annotate alphafold.xml @ 20:6ab1a261520a draft

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date Sun, 28 Jul 2024 20:09:55 +0000
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1 <tool id="alphafold" name="Alphafold 2" version="@TOOL_VERSION@+galaxy@VERSION_SUFFIX@" profile="22.05">
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2 <description> - AI-guided 3D structural prediction of proteins</description>
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3 <macros>
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4 <token name="@TOOL_VERSION@">2.3.2</token>
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5 <token name="@TOOL_MINOR_VERSION@">2.3</token>
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6 <token name="@VERSION_SUFFIX@">0</token>
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7 <import>macro_output.xml</import>
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8 <import>macro_test_output.xml</import>
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9 </macros>
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10 <edam_topics>
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11 <edam_topic>topic_0082</edam_topic>
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12 </edam_topics>
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13 <edam_operations>
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14 <edam_operation>operation_0474</edam_operation>
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15 </edam_operations>
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16 <xrefs>
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17 <xref type="bio.tools">alphafold_2</xref>
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18 </xrefs>
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19 <requirements>
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20 <container type="docker">neoformit/alphafold:v2.3.2_0</container>
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21 </requirements>
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22 <required_files>
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23 <include path="scripts/outputs.py" />
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24 <include path="scripts/validate_fasta.py" />
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25 <include path="scripts/alphafold.html" />
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26 </required_files>
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27 <command detect_errors="exit_code"><![CDATA[
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29 ## Developers: to test with mock alphafold run, set `export PLANEMO_TESTING=1`
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30 ## in planemo's gx_venv_n/bin/activate script. AlphaFold outputs will be copied
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31 ## from the test-data directory instead of running the tool.
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32
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33 ## $ALPHAFOLD_DB variable should point to the location containing the versioned
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34 ## AlphaFold databases - defaults to /data
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35 ## that is the directory should contain a subdir / symlink named identical as
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36 ## the value of the TOOL_MINOR_VERSION token which contains the AF reference data
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37 ## for the corresponding version
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38
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39 ## Read FASTA input -----------------------------------------------------------
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40 #if $fasta_or_text.input_mode == 'history':
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41 cp '$fasta_or_text.fasta_file' input.fasta
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42 #elif $fasta_or_text.input_mode == 'textbox':
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43 echo '$fasta_or_text.fasta_text' > input.fasta
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44 #end if
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45
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46 && python3 '$__tool_directory__/scripts/validate_fasta.py' input.fasta
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47 --min_length \${ALPHAFOLD_AA_LENGTH_MIN:-0}
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48 --max_length \${ALPHAFOLD_AA_LENGTH_MAX:-0}
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49 #if $model_preset.selection == 'multimer':
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50 --multimer
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51 --max-sequences \${ALPHAFOLD_MAX_SEQUENCES:-10}
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52 #end if
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53 > alphafold.fasta
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54
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55 ## Env vars -------------------------------------------------------------------
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56 && export TF_FORCE_UNIFIED_MEMORY=1
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57 && export XLA_PYTHON_CLIENT_MEM_FRACTION=4.0
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58 && export TODAY=`date +"%Y-%m-%d"`
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60 ## Run AlphaFold -------------------------------------------------------------
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61 #if os.environ.get('PLANEMO_TESTING'):
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62 ## Run in testing mode (mocks a successful AlphaFold run by copying outputs)
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63 && echo "Creating dummy outputs for model_preset=$model_preset.selection..."
