changeset 1:99ebf69e9b45 draft

planemo upload for repository https://github.com/bgruening/galaxytools/tree/master/tools/biomodelsML commit 96a70f2836d71103eeffcd2f40a312d5dfbc753e
author bgruening
date Fri, 05 Jan 2024 13:10:02 +0000
parents 1748c5d74df5
children e66700f4c7eb
files biomodels_BIOMD0000001076.xml test-data/pred_data_BIOMD0000001076.tabular test-data/test_data_BIOMD0000001076.csv test-data/test_data_BIOMD0000001076.tabular
diffstat 4 files changed, 1296 insertions(+), 0 deletions(-) [+]
line wrap: on
line diff
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/biomodels_BIOMD0000001076.xml	Fri Jan 05 13:10:02 2024 +0000
@@ -0,0 +1,93 @@
+<tool id="biomodels_BIOMD0000001076" name="Prediction of Breast Cancer (BC)" version="@VERSION@" profile="23.05">
+    <description>proteins involved in cancer immunotherapy using molecular descriptors and Multi Layer Perceptron (MLP) neural network</description>
+    <macros>
+        <token name="@VERSION@">1</token>
+    </macros>
+    <creator>
+        <organization name="EMBL's European Bioinformatics Institute (EMBL-EBI)" url="https://www.ebi.ac.uk/biomodels/" email="biomodels-net-support@lists.sf.net" />
+        <person name="Anup Kumar" email="kumara@informatik.uni-freiburg.de" />
+    </creator>
+    <requirements>
+        <container type="docker">docker.io/anupkumar/biomodels_biomd0000001076:@VERSION@</container>
+    </requirements>
+    <command><![CDATA[
+    cp /home/\$NB_USER/MLP_model3.onnx ./ &&
+    python '$biom_script_BIOMD0000001076'
+]]>
+    </command>
+    <configfiles>
+        <configfile name="biom_script_BIOMD0000001076">
+            <![CDATA[
+import os
+import numpy
+import onnxruntime as rt
+import pandas as pd
+
+#if $input_file.ext == "tabular":
+data_test = pd.read_csv('$input_file', sep="\t")
+#elif $input_file.ext == "csv":
+data_test = pd.read_csv('$input_file', sep=",")
+#end if
+
+Xdatap = data_test.iloc[:,:-1].values
+sess = rt.InferenceSession(os.getcwd() + "/MLP_model3.onnx")
+input_name = sess.get_inputs()[0].name
+label_name = sess.get_outputs()[0].name
+pred_onx = sess.run([label_name], {input_name: Xdatap.astype(numpy.float32)})[0]
+data_test["Predictions"] = pred_onx
+data_test.to_csv('$output_file', sep="\t", index=None)
+
+]]>
+        </configfile>
+    </configfiles>
+    <inputs>
+	<param name="input_file" type="data" label="Test data" format="tabular,csv" multiple="false" />
+    </inputs>
+    <outputs>
+        <data format="tabular" name="output_file" label="Predicted data"></data>
+    </outputs>
+    <tests>
+        <test>
+            <param name="input_file" value="test_data_BIOMD0000001076.tabular" ftype="tabular" />
+            <output name="output_file" file="pred_data_BIOMD0000001076.tabular">
+                <assert_contents>
+                    <has_n_columns n="302" />
+                    <has_n_lines n="401" />
+                </assert_contents>
+            </output>
+        </test>
+        <test>
+            <param name="input_file" value="test_data_BIOMD0000001076.csv" ftype="csv" />
+            <output name="output_file" file="pred_data_BIOMD0000001076.tabular">
+                <assert_contents>
+                    <has_n_columns n="302" />
+                    <has_n_lines n="401" />
+                </assert_contents>
+            </output>
+        </test>
+    </tests>
+    <help>
+        <![CDATA[
+**What it does**
+
+The tool makes prediction of breast cancer-related proteins: non-breast cancer related protein (0) or related to breast cancer protein (1). 300 features are used to train a Multi Layer Perceptron (artificial neural network) for such a prediction. The model is available via a Docker container. The original GitHub repository can be accessed at https://github.com/muntisa/neural-networks-for-breast-cancer-proteins.
