Last updated: 2025-03-27

Checks: 6 1

Knit directory: hruban_wflow/

This reproducible R Markdown analysis was created with workflowr (version 1.7.1). The Checks tab describes the reproducibility checks that were applied when the results were created. The Past versions tab lists the development history.


The R Markdown file has staged changes. To know which version of the R Markdown file created these results, you’ll want to first commit it to the Git repo. If you’re still working on the analysis, you can ignore this warning. When you’re finished, you can run wflow_publish to commit the R Markdown file and build the HTML.

Great job! The global environment was empty. Objects defined in the global environment can affect the analysis in your R Markdown file in unknown ways. For reproduciblity it’s best to always run the code in an empty environment.

The command set.seed(20250319) was run prior to running the code in the R Markdown file. Setting a seed ensures that any results that rely on randomness, e.g. subsampling or permutations, are reproducible.

Great job! Recording the operating system, R version, and package versions is critical for reproducibility.

Nice! There were no cached chunks for this analysis, so you can be confident that you successfully produced the results during this run.

Great job! Using relative paths to the files within your workflowr project makes it easier to run your code on other machines.

Great! You are using Git for version control. Tracking code development and connecting the code version to the results is critical for reproducibility.

The results in this page were generated with repository version 6dc79eb. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

Note that you need to be careful to ensure that all relevant files for the analysis have been committed to Git prior to generating the results (you can use wflow_publish or wflow_git_commit). workflowr only checks the R Markdown file, but you know if there are other scripts or data files that it depends on. Below is the status of the Git repository when the results were generated:


Ignored files:
    Ignored:    .DS_Store
    Ignored:    code/rlucas/.DS_Store
    Ignored:    data/estimates/.Rapp.history

Untracked files:
    Untracked:  README.Rmd
    Untracked:  code/pivot_wider_pacto.R
    Untracked:  extdata/
    Untracked:  output/process_tcga_beta.Rmd/