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64 && bash '$__tool_directory__/scripts/mock_alphafold.sh' $model_preset
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65 #else:
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66 ## Run AlphaFold
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67 && python /app/alphafold/run_alphafold.py
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68 --fasta_paths alphafold.fasta
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69 --output_dir output
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70 --data_dir \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/
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71 --model_preset=$model_preset.selection
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72
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73 ## Set reference database paths
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74 --uniref90_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/uniref90/uniref90.fasta
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75 --mgnify_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/mgnify/mgy_clusters_2022_05.fa
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76 --template_mmcif_dir \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/pdb_mmcif/mmcif_files
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77 --obsolete_pdbs_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/pdb_mmcif/obsolete.dat
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78 #if $dbs == 'full':
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79 --bfd_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/bfd/bfd_metaclust_clu_complete_id30_c90_final_seq.sorted_opt
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80 --uniref30_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/uniref30/UniRef30_2021_03
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81 #else
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82 --db_preset=reduced_dbs
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83 --small_bfd_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/small_bfd/bfd-first_non_consensus_sequences.fasta
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84 #end if
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85
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86 #if $advanced.max_template_date:
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87 --max_template_date=$advanced.max_template_date
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88 #else
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89 --max_template_date=\$TODAY
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90 #end if
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91
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92 --use_gpu_relax=\${ALPHAFOLD_USE_GPU:-True}
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93
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94 #if $model_preset.selection == 'multimer':
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95 --pdb_seqres_database_path=\${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/pdb_seqres/pdb_seqres.txt
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96 --uniprot_database_path=\${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/uniprot/uniprot.fasta
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97 --num_multimer_predictions_per_model=$model_preset.num_multimer_predictions_per_model
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98 #else
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99 --pdb70_database_path \${ALPHAFOLD_DB:-/data}/@TOOL_MINOR_VERSION@/pdb70/pdb70
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100 #end if
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101
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102 ## Galaxy-specific options --------------------------------------------
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103 ## See https://github.com/neoformit/alphafold/tree/release_2.3.2_galaxy
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104 #if $advanced.disable_amber_relax:
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105 --disable_amber_relax
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106 #end if
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107
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108 #if $advanced.limit_model_outputs:
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109 --output_models=$limit_model_outputs
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110 #end if
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111 ## End Galaxy-specific options ----------------------------------------
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112
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113 #end if
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114
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115 ## Generate additional outputs ------------------------------------------------
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116 && python3 '$__tool_directory__/scripts/outputs.py' output/alphafold
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117 $outputs.plddts
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118 $outputs.model_pkls
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119 $outputs.pae_csv
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120 $outputs.plots
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121 #if $model_preset.selection == 'multimer':
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122 --multimer
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123 #end if
0
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124
1
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125 ## HTML output
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126 && mkdir -p '${ html.files_path }'
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127 && cp output/alphafold/extra/alphafold.html '${html}'
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128 && cp output/alphafold/ranked_*.pdb '${html.files_path}'
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129
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130 ## This is a (hacky) fix for a bug that has appeared in multiple Pulsar servers.
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131 ## The working directory ends up two levels deep and the visualization html page
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132 ## fails to load the PDB files as static assets.
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133 && (([ -d working ] && cp -r working/* .) || true)
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134
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135 ]]></command>
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136 <inputs>
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137 <conditional name="fasta_or_text">
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138 <param name="input_mode" type="select" label="Fasta Input" help="Protein sequence(s) to fold. Input can be fasta file from history, or text. Sequence must be valid IUPAC amino acid characters. If multiple-sequence FASTA file provided, multimer mode must be selected.">
0
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139 <option value="history">Use fasta from history</option>
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140 <option value="textbox">Paste sequence into textbox</option>
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141 </param>
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142 <when value="history">
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143 <param name="fasta_file" type="data" multiple="false" format="fasta" label="Fasta file from history" help="Select single FASTA protein file from your history. If you wish to fold multiple proteins, submit an individual job for each protein. If you wish to run AlphaFold multimer, please supply multiple sequences in this file." />
0
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144 </when>
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145 <when value="textbox">
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146 <param name="fasta_text" type="text" area="true" value="" label="Paste sequence" help="Paste single protein sequence into the textbox. If you wish to fold multiple proteins, submit individual jobs for each protein. If you wish to run AlphaFold multimer, please supply multiple sequences in FASTA format." />
0
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147 </when>
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148 </conditional>
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149
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150 <param
10
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151 name="dbs"
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152 type="select"
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153 display="radio"
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154 label="Select database"
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155 help="The reduced database allows significantly faster run time in
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156 exchange for a small loss in accuracy."
