTCCGCGA-1 +CGAGTTAGTCGAGTTT-1 +CGATCGGCAATTGGTC-1 +CGATCGGCAGCGTGAA-1 +CGATGCGAGCAGAAAG-1 +CGATGCGTCGAACCAT-1 +CGATGGCCACTCGATA-1 +CGATGGCGTAGCGTCC-1 +CGCAGGTGTGCTTCAA-1 +CGCATAAAGTGATGGC-1 +CGGAACCGTATCACGT-1 +CGGAACCGTTTGCAGT-1 +CGGACACAGGACAGCT-1 +CGGGACTGTTTCACTT-1 +CGGGTGTTCCGTGACG-1 +CGTAAGTGTGATAGTA-1 +CGTAGTATCAGCCCAG-1 +CGTCAAACAGAATGTA-1 +CGTCCATGTTTGGAAA-1 +CGTGAATAGTCGGCCT-1 +CGTGCTTAGCTTTGTG-1 +CGTGCTTCAAGCGCTC-1 +CGTGCTTGTTTAGACC-1 +CGTGTCTCACAGTACT-1 +CGTGTCTCATGGGTTT-1 +CGTGTCTGTCAGTTTG-1 +CGTTAGATCAGCCTCT-1 +CGTTAGATCATTATCC-1 +CGTTAGATCCAAGAGG-1 +CGTTCTGTCAGCGCAC-1 +CGTTCTGTCCCGAACG-1 +CTAACCCAGCCGCTTG-1 +CTAACCCCACTTCAAG-1 +CTAAGTGCACAATGCT-1 +CTAAGTGGTCCACTCT-1 +CTACAGACAACAAAGT-1 +CTACCTGTCTCGAACA-1 +CTACGGGTCGTTCAGA-1 +CTAGACAGTCGTGGTC-1 +CTAGACAGTCTAACTG-1 +CTAGGTATCTAACGCA-1 +CTATCCGAGCTGTTAC-1 +CTCAACCGTGGATGAC-1 +CTCAACCGTGTGTCGC-1 +CTCAAGAAGATTACCC-1 +CTCAAGAGTCAAAGAT-1 +CTCAATTTCGGAAGGT-1 +CTCACTGCACCTTCCA-1 +CTCAGAACAATTGTGC-1 +CTCAGGGGTCATCGCG-1 +CTCAGGGTCTCACCCA-1 +CTCAGTCAGGGACAGG-1 +CTCATCGAGAGGCGTT-1 +CTCATCGTCGTACCTC-1 +CTCATTAAGGAAGTGA-1 +CTCATTATCGTACACA-1 +CTCCAACCAATCTCTT-1 +CTCCAACGTAGTGTGG-1 +CTCCATGAGACAGCTG-1 +CTCCATGGTGTTGACT-1 +CTCCATGTCATCGTAG-1 +CTCCATGTCGTCGATA-1 +CTCCCAATCAATCAGC-1 +CTCCCTCAGCGCGTTC-1 +CTCCCTCCACCGGAAA-1 +CTCCCTCGTTTACGAC-1 +CTCCCTCTCATCGCTC-1 +CTCCGATTCCTTTAGT-1 +CTCCGATTCTTTCTAG-1 +CTCCTCCTCACCTCTG-1 +CTCCTTTAGATGCTGG-1 +CTCCTTTTCTACACTT-1 +CTCGAGGAGCCTATTG-1 +CTCGAGGAGGAAAGGT-1 +CTCTCAGGTTAAGCAA-1 +CTCTCGATCCATAGGT-1 +CTCTGGTAGTAGGATT-1 +CTGAATGAGCTCTATG-1 +CTGAATGAGGCGAACT-1 +CTGAGGCGTTCAGCGC-1 +CTGATCCGTCGCGTCA-1 +CTGATCCTCCCTCTAG-1 +CTGATCCTCTCTCCGA-1 +CTGCAGGAGCCATTGT-1 +CTGCATCAGCGTCAAG-1 +CTGCATCGTAAGCTCT-1 +CTGCCATTCAGTGTTG-1 +CTGCCATTCGGAACTT-1 +CTGCCTACAAGACTGG-1 +CTGCCTATCTTGATTC-1 +CTGCGAGAGATTAGAC-1 +CTGCGAGAGTGCACTT-1 +CTGCGAGCAGATTCGT-1 +CTGCGAGGTAGGTTTC-1 +CTGCTCACAGCGTTTA-1 +CTGGACGCAACGATTC-1 +CTGGACGCACACGGTC-1 +CTGGACGGTTCCCAAA-1 +CTGGACGTCTCATTTG-1 +CTGGCAGGTTGCAAGG-1 +CTGGCAGTCGTCTCAC-1 +CTGTCGTAGCTGGCCT-1 +CTGTGAAAGGAACGCT-1 +CTGTGAATCATCGCTC-1 +CTGTGGGGTCGTGATT-1 +CTTCAATGTTGGACTT-1 +CTTCGGTCACGTTCGG-1 +CTTCGGTTCCAAGAGG-1 +CTTCTCTTCCTACAAG-1 +CTTGAGAAGAATTGCA-1 +CTTGATTAGGTAGGCT-1 +GAAACCTAGGAGGTTC-1 +GAACACTGTTGGACTT-1 +GAACGTTGTCAGGAGT-1 +GAACTGTCATCGAACT-1 +GAACTGTTCTCAAAGC-1 +GAAGAATAGGTACAAT-1 +GAAGCCCCAGGAACCA-1 +GAAGCGATCAGTAGGG-1 +GAAGGACGTCTGCCTT-1 +GAAGGGTTCGCAGATT-1 +GAAGTAAGTCTAGATC-1 +GAATCACCAGTGGTGA-1 +GACACGCCAGTCCGTG-1 +GACACGCGTTCCAAAC-1 +GACAGCCGTATCGTGT-1 +GACCCTTCAGCGTATT-1 +GACCCTTCATCATCTT-1 +GACCTTCCACCTGCGA-1 +GACCTTCGTCGAGCTC-1 +GACTATGCATCATTGG-1 +GACTATGTCCAAGGGA-1 +GACTCAATCTCCCAAC-1 +GACTGATTCATCCTAT-1 +GACTTCCTCCTCTAGC-1 +GAGAAATCATTGGATC-1 +GAGACCCAGTAGGATT-1 +GAGACTTAGTCACTCA-1 +GAGACTTCAGGCTATT-1 +GAGAGGTTCATAGACC-1 +GAGATGGCATGTAACC-1 +GAGCCTGAGGCAGCTA-1 +GAGCCTGCAGTCTCTC-1 +GAGCCTGGTCCACGCA-1 +GAGCTGCGTCGGATTT-1 +GAGGCAAAGTCACGAG-1 +GAGGGATCACTTGGCG-1 +GAGGGTACAGTTTCAG-1 +GAGGGTAGTCAACACT-1 +GAGGGTATCTGTCCCA-1 +GAGTCATAGGGTTGCA-1 +GAGTGAGGTCGGCTAC-1 +GAGTGTTCACAAGCTT-1 +GAGTGTTGTACGTAGG-1 +GAGTTACAGACGACGT-1 +GAGTTGTAGCGTTACT-1 +GAGTTGTAGTGCGTCC-1 +GAGTTGTCACGGTGCT-1 +GATAGCTGTCGGAAAC-1 +GATAGCTGTCTGTTAG-1 +GATAGCTTCGTGCAGC-1 +GATCACACACCCTGTT-1 +GATCAGTAGGAACATT-1 +GATCAGTAGTGCGCTC-1 +GATCAGTGTTACAGCT-1 +GATCATGAGGCCTAAG-1 +GATCCCTAGAGGATGA-1 +GATCCCTGTAATTAGG-1 +GATCGTACAGCGCGTT-1 +GATCGTATCTCTGGTC-1 +GATGACTTCGTGGCGT-1 +GATGACTTCTCTAGGA-1 +GATGAGGCAAATGCGG-1 +GATGATCGTATGGAAT-1 +GATGATCGTGTAACGG-1 +GATGCTAGTACAGGTG-1 +GATGCTATCCTACGAA-1 +GATGGAGAGCCAGACA-1 +GATGGAGCACTTGAAC-1 +GATGGAGTCTGCGGCA-1 +GATGGAGTCTTCCAGC-1 +GATTCTTGTACAGTCT-1 +GATTGGTGTTGAGAGC-1 +GATTTCTCAAGTGGGT-1 +GATTTCTTCCTTCAGC-1 +GCAACCGTCATTTCCA-1 +GCAACCGTCGAACGGA-1 +GCACGGTAGTAGTCTC-1 +GCACGGTCACCCAACG-1 +GCACGTGTCAGACATC-1 +GCAGCCAAGAGGTCAC-1 +GCAGCCACATACATCG-1 +GCAGCCAGTTGCGTAT-1 +GCAGCCATCACCGGGT-1 +GCAGCTGGTAAGTTAG-1 +GCAGCTGGTGGGTCAA-1 +GCAGCTGTCAAAGCCT-1 +GCAGCTGTCCTTCTGG-1 +GCAGTTACACATTCTT-1 +GCAGTTATCTCTCTTC-1 +GCATCGGGTAACGATA-1 +GCCAACGTCTAACGCA-1 +GCCAACGTCTGCATAG-1 +GCCAGGTGTTAGAAAC-1 +GCCAGTGAGTCCTACA-1 +GCCGATGAGTAACCTC-1 +GCCGATGCATCTTTCA-1 +GCCGTGACAACGACTT-1 +GCCGTGACATGCCGGT-1 +GCCGTGAGTCAGTCCG-1 +GCCTGTTCACAGTCAT-1 +GCGAGAAAGTTGTAGA-1 +GCGAGAATCCTCAGAA-1 +GCGGAAAGTGTGTCCG-1 +GCGGATCAGCAACTTC-1 +GCTACCTCACGCACCA-1 +GCTACCTGTCCTACAA-1 +GCTGAATAGCACTCTA-1 +GCTGAATCACACGGAA-1 +GCTGAATTCGTTAGTG-1 +GCTGCAGAGGGCAGAG-1 +GCTGCAGGTGCTGATT-1 +GCTGCAGGTTGACGGA-1 +GCTGGGTAGTACAACA-1 +GCTTCACCAACACGAG-1 +GCTTGGGAGAAGGTAG-1 +GCTTTCGAGTGCAAAT-1 +GCTTTCGGTTCGGGTC-1 +GCTTTCGTCCGGTAGC-1 +GCTTTCGTCTGGGTCG-1 +GGAACCCAGCCATTTG-1 +GGAACCCTCTAATTCC-1 +GGAAGTGCAACCCTCT-1 +GGAATCTCAAACTGCT-1 +GGAATCTTCAATCTCT-1 +GGAATGGAGGACTAAT-1 +GGAATGGCACGACGCT-1 +GGACGTCGTTCAACGT-1 +GGAGAACGTGCCCACA-1 +GGAGGATGTATGAAAC-1 +GGAGGTAAGGCGTTGA-1 +GGAGGTATCTGGTGCG-1 +GGATCTAGTGCCTGCA-1 +GGATCTATCACCTACC-1 +GGATCTATCATAAGGA-1 +GGATGTTAGCCGGATA-1 +GGCTGTGCAAAGCTAA-1 +GGCTGTGCACGGTGAA-1 +GGCTGTGGTCCACATA-1 +GGCTTGGCACCGAATT-1 +GGCTTGGGTAGATCGG-1 +GGCTTGGTCTTCTTCC-1 +GGGACAATCCGATCTC-1 +GGGACCTGTTCTTGTT-1 +GGGACTCCACATATCG-1 +GGGACTCCACGGGCTT-1 +GGGAGATCACGGGTAA-1 +GGGAGATTCACGGACC-1 +GGGAGTAAGCAGGCAT-1 +GGGAGTATCACCTCGT-1 +GGGAGTATCTTAGCCC-1 +GGGATCCAGGGCAATC-1 +GGGATGAAGGGAGGGT-1 +GGGATGAAGTCCCGAC-1 +GGGCCATTCAGACCGC-1 +GGGCTACAGACCAAAT-1 +GGGCTACAGGCAGTCA-1 +GGGCTCATCGCAATTG-1 +GGGTAGAAGTAGGGTC-1 +GGGTCACCAGGAGGTT-1 +GGGTCACGTCCTTAAG-1 +GGGTCACTCACAAGGG-1 +GGGTCTGGTTTGAAAG-1 +GGGTCTGTCCCGTTCA-1 +GGGTGAACATAAGCAA-1 +GGGTTATCAGCCATTA-1 +GGGTTTACACAGAGCA-1 +GGGTTTACACTAAACC-1 +GGTAATCCAAAGGAGA-1 +GGTAATCCACAGCATT-1 +GGTAATCCATACCACA-1 +GGTAATCTCAAGTTGC-1 +GGTAGAGAGACCAGCA-1 +GGTCACGCAATGGCCC-1 +GGTCACGGTCGTGATT-1 +GGTCTGGTCAGACATC-1 +GGTCTGGTCTCCCAAC-1 +GGTGATTAGCTGTACT-1 +GGTGATTCAGCTCGGT-1 +GGTGGCTGTGCGCTCA-1 +GGTGTCGCAACGATCT-1 +GGTGTCGGTGTTATCG-1 +GGTGTTAGTGGATTTC-1 +GGTTCTCCAGGTTCCG-1 +GGTTGTATCGAAGGAC-1 +GTAACACAGCTCCGAC-1 +GTAACACGTAGATGTA-1 +GTAACACGTGGCGTAA-1 +GTAAGTCTCGATTGGT-1 +GTAATCGCAGTTTCGA-1 +GTAATCGGTTGCGAAG-1 +GTAATGCCACCAGTAT-1 +GTACAACAGATAGCTA-1 +GTAGAAACATGGACAG-1 +GTAGAAATCTGAGATC-1 +GTAGAGGCAACTTCTT-1 +GTAGATCCATCCCGTT-1 +GTAGCTATCTCATGGA-1 +GTAGGAGTCCGTCACT-1 +GTAGGTTCAGAAGCGT-1 +GTAGGTTGTGTTCGTA-1 +GTAGTACCACCCTATC-1 +GTAGTACTCTGTGTGA-1 +GTATTTCAGAAGAGCA-1 +GTCAAACCAAGCACCC-1 +GTCACGGAGCGGGTTA-1 +GTCACGGCACCGTACG-1 +GTCACTCTCTTGAACG-1 +GTCATGAAGTTTGGCT-1 +GTCATGACATTGGATC-1 +GTCATTTCAAGAGAGA-1 +GTCATTTTCCTAGAGT-1 +GTCCCATCATGCCGAC-1 +GTCCTCAAGTCACGAG-1 +GTCGAATAGGAGTATT-1 +GTCGAATCAGAACCGA-1 +GTCGAATGTCAAGCGA-1 +GTCGCGAAGCAGCGAT-1 +GTCGCGAGTTTACCTT-1 +GTCTACCCAGGAAGTC-1 +GTCTAGAGTATGTCAC-1 +GTCTAGATCGAGAGAC-1 +GTCTGTCAGATACGAT-1 +GTCTGTCTCGAGCCTG-1 +GTGAGCCGTGATCGTT-1 +GTGAGCCTCTGGAAGG-1 +GTGAGGAAGCATTGAA-1 +GTGAGGACACAACATC-1 +GTGAGGACACTTTAGG-1 +GTGAGTTTCCAATGCA-1 +GTGATGTAGACATCAA-1 +GTGCGTGAGCTTCTAG-1 +GTGCTGGCAGGCTACC-1 +GTGCTGGTCAAACCTG-1 +GTGCTTCAGACCATAA-1 +GTGCTTCCACTCATAG-1 +GTGCTTCGTCGCTTGG-1 +GTGGAAGAGCCAAGTG-1 +GTGGCGTAGAATAACC-1 +GTGGCGTCAATCGAAA-1 +GTGGGAAAGGTCGTAG-1 +GTGGGAACATGAGTAA-1 +GTGGTTAAGTAACCGG-1 +GTGTAACTCTTGGTGA-1 +GTGTCCTAGTCGGCCT-1 +GTGTCCTCAGTTGTTG-1 +GTGTCCTGTGGCCTCA-1 +GTGTGATCACTACGGC-1 +GTGTGATTCTTACGTT-1 +GTGTGGCAGGTACTGG-1 +GTGTGGCAGGTAGTCG-1 +GTGTGGCTCACCACAA-1 +GTGTTCCGTAGTTCCA-1 +GTTACAGAGTGTAGTA-1 +GTTACAGCAAATCAGA-1 +GTTACGAGTATGAGAT-1 +GTTAGTGAGAACGTGC-1 +GTTAGTGCACCTCTAC-1 +GTTATGGTCGTTCCTG-1 +GTTCCGTAGTTGCCCG-1 +GTTCCGTCACCCGTAG-1 +GTTCTATCAAATGAGT-1 +GTTCTATCACGTGTGC-1 +GTTCTATTCTACACTT-1 +GTTGAACAGGAACATT-1 +GTTGAACGTACCCGCA-1 +GTTGCGGAGCTGCCTG-1 +GTTGCTCAGTTTCGAC-1 +GTTGCTCTCATTTCCA-1 +GTTGTAGCAGTTCTAG-1 +GTTGTGATCTCGGTCT-1 +GTTTGGAGTGTATACC-1 +TAACGACCACATATGC-1 +TAACGACGTGCCTACG-1 +TAACTTCGTTGTGGAG-1 +TAAGCACAGAAGCTGC-1 +TAAGCACTCACCATAG-1 +TAAGCCATCTGGCCTT-1 +TAAGCGTTCGTTGCCT-1 +TAAGCGTTCTGTCGTC-1 +TAATTCCCACTCCGGA-1 +TAATTCCGTATTGACC-1 +TAATTCCGTCAGTCCG-1 +TACAACGCAAAGGTTA-1 +TACAACGCATAGATCC-1 +TACACCCTCGACTCCT-1 +TACAGGTTCCTTACCG-1 +TACATTCGTGGCTTAT-1 +TACCTCGCACCCAACG-1 +TACCTGCAGTCTGCAT-1 +TACCTGCTCCAAGCTA-1 +TACGCTCTCTCGGTCT-1 +TACGCTCTCTTAAGGC-1 +TACGGGCTCAACGAGG-1 +TACGGGCTCTACCACC-1 +TACGTCCCAAGTGATA-1 +TACGTCCCATGTGTCA-1 +TACTTCATCATGCCGG-1 +TAGACCAGTCTCGGGT-1 +TAGACTGAGATTGTGA-1 +TAGACTGGTCTTGAAC-1 +TAGACTGTCGCCGAGT-1 +TAGAGTCGTTGTGTAC-1 +TAGATCGCAAATGGTA-1 +TAGATCGCACACGCCA-1 +TAGATCGTCACAACCA-1 +TAGCACAAGTACTCGT-1 +TAGGAGGCAAGACCTT-1 +TAGGAGGGTTCCAGGC-1 +TAGGGTTAGAGAGCGG-1 +TAGGGTTAGGAACATT-1 +TAGGTACGTGTCATCA-1 +TAGGTACTCGAAGCAG-1 +TAGTGCACACTCGATA-1 +TAGTGCACAGAGGAAA-1 +TATACCTGTTCTCGTC-1 +TATACCTTCTGTCCGT-1 +TATATCCCATGCGTGC-1 +TATCGCCTCTCCCAAC-1 +TATCTTGTCCATCTCG-1 +TATGTTCAGTATGGAT-1 +TATTGCTTCTCGAACA-1 +TCAAGCATCCACTTTA-1 +TCAATCTAGAGGTTTA-1 +TCAATCTGTTTCCCAC-1 +TCACAAGGTAGTGGCA-1 +TCACAAGGTGGATACG-1 +TCACACCCACCAGCCA-1 +TCACACCGTCTCACGG-1 +TCACACCGTTAAACCC-1 +TCACACCTCTGGGAGA-1 +TCACACCTCTTACCAT-1 +TCACATTCAGAACTAA-1 +TCACATTCATGCCATA-1 +TCACGCTAGGACATCG-1 +TCACGCTGTCTGCCTT-1 +TCACGCTTCACTAGCA-1 +TCACGCTTCGGACTGC-1 +TCACGGGCAACCGACC-1 +TCACTATGTTTAGACC-1 +TCACTCGCAAAGCAAT-1 +TCACTCGGTCAACCAT-1 +TCACTCGTCGGTCATA-1 +TCAGCAACAAATCAAG-1 +TCAGCAAGTATGACAA-1 +TCAGGGCTCATGCGGC-1 +TCAGGTACAATCGCAT-1 +TCAGGTAGTATGGTAA-1 +TCAGTCCGTAAGATCA-1 +TCAGTCCGTCTCTCAC-1 +TCAGTTTAGGATATAC-1 +TCATACTCAGGTACGA-1 +TCATACTTCAGAGCAG-1 +TCATATCCATGCTGCG-1 +TCATCATAGCACACAG-1 +TCATCATGTTGCACGC-1 +TCATCCGTCCAACTGA-1 +TCATGCCCAAAGCGTG-1 +TCATGCCGTGTCTTAG-1 +TCATGTTAGAGGCGGA-1 +TCATGTTGTGTGTGTT-1 +TCATTACGTGCATGAG-1 +TCATTGTGTGAGCAGT-1 +TCCATCGGTTTAGTCG-1 +TCCCACACAGACCAAG-1 +TCCCAGTAGACCGTTT-1 +TCCCAGTTCGACATAC-1 +TCCCATGTCGGCCCAA-1 +TCCGATCTCAAACCTG-1 +TCCTCCCAGTCTAACC-1 +TCCTCGATCTCTCGAC-1 +TCCTCTTAGAGTGAAG-1 +TCCTCTTAGCCAAGGT-1 +TCCTTCTCAACTCGTA-1 +TCCTTTCTCGCTGTCT-1 +TCGAAGTGTATCAGGG-1 +TCGACCTCAAAGACTA-1 +TCGACCTCAAGTAGTA-1 +TCGACGGTCGAAGTGG-1 +TCGATTTGTACGCTTA-1 +TCGCAGGAGATTGACA-1 +TCGCAGGGTAGGCTCC-1 +TCGCAGGGTTCTAACG-1 +TCGCTCACAAGATTGA-1 +TCGCTTGAGAGACAAG-1 +TCGCTTGAGCATTTGC-1 +TCGGGACGTAACGGTG-1 +TCGGGACTCTAGATCG-1 +TCGGGCATCCGATTAG-1 +TCGGGCATCTGAACGT-1 +TCGGGTGCAGTCTGGC-1 +TCGGTCTTCATTGCTT-1 +TCGGTCTTCGACATAC-1 +TCGTAGACAATGAAAC-1 +TCGTGCTGTGATCATC-1 +TCTAACTAGGTCCAGA-1 +TCTACCGCAGTCGTTA-1 +TCTACCGTCCACGGAC-1 +TCTATACGTTATCCAG-1 +TCTATCAGTATGCTAC-1 +TCTATCAGTTGCCGAC-1 +TCTCACGAGGCTCCCA-1 +TCTCCGAAGTCAATCC-1 +TCTCCGATCTCTCTTC-1 +TCTCTGGCAAAGCAAT-1 +TCTGCCAAGTTACGGG-1 +TCTGCCAGTAACGCGA-1 +TCTGCCAGTAGATGTA-1 +TCTGGCTCATCCTGTC-1 +TCTGTCGAGACTAGAT-1 +TCTGTCGCACCAGCGT-1 +TCTTAGTAGGCCTGCT-1 +TCTTAGTCAACACGAG-1 +TCTTAGTGTTGCCAAT-1 +TCTTAGTTCAGAATAG-1 +TCTTGCGAGATGAAGG-1 +TCTTGCGCACTACTTT-1 +TCTTGCGCAGAGGAAA-1 +TCTTGCGGTCCAGCCA-1 +TCTTTGAGTGGAGAAA-1 +TGAACGTCAAATGAAC-1 +TGAACGTGTAACTAAG-1 +TGAATGCGTGGACTAG-1 +TGAATGCTCGACGAGA-1 +TGAATGCTCGCCGTGA-1 +TGACAGTTCGAGATGG-1 +TGACCCTTCTCATTGT-1 +TGACGCGGTGGCTTAT-1 +TGACTCCAGTCTCCTC-1 +TGACTCCCACCATAAC-1 +TGAGACTAGGCTGAAC-1 +TGAGCATTCCATTGCC-1 +TGAGCATTCCTTCACG-1 +TGAGCATTCGATACTG-1 +TGAGCATTCTGTCTCG-1 +TGAGCGCCACTATGTG-1 +TGAGCGCCAGCATACT-1 +TGAGCGCTCGTCTAAG-1 +TGAGGAGTCCATCGTC-1 +TGAGGGATCAAACGTC-1 +TGAGGGATCATAAGGA-1 +TGAGGTTCAAACTAGA-1 +TGAGGTTCAGGACATG-1 +TGAGGTTGTAGCTTTG-1 +TGAGTCACAGAACGCA-1 +TGAGTCAGTAACCCTA-1 +TGAGTCAGTCACTCTC-1 +TGATCAGAGGATTCAA-1 +TGATGCACAGGGCTTC-1 +TGATGGTAGACCCGCT-1 +TGCAGGCAGCGTTCAT-1 +TGCAGGCCAGGAATAT-1 +TGCAGTAAGTAGTCCT-1 +TGCAGTATCCACATAG-1 +TGCATCCCACCCAACG-1 +TGCATGAAGCACCCAC-1 +TGCGACGAGCGACAGT-1 +TGCGATAAGAATCGCG-1 +TGCGGCAAGTGGTGAC-1 +TGCGGCACAAAGACGC-1 +TGCTCCACAATCTAGC-1 +TGCTCGTAGACGAGCT-1 +TGCTCGTTCCCATTTA-1 +TGCTGAACAGCACAAG-1 +TGCTTCGCATAGCTGT-1 +TGCTTGCGTGAACTAA-1 +TGGAACTAGCGTCTCG-1 +TGGAGAGCAGTCAGTT-1 +TGGAGGAAGTAGGAAG-1 +TGGATCAGTTCTCCCA-1 +TGGATGTTCACGGGAA-1 +TGGCGTGGTGGATTTC-1 +TGGGAAGTCGATTGGT-1 +TGGGAGAAGCAAGTGC-1 +TGGGAGAAGTGGTGGT-1 +TGGGATTAGTCACGAG-1 +TGGGATTGTACGATGG-1 +TGGGCGTAGTGGAATT-1 +TGGGCTGAGAGGGTCT-1 +TGGGCTGAGCGTTAGG-1 +TGGGCTGCATCCGATA-1 +TGGGCTGGTCGCGGTT-1 +TGGGTTAGTATTGAGA-1 +TGGGTTATCAGTAGGG-1 +TGGTACACAAAGGGTC-1 +TGGTAGTCAGGCATGA-1 +TGGTAGTCATCACAGT-1 +TGGTAGTTCCCTCATG-1 +TGTACAGAGACTCGAG-1 +TGTACAGAGTGAGTTA-1 +TGTACAGGTGGATTTC-1 +TGTAGACTCCATTTAC-1 +TGTCAGACACTCACTC-1 +TGTCCACCAACTGGTT-1 +TGTCCACTCGCTTACC-1 +TGTCCCAAGCTCCATA-1 +TGTCCCAAGGTCATAA-1 +TGTCCCACATACTTTC-1 +TGTCCCAGTCAGGCAA-1 +TGTCCCAGTCGGTGTC-1 +TGTCCTGGTACTTGTG-1 +TGTCCTGGTTGGCTAT-1 +TGTGATGAGCGACTGA-1 +TGTGATGCATTCTCTA-1 +TGTGCGGGTCGTCGGT-1 +TGTGCGGTCACATACG-1 +TGTGGCGTCGTACCTC-1 +TGTGTGATCTGACAGT-1 +TGTTCATAGCTGCCTG-1 +TGTTCATGTCCTGGGT-1 +TGTTGAGCACAACGAG-1 +TGTTGAGTCTCGACCT-1 +TGTTTGTGTGGAAATT-1 +TTAATCCAGCTACTAC-1 +TTACAGGGTGATTCTG-1 +TTACCGCGTCCGAAAG-1 +TTACGCCCACGTCGTG-1 +TTACGCCTCAATGCAC-1 +TTACGTTGTTTACGAC-1 +TTACGTTTCTCGCTTG-1 +TTACTGTCATACATCG-1 +TTACTGTGTAAGAACT-1 +TTACTGTGTTAAGGGC-1 +TTAGGGTGTCACATTG-1 +TTAGTCTCACGTATAC-1 +TTATTGCCAAACGGCA-1 +TTATTGCGTACGTAGG-1 +TTATTGCGTCAACACT-1 +TTATTGCGTGTCTTCC-1 +TTCACCGCAGCCCAGT-1 +TTCACGCGTTAAGTCC-1 +TTCACGCTCTATCCAT-1 +TTCAGGAAGATTGGGC-1 +TTCAGGAGTCTACAAC-1 +TTCATGTAGGTCATAA-1 +TTCCACGGTCAACACT-1 +TTCCGTGCACTCACTC-1 +TTCCGTGGTTCCAGGC-1 +TTCCTCTGTACCTGTA-1 +TTCCTTCAGGTAGTCG-1 +TTCCTTCAGTAGTCAA-1 +TTCCTTCGTGACACGA-1 +TTCGCTGAGGGTTAGC-1 +TTCGCTGAGGTTCCGC-1 +TTCGCTGCACTAGTAC-1 +TTCGCTGTCGGACTGC-1 +TTCTCTCGTATCGTAC-1 +TTCTTGAGTCTTGCTC-1 +TTGACCCGTCTCGGGT-1 +TTGACCCTCGTAGTGT-1 +TTGATGGCATAAGATG-1 +TTGCATTGTGCCTTCT-1 +TTGCCTGAGAGTGACC-1 +TTGCCTGAGTGGAAAG-1 +TTGCCTGGTAGCTGCC-1 +TTGCTGCCATTGCCGG-1 +TTGGGATCAACGGGTA-1 +TTGGGATTCAGGAAGC-1 +TTGGGATTCTCTCTAA-1 +TTGGGCGCACGGTGAA-1 +TTGGGCGGTCGGAAAC-1 +TTGGGTAGTGCTAGCC-1 +TTGGGTATCACCGACG-1 +TTGGTTTCACTGGATT-1 +TTGTGGATCTAAGAAG-1 +TTGTGTTGTGTGTCCG-1 +TTGTTCACACTTGTGA-1 +TTGTTCACAGTCGCTG-1 +TTGTTCATCTTTACAC-1 +TTGTTTGAGGTCGACA-1 +TTGTTTGTCCAACCGG-1 +TTTACTGTCACGGGAA-1 +TTTATGCGTAACATAG-1 +TTTATGCGTTGATCGT-1 +TTTCACATCTCAGGCG-1 +TTTCATGGTGCCTAAT-1 +TTTCATGTCACTCACC-1 +TTTCCTCCACAGAGCA-1 +TTTCCTCTCCTACACC-1 +TTTCCTCTCTCTTGCG-1 +TTTGATCTCTTTGGAG-1 +TTTGGTTAGTAACCTC-1 +TTTGGTTGTAGAATAC-1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/cols.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,101 @@ +Testing testing testing2 +PC1 0 200 +PC2 1 201 +PC3 2 202 +PC4 3 203 +PC5 4 204 +PC6 5 205 +PC7 6 206 +PC8 7 207 +PC9 8 208 +PC10 9 209 +PC11 10 210 +PC12 11 211 +PC13 12 212 +PC14 13 213 +PC15 14 214 +PC16 15 215 +PC17 16 216 +PC18 17 217 +PC19 18 218 +PC20 19 219 +PC21 20 220 +PC22 21 221 +PC23 22 222 +PC24 23 223 +PC25 24 224 +PC26 25 225 +PC27 26 226 +PC28 27 227 +PC29 28 228 +PC30 29 229 +PC31 30 230 +PC32 31 231 +PC33 32 232 +PC34 33 233 +PC35 34 234 +PC36 35 235 +PC37 36 236 +PC38 37 237 +PC39 38 238 +PC40 39 239 +PC41 40 240 +PC42 41 241 +PC43 42 242 +PC44 43 243 +PC45 44 244 +PC46 45 245 +PC47 46 246 +PC48 47 247 +PC49 48 248 +PC50 49 249 +PC51 50 250 +PC52 51 251 +PC53 52 252 +PC54 53 253 +PC55 54 254 +PC56 55 255 +PC57 56 256 +PC58 57 257 +PC59 58 258 +PC60 59 259 +PC61 60 260 +PC62 61 261 +PC63 62 262 +PC64 63 263 +PC65 64 264 +PC66 65 265 +PC67 66 266 +PC68 67 267 +PC69 68 268 +PC70 69 269 +PC71 70 270 +PC72 71 271 +PC73 72 272 +PC74 73 273 +PC75 74 274 +PC76 75 275 +PC77 76 276 +PC78 77 277 +PC79 78 278 +PC80 79 279 +PC81 80 280 +PC82 81 281 +PC83 82 282 +PC84 83 283 +PC85 84 284 +PC86 85 285 +PC87 86 286 +PC88 87 287 +PC89 88 288 +PC90 89 289 +PC91 90 290 +PC92 91 291 +PC93 92 292 +PC94 93 293 +PC95 94 294 +PC96 95 295 +PC97 96 296 +PC98 97 297 +PC99 98 298 +PC100 99 299
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/export.krumsiek11.X.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,640 @@ +0.8032 -0.0005 -1e-04 0.0003 0.0013 0.0011 0.7997 0.8017 0.0006 0.0009 0.0002 +0.7239 0.0016 -0.0003 -0.001 0.0011 0.0022 0.8195 0.7256 0.0784 0.0077 0.0941 +0.6578 0.0013 -0.001 -0.0027 0.0025 0.0011 0.8358 0.6624 0.1105 0.0239 0.1497 +0.5972 0.0038 -0.0009 -0.0064 0.0007 -0.0036 0.8534 0.5992 0.1271 0.0311 0.1702 +0.5396 0.0071 -0.0029 -0.0063 0.0011 -0.007 0.8656 0.547 0.1385 0.0379 0.1752 +0.4897 0.011 -0.0023 -0.0061 0.0013 -0.0034 0.8759 0.4998 0.1496 0.0459 0.1747 +0.4449 0.0153 -0.002 -0.0089 0.0003 -0.0057 0.8854 0.4516 0.1569 0.0489 0.1727 +0.4078 0.0131 -0.0013 -0.0121 -0.0024 -0.0076 0.8986 0.4096 0.1666 0.0556 0.1661 +0.3719 0.0156 0.0021 -0.0105 -0.0007 -0.0066 0.9062 0.3742 0.1731 0.0631 0.1623 +0.3424 0.0175 0.0027 -0.0083 -0.0045 -0.0017 0.9135 0.3433 0.1781 0.0698 0.1565 +0.3143 0.0179 -1e-04 -0.01 -0.0042 -0.0039 0.9191 0.3175 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-0.0251453460136133 0.436658055348297 -0.29540721194163 0.333748713475055 -0.723208532365344 0.471110811941787 0.726089991234918 -0.157382569241171 -0.379234094421878 0.748812558274635 -0.41301464848253 0.566057622213117 -1.64460356067673 0.891204658261791 -0.34932773880327 -1.30922369726531 -0.173573387498366 