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Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
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Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
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Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator

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Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator
Journal Article

Generating realistic null hypothesis of cancer mutational landscapes using SigProfilerSimulator

2020
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Overview
Background Performing a statistical test requires a null hypothesis. In cancer genomics, a key challenge is the fast generation of accurate somatic mutational landscapes that can be used as a realistic null hypothesis for making biological discoveries. Results Here we present SigProfilerSimulator, a powerful tool that is capable of simulating the mutational landscapes of thousands of cancer genomes at different resolutions within seconds. Applying SigProfilerSimulator to 2144 whole-genome sequenced cancers reveals: (i) that most doublet base substitutions are not due to two adjacent single base substitutions but likely occur as single genomic events; (ii) that an extended sequencing context of ± 2 bp is required to more completely capture the patterns of substitution mutational signatures in human cancer; (iii) information on false-positive discovery rate of commonly used bioinformatics tools for detecting driver genes. Conclusions SigProfilerSimulator’s breadth of features allows one to construct a tailored null hypothesis and use it for evaluating the accuracy of other bioinformatics tools or for downstream statistical analysis for biological discoveries. SigProfilerSimulator is freely available at https://github.com/AlexandrovLab/SigProfilerSimulator with an extensive documentation at https://osf.io/usxjz/wiki/home/ .