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157 >
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158 <option value="reduced" selected="true">Reduced database</option>
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159 <option value="full">Full database</option>
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160 </param>
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161
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162 <conditional name="model_preset">
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163 <param
20
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164 name="selection"
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165 type="select"
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166 label="Model preset"
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167 help="Select which prediction model to run. The monomer model is the most accurate for single protein prediction. The multimer model allows prediction of protein complexes."
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168 >
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169 <option value="monomer" selected="true">monomer - default prediction model</option>
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170 <option value="monomer_ptm">
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171 monomer_ptm - slightly less accurate version of the monomer model, but provides a pairwise alignment error (PAE) matrix
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172 </option>
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173 <option value="multimer">
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174 multimer - model a protein complex (requires multi-sequence FASTA input)
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175 </option>
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176 </param>
20
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177 <when value="monomer"></when>
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178 <when value="monomer_ptm"></when>
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179 <when value="multimer">
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180 <param
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181 name="num_multimer_predictions_per_model"
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182 type="integer"
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183 value="5"
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184 label="Multimer predictions per model"
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185 help="How many predictions (each with a different random seed) will be generated per model. E.g. if this is 2 and there are 5 models then there will be 10 predictions per input. For a small drop in accuracy you may wish to run a single seed per model (default 5, max 10)."
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186 min="1"
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187 max="10"
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188 />
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189 </when>
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190 </conditional>
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191
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192 <section name="advanced" title="Advanced options" expanded="false">
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193 <param
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194 name="max_template_date"
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195 type="text"
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196 label="Max template date (yyyy-mm-dd) (optional)"
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197 help="The model will reference PDB structures deposited before this date only. Defaults to today's date."
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198 optional="true"
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199 >
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200 <sanitizer>
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201 <valid initial="string.digits">
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202 <add value="-" />
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203 </valid>
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204 </sanitizer>
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205 <validator type="regex">[0-9]{4}-[0-9]{2}-[0-9]{2}</validator>
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206 </param>
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207
6ab1a261520a planemo upload for repository https://github.com/usegalaxy-au/tools-au commit c3a90eb12ada44d477541baa4dd6182be29cd554-dirty
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208 <param
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209 name="disable_amber_relax"
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210 type="boolean"
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211 label="Disable Amber relaxation"
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212 value="false"
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213 optional="true"
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214 help="Amber relaxation can be disabled to speed up processing time. Amber relaxation is used to refine predicted structures by removing stereochemical violations, resulting in more accurate prediction of side-chain geometry. Disabling this option with large proteins may lead to artefacts in the predicted structure. Disabling amber relax will result in the unrelaxed models being collected as PDB outputs."
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215 />
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216
6ab1a261520a planemo upload for repository https://github.com/usegalaxy-au/tools-au commit c3a90eb12ada44d477541baa4dd6182be29cd554-dirty
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217 <param
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218 name="limit_model_outputs"
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219 type="integer"
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220 label="Limit model outputs"
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221 value="5"
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222 help="Limit the number of models to output. The top N models will be output, where N is the value entered here (default 5). Please note that the top-ranking model is not always the correct one, and it is usually recommended to inspect multiple models. Reducing the number of models will result in a slight reduction in run time."
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223 min="1"
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224 max="5"
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225 />
6ab1a261520a planemo upload for repository https://github.com/usegalaxy-au/tools-au commit c3a90eb12ada44d477541baa4dd6182be29cd554-dirty
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226 </section>
9
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227
14
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228 <section name="outputs" title="Optional outputs" expanded="false">
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229 <param
15
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230 name="plots"
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231 type="boolean"
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232 checked="false"
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233 truevalue="--plot"
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galaxy-australia
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diff changeset
234 falsevalue=""
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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235 label="pLDDT and PAE matrix plots (per model)"
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236 help="A two-panel plot showing pLDDT against residue position (left) and PAE (paired-alignment error) as a heatmap image with residue numbers running along vertical and horizontal axes and color at each pixel indicating PAE value for the corresponding pair of residues. (right). PAE heatmap is only produced with monomer_ptm and multimer model presets."