Unstaged changes:
    Modified:   .gitignore
    Modified:   README.md

Staged changes:
    Modified:   analysis/about.Rmd
    New:        analysis/ext-fig1.Rmd
    New:        analysis/ext-fig10.Rmd
    New:        analysis/ext-fig11.Rmd
    New:        analysis/ext-fig12.Rmd
    New:        analysis/ext-fig13.Rmd
    New:        analysis/ext-fig14.Rmd
    New:        analysis/ext-fig15.Rmd
    New:        analysis/ext-fig16a.Rmd
    New:        analysis/ext-fig16b.Rmd
    New:        analysis/ext-fig17.Rmd
    New:        analysis/ext-fig18.Rmd
    New:        analysis/ext-fig19.Rmd
    New:        analysis/ext-fig20.Rmd
    New:        analysis/ext-fig21a.Rmd
    New:        analysis/ext-fig21b.Rmd
    New:        analysis/ext-fig22a.Rmd
    New:        analysis/ext-fig22b.Rmd
    New:        analysis/ext-fig23a.Rmd
    New:        analysis/ext-fig23b.Rmd
    New:        analysis/ext-fig24.Rmd
    New:        analysis/ext-fig2a.Rmd
    New:        analysis/ext-fig2b.Rmd
    New:        analysis/ext-fig3.Rmd
    New:        analysis/ext-fig4.Rmd
    New:        analysis/ext-fig5.Rmd
    New:        analysis/ext-fig6.Rmd
    New:        analysis/ext-fig7.Rmd
    New:        analysis/ext-fig8.Rmd
    New:        analysis/ext-fig9.Rmd
    New:        analysis/fig1a.Rmd
    New:        analysis/fig1b.Rmd
    New:        analysis/fig2a.Rmd
    New:        analysis/fig2b.Rmd
    New:        analysis/fig2c.Rmd
    New:        analysis/fig3a.Rmd
    New:        analysis/fig3b.Rmd
    New:        analysis/fig4.Rmd
    New:        analysis/fig5.Rmd
    New:        analysis/fig6a.Rmd
    New:        analysis/fig6b.Rmd
    New:        analysis/fig6c.Rmd
    New:        analysis/fig7a.Rmd
    New:        analysis/fig7b.Rmd
    New:        analysis/fig8.Rmd
    New:        analysis/fig9a.Rmd
    New:        analysis/fig9b.Rmd
    Modified:   analysis/index.Rmd
    Modified:   analysis/license.Rmd
    New:        code/functions.R
    New:        code/hr_plot_funcs.R
    New:        code/liver.tools/DESCRIPTION
    New:        code/liver.tools/NAMESPACE
    New:        code/liver.tools/R/functions.R
    New:        code/liver.tools/R/help.R
    New:        code/liver.tools/man/liver.tools.Rd
    New:        code/liver.tools/zzz.R
    New:        code/process_ab.Rmd
    New:        code/process_tcga_beta.Rmd
    New:        code/rlucas/DESCRIPTION
    New:        code/rlucas/NAMESPACE
    New:        code/rlucas/R/functions.R
    New:        code/rlucas/R/help.R
    New:        code/rlucas/data-derived/SummarizedExperiment.R
    New:        code/rlucas/data/lucas_5mb.rda
    New:        code/rlucas/data/metadata.rda
    New:        code/rlucas/data/prediction_lucas.rda
    New:        code/rlucas/data/se.rda
    New:        code/rlucas/data/valid_metadata.rda
    New:        code/rlucas/inst/extdata/survival_analysis_samples.xlsx
    New:        code/rlucas/man/rlucas.Rd
    New:        code/useful.stuff.aa/DESCRIPTION
    New:        code/useful.stuff.aa/NAMESPACE
    New:        code/useful.stuff.aa/R/convenience.R
    New:        code/useful.stuff.aa/R/models.R
    New:        code/useful.stuff.aa/data/liver_meta.rda
    New:        code/useful.stuff.aa/data/lucas_meta.rda
    New:        code/utility_funcs.R
    New:        data/120122_mutations.csv
    New:        data/CA199.csv
    New:        data/CP_PAC_artemis.xlsx
    New:        data/CheckPAC_clinical_annotated011622.xlsx
    New:        data/Checkpac_Test.csv
    New:        data/Expected.csv
    New:        data/ID_comparison.xlsx
    New:        data/Locked_Models/ARTEMIS_DELFI_SSls_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_DELFI_raw_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_Mathios_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_single_DELFI_SSLs_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_single_DELFI_raw_Ensemble.rds
    New:        data/Locked_Models/ARTEMIS_single_Mathios_Ensemble.rds
    New:        data/Locked_Models/Epi_ssl.rds
    New:        data/Locked_Models/LINE_ssl.rds
    New:        data/Locked_Models/LTR_ssl.rds
    New:        data/Locked_Models/Mathios_DELFI.rds
    New:        data/Locked_Models/RNA_TE_ssl.rds
    New:        data/Locked_Models/Ratios_ssl.rds
    New:        data/Locked_Models/SINE_ssl.rds
    New:        data/Locked_Models/Sat_ssl.rds
    New:        data/Locked_Models/zscores_ssl.rds
    New:        data/PACTO Masterfile.xlsx
    New:        data/PACTO_BL_EOT_EOS_PFS_TA_jh.xlsx
    New:        data/Test_set_pacto.csv
    New:        data/allfeatures_pacto.5mb.hg19.csv
    New:        data/artemis.csv
    New:        data/barv1.csv
    New:        data/cellularity.csv
    New:        data/checkpac_5mb_bins/CGH16N_16_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_17_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_18_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_19_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_20_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_21_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_22_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_23_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_24_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_25_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGH16N_26_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P8_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA217P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA218P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA218P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA219P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA220P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA220P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA220P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA221P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA221P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA221P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P10_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P11_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P12_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P13_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P14_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P15_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P16_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P17_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P8_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P9_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA222P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P10_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P11_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P12_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P14_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P15_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P16_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P17_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P18_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P8_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P9_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA223P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P10_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P11_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P12_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P13_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P14_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P15_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P16_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P17_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P18_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P19_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P20_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P21_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P22_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P23_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P24_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P25_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P8_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P9_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA224P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA226P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA226P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA226P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA765P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA765P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA765P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA766P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA766P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA767P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA768P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA769P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA769P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA770P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA771P