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Parameter choices

Doga C. Gulhan edited this page Apr 23, 2020 · 8 revisions

Tumor type and data tags

Using list_tumor_types() function you can see the options for tumor_type parameter for the run() function, similarly use list_data_options() to see the available data parameters. You can see if the SNV counts in your data aggrees with the mutation counts in the datasets for tuning the gradient boosting classifiers by running info(data, tumor_type). If the values disagree the cutoffs on the score listed in Signature_3_mva column of SigMA output needs to be optimized or a new model needs to be tuned.

Tags and descriptions of performance of SigMA for signature 3 detection. The exploratory tumor types should be used with do_mva = F and do_assign = F settings for the run() function for these tumor types if you want to investigate presence of Signature_3 set add_sig3 = T which will then allow assignment of Signature 3 to the tumors even if this signature was not discovered by NMF in the WGS data for these tumor types.

Tumor types with tuned MVA models

Tumor type Tag Platform
Urothelial Bladder Cancer bladder Panel/Exome/WGS
Breast Cancer breast Panel/Exome/WGS
Oesophageal Carcinoma eso Panel/Exome/WGS
Ewing Sarcoma ewing Exome/WGS
Leiomyosarcoma lms Panel/Exome/WGS
Medulloblastoma medullo Exome/WGS
Osteosarcoma osteo Panel/Exome/WGS
Ovarian Cancer ovary Panel/Exome/WGS
Pancreas Adenocarcinoma panc_ad Panel/Exome/WGS
Pancreas Neuroendocrine panc_en Panel/Exome/WGS
Prostate Adenocarcinoma prost Panel/Exome/WGS
Stomach Adenocarcinoma stomach Panel/Exome/WGS
Uterine corpus endometrial carcinoma uterus Panel/Exome/WGS

Tumor types without tuned MVA models but with references calculated based on WGS

Tumor type Tag
Biliary Tract Cancer biliary
Cervical Cancer cervix
Colorectal Adenocarcinoma crc
Glioblastoma glioma
Head and Neck Cancer head
Leukemia leuk
Lung Adenocarcinoma lung
Lymphoma lymph
Thyroid Cancer thyroid
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