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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237 />
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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diff changeset
238 <param
14
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diff changeset
239 name="confidence_scores"
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240 type="boolean"
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241 checked="false"
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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242 label="Per-model confidence scores"
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243 help="A tabular file showing average confidence score for each model (predicted template modelling (PTM) score; interface PTM is incorporated into this score for multimer predictions)."
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244 />
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
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245 <param
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
246 name="plddts"
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247 type="boolean"
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galaxy-australia
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248 checked="false"
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
249 label="Per-residue confidence scores"
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galaxy-australia
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diff changeset
250 truevalue="--plddts"
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
251 falsevalue=""
15
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252 help="Alphafold produces a pLDDT score between 0-100 for each residue in the folded models. High scores represent high confidence in placement for the residue, while low scoring residues have lower confidence. This output is a tabular file with five rows (one for each output PDB model), with each column providing a pLDDT score for a single residue."
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
galaxy-australia
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253 />
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
galaxy-australia
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diff changeset
254 <param
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
galaxy-australia
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diff changeset
255 name="pae_csv"
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galaxy-australia
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diff changeset
256 type="boolean"
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galaxy-australia
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diff changeset
257 checked="false"
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galaxy-australia
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diff changeset
258 truevalue="--pae"
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galaxy-australia
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diff changeset
259 falsevalue=""
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
galaxy-australia
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260 label="Paired-alignment error (PAE)"
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galaxy-australia
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261 help="A CSV-formatted matrix for each model. Only available for monomer_ptm and multimer model presets. Predicted aligned error (PAE) gives a distance error for every pair of residues. It gives AlphaFold's estimate of position error at residue X when the predicted and true structures are aligned on residue Y. Values range from 0 - 35 Angstroms."
14
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
262 />
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
263 <param
d00e15139065 planemo upload for repository https://github.com/usegalaxy-au/tools-au commit d490defa32d9c318137d2d781243b392cb14110d-dirty
galaxy-australia
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diff changeset
264 name="model_pkls"
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galaxy-australia
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diff changeset
265 type="boolean"
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galaxy-australia
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diff changeset
266 checked="false"
15
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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267 truevalue="--pkl"
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268 falsevalue=""
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269 label="ranked_*.pkl"
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270 help="A pickle file containing metrics used for the assessment of the model's accuracy. These include per-residue pLDDT scores (see above), predicted TM (Template Modelling) score, which is a global superposition metric and predicted aligned error (a matrix size (number of residues) x (number of residues) where each position describes the confidence of the residue's 3D position relative to another residue in the model; can be used for the interpretation of relative positions of domains). Pickle files can be read and processed using the Python 'pickle' library (requires the jax Python library). Outputs are named respective to PDB outputs."
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271 />
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272 <param
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273 name="relax_json"
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274 type="boolean"
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275 checked="false"
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276 label="relax_metrics.json"
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277 help="A JSON-formatted text file containing relax metrics (mostly remaining violations)."
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278 />
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279 <param
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280 name="timings_json"
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281 type="boolean"
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282 checked="false"
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283 label="timings.json"
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284 help="A JSON file with timings reported for each phase of the AlphaFold run."