0.8056807178332 0.208881576008633 -1.60357889692679 0.908540313457729 -0.292428392920166 -0.0118489017469322 -0.891712950604345 1.16207204758746 0.430624050805364 -0.410051657015908 0.730349459202633 -0.331488261254584 -1.11548393909722 0.956994457204229 -0.175931934021692 -1.2036342551925 -0.231987307226876 0.750428558384009 1.32527020615915 -0.0420682884240139 -0.092958898049259 -0.0122267448532016 0.726126639304472 -0.694555932842187 -0.262226740797341 -1.0291540856062 0.0793211050194524 -0.670890710123743 2.29978649016219 -1.04786389277271 0.0673332449001132 -0.0371298860750165 -0.190086855611152 0.569211538833251 0.919033137444811 0.0635277673597158 1.00004676925338 0.463824012820739 -0.661533287421813 -0.532636001812366 0.13594592076042 0.353092106176299 0.362734586198694 0.648858597916376 -0.947487352382305 -0.890204579930725 -0.481659475836321 -0.382386249884642 -0.565389965376474 0.69470847650723 0.565209012057139 -0.594122862421382 0.374110007433118 0.906000246931211 1.14643222017558 -0.864426844788516 -0.107902667694253 -1.33878812133165 -0.648727117620733 -0.682898186419176 0.152703116395545 1.18647033835958 -0.730347642632863 0.355381103259185
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/genes_10x_v1.2.0.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,343 @@ +DSCAM DSCAM +MIR99AHG MIR99AHG +APP APP +USP16 USP16 +ADAMTS5 ADAMTS5 +TIAM1 TIAM1 +LOC339622 LOC339622 +IFNAR2 IFNAR2 +DYRK1A DYRK1A +MORC3 MORC3 +ERG ERG +RRP1B RRP1B +TEKT4P2 TEKT4P2 +ANKRD30BP2 ANKRD30BP2 +RBM11 RBM11 +ANKRD20A11P ANKRD20A11P +SAMSN1 SAMSN1 +NRIP1 NRIP1 +LOC388813 LOC388813 +USP25 USP25 +CHODL CHODL +TMPRSS15 TMPRSS15 +MIR548XHG MIR548XHG +NCAM2 NCAM2 +LINC00320 LINC00320 +LOC101927843 LOC101927843 +LOC101927869 LOC101927869 +GABPA GABPA +CYYR1 CYYR1 +MIR5009 MIR5009 +LINC00113 LINC00113 +LOC284825 LOC284825 +LOC101927973 LOC101927973 +GRIK1 GRIK1 +MAP3K7CL MAP3K7CL +CLDN8 CLDN8 +HUNK HUNK +SYNJ1 SYNJ1 +URB1 URB1 +TCP10L TCP10L +EVA1C EVA1C +MRAP MRAP +ITSN1 ITSN1 +CRYZL1 CRYZL1 +RUNX1 RUNX1 +RCAN1 RCAN1 +CLIC6 CLIC6 +DOPEY2 DOPEY2 +LOC100506403 LOC100506403 +LOC100133286 LOC100133286 +LOC101928269 LOC101928269 +CLDN14 CLDN14 +TTC3 TTC3 +HLCS HLCS +DSCR4 DSCR4 +KCNJ6 KCNJ6 +LINC01423 LINC01423 +BRWD1 BRWD1 +WRB WRB +B3GALT5 B3GALT5 +PCP4 PCP4 +IGSF5 IGSF5 +FAM3B FAM3B +TMPRSS2 TMPRSS2 +BACE2 BACE2 +UMODL1 UMODL1 +PRDM15 PRDM15 +ABCG1 ABCG1 +RSPH1 RSPH1 +PDE9A PDE9A +PKNOX1 PKNOX1 +HSF2BP HSF2BP +AGPAT3 AGPAT3 +TRAPPC10 TRAPPC10 +TSPEAR TSPEAR +PFKL PFKL +RRP1 RRP1 +ADARB1 ADARB1 +COL18A1 COL18A1 +YBEY YBEY +PCBP3 PCBP3 +DIP2A DIP2A +PCNT PCNT +MIR3648-1 MIR3648-1 +MIR3687-1 MIR3687-1 +MIR3648-2 MIR3648-2 +MIR3687-2 MIR3687-2 +TPTE TPTE +BAGE BAGE +BAGE4 BAGE4 +BAGE3 BAGE3 +BAGE5 BAGE5 +BAGE2 BAGE2 +MIR3156-3 MIR3156-3 +LOC102724188 LOC102724188 +MIR3118-1 MIR3118-1 +POTED POTED +MIR8069-1 MIR8069-1 +MIR8069-2 MIR8069-2 +CYP4F29P CYP4F29P +LIPI LIPI +ABCC13 ABCC13 +HSPA13 HSPA13 +SAMSN1-AS1 SAMSN1-AS1 +MIR99A MIR99A +MIRLET7C MIRLET7C +MIR125B2 MIR125B2 +LINC01549 LINC01549 +CXADR CXADR +BTG3 BTG3 +C21orf91 C21orf91 +CHODL-AS1 CHODL-AS1 +C21orf91-OT1 C21orf91-OT1 +LINC00317 LINC00317 +LINC01425 LINC01425 +LINC00308 LINC00308 +D21S2088E D21S2088E +LINC00158 LINC00158 +MRPL39 MRPL39 +LINC00515 LINC00515 +MIR155 MIR155 +MIR155HG MIR155HG +ATP5J ATP5J +JAM2 JAM2 +ADAMTS1 ADAMTS1 +MIR4759 MIR4759 +LINC00314 LINC00314 +LINC00161 LINC00161 +N6AMT1 N6AMT1 +LTN1 LTN1 +RWDD2B RWDD2B +CCT8 CCT8 +LINC00189 LINC00189 +BACH1 BACH1 +BACH1-IT2 BACH1-IT2 +GRIK1-AS2 GRIK1-AS2 +GRIK1-AS1 GRIK1-AS1 +CLDN17 CLDN17 +LINC00307 LINC00307 +KRTAP27-1 KRTAP27-1 +KRTAP25-1 KRTAP25-1 +KRTAP24-1 KRTAP24-1 +KRTAP26-1 KRTAP26-1 +KRTAP13-4 KRTAP13-4 +KRTAP15-1 KRTAP15-1 +KRTAP13-3 KRTAP13-3 +MIR4327 MIR4327 +KRTAP13-1 KRTAP13-1 +KRTAP23-1 KRTAP23-1 +KRTAP13-2 KRTAP13-2 +KRTAP6-2 KRTAP6-2 +KRTAP19-7 KRTAP19-7 +KRTAP19-5 KRTAP19-5 +KRTAP19-4 KRTAP19-4 +KRTAP19-3 KRTAP19-3 +KRTAP19-2 KRTAP19-2 +KRTAP19-6 KRTAP19-6 +KRTAP22-2 KRTAP22-2 +KRTAP6-3 KRTAP6-3 +KRTAP22-1 KRTAP22-1 +KRTAP19-1 KRTAP19-1 +KRTAP6-1 KRTAP6-1 +KRTAP20-2 KRTAP20-2 +KRTAP20-1 KRTAP20-1 +KRTAP20-4 KRTAP20-4 +KRTAP20-3 KRTAP20-3 +KRTAP21-3 