Last updated: 2021-12-20

Checks: 4 3

Knit directory: MS_lesions/

This reproducible R Markdown analysis was created with workflowr (version 1.6.2). 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 unstaged 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.

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The following objects were defined in the global environment when these results were created:

Name Class Size
q function 1008 bytes

The command set.seed(20210118) 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.

The following chunks had caches available:
  • ancom_bootstrapped_gm_4pcs
  • ancom_bootstrapped_gm
  • ancom_bootstrapped_wm
  • dotplot_marker_genes
  • effect_of_including_pcs_neurons
  • effect_of_including_pcs_others
  • fixed_vs_random_gm_4pcs
  • fixed_vs_random_gm
  • fixed_vs_random_wm
  • gm_vs_wm_proportions
  • grp17_cell_abundances
  • module_go_terms_annotations
  • module_scores_opc_oligo
  • oligo_barplot_gm
  • oligo_barplot_wm
  • plot_dotplot_dheeraj_compact
  • plot_test
  • plot_umap_all_celltypes
  • plot_umap_final_celltypes_sel
  • plot_umap_opc_oligo_only
  • save_outputs
  • session_info
  • session-info-chunk-inserted-by-workflowr
  • umap_all_celltypes
  • umap_opc_oligo

To ensure reproducibility of the results, delete the cache directory ms00_manuscript_figures_cache and re-run the analysis. To have workflowr automatically delete the cache directory prior to building the file, set delete_cache = TRUE when running wflow_build() or wflow_publish().

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The results in this page were generated with repository version 1a38d84. See the Past versions tab to see a history of the changes made to the R Markdown and HTML files.

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Ignored files:
    Ignored:    .DS_Store
    Ignored:    .Rhistory
    Ignored:    .Rprofile
    Ignored:    .Rproj.user/
    Ignored:    ._MS_lesions.sublime-project
    Ignored:    .log/
    Ignored:    MS_lesions.sublime-project
    Ignored:    MS_lesions.sublime-workspace
    Ignored:    analysis/.__site.yml
    Ignored:    analysis/fig_muscat_cache/
    Ignored:    analysis/ms00_manuscript_figures_cache/
    Ignored:    analysis/ms02_doublet_id_cache/
    Ignored:    analysis/ms03_SampleQC_cache/
    Ignored:    analysis/ms04_conos_cache/
    Ignored:    analysis/ms05_splitting_cache/
    Ignored:    analysis/ms06_sccaf_cache/
    Ignored:    analysis/ms07_soup_cache/
    Ignored:    analysis/ms08_modules_cache/
    Ignored:    analysis/ms08_modules_pseudobulk_cache/
    Ignored:    analysis/ms09_ancombc_cache/
    Ignored:    analysis/ms09_ancombc_clean_1e3_cache/
    Ignored:    analysis/ms09_ancombc_clean_2e3_cache/
    Ignored:    analysis/ms09_ancombc_mixed_cache/
    Ignored:    analysis/ms10_muscat_run01_cache/
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    Ignored:    analysis/ms10_muscat_template_broad_slim_cache/
    Ignored:    analysis/ms10_muscat_template_fine_slim_cache/
    Ignored:    analysis/ms11_paga_cache/
    Ignored:    analysis/ms12_markers_cache/
    Ignored:    analysis/ms13_labelling_cache/
    Ignored:    analysis/ms14_lesions_cache/
    Ignored:    analysis/ms15_mofa_sample_gm_cache/
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Untracked files:
    Untracked:  Rplots.pdf
    Untracked:  analysis/supp09_ancombc_superclean.Rmd
    Untracked:  code/dev_dheeraj_oligo_dotplots_2021-12-08.R
    Untracked:  code/dev_magma_de_heatmaps_2021-12-03.R
    Untracked:  code/dev_plot_fcs_selected_genes_2021-12-09.R
    Untracked:  code/jobs/muscat_run20_2021-12-07.slurm