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285 />
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286 </section>
0
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287 </inputs>
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288
0
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289 <outputs>
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290 <expand macro="output_pdb_models" />
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291 <data name="html" format="html" label="${tool.name} on ${on_string}: Visualization" />
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292 <!-- Optional outputs -->
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293 <expand macro="output_plddts" />
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294 <expand macro="output_confidence_scores" />
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295 <expand macro="output_pickles" />
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296 <expand macro="output_pae_csv" />
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297 <expand macro="output_plots" />
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298 <expand macro="output_relax_json" />
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299 <expand macro="output_timings_json" />
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300 </outputs>
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301
0
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302 <tests>
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303 <!-- Test monomer with default outputs -->
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304 <test expect_num_outputs="6">
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305 <conditional name="fasta_or_text">
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306 <param name="input_mode" value="history"/>
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307 <param name="fasta_file" value="test1.fasta"/>
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308 </conditional>
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309 <param name="model_preset|selection" value="monomer"/>
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310 <expand macro="test_output_pdb_models" />
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311 </test>
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312
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313 <!-- Test monomer with all outputs -->
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314 <test expect_num_outputs="19">
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315 <conditional name="fasta_or_text">
7ae9d78b06f5 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit 7b79778448363aa8c9b14604337e81009e461bd2-dirty"
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316 <param name="input_mode" value="history"/>
7ae9d78b06f5 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit 7b79778448363aa8c9b14604337e81009e461bd2-dirty"
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317 <param name="fasta_file" value="test1.fasta"/>
7ae9d78b06f5 "planemo upload for repository https://github.com/usegalaxy-au/galaxy-local-tools commit 7b79778448363aa8c9b14604337e81009e461bd2-dirty"
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318 </conditional>
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319 <param name="model_preset|selection" value="monomer"/>
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320 <param name="outputs|plots" value="true"/>
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321 <param name="outputs|confidence_scores" value="true"/>
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322 <param name="outputs|plddts" value="true"/>
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323 <param name="outputs|pae_csv" value="true"/>
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324 <param name="outputs|model_pkls" value="true"/>
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325 <param name="outputs|relax_json" value="true"/>
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326 <expand macro="test_output_plots_1" />
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327 <expand macro="test_output_confidence_scores" />
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328 <expand macro="test_output_plddts" />
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329 <expand macro="test_output_pdb_models" />
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330 <expand macro="test_output_pickles" />
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331 <expand macro="test_output_relax_json" />
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332 </test>
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333
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334 <!-- Test monomer_ptm with all outputs -->
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335 <test expect_num_outputs="24">
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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336 <conditional name="fasta_or_text">
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337 <param name="input_mode" value="history"/>
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338 <param name="fasta_file" value="test1.fasta"/>
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339 </conditional>
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340 <param name="model_preset|selection" value="monomer_ptm"/>
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341 <param name="outputs|plots" value="true"/>
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342 <param name="outputs|confidence_scores" value="true"/>
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343 <param name="outputs|plddts" value="true"/>
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344 <param name="outputs|pae_csv" value="true"/>
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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345 <param name="outputs|model_pkls" value="true"/>
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346 <param name="outputs|relax_json" value="true"/>
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347 <expand macro="test_output_plots_2" />
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348 <expand macro="test_output_confidence_scores" />
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349 <expand macro="test_output_plddts" />
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350 <expand macro="test_output_pdb_models" />
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351 <expand macro="test_output_pickles" />
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352 <expand macro="test_output_relax_json" />
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353 <expand macro="test_output_pae_csv" />
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354 </test>
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355
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356 <!-- Test multimer with all outputs -->
a58f7eb0df2c planemo upload for repository https://github.com/usegalaxy-au/tools-au commit fd45a857a71358e7e5375dcfb5043cdc8560c5a5
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357 <test expect_num_outputs="24">
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358 <conditional name="fasta_or_text">
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359 <param name="input_mode" value="history"/>
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360 <param name="fasta_file" value="multimer.fasta"/>
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361 </conditional>
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362 <param name="model_preset|selection" value="multimer"/>
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363 <param name="outputs|plots" value="true"/>
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364 <param name="outputs|confidence_scores" value="true"/>
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365 <param name="outputs|plddts" value="true"/>
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366 <param name="outputs|pae_csv" value="true"/>
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367 <param name="outputs|model_pkls" value="true"/>
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368 <param name="outputs|relax_json" value="true"/>
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369 <param name="outputs|timings_json" value="true"/>
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370 <expand macro="test_output_plots_3" />
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371 <expand macro="test_output_confidence_scores" />
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372 <expand macro="test_output_plddts" />
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373 <expand macro="test_output_pdb_models" />
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374 <expand macro="test_output_pickles" />
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375 <expand macro="test_output_relax_json" />
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376 <expand macro="test_output_timings_json" />
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377 <expand macro="test_output_pae_csv" />
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378 </test>
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379 </tests>
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380 <help><![CDATA[
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381
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382 .. class:: infomark
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383
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384 | AlphaFold v2: AI-guided 3D structural prediction of proteins
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385 |
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386 | **NOTE: this tool packages** `a modified branch of AlphaFold v2.3.2. <https://github.com/neoformit/alphafold/tree/release_2.3.2_galaxy>`_
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387 |
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388 | This means that the neural network has been trained on PDBs with a release
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389 | date before 2021-09-30 (the training cutoff was 2018-04-30 until ``v2.3.0``).
