Change Log¶

2.0.0 (Cloud support, enhanced visualization, new analyses/features, and more ...)¶

Cloud support¶

• feat: immunopipe can now be run on Google Cloud Batch Jobs, allowing for scalable and efficient processing of larger datasets. See Run the pipeline using Google Cloud Batch Jobs¶ for more details.

Enhanced visualization¶

• feat: scplotter and plotthis are now used for plotting, providing enhanced visualization capabilities and uniformity across different processes.
• feat: default descriptions/captions are now added to plots, making them more informative.

Enhanced performance¶

• feat: the pipeline now uses qs2 for store the R objects, which speeds up the loading and saving of Seurat objects.
• feat: step-wise caching (in addition to process-wise) is now supported, especially for Seurat processes, allowing for faster re-running of the pipeline by caching intermediate results and improving results reproducibility.
• refactor: MetabolicLandscapeAnalysis is refactored for flexibility and performance improvement.
• BREAKING: enrichR is retired and replaced by enrichit for enrichment analysis, making it offline and more flexible. This enables the entire pipline to run without internet connection.

New analyses/features¶

• feat: the pipeline now supports cell-cell communication analysis.
• feat: plots are supported for all cases for MarkersFinder and ScFGSEA, allowing plotting the markers (DEGs) and enriched pathways for all cases (e.g. all seurat clusters) in a single plot.
• BREAKING: the immunarch package is now replaced by scRepertoire for more features and allowing customized clonotype definition.
• feat: envs.mutaters is now supported for SeuratPreparing to allow create factor (categorical) columns in the metadata.
• feat: PseudoBulkDEG is added to perform pseudo-bulk differential expression analysis.
• feat: BCR-seq data is now supported, allowing users to analyze BCR-seq data paired with scRNA-seq data.
• feat: Now Seurat object (in RDS or qs2 format) is supported as input for scRNA-seq data.
• feat: Now loom format is supported for scRNA-seq data, allowing users to use loom files as input for the pipeline.

House keeping¶

• build: docker images are now built based on the biopipen base image.
• ci: the test workflow now caches the running intermediate files to speed up the tests.
• docs: the citation information is now added to the documentation, allowing users to easily cite the pipeline in their publications.
• chore(deps): biopipen is bumped to 0.34.6, which includes various bug fixes and enhancements. See the biopipen releases for more details.

1.4.4¶

• chore(deps): add gcc_linux-64 to Docker environment dependencies
• docs: add input and output sections to multiple process documentation files
• feat: add PDF output for K-means and T cell plots, enhancing report generation
• deps: bump biopipen to 0.32.3
• 0.32.1:
  • fix(scrna.ScFGSEA): fix case gmtfile not working
  • fix(TopExpressingGenes): add InlineNotification component to TopExpressingGenes.svelte
  • fix(scrna.SeuratClusterStats): fix kind not being added to the figure file name for plots of features
  • feat(scrna.SeuratPreparing): support percent.mt, percent.ribo, percent.hb and percent.plat for mouse
• 0.32.2:
  • feat: add PDF output option for SampleInfo plots
  • feat: add PDF output options for violin and scatter plots in Seurat preparation scripts
  • feat: add PDF output options for volcano, dotplot, venn, and upset plots
  • feat: add PDF output option for Enrichr plots in TopExpressingGenes script
  • feat: add PDF output options for UMAP plots in SeuratMap2Ref script; update image handling in misc.liq
  • feat: add PDF output options for cluster size distribution, shared clusters, and sample diversity plots; update plotting functions to handle multiple output formats
  • feat: add PDF output options for various Immunarch scripts; enhance reporting with downloadable PDF files
  • feat: add PDF output options for cluster size distribution, dimension plots, and feature plots; enhance reporting with downloadable PDF files
  • feat: add PDF output options for radar and bar plots; enhance reporting with downloadable PDF files
  • feat: add PDF output options for CloneResidency script; enhance reporting with downloadable PDF files
  • feat: add PDF output options for GSEA table and enrichment plots; enhance reporting with downloadable PDF files
  • feat: add PDF output options for pie charts, heatmaps, Venn plots, and UpSet plots; enhance reporting with downloadable PDF files
  • feat: add PDF output options for Enrichr plots; enhance reporting with downloadable PDF files
  • feat: add PDF output options for estimated coefficients and distribution plots; enhance reporting with downloadable PDF files
• 0.32.3:
  • chore: add descriptive summaries for fgsea and enrichr results