KRTAP21-3 +KRTAP21-1 KRTAP21-1 +KRTAP21-2 KRTAP21-2 +KRTAP8-1 KRTAP8-1 +KRTAP7-1 KRTAP7-1 +KRTAP11-1 KRTAP11-1 +KRTAP19-8 KRTAP19-8 +SCAF4 SCAF4 +SOD1 SOD1 +LINC00159 LINC00159 +MIS18A MIS18A +URB1-AS1 URB1-AS1 +SNORA80A SNORA80A +C21orf59 C21orf59 +PAXBP1 PAXBP1 +C21orf62 C21orf62 +C21orf62-AS1 C21orf62-AS1 +PAXBP1-AS1 PAXBP1-AS1 +OLIG1 OLIG1 +OLIG2 OLIG2 +LINC00945 LINC00945 +LINC01548 LINC01548 +LOC101928107 LOC101928107 +IFNAR1 IFNAR1 +IL10RB IL10RB +IL10RB-AS1 IL10RB-AS1 +DNAJC28 DNAJC28 +TMEM50B TMEM50B +IFNGR2 IFNGR2 +GART GART +SON SON +DONSON DONSON +MIR6501 MIR6501 +ATP5O ATP5O +LINC00649 LINC00649 +MRPS6 MRPS6 +SLC5A3 SLC5A3 +LINC00310 LINC00310 +KCNE2 KCNE2 +C21orf140 C21orf140 +SMIM11A SMIM11A +SMIM11B SMIM11B +KCNE1 KCNE1 +LINC00160 LINC00160 +LINC01426 LINC01426 +RUNX1-IT1 RUNX1-IT1 +MIR802 MIR802 +SETD4 SETD4 +CBR1 CBR1 +LINC01436 LINC01436 +CBR3 CBR3 +CBR3-AS1 CBR3-AS1 +CHAF1B CHAF1B +SIM2 SIM2 +RIPPLY3 RIPPLY3 +PIGP PIGP +LOC105372795 LOC105372795 +DSCR3 DSCR3 +DSCR9 DSCR9 +DSCR10 DSCR10 +DSCR8 DSCR8 +KCNJ15 KCNJ15 +ETS2 ETS2 +LOC101928398 LOC101928398 +LINC00114 LINC00114 +LOC101928435 LOC101928435 +LOC400867 LOC400867 +PSMG1 PSMG1 +BRWD1-AS1 BRWD1-AS1 +HMGN1 HMGN1 +BRWD1-IT2 BRWD1-IT2 +LCA5L LCA5L +SH3BGR SH3BGR +MIR6508 MIR6508 +B3GALT5-AS1 B3GALT5-AS1 +MIR4760 MIR4760 +DSCAM-AS1 DSCAM-AS1 +DSCAM-IT1 DSCAM-IT1 +MIR3197 MIR3197 +LINC00323 LINC00323 +PLAC4 PLAC4 +MX2 MX2 +MX1 MX1 +LINC00111 LINC00111 +RIPK4 RIPK4 +MIR6814 MIR6814 +LINC00112 LINC00112 +LINC00479 LINC00479 +C2CD2 C2CD2 +SNORA91 SNORA91 +ZBTB21 ZBTB21 +ZNF295-AS1 ZNF295-AS1 +UMODL1-AS1 UMODL1-AS1 +TFF3 TFF3 +TFF2 TFF2 +UBASH3A UBASH3A +TMPRSS3 TMPRSS3 +TFF1 TFF1 +SLC37A1 SLC37A1 +LOC101928233 LOC101928233 +WDR4 WDR4 +NDUFV3 NDUFV3 +ERVH48-1 ERVH48-1 +U2AF1 U2AF1 +CBS CBS +FRGCA FRGCA +LOC106780825 LOC106780825 +LOC102724652 LOC102724652 +CRYAA CRYAA +LINC00322 LINC00322 +TCONS_00029157 TCONS_00029157 +SIK1 SIK1 +LINC00313 LINC00313 +LINC00319 LINC00319 +MIR6070 MIR6070 +PDXK PDXK +CSTB CSTB +AATBC AATBC +C21orf33 C21orf33 +PWP2 PWP2 +ICOSLG ICOSLG +DNMT3L DNMT3L +AIRE AIRE +C21orf2 C21orf2 +TRPM2 TRPM2 +TRPM2-AS TRPM2-AS +LRRC3-AS1 LRRC3-AS1 +TSPEAR-AS1 TSPEAR-AS1 +KRTAP10-3 KRTAP10-3 +KRTAP10-1 KRTAP10-1 +LRRC3 LRRC3 +TSPEAR-AS2 TSPEAR-AS2 +KRTAP10-4 KRTAP10-4 +KRTAP10-5 KRTAP10-5 +KRTAP10-2 KRTAP10-2 +KRTAP10-12 KRTAP10-12 +KRTAP12-4 KRTAP12-4 +KRTAP12-3 KRTAP12-3 +KRTAP10-7 KRTAP10-7 +KRTAP12-1 KRTAP12-1 +KRTAP10-8 KRTAP10-8 +KRTAP10-11 KRTAP10-11 +KRTAP10-9 KRTAP10-9 +KRTAP12-2 KRTAP12-2 +KRTAP10-10 KRTAP10-10 +KRTAP10-6 KRTAP10-6 +SUMO3 SUMO3 +UBE2G2 UBE2G2 +LINC01424 LINC01424 +FAM207A FAM207A +ITGB2 ITGB2 +PTTG1IP PTTG1IP +LINC01547 LINC01547 +ITGB2-AS1 ITGB2-AS1 +SSR4P1 SSR4P1 +LINC00163 LINC00163 +LINC00162 LINC00162 +POFUT2 POFUT2 +LINC00316 LINC00316 +LOC642852 LOC642852 +COL18A1-AS1 COL18A1-AS1 +COL18A1-AS2 COL18A1-AS2 +MIR6815 MIR6815 +SLC19A1 SLC19A1 +LOC100129027 LOC100129027 +LOC101928796 LOC101928796 +COL6A1 COL6A1 +FTCD FTCD +COL6A2 COL6A2 +SPATC1L SPATC1L +LSS LSS +MCM3AP-AS1 MCM3AP-AS1 +MCM3AP MCM3AP +C21orf58 C21orf58 +DIP2A-IT1 DIP2A-IT1 +PRMT2 PRMT2 +S100B S100B
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.X.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,641 @@ +index Gata2 Gata1 Fog1 EKLF Fli1 SCL Cebpa Pu.1 cJun EgrNab Gfi1 +0 0.8032 -0.0005 -1e-04 0.0003 0.0013 0.0011 0.7997 0.8017 0.0006 0.0009 0.0002 +1 0.7239 0.0016 -0.0003 -0.001 0.0011 0.0022 0.8195 0.7256 0.0784 0.0077 0.0941 +2 0.6578 0.0013 -0.001 -0.0027 0.0025 0.0011 0.8358 0.6624 0.1105 0.0239 0.1497 +3 0.5972 0.0038 -0.0009 -0.0064 0.0007 -0.0036 0.8534 0.5992 0.1271 0.0311 0.1702 +4 0.5396 0.0071 -0.0029 -0.0063 0.0011 -0.007 0.8656 0.547 0.1385 0.0379 0.1752 +5 0.4897 0.011 -0.0023 -0.0061 0.0013 -0.0034 0.8759 0.4998 0.1496 0.0459 0.1747 +6 0.4449 0.0153 -0.002 -0.0089 0.0003 -0.0057 0.8854 0.4516 0.1569 0.0489 0.1727 +7 0.4078 0.0131 -0.0013 -0.0121 -0.0024 -0.0076 0.8986 0.4096 0.1666 0.0556 0.1661 +8 0.3719 0.0156 0.0021 -0.0105 -0.0007 -0.0066 0.9062 0.3742 0.1731 0.0631 0.1623 +9 0.3424 0.0175 0.0027 -0.0083 -0.0045 -0.0017 0.9135 0.3433 0.1781 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.chunk_X.specified.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,4 @@ + 0 1 2 3 4 5 6 7 8 9 10 +0 0.5972 0.0038 -0.0009 -0.0064 0.0007 -0.0036 0.8534 0.5992 0.1271 0.0311 0.1702 +1 0.4897 0.011 -0.0023 -0.0061 0.0013 -0.0034 0.8759 0.4998 0.1496 0.0459 0.1747 +2 0.3719 0.0156 0.0021 -0.0105 -0.0007 -0.0066 0.9062 0.3742 0.1731 0.0631 0.1623
