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diffdriver

Identify Differential Selection

v0.1.7 · Jun 26, 2026 · MIT + file LICENSE

Description

Tests for context-dependent selection on cancer driver genes using somatic mutation data. The package implements the DiffDriver statistical framework to assess whether the strength of positive selection on mutations in a driver gene is associated with tumor- or individual-level context variables, such as clinical traits, genomic features, or immune microenvironment subtypes. DiffDriver estimates individual- and position-specific background mutation rates, models selection as a deviation from the background rate using functional annotations, and tests context effects through a latent-variable logistic model. It provides utilities for preparing mutation and annotation data, fitting differential-selection models, running gene-level association tests, summarizing candidate genes, and visualizing mutation patterns. The method is described in Zhou et al. (2026) "Detecting context-dependent selection on cancer driver genes with DiffDriver" <doi:10.64898/2026.04.06.716771>.

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OK 7 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Jun 27, 2026

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Dependencies Reverse dependencies Matrix data.table brglm fastTopics SQUAREM diffdriver

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1 tracked
new 0.1.7 Jun 26, 2026