Unstaged changes:
    Modified:   analysis/fig_muscat.Rmd
    Modified:   analysis/ms00_manuscript_figures.Rmd
    Modified:   analysis/ms09_ancombc_mixed.Rmd
    Modified:   analysis/ms13_labelling.Rmd
    Modified:   analysis/ms14_lesions.Rmd
    Modified:   analysis/ms15_mofa_sample_wm_superclean.Rmd
    Modified:   analysis/supp07_superclean_check.Rmd
    Modified:   code/dev_de_w_contamation_2021-10-25.R
    Modified:   code/dev_edger_on_mofa_20210804.R
    Modified:   code/fig_muscat.R
    Modified:   code/ms04_conos.R
    Modified:   code/ms09_ancombc_mixed.R
    Modified:   code/ms14_lesions.R
    Modified:   code/supp10_muscat.R

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.


These are the previous versions of the repository in which changes were made to the R Markdown (analysis/ms00_manuscript_figures.Rmd) and HTML (public/ms00_manuscript_figures.html) files. If you’ve configured a remote Git repository (see ?wflow_git_remote), click on the hyperlinks in the table below to view the files as they were in that past version.

File Version Author Date Message
Rmd 1a38d84 wmacnair 2021-12-17 Add initial version of file with all figures
html 1a38d84 wmacnair 2021-12-17 Add initial version of file with all figures

Setup / definitions

Libraries

Helper functions

source('code/ms00_utils.R')
library("knitr")

Figure 1

B-1

UMAP of all celltypes

include_graphics("figure/ms12_markers.Rmd/plot_umap_final_celltypes_sel-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

B-2

Dotplot of selected marker genes

include_graphics("figure/ms12_markers.Rmd/plot_dotplot_dheeraj_compact-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

C-1

UMAP of just OPCs and oligos

include_graphics("figure/ms12_markers.Rmd/plot_umap_opc_oligo_only-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

C-2

Module scores for OPCs and oligos

include_graphics("figure/ms08_modules.Rmd/plot_scores_by_type_scaled-1.png", error = FALSE)

Version Author Date
9af1539 wmacnair 2021-12-13
7fb1b95 wmacnair 2021-11-25

C-3

GO term annotations for OPC and oligo modules

include_graphics("figure/ms08_modules.Rmd/plot_annotations_std-1.png", error = FALSE)

Version Author Date
9af1539 wmacnair 2021-12-13
7fb1b95 wmacnair 2021-11-25

D

GM vs WM proportions

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_wm_vs_gm-1.png", error = FALSE)

Version Author Date
9ee5eee wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

Figure 2

A

Contribution to variability in celltype abundances explained by lesion + patient in WM

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_lrt_results-1.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

B

WM oligodendroglia proportions barplot

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_sample_splits_bars_oligos-1.png", error = FALSE)

Version Author Date
97aa6f8 wmacnair 2021-12-08
47a3ec8 wmacnair 2021-12-08

C

Differential abundance results for WM

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_bootstraps_lesions-1.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

D

Comparison of Sarah’s validation of GPR17-expressing cells

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_no_gpr17_cells-1.png", error = FALSE)

Figure 4

A

Illustration of random effects model

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_random_effects_example-3.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

B

Disease effect vs donor effect

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/plot_muscat_vs_sd_min-3.png", error = FALSE)

C

MOFA factors

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_mofa_factors_diagnosis-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

D

Variance explained

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_factor_r2s-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

E

Patient stratification

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_f1_vs_f2-3.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

F

Factor 1 top genes

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_factor1-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

G

Factor 2 top genes

include_graphics("figure/ms15_mofa_sample_wm_final_meta.Rmd/fig_factor2-1.png", error = FALSE)

Version Author Date
7fb1b95 wmacnair 2021-11-25

Supplementary figures

S1

Contribution to variability in celltype abundances explained by lesion + patient in GM, no layers

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_lrt_results-2.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

S2

Contribution to variability in celltype abundances explained by lesion + patient in GM, including 4 layer PCs

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_lrt_results-6.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

S3

DA results for GM, no layers

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_bootstraps_lesions-2.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

S4

DA results for GM, 4 layer PCs

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_bootstraps_lesions-6.png", error = FALSE)

Version Author Date
47a3ec8 wmacnair 2021-12-08
7fb1b95 wmacnair 2021-11-25

S5

Effect of including PCs, neurons

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_effect_of_pcs_lesions-1.png", error = FALSE)

Version Author Date
270e5fc wmacnair 2021-11-26
7fb1b95 wmacnair 2021-11-25

S6

Effect of including PCs, other celltypes

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_effect_of_pcs_lesions-2.png", error = FALSE)

Version Author Date
270e5fc wmacnair 2021-11-26
7fb1b95 wmacnair 2021-11-25

S7

GM oligodendroglia proportions barplot

include_graphics("figure/ms09_ancombc_mixed.Rmd/plot_sample_splits_bars_oligos-2.png", error = FALSE)

Version Author Date
97aa6f8 wmacnair 2021-12-08
47a3ec8 wmacnair 2021-12-08

End

devtools::session_info()
- Session info ---------------------------------------------------------------
 setting  value                       
 version  R version 4.0.5 (2021-03-31)
 os       CentOS Linux 7 (Core)       
 system   x86_64, linux-gnu           
 ui       X11                         
 language (EN)                        
 collate  en_US.UTF-8                 
 ctype    C                           
 tz       Europe/Zurich               
 date     2021-12-17                  

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[1] /pstore/home/macnairw/lib/conda_r3.12
[2] /pstore/home/macnairw/.conda/envs/r_4.0.3/lib/R/library

sessionInfo()
R version 4.0.5 (2021-03-31)
Platform: x86_64-conda-linux-gnu (64-bit)
Running under: CentOS Linux 7 (Core)

Matrix products: default
BLAS/LAPACK: /pstore/home/macnairw/.conda/envs/r_4.0.3/lib/libopenblasp-r0.3.12.so

locale:
 [1] LC_CTYPE=C                 LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

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

other attached packages:
 [1] knitr_1.36         readxl_1.3.1       forcats_0.5.1      ggplot2_3.3.5     
 [5] scales_1.1.1       viridis_0.6.2      viridisLite_0.4.0  assertthat_0.2.1  
 [9] stringr_1.4.0      data.table_1.14.2  magrittr_2.0.1     circlize_0.4.13   
[13] RColorBrewer_1.1-2 BiocStyle_2.18.1   colorout_1.2-2     workflowr_1.6.2   

loaded via a namespace (and not attached):
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 [4] rprojroot_2.0.2     digest_0.6.28       utf8_1.2.2         
 [7] R6_2.5.1            cellranger_1.1.0    evaluate_0.14      
[10] highr_0.9           pillar_1.6.4        GlobalOptions_0.1.2
[13] rlang_0.4.12        callr_3.7.0         jquerylib_0.1.4    
[16] rmarkdown_2.11      desc_1.4.0          devtools_2.4.2     
[19] munsell_0.5.0       compiler_4.0.5      httpuv_1.6.3       
[22] xfun_0.27           pkgconfig_2.0.3     pkgbuild_1.2.0     
[25] shape_1.4.6         htmltools_0.5.2     tidyselect_1.1.1   
[28] tibble_3.1.5        gridExtra_2.3       codetools_0.2-18   
[31] fansi_0.5.0         crayon_1.4.1        dplyr_1.0.7        
[34] withr_2.4.2         later_1.3.0         grid_4.0.5         
[37] jsonlite_1.7.2      gtable_0.3.0        lifecycle_1.0.1    
[40] DBI_1.1.1           git2r_0.28.0        cli_3.0.1          
[43] stringi_1.7.4       cachem_1.0.6        remotes_2.4.1      
[46] fs_1.5.0            promises_1.2.0.1    testthat_3.1.0     
[49] bslib_0.3.1         ellipsis_0.3.2      generics_0.1.1     
[52] vctrs_0.3.8         tools_4.0.5         glue_1.4.2         
[55] purrr_0.3.4         pkgload_1.2.3       processx_3.5.2     
[58] fastmap_1.1.0       yaml_2.2.1          colorspace_2.0-2   
[61] BiocManager_1.30.16 sessioninfo_1.1.1   memoise_2.0.0      
[64] usethis_2.1.2       sass_0.4.0