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.general.txt Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,3 @@ +AnnData object with n_obs × n_vars = 640 × 11 + obs: 'cell_type' + uns: 'cell_type_colors', 'highlights', 'iroot'
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.obs.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,641 @@ +index cell_type +0 progenitor +1 progenitor +2 progenitor +3 progenitor +4 progenitor +5 progenitor +6 progenitor +7 progenitor +8 progenitor +9 progenitor +10 progenitor +11 progenitor +12 progenitor +13 progenitor +14 progenitor +15 progenitor +16 progenitor +17 progenitor +18 progenitor +19 progenitor +20 progenitor +21 progenitor +22 progenitor +23 progenitor +24 progenitor +25 progenitor +26 progenitor +27 progenitor +28 progenitor +29 progenitor +30 progenitor +31 progenitor +32 progenitor +33 progenitor +34 progenitor +35 progenitor +36 progenitor +37 progenitor +38 progenitor +39 progenitor +40 progenitor +41 progenitor +42 progenitor +43 progenitor +44 progenitor +45 progenitor +46 progenitor +47 progenitor +48 progenitor +49 progenitor +50 progenitor +51 progenitor +52 progenitor +53 progenitor +54 progenitor +55 progenitor +56 progenitor +57 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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/inspect.var.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,12 @@ +index +Gata2 +Gata1 +Fog1 +EKLF +Fli1 +SCL +Cebpa +Pu.1 +cJun +EgrNab +Gfi1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/matrix_10x_v1.2.0.mtx Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,15 @@ +%%MatrixMarket matrix coordinate integer general +% +343 12 12 +201 1 1 +123 2 1 +283 3 1 +318 4 1 +175 5 1 +12 6 1 +132 7 1 +197 8 1 +222 9 1 +236 10 1 +317 11 1 +127 12 1 \ No newline at end of file
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/matrix_10x_v3.0.0.mtx Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,23869 @@ +%%MatrixMarket matrix coordinate integer general +%metadata_json: {"format_version": 2, "software_version": "4009.30.5"} +507 1107 23866 +458 1 3 +456 1 1 +409 1 1 +406 1 2 +391 1 2 +386 1 1 +376 1 1 +314 1 1 +295 1 2 +293 1 1 +289 1 2 +263 1 1 +262 1 1 +258 1 1 +257 1 1 +253 1 2 +250 1 1 +217 1 1 +216 1 1 +215 1 1 +169 1 3 +166 1 2 +162 1 1 +141 1 1 +140 1 1 +139 1 1 +499 2 1 +470 2 1 +418 2 1 +406 2 1 +391 2 1 +385 2 1 +353 2 1 +352 2 1 +336 2 2 +314 2 1 +307 2 1 +303 2 1 +263 2 3 +258 2 2 +253 2 2 +252 2 1 +235 2 1 +215 2 1 +61 2 1 +458 3 5 +406 3 1 +404 3 1 +336 3 1 +332 3 1 +314 3 1 +306 3 1 +289 3 1 +282 3 1 +263 3 1 +261 3 1 +247 3 1 +232 3 1 +215 3 2 +162 3 1 +139 3 1 +76 3 1 +70 3 1 +507 4 1 +499 4 1 +336 4 1 +311 4 1 +263 4 1 +258 4 1 +254 4 1 +232 4 1 +215 4 2 +165 4 1 +139 4 1 +507 5 2 +458 5 4 +405 5 1 +404 5 1 +352 5 1 +336 5 2 +314 5 1 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Binary file test-data/pp.neighbors_umap_euclidean.recipe_weinreb17.paul15_subsample.h5ad has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/rows.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,10 @@ +Gene Protein Testing Testing2 +0 0 3 15 +1 1 4 16 +2 2 5 17 +3 3 6 18 +4 4 7 19 +5 5 8 20 +6 6 9 21 +7 7 10 22 +8 8 11 23
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Binary file test-data/tl.paga.neighbors_gauss_braycurtis.recipe_weinreb17.paul15_subsample.h5ad has changed
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/umi_tools.tsv Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,23 @@ +gene cell count +ENSG00000011304.18 ACAAGG 33 +ENSG00000011304.18 TTCACG 24 +ENSG00000065268.10 ACAAGG 4 +ENSG00000065268.10 TTCACG 11 +ENSG00000070404.9 TTCACG 1 +ENSG00000070423.17 ACAAGG 2 +ENSG00000070423.17 TTCACG 4 +ENSG00000099804.8 ACAAGG 5 +ENSG00000099804.8 TTCACG 4 +ENSG00000099821.13 ACAAGG 6 +ENSG00000099821.13 TTCACG 1 +ENSG00000099864.17 TTCACG 2 +ENSG00000105556.11 ACAAGG 2 +ENSG00000105556.11 TTCACG 3 +ENSG00000116017.10 ACAAGG 7 +ENSG00000116017.10 TTCACG 18 +ENSG00000172270.18 ACAAGG 9 +ENSG00000172270.18 TTCACG 3 +ENSG00000175221.14 ACAAGG 1 +ENSG00000175221.14 TTCACG 3 +ENSG00000198858.9 ACAAGG 1 +ENSG00000267751.5 TTCACG 1