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA771P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA771P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA772P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA772P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA772P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA772P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA773P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA773P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA773P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA773P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA774P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA774P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA775P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA775P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA775P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA775P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA775P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA776P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA776P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA776P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA776P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA776P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA777P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA777P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA778P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA778P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA778P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA779P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA779P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA779P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA779P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA780P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA780P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P3_1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA781P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA782P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA784P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA784P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA784P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA785P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA786P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA786P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA786P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA786P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P10_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P11_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P12_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P9_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA787P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA788P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA788P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA788P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA788P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA789P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA789P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA789P7_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA789P8_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA789P9_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA790P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA790P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA790P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA790P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA791P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA791P2_1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA791P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA792P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA792P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA792P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA793P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA793P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA793P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA794P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA796P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA796P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA796P_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P2_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P3_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P4_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P5_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P6_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P7_1_5mb.hg19.csv
    New:        data/checkpac_5mb_bins/CGPLPA797P_5mb.hg19.csv
    New:        data/checkpac_baseline_p2_dates.csv
    New:        data/checkpac_bins.csv
    New:        data/checkpac_ca199.csv
    New:        data/checkpac_ca199_baseline_p4_dates.csv
    New:        data/checkpac_features.csv
    New:        data/checkpac_plasma_manifest.xlsx
    New:        data/clinical_073123.xlsx
    New:        data/combined_bins_102324.rds
    New:        data/df_results_CAIRO5_2_6_ checkpac_ pacto.tsv
    New:        data/estimates/CGPLPA217T.cncf.tsv
    New:        data/estimates/CGPLPA217T.facets.rds
    New:        data/estimates/CGPLPA218T_rep.cncf.tsv
    New:        data/estimates/CGPLPA218T_rep.facets.rds
    New:        data/estimates/CGPLPA219T.cncf.tsv
    New:        data/estimates/CGPLPA219T.facets.rds
    New:        data/estimates/CGPLPA220T.cncf.tsv
    New:        data/estimates/CGPLPA220T.facets.rds
    New:        data/estimates/CGPLPA221T.cncf.tsv
    New:        data/estimates/CGPLPA221T.facets.rds
    New:        data/estimates/CGPLPA222T.cncf.tsv
    New:        data/estimates/CGPLPA222T.facets.rds
    New:        data/estimates/CGPLPA223T.cncf.tsv
    New:        data/estimates/CGPLPA223T.facets.rds
    New:        data/estimates/CGPLPA224T.cncf.tsv
    New:        data/estimates/CGPLPA224T.facets.rds
    New:        data/estimates/CGPLPA225T.cncf.tsv
    New:        data/estimates/CGPLPA225T.facets.rds
    New:        data/estimates/CGPLPA226T.cncf.tsv
    New:        data/estimates/CGPLPA226T.facets.rds
    New:        data/estimates/CGPLPA765T1.cncf.tsv
    New:        data/estimates/CGPLPA765T1.facets.rds
    New:        data/estimates/CGPLPA766T1.cncf.tsv
    New:        data/estimates/CGPLPA766T1.facets.rds
    New:        data/estimates/CGPLPA767T2.cncf.tsv
    New:        data/estimates/CGPLPA767T2.facets.rds
    New:        data/estimates/CGPLPA768T1.cncf.tsv
    New:        data/estimates/CGPLPA768T1.facets.rds
    New:        data/estimates/CGPLPA769T1.cncf.tsv
    New:        data/estimates/CGPLPA769T1.facets.rds
    New:        data/estimates/CGPLPA771T3.cncf.tsv
    New:        data/estimates/CGPLPA771T3.facets.rds
    New:        data/estimates/CGPLPA772T2.cncf.tsv
    New:        data/estimates/CGPLPA772T2.facets.rds
    New:        data/estimates/CGPLPA773T3.cncf.tsv
    New:        data/estimates/CGPLPA773T3.facets.rds
    New:        data/estimates/CGPLPA774T1.cncf.tsv
    New:        data/estimates/CGPLPA774T1.facets.rds
    New:        data/estimates/CGPLPA775T3.cncf.tsv
    New:        data/estimates/CGPLPA775T3.facets.rds
    New:        data/estimates/CGPLPA777T3.cncf.tsv
    New:        data/estimates/CGPLPA777T3.facets.rds
    New:        data/estimates/CGPLPA779T.cncf.tsv
    New:        data/estimates/CGPLPA779T.facets.rds
    New:        data/estimates/CGPLPA780T3.cncf.tsv
    New:        data/estimates/CGPLPA780T3.facets.rds
    New:        data/estimates/CGPLPA781T.cncf.tsv
    New:        data/estimates/CGPLPA781T.facets.rds
    New:        data/estimates/CGPLPA783T.cncf.tsv
    New:        data/estimates/CGPLPA783T.facets.rds
    New:        data/estimates/CGPLPA785T.cncf.tsv
    New:        data/estimates/CGPLPA785T.facets.rds
    New:        data/estimates/CGPLPA786T.cncf.tsv
    New:        data/estimates/CGPLPA786T.facets.rds
    New:        data/estimates/CGPLPA787T.cncf.tsv
    New:        data/estimates/CGPLPA787T.facets.rds
    New:        data/estimates/CGPLPA788T1.cncf.tsv
    New:        data/estimates/CGPLPA788T1.facets.rds
    New:        data/estimates/CGPLPA789T3.cncf.tsv
    New:        data/estimates/CGPLPA789T3.facets.rds
    New:        data/estimates/CGPLPA790T.cncf.tsv
    New:        data/estimates/CGPLPA790T.facets.rds
    New:        data/estimates/CGPLPA791T1.cncf.tsv
    New:        data/estimates/CGPLPA791T1.facets.rds
    New:        data/estimates/CGPLPA792T1.cncf.tsv
    New:        data/estimates/CGPLPA792T1.facets.rds
    New:        data/estimates/CGPLPA794T.cncf.tsv
    New:        data/estimates/CGPLPA794T.facets.rds
    New:        data/estimates/CGPLPA795T1.cncf.tsv
    New:        data/estimates/CGPLPA795T1.facets.rds
    New:        data/estimates/CGPLPA796T1.cncf.tsv
    New:        data/estimates/CGPLPA796T1.facets.rds
    New:        data/estimates/CGPLPA797T1.cncf.tsv
    New:        data/estimates/CGPLPA797T1.facets.rds
