Package: CoxMK 0.1.1
CoxMK: A Model-X Knockoff Method for Genome-Wide Survival Association Analysis
A genome-wide survival framework that integrates sequential conditional independent tuples and saddlepoint approximation method, to provide SNP-level false discovery rate control while improving power, particularly for biobank-scale survival analyses with low event rates. The method is based on model-X knockoffs as described in Barber and Candes (2015) <doi:10.1214/15-AOS1337> and fast survival analysis methods from Bi et al. (2020) <doi:10.1016/j.ajhg.2020.06.003>. A shrinkage algorithmic leveraging accelerates multiple knockoffs generation in large genetic cohorts. This CRAN version uses standard Cox regression for association testing. For enhanced performance on very large datasets, users may optionally install the 'SPACox' package from GitHub which provides saddlepoint approximation methods for survival analysis.
Authors:
CoxMK_0.1.1.tar.gz
CoxMK_0.1.1.zip(r-4.7)CoxMK_0.1.1.zip(r-4.6)CoxMK_0.1.1.zip(r-4.5)
CoxMK_0.1.1.tgz(r-4.6-any)CoxMK_0.1.1.tgz(r-4.5-any)
CoxMK_0.1.1.tar.gz(r-4.7-any)CoxMK_0.1.1.tar.gz(r-4.6-any)
CoxMK_0.1.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
CoxMK/json (API)
| # Install 'CoxMK' in R: |
| install.packages('CoxMK', repos = c('https://xiaoxiandadada.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:d67167c12b. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 133 | ||
| source / vignettes | OK | 146 | ||
| linux-release-x86_64 | OK | 110 | ||
| macos-release-arm64 | OK | 179 | ||
| macos-oldrel-arm64 | OK | 171 | ||
| windows-devel | OK | 105 | ||
| windows-release | OK | 98 | ||
| windows-oldrel | OK | 92 | ||
| wasm-release | OK | 93 |
Exports:calculate_w_statisticscox_knockoff_analysiscreate_knockoffsfit_cox_model_from_filesfit_null_cox_modelknockoff_filterperform_association_testing
Dependencies:BEDMatrixcrochetgdsfmtirlbalatticeMatrixsurvival
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Calculate W Statistics for Knockoff Analysis | calculate_w_statistics |
| Complete Cox Knockoff Analysis Workflow | cox_knockoff_analysis |
| CoxMK: Cox Regression with Multiple Knockoffs | CoxMK |
| Create Multiple Knockoffs for Genetic Data | create_knockoffs |
| Step 2: Fit Cox Model from Files | fit_cox_model_from_files |
| Fit Null Cox Model | fit_null_cox_model |
| Apply Knockoff Filter for Variable Selection | knockoff_filter |
| Load Knockoff Data from GDS File | load_knockoff_gds |
| Perform Association Testing | perform_association_testing |