+
+
+**Description**
+
+This study introduces a predictive classifier for breast cancer-related proteins, utilising a combination of protein sequence descriptors and machine learning techniques. The best-performing classifier is a Multi Layer Perceptron (artificial neural network) with 300 features, achieving an average Area Under the Receiver Operating Characteristics (AUROC) score of 0.984 through 3-fold cross-validation. Notably, the model identified top-ranked cancer immunotherapy proteins associated with breast cancer that should be studied for further biomarker discovery and therapeutic targeting. Please note that in this model, the output '0' means BC non-related protein and '1' means BC related protein.
+
+**Input file**
+
+Provide a tabular file (as tabular or csv) containing all the features as mentioned above.
+
+**Output file**
+
+Returns predicted data as a tabular file - the predictions are concatenated as a last column of the test data.
+
+        ]]>
+    </help>
+    <citations>
+        <citation type="doi">10.1038/s41598-020-65584-y</citation>
+    </citations>
+</tool>
--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/pred_data_BIOMD0000001076.tabular	Fri Jan 05 13:10:02 2024 +0000
@@ -0,0 +1,401 @@
+MN	LG	QI	NK	EM	QM	MM	EY	FAA	FNA	PNA	MDA	YHA	YKA	WFA	GPA	NTA	EYA	PAR	QDR	KER	SQR	QGR	LLR	HKR	TKR	TMR	YMR	MFR	EAN	HAN	MRN	SNN	EDN	QCN	QQN	GQN	PGN	IHN	NKN	HKN	LKN	AMN	TMN	VMN	MPN	PSN	YTN	KWN	PWN	EYN	PYN	LVN	PVN	SVN	VAD	HRD	IND	PDD	IQD	NHD	YHD	NID	HFD	ITD	RYD	IYD	QRC	DNC	SNC	MDC	AQC	CGC	MGC	VHC	CKC	IKC	SKC	MMC	PFC	MPC	MVC	FVC	FDE	YDE	SQE	TQE	RHE	MHE	HIE	FKE	EME	QME	LME	MME	VME	SFE	DAQ	TNQ	IDQ	DCQ	KCQ	GLQ	FKQ	AMQ	CMQ	VPQ	PSQ	IWQ	YWQ	CYQ	IAG	PAG	MNG	VGG	ALG	FLG	VLG	WMG	DFG	PFG	CTG	FWG	PWG	TVG	FAH	INH	PCH	VQH	CGH	CKH	IKH	SKH	MFH	WFH	HTH	RWH	FWH	GYH	RVH	KRI	MRI	AQI	LQI	NHI	NII	QII	CKI	YKI	IPI	WSI	EYI	LYI	MVI	RDL	TCL	CQL	HQL	MQL	GGL	LGL	HLL	HML	QWL	EYL	GVL	IVL	HAK	KNK	VNK	SCK	TQK	KHK	VHK	QIK	PIK	DLK	MMK	EPK	HTK	CWK	DVK	WAM	HRM	QNM	PNM	VDM	AEM	EEM	QQM	QGM	RIM	CIM	QLM	ILM	HKM	AMM	NMM	CFM	NTM	TTM	VTM	CWM	EWM	FYM	TAF	YCF	AEF	RQF	VGF	PKF	AMF	YFF	HTF	GYF	DAP	MNP	SNP	RGP	QGP	PGP	VGP	WLP	DKP	IKP	LKP	CMP	IFP	QTP	KTP	IWP	MNS	KQS	WGS	CHS	MMS	TMS	LNT	DCT	CQT	PQT	FHT	IIT	PIT	GLT	MLT	VLT	MKT	WKT	TMT	IFT	MPT	EWT	QWT	KWT	EYT	GAW	LNW	ADW	HCW	NEW	EEW	YEW	DQW	QHW	GIW	HIW	LLW	IKW	VKW	FPW	RTW	VTW	WYW	DVW	SVW	NDY	PDY	ECY	GCY	MEY	TEY	EIY	KIY	PIY	EMY	MPY	TPY	HWY	KNV	VNV	NDV	KCV	GHV	GLV	MMV	VFV	IYV	Pc1.N	Pc1.M	Class	Predictions
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+++ b/test-data/test_data_BIOMD0000001076.csv	Fri Jan 05 13:10:02 2024 +0000
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--- /dev/null	Thu Jan 01 00:00:00 1970 +0000
+++ b/test-data/test_data_BIOMD0000001076.tabular	Fri Jan 05 13:10:02 2024 +0000
@@ -0,0 +1,401 @@
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