    New:        data/fig2c_p2_data.rds
    New:        data/for_leal_plot_042324.xlsx
    New:        data/fp2_lucas_healthy.csv
    New:        data/i07_input.xlsx
    New:        data/loadings.rds
    New:        data/long_bins.csv
    New:        data/pacto_5mb_bins/CGH17N_17_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_18_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_19_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_20_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_21_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_22_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_23_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_24_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_25_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_26_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_27_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_28_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_29_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGH17N_30_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA248P_5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA639P_1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P10_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P11_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P12_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P13_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P14_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P8_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P9_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA815P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA859P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P10_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P11_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P12_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P13_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P14_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P15_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P8_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P9_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA860P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA862P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA862P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA864P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA864P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA864P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA864P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA864P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA866P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P10_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P11_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P12_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P13_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P14_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P15_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P16_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P2_1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P9_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA868P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA869P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA869P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA871P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA871P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA871P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA871P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA871P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA872P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA878P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA879P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA880P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA880P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA880P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA885P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA885P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA885P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA885P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA885P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA886P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA887P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA887P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA888P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA888P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA888P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA888P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA888P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA890P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA890P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA890P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA890P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA890P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA892P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA894P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA894P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA894P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P6_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P7_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA895P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA896P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA896P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA897P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA897P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA897P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA897P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA897P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA898P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA899P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA899P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA899P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA899P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA900P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA900P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA900P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA900P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA900P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA901P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA901P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA901P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA901P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA901P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA902P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA902P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA902P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA902P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA902P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA903P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA903P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA903P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA903P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA903P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA904P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA904P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA904P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA905P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA905P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA905P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA905P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA905P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA906P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA906P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA906P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA907P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA907P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA907P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA909P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA909P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA909P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA910P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA911P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA911P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA911P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P3_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P4_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P5_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA912P_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA913P1_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA913P2_5mb.hg19.csv
    New:        data/pacto_5mb_bins/CGPLPA913P_5mb.hg19.csv
    New:        data/pacto_bins.csv
    New:        data/pacto_features.csv
    New:        data/sel_chr.txt
    New:        data/supplementary_tables.xlsx
    New:        data/tumor_tmb.txt

Note that any generated files, e.g. HTML, png, CSS, etc., are not included in this status report because it is ok for generated content to have uncommitted changes.


There are no past versions. Publish this analysis with wflow_publish() to start tracking its development.


Plasma z-scores by chromosome arm versus median tumor log-ratio by arm for patients who had greater than 10% plasma MAF by WGMAF.

library(tidyverse)
library(readxl)
library(data.table)
library(RColorBrewer)
library(ggpmisc)
library(here)
devtools::load_all(here("code/liver.tools"))
source(here("code/functions.R"))
features4<-features3 %>% filter(BOR!="Stable Disease", BOR!="Progressive Disease", BOR!="Partial Response")
features4$id <- str_extract(features4$id, "CGPLPA[0-9]{1,10}")
features4$id <- paste0(features4$id, "P")

features4<-features4 %>% filter(id!="CGPLPA217P")
features4<-features4 %>% filter(id!="CGPLPA218P")
features4<-features4 %>% filter(id!="CGPLPA219P")
features4<-features4 %>% filter(id!="CGPLPA220P")
features4<-features4 %>% filter(id!="CGPLPA221P")
features4<-features4 %>% filter(id!="CGPLPA222P")
#features4<-features4 %>% filter(id!="CGPLPA223P")
features4<-features4 %>% filter(id!="CGPLPA224P")
features4<-features4 %>% filter(id!="CGPLPA225P")
features4<-features4 %>% filter(id!="CGPLPA226P")
features4<-features4 %>% filter(id!="CGPLPA765P")
features4<-features4 %>% filter(id!="CGPLPA766P")
features4<-features4 %>% filter(id!="CGPLPA767P")
features4<-features4 %>% filter(id!="CGPLPA768P")
features4<-features4 %>% filter(id!="CGPLPA769P")
features4<-features4 %>% filter(id!="CGPLPA770P")
features4<-features4 %>% filter(id!="CGPLPA771P")
features4<-features4 %>% filter(id!="CGPLPA772P")
features4<-features4 %>% filter(id!="CGPLPA773P")
#features4<-features4 %>% filter(id!="CGPLPA774P")
features4<-features4 %>% filter(id!="CGPLPA775P")
features4<-features4 %>% filter(id!="CGPLPA776P")
features4<-features4 %>% filter(id!="CGPLPA777P")
features4<-features4 %>% filter(id!="CGPLPA778P")
features4<-features4 %>% filter(id!="CGPLPA779P")
features4<-features4 %>% filter(id!="CGPLPA780P")
features4<-features4 %>% filter(id!="CGPLPA781P")
features4<-features4 %>% filter(id!="CGPLPA782P")
features4<-features4 %>% filter(id!="CGPLPA783P")
features4<-features4 %>% filter(id!="CGPLPA784P")
features4<-features4 %>% filter(id!="CGPLPA785P")
#features4<-features4 %>% filter(id!="CGPLPA786P")
#features4<-features4 %>% filter(id!="CGPLPA787P")
#features4<-features4 %>% filter(id!="CGPLPA788P")
features4<-features4 %>% filter(id!="CGPLPA789P")
features4<-features4 %>% filter(id!="CGPLPA790P")
features4<-features4 %>% filter(id!="CGPLPA791P")
features4<-features4 %>% filter(id!="CGPLPA792P")
features4<-features4 %>% filter(id!="CGPLPA793P")
#features4<-features4 %>% filter(id!="CGPLPA794P")
features4<-features4 %>% filter(id!="CGPLPA795P")
features4<-features4 %>% filter(id!="CGPLPA796P")
features4<-features4 %>% filter(id!="CGPLPA797P")

minimize<-select(features4, id, Arm, z, source)
minimize1<-minimize %>% filter(source=="Plasma")
minimize1<-minimize1 %>% rename(z_plasma=z)

minimize2<-minimize %>% filter(source=="Tumor")
minimize2<-minimize2 %>% rename(z_tumor=z)

new_dataset <- minimize1 %>% inner_join(minimize2, by=c("id","Arm"))

new_dataset2<-new_dataset %>% mutate(Arm2=case_when(Arm=="8q"~"8q", TRUE ~ 'other'))

lm_fit<-lm(z_plasma ~ z_tumor, data=new_dataset2)
summary(lm_fit)

Call:
lm(formula = z_plasma ~ z_tumor, data = new_dataset2)

Residuals:
    Min      1Q  Median      3Q     Max 
-96.701 -12.524  -1.918   9.782  90.061 

Coefficients:
            Estimate Std. Error t value Pr(>|t|)    
(Intercept)    7.093      1.798   3.945 0.000106 ***
z_tumor      157.347      7.299  21.557  < 2e-16 ***
---
Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1