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/test-data/var_add_annotation.tabular Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,12 @@ +annot1 annot2 +1 a +2 b +3 c +4 d +5 e +6 f +7 g +8 h +9 i +10 j +11 k
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tsv_to_loompy.py Mon Jan 06 13:43:38 2020 -0500 @@ -0,0 +1,109 @@ +#!/usr/bin/env python +"""This module converts a tsv file into a binary loom file""" + +import argparse +import os + +import loompy +import numpy as np + +parser = argparse.ArgumentParser(description="Loompy file converter flags") +parser.add_argument('--VERSION', action='version', version='%(prog)s 0.1.0', + help="Displays tool version") +parser.add_argument('--rowfile', '-r', help="File of row attributes & values") +parser.add_argument('--colfile', '-c', + help="File of column attributes and values") +parser.add_argument('--output', '-o', help="Output file name") +parser.add_argument('--files', '-f', nargs='*', + help="Input tsv files. First file becomes main layer.") +args = parser.parse_args() + +colsfile = args.colfile +rowsfile = args.rowfile +if args.output: + filename = args.output +else: + filename = "converted.loom" +alldata = args.files +alayers = [] +layernames = [] +rowdict = {} +coldict = {} + +# Creates dictionary based on row file +# For each attribute: +# Attribute: [attribute values] +with open(rowsfile, "r") as rows: + count = 0 + for line in rows: + line = line.strip().split("\t") + if count == 0: # First time through + row_attributes = line + for x in row_attributes: + rowdict[x] = [] + count += 1 + else: + for x in range(0, len(line)): + rowdict[row_attributes[x]].append(line[x]) +# Same as above, but for columns +with open(colsfile, "r") as cols: + count = 0 + for line in cols: + line = line.replace('\"', "") + line = line.replace(' ', "") + line = line.strip().split("\t") + if count == 0: # First time through + col_attributes = line + for x in col_attributes: + coldict[x] = [] + count += 1 + else: + for x in range(0, len(line)): + coldict[col_attributes[x]].append(line[x]) +# Finding dimensions for the loom layers +rowshape = len(rowdict[list(rowdict.keys())[0]]) +colshape = len(coldict[list(coldict.keys())[0]]) + +# Creates a list with each element being entire matrix of +# each layer file as floats +for file in range(0, len(alldata)): + layer = alldata[file][:-4] + layer = layer.split("/")[-1] + if layer == "": + raise Exception("Please only use named files") + layernames.append(layer) + cfile = alldata[file] + with open(cfile, "r") as tsv: + cmatrix = [] + for line in tsv: + line = line.strip().split("\t") + line = [float(i) for i in line] + cmatrix += line + alayers.append(cmatrix) + +# Loompy cannot overwright existing files. If somehow it finds +# a second file with the same name, it must be deleted +if os.path.isfile(filename): + os.remove(filename) +# To create the file properly, the first row and column attributes must be +# added separately in the form of individual dictionaries +row_attrs = {row_attributes[0]: np.asarray(rowdict[row_attributes[0]])} +col_attrs = {col_attributes[0]: np.asarray(coldict[col_attributes[0]])} +matrix = np.asarray(alayers[0]) +matrix = matrix.astype(float) +matrix = matrix.reshape(rowshape, colshape) +# Creation of initial loom file +if "loom" not in filename[-5:]: + filename = filename + ".loom" +loompy.create(filename, matrix, row_attrs, col_attrs) +# Adding all row and column attributes, then all layers +with loompy.connect(filename) as loomfile: + for x in row_attributes: + loomfile.ra[x] = rowdict[x] + for y in col_attributes: + loomfile.ca[y] = coldict[y] + for z in range(1, len(alayers)): + matrix = np.asarray(alayers[z]) + matrix = matrix.astype(float) + matrix = matrix.reshape(rowshape, colshape) + loomfile[layernames[z]] = matrix