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390 |
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391 | Find out more in the technical and release notes:
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392 |
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393
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394 - `Release notes for v2.3.2 <https://github.com/deepmind/alphafold/releases/tag/v2.3.2>`_
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395 - `Technical notes for v2.3 <https://github.com/deepmind/alphafold/blob/main/docs/technical_note_v2.3.0.md>`_
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396
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397 **What it does**
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398
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399 *What is AlphaFold?*
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400
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401 | AlphaFold is a program which uses neural networks to predict the tertiary (3D) structure of proteins. AlphaFold accepts an amino acid sequence in Fasta format, which will be "folded" into a 3D model.
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402 |
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403
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404 *What makes AlphaFold different?*
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405
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406 | The ability to use computers to predict 3D protein structures with high accuracy is desirable because it removes the time-consuming and costly process of determining structures experimentally.
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407 | In-silico protein folding has been an active field of research for decades, but existing tools were slower and far less reliable than AlphaFold.
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408 | AlphaFold represents a leap forward by regularly predicting structures to atomic-level accuracy, even when no similar structures are known.
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409 |
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410
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411
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412 **Input**
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413
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414 *Amino acid sequence*
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415
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416 | AlphaFold monomer (default) accepts a **single amino acid sequence** in FASTA format.
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417 | You can choose to input either a file from your Galaxy history or paste a sequence into a text box.
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418 | If you choose the ``multimer`` option, you can supply a FASTA file containing **multiple sequences** to be folded concurrently into a multimer.
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419 |
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420 | For pairwise screening of target-candidate with multimer, you can submit a list of paired protein sequences in batch mode (i.e. two protein sequences in each FASTA file).
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421 |
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422
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423 **Outputs**
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424
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425 *Visualization*
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426
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427 An interactive 3D graphic of the best predicted molecular structures.
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428 This output can be opened in Galaxy to give a visual impression of the results, with different structural representations to choose from.
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429 Open the "Visualization" history output by clicking on the "view data" icon:
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430
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431 .. image:: https://github.com/usegalaxy-au/galaxy-local-tools/blob/1a8d3e8daa7ccc5a345ca377697735ab95ed0666/tools/alphafold/static/img/alphafold-visualization.png?raw=true
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432 :height: 520
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433 :alt: Result visualization
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434
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435 |
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436
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437 *PDB files*
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438
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439 | PDB (Protein Data Bank) files (5 by default) are be created, ordered by rank, as predicted by AlphaFold. The tool produces 5 models by default, but this can be reduced with the "Limit model outputs" for a reduced run time.
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440 | These files describe the molecular structures and can be used for downstream analysis. e.g. *in silico* molecular docking.
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441 | **PLEASE NOTE** that all outputs have been renamed to their respective rank order, including model and model.pkl files.
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442 |
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443
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444 *Model confidence scores (optional)*
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445
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446 | This optional output produces a file which describes the confidence scores for each model (based on `pLDDTs <https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3799472/>`_, or the ``iptm+ptm`` score if run in multimer mode) which may be useful for downstream analysis.
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447 | Model confidence scores are also included as a column (replacing ``bFactor``) in the default PDB output.
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448 |
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449 |
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450
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451 *Model data files (ranked_n.pkl)*
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453 | Per-model data stored in pickle files (a Python binary data format). These files can be used as inputs to downstream analysis software (such as Chimera X) for visualizing structures and computing kinetics between protein multimers and domains.
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454 | The tool will produce one ``.pkl`` output for each PDB model.