1.4.3¶

• deps: update pipen-runinfo dependency to version 0.8.0 (pipen to 0.15.2)
• deps: update biopipen dependency to version 0.31.4
• fix(scrna.SeuratMap2Ref): fix refnorm not detected for NormlizeData'ed reference

1.4.2¶

• deps: add bioconductor-destiny dependency in docker environment files for ModuleScoreCalculator

1.4.1¶

• docs: update tutorial dataset information and links

1.4.0¶

• docs: update Singularity and Apptainer commands to include --writable-tmpfs flag
• docs: allow collapsing ns/choice items in the docs for processes
• docker: update Dockerfile to include npm cache configuration to allow the pipeline to run on read-only file system
• tests: update SeuratPreparing config to use DoubletFinder for doublet detection
• ci: use latest actions
• deps: add r-clustree as a dependency in docker environment files
• deps: update dependencies in docker environment files (python3.10, R4.3)
• deps: bump biopipen to 0.29.0
• fix(tcr.TCRClusterStats): fix envs.shared_clusters.heatmap_meta being broken by envs.shared_clusters.sample_order (@li.ying@mayo.edu)
• choir(scrna.SeuratMap2Ref): present better error message when envs.use or values of envs.MapQuery.refdata not in reference (@li.ying@mayo.edu)
• fix(scrna.MarkersFinder): run PrepSCTFindMarkers when needed
• choir(scrna.SeuratClustering): use FindClusters to run for multiple resolutions
• choir(scrna.SeuratSubClustering): use FindClusters to run for multiple resolutions
• feat(scrna.SeuratClustering): add clustree plot (@li.ying@mayo.edu)
• feat(scrna.SeuratSubClustering): add clustree plot
• tests(scrna.SeuratClusterStats): add assertion for clustree plot generation
• deps: bump biopipen to 0.29.1
• fix(delim.SampleInfo): fix numbers not split up when each is specified.
• enh(delim.SampleInfo): make sizes of pie charts proportional to number of samples when each is specified
• enh(scrna.MarkersFinder): run PrepSCTFindMarkers when necessary before calling FindMarkers
• feat(scrna.SeuratPreparing): add option to cache Seurat object at different steps
• feat(scrna.SeuratPreparing): allow doubletfinder to run with a different number of cores
• chore(scrna.SeuratClustering): record PrepSCTFindMarkers command in sobj@commands
• tests(scrna.SeuratClusterStats): use less stringent p-value cutoff for DEG/MarkersFinder
• tests(scrna.SeuratPreparing): add doubletfinder in tests
• deps: bump biopipen to 0.29.2
• chore(scrna.SeuratClusterStats): use ident label length to adjust default height for feature plots
• fix(scrna.MetaMarkers): fix seurat object not updated when expanding cases and run PrepSCTFindMarkers when necessary before calling meta-markers
• fix(scrna.MarkersFinder): fix fetching command when composing the PrepSCTFindMarkers command
• fix(scrna_metabolic_landscape): handle null values in for loop in MetabolicFeatures and MetabolicFeaturesIntraSubset for report generation
• deps: bump biopipen to 0.30.0
• BREAKING(scrna): move clustree plots from SeuratClustering/SeuratSubClustering to SeuratClusterStats
• feat(scrna.CellTypeAnnotation): allow to merge/not to merge (envs.merge) the clusters with the same labels predicted
• feat(scrna.SeuratPreparing): add scDblFinder to detect doublets
• feat(scrna.SeuratMap2Ref): add envs.skip_if_normalized option to skip normalization if query is already normalized using the same - method as the reference
• refactor(tcr.Immunarch): source the files for Immunarch scripts for better debugging
• refactor(scnra.SeuratClustering): refactor the script for better debugging
• refactor(scnra.SeuratPreparing): refactor the script for better debugging
• fix(scrna): fix resolution expansion for SeuratClustering and SeuratSubClustering
• fix(scrna): Fix generating PrepSCTFindMarkers command when no previous commands present
• tests(scrna.ScFGSEA): fix unavailable urls to GMT files
• chore(scrna.SeuratMap2Ref): optimize memory usage
• chore(scrna.MetaMarkers): remove plugin_opts.poplog_max
• chore(tcr.CloneResidency): improve logging when handling subjects
• deps: bump biopipen to 0.31.3
• enh(scrna.SeuratMap2Ref): check if reference has SCTModel if SCTransform'ed (likely prepared by old Seurat)
• fix(tcr.CDR3AAPhyschem): use sequence from TRB chain only
• fix(tcr.CDR3AAPhyschem): fix when chain is not available
• fix(tcr.TCRClustering): fix for multi-chain TCRs, use TRB only if on_multi is false
• fix(tcr.TCRClustering): fix when chain is not available