Residual standard error: 27.27 on 232 degrees of freedom
Multiple R-squared:  0.667, Adjusted R-squared:  0.6656 
F-statistic: 464.7 on 1 and 232 DF,  p-value: < 2.2e-16
formula <- y ~ x
ggplot(new_dataset2,  aes(x = z_plasma, y = z_tumor, color=id)) + 
  geom_point()+
  geom_hline(yintercept =0)+
  geom_vline(xintercept =0)+
  geom_smooth(method = "lm", formula = formula, se = F) +
  facet_wrap(~id, ncol=6) +
  theme(text = element_text(size=6),
        axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1)) +
  labs(title="Tumor CNV vs Plasma Z-scores", x ="Plasma Z scores", y = "Tumor median log-ratio")+
  stat_poly_eq(aes(label = paste(..rr.label..)), 
              label.x = 30, label.y =.1,
              formula = formula, parse = TRUE, size = 2)+
  stat_fit_glance(method = 'lm',
                  method.args = list(formula = formula),
                  geom = 'text',
                  aes(label = paste("P-value = ", signif(..p.value.., digits = 4), sep = "")),
                  label.x = 85, label.y = -0.8, size = 2) +
  theme_classic() +
  theme(legend.position = "none")
Warning: The dot-dot notation (`..rr.label..`) was deprecated in ggplot2 3.4.0.
ℹ Please use `after_stat(rr.label)` instead.
This warning is displayed once every 8 hours.
Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
generated.


sessionInfo()
R version 4.4.1 (2024-06-14)
Platform: aarch64-apple-darwin20
Running under: macOS 15.3.1

Matrix products: default
BLAS:   /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRblas.0.dylib 
LAPACK: /Library/Frameworks/R.framework/Versions/4.4-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.12.0

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

time zone: America/New_York
tzcode source: internal

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] liver.tools_0.0.0.9000 here_1.0.1             ggpmisc_0.6.1         
 [4] ggpp_0.5.8-1           RColorBrewer_1.1-3     data.table_1.17.0     
 [7] readxl_1.4.5           lubridate_1.9.4        forcats_1.0.0         
[10] stringr_1.5.1          dplyr_1.1.4            purrr_1.0.4           
[13] readr_2.1.5            tidyr_1.3.1            tibble_3.2.1          
[16] ggplot2_3.5.1          tidyverse_2.0.0        workflowr_1.7.1       

loaded via a namespace (and not attached):
 [1] polynom_1.4-1      remotes_2.5.0      rlang_1.1.5        magrittr_2.0.3    
 [5] git2r_0.35.0       compiler_4.4.1     getPass_0.2-4      mgcv_1.9-1        
 [9] callr_3.7.6        vctrs_0.6.5        quantreg_6.1       profvis_0.4.0     
[13] pkgconfig_2.0.3    crayon_1.5.3       fastmap_1.2.0      backports_1.5.0   
[17] ellipsis_0.3.2     labeling_0.4.3     promises_1.3.2     rmarkdown_2.29    
[21] sessioninfo_1.2.3  tzdb_0.4.0         ps_1.9.0           MatrixModels_0.5-3
[25] bit_4.6.0          xfun_0.51          cachem_1.1.0       jsonlite_1.9.1    
[29] later_1.4.1        broom_1.0.7        parallel_4.4.1     R6_2.6.1          
[33] bslib_0.9.0        stringi_1.8.4      pkgload_1.4.0      jquerylib_0.1.4   
[37] cellranger_1.1.0   Rcpp_1.0.14        knitr_1.49         usethis_3.1.0     
[41] httpuv_1.6.15      Matrix_1.7-3       splines_4.4.1      timechange_0.3.0  
[45] tidyselect_1.2.1   rstudioapi_0.17.1  yaml_2.3.10        miniUI_0.1.1.1    
[49] processx_3.8.6     pkgbuild_1.4.6     lattice_0.22-6     shiny_1.10.0      
[53] withr_3.0.2        evaluate_1.0.3     desc_1.4.3         survival_3.8-3    
[57] urlchecker_1.0.1   pillar_1.10.1      confintr_1.0.2     whisker_0.4.1     
[61] generics_0.1.3     vroom_1.6.5        rprojroot_2.0.4    hms_1.1.3         
[65] munsell_0.5.1      scales_1.3.0       xtable_1.8-4       glue_1.8.0        
[69] tools_4.4.1        SparseM_1.84-2     fs_1.6.5           grid_4.4.1        
[73] devtools_2.4.5     colorspace_2.1-1   nlme_3.1-167       cli_3.6.4         
[77] rematch_2.0.0      gtable_0.3.6       sass_0.4.9         digest_0.6.37     
[81] farver_2.1.2       htmlwidgets_1.6.4  memoise_2.0.1      htmltools_0.5.8.1 
[85] lifecycle_1.0.4    httr_1.4.7         mime_0.12          bit64_4.6.0-1     
[89] MASS_7.3-65