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455 |
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456 |
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457
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458 *pLDDT + PAE plots (optional)*
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460 | A two-panel figure in PNG format showing:
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461 | a) pLDDT score plotted against residue position
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462 | b) a heatmap of predicted-alignment error (PAE) with residue position running along vertical and horizontal axes and color at each pixel indicating PAE value for the corresponding pair of residues.
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463 | Panel b) is only produced for ``monomer_ptm`` and ``multimer`` model presets.
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464 |
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465 |
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466
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467 *Model predicted-alignment error matrix (pae_ranked_n.csv)*
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468
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469 | Per-model predicted-alignment error (PAE) matrix - only available with the ``monomer_ptm`` and ``multimer`` model presets.
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470 | The tool will produce one ``.csv`` output for each PDB model.
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471 |
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472 |
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473
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474 *relax_metrics.json (optional)*
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475
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476 | A JSON-formatted text file containing relax metrics (primarily remaining violations).
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477 |
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478 |
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479
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480 *timings.json (optional)*
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481
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482 | A JSON-formatted text file containing the timings for each phase of the prediction.
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483 |
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484 |
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485
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486 **AlphaFold configuration**
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487
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488 | We have configured AlphaFold to run with the parameters suggested by default on `AlphaFold's GitHub <https://github.com/deepmind/alphafold>`_.
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489 | This means that it runs with Amber relaxation enabled, with relaxed PDB models collected as output datasets (ranked\_*.pdb files). If there are additonal parameters that you would like to interact with, please `send a support request to Galaxy AU <https://site.usegalaxy.org.au/request/support>`_, or open an issue on `our GitHub <https://github.com/usegalaxy-au/tools-au>`_.
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490 |
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491 |
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492
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493 **External Resources**
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494
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495 We highly recommend checking out the
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496 `Alphafold Protein Structure Database <https://alphafold.ebi.ac.uk/>`_,
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497 which contains pre-computed structures for over 200 million known proteins.
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498 See also:
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499
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500 - `Google Deepmind's article on AlphaFold <https://deepmind.com/blog/article/alphafold-a-solution-to-a-50-year-old-grand-challenge-in-biology>`_
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501 - `AlphaFold source code on GitHub <https://github.com/deepmind/alphafold>`_
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502
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503 *Downstream analysis*
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504
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505 | Obtaining a protein structure prediction is the first step in many analyses.
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506 | The 3D models created by AlphaFold can be used in downstream analysis, including the following:
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507 |
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508
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509 - Inspecting protein features
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510 3D viewers (pymol, chimera, ngl, blender) can be used to inspect active sites, regulatory domains, binding sites.
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511 - Molecular docking
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512 3D structures can be used to predict the binding affinity of different compounds.
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513 This is especially useful in screening drug candidates.
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514 - Protein-protein interactions
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515 Proteins associate in many biological processes, including intracellular signalling pathways and protein complex formation.
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516 To predict these interactions, other programs may ingest 3D models predicted by AlphaFold. Proprietary softwares include `GOLD <https://www.ccdc.cam.ac.uk/solutions/csd-discovery/components/gold/>`_ and `SeeSAR <https://www.biosolveit.de/SeeSAR>`_, but many `free and open-source options <https://en.wikipedia.org/wiki/List_of_protein-ligand_docking_software>`_ are available such as `AutoDock <https://autodock.scripps.edu/>`_, `SwissDock <http://www.swissdock.ch/>`_, `DockQ <https://github.com/bjornwallner/DockQ>`_, `MM-Align <https://zhanggroup.org/MM-align/>`_ and `TM-Align <https://zhanggroup.org/TM-align/>`_. Protein-protein interactions are often inferred from AlphaFold-Multimer predictions, which provide a level of confidence in binding affinity between homomer/heteromer subunits.
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517
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518 ]]></help>
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519 <citations>
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520 <citation type="doi">https://doi.org/10.1038/s41586-021-03819-2</citation>
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521 <citation type="doi">https://doi.org/10.1101/2021.10.04.463034</citation>
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522 </citations>
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523 </tool>