1.3.9¶

• docs: update docs for TCellSelection to avoid confusion
• deps: bump biopipen to 0.27.9
• feat(tcr.TCRClusterStats): add sample_order to set sample order on heatmap and cluster_rows to switch row clustering on/off

1.3.8¶

• docs: remove -w option for apptainer/singularity as no writing is necessary since pipen-board 0.15.1
• deps: update biopipen to version 0.27.8
• fix(scrna.SeuratClusterStats): fix selected columns not unique for stats
• feat(scrna.SeuratMap2Ref): allow non-SCTransform'ed reference
• feat(scrna.SeuratMap2Ref): allow splitting query object for mapping (pwwang/immunopipe#61)
• deps: update pipen-board to version 0.15.1 (allow configuration file path in the URL box on Web UI)

1.3.7¶

• ci: fix docker images building when no essential changes made

1.3.6¶

• ci: fix deploy workflow (#59)
• ci: add README.md to tests-output branch
• ci: fix test/test workflow
• tests: add make test
• tests: init test data preparation
• tests: add test for ImmunarchLoading
• tests: add tests for SeuratPreparing
• tests: Update configs for SeuratPreparing test to subset cells so tests can run on CI
• tests: update SeuratPreparing test to disable export
• tests: add tests for SeuratClusteringOfAllCells/SeuratClustering
• docs: update installation instructions (@stein.mariam@mayo.edu)
• deps: bump biopipen to version 0.27.7 (0.27.5-0.27.7)
• fix(scrna.SeuratClusterStats): fix color palette for ridge plots (@stein.mariam@mayo.edu)
• feat(scrna.SeuratPreparing): add envs.cell_qc_per_sample to filter cells before merging instead after
• fix(scrna_metabolic_landscape.MetabolicFeatures): fix return value of groups with less than 5 cells in do_one_group
• fix(scrna_metabolic_landscape): fix mutaters not working.
• fix(scrna_metabolic_landscape.MetabolicFeatures/MetabolicFeaturesIntraSubset): skip groups with less than 5 cells in do_one_group and save a warning file under the case
• chore: fix typo in class name ExprImpution to ExprImputation

1.3.5¶

• ci/test: add tests in CI and deploy output in a different branch
• deps: bump biopipen to 0.27.4
• choir(delim.SampleInfo): add alpha to the colors of the plots using biopipen color pallete
• docs(tcr/scrna/scrna_metabolic_landscape): update links of images in docs

1.3.4-post¶

• ci/test: init ci for tests
• docs: introduce versioning for docs

1.3.4¶

• deps: bump biopipen to 0.27.3
• deps: bump pipen-poplog to 0.1.2 (quick fix for populating logs when job fails)
• deps: temporary fix copier breaks with pyyaml-include v2 (copier-org/copier#1568)
• choir(scrna.ScFGSEA): Skip cases when no cells found (#50)
• choir(scrna.MarkersFinder): Skip cases when no cells found (#50)
• choir(scrna.MetaMarkers): Skip cases when no cells found (#50)
• feat(scrna.SeuratPreparing): support DoubletFinder (#52)

1.3.3¶

• deps: temporary fix copier breaks with pyyaml-include v2 (copier-org/copier#1568)
• docs: update FAQ.md with instructions for running pipeline on a cluster
• deps: bump biopipen to 0.27.2
• fix(scrna.RadarPlots): fix mutaters not working
• feat(tcr.CloneResidency): support envs.upset_ymax to set the max value of y axis in upset bar plot.

1.3.2¶

• deps: bump pipen to 0.14.5
• deps: add r-complexupset package to environment.yml and environment_full.yml for CloneResidency
• deps: pin tensorflow to 2.15 for TESSA
• deps: bump biopipen to 0.27.1
• depr(scrna.MarkersFinder): remove envs.use_presto as it's used by Seurat v5 by default
• enh(tcr.CloneResidency): support log scale for y axis of upset bar plots
• enh(scrna.SeuratClusterStats): allow to rotate labels in circos plot (pwwang/immunopipe#48) @li.ying@mayo.edu
• enh(scrna.SeuratClusterStats): use pal_biopipen for ident colors in circos plot
• fix(scrna.CellsDistribution): fix the row order of the heatmaps
• fix(scrna.SeuratClusterStats): fix when envs.split-by is specified
• feat(scrna.CellsDistribution): support envs.prefix_each
• feat(scrna.MarkersFinder): allow to set max number of genes to plot in dotplots
• feat(scrna.MarkersFinder): support setting detailed arguments for overlapping plots
• feat(scrna.MarkersFinder): support envs.prefix_group
• feat(scrna.ScFGSEA): support envs.prefix_each
• feat(scrna.RadarPlots): support envs.prefix_each and envs.subset
• choir(scrna.SeuratClusterStats): use logger instead of print for log messages
• choir(tcr.TCRClustering): print session info for clustcr script
• choir(scrna.MarkersFinder): flatten toc when no section and no ident-1 specified
• docs: add more detailed docs for envs.section for multiple processes
• BREAKING(scrna.SeuratMap2Ref): rename envs.name to envs.ident so envs.MapQuery.refdata is not - required anymore. It will be inferred from envs.ident and envs.use. @li.ying@mayo.edu

1.3.1¶

• deps: bump pipen to 0.14.3
• deps: pin ggplot2 to 3.4 for docker due to breaking changes of 3.5
• deps: bump biopipen to 0.26.2
• deps: bump datar-pandas to 0.5.5 to dismiss deprecated warnings
• fix(utils.misc.R): replace latin and greek characters with closest ascii chars for slugify()
• feat(scrna.TopExpressingGenes): support subset
• fix(scrna.CellsDistribution): fix the row order of the heatmaps.
• enh(tcr.CloneResidency): add legend for multiplets in upset plots.
• feat(scrna.SeuratClusterStats): add circos plot for cell composition stats (#46).

1.3.0¶

• deps: bump pipen to 0.14.1
• deps: bump pipen-report to 0.18.2
• deps: bump biopipen to 0.26.0
• fix(scrna.CellTypeAnnotation): keep factor meta data when input and output are RDS for celltypist
• deps: bump datar to 0.15.4 (support pandas 2.2)
• fix(utils.single_cell.R): fix immdata_from_expanded missing other data columns
• fix(tcr.Immunarch): fix mutaters not working when no subset is set
• fix(scrna.CellsDistribution): fix hm_devpars not working
• fix(scrna.CellsDistribution): fix multiple cells_by columns and speed up plotting
• choir(tcr.CloneResidency): mark singletons in Venn diagrams more clear
• fix(scrna.RadarPlots): fix the order of groups on radar plots
• choir(scrna.RadarPlots): transpose the count/percentage table to save to files
• fix(scrna.MarkersFinder): fix generating report json file when no significant genes found
• choir(scrna.MarkersFinder): Plot maximum 20 genes in dotplots
• choir(scrna.MarkersFinder): Do not convert dashes in case names to dots
• see more at https://github.com/pwwang/biopipen/releases/tag/0.26.0

1.2.0¶

• docs: update FAQs to align with Seurat v5
• docs: add image from manuscript to README.md
• docs: center the flowchart image in README.md
• docs: mention celltypist model prep in preparing input data
• deps: bump pipen to 0.13.2
• deps: bump biopipen to 0.25.2:
• scrna.MarkersFinder: allow to cache FindAllMarkers results
• scrna.CellTypeAnnotation: support celltypist (pwwang/biopipen#111)
• scrna.SeuratSubClustering: add envs_depth = 1 to replace whole envs.cases when new case assigned
• scrna_metabolic_landscape.MetabolicPathwayHeterogeneit): fix output directory path is not slugified
• tcr.Immunarch: change case filling log to debug level

1.1.1¶

• deps: Bump biopipen to 0.24.2
• chore: use internal slugify instead of slugify library
• tcr.Immunarch: fix spectratyping output file extension is not png
• scrna.SeuratPreparing: fix displaying filters in report
• scrna.SeuratPreparing: fix logging Seurat procedure arguments

1.1.0¶

• docs: update table in gallery
• deps: use pipen-poplog to populate job logs to pipeline running log
• deps: bump biopipen to 0.24. Hights:
• scrna.ScFGSEA: add subset to filter cells (pwwang/biopipen#112) @yuey11
• scrna.SeuratClustering/SeuratSubClustering: cache Seurat procedures step by step (#40) @xyfqwlzoe
• tcr.Immunarch: add plot_type to support boxplots for diversity metrics
• see more at https://github.com/pwwang/biopipen/releases/tag/0.24.0

1.0.5¶

• change: do not rescale gene expression in TCellSelection any more
• fix: fix column names of indicators not aligned with indicator_genes
• feat: add feature plots in TCellSelection
• deps: bump biopipen to 0.23.8
• scrna.SeuratPreparing: log Seurat procedure arguments
• scrna.ScFGSEA: add subset to filter cells (pwwang/biopipen#112)

1.0.4¶

• deps: bump biopipen to 0.23.7
• scrna.SeuratPreparing: update log message for transformation/scaling step
• scrna_metabolic_landscape.MetabolicPathwayHeterogeneity: add utils.gsea script source to support localizeGmtfile

1.0.3¶

• deps: add r-seuratdisk dependency to conda env files. @yuey11
• deps: pin r-matrixstats to 1.1.0 in conda env files to fix useNames = NA error. @yuey11
• refactor: optimize configuration file validation
• deps: bump biopipen to 0.23.6
• feat: support url for gmtfile wherever GSEA is performed (pwwang/biopipen#113)
• tcr.Immunarch: add error message for empty filtered/subset data in diversity
• scrna.SeuratPreparing: correct description of default assay in docstr
• scrna.SeuratPreparing: run also the normal normalization procedures when SCTransform is used (useful for visualization purposes on RNA assay)
• scrna.ModuleScoreCalculator: document the names added by cell cycle score (#34)
• scrna.SeuratPreparing: support sample names as reference for IntegrateLayers

1.0.2¶

• deps: add bioconductor-glmgampoi to conda env files (#33)
• docs: correct the Seurat object assay description
• deps: bump biopipen to 0.23.5
• fix: fix when no enriched items found for scrna.MarkersFinder, scrna.MetaMarkers and scrna.TopExpressingGenes
• scrna.SeuratClusterStats: fix when frac or frac_ofall is true and no group-by nor split-by is specified for stats
• utils.gsea.R: fix when no enriched items found for runEnrichr
• scrna_metabolic_landscript: fix adding report when ncores > 1

1.0.1¶

• docs: add gallery section to README.md
• change: set default nstart of kmeans to 25 in TCellSelection
• deps: add r-hdf5r in conda env files to support Read_10x_h5 from Seurat. @yuey11
• deps: bump biopipen to 0.23.4
• scrna.TopExpressingGenes: fix colnames while pulling average expression
• scrna.CellsDistribution: fix when cells_by has multiple column names
• scrna.CellTypeAnnotation: fix the order of the clusters for direct method
• scrna.SeuratClusterStats: add position options for bar plots for stats
• scrna.RadarPlots: add colors to set the colors of the loops in radar and bar plots
• tcr.Immunarch: add split_by and split_order to put subplots together in one single plots

1.0.0¶

Highlights¶

• feat: support Seurat v5 (integration is now down by Seurat::IntegrateLayers)
• feat: support supervised clustering (mapping cells to reference by Seurat)
• feat: support dataset with scRNA-seq data only (no scTCR-seq data)
• feat: support diffusion map calculation (by ModuleScoreCalculator)
• feat: support subclassing to cluster subsets of cells (by SeuratSubClustering)
• feat: allow to ignore TCR data in TCellSelection and pass kmeans arguments
• feat: allow to set multiple resolutions (envs.FindClusters.resolution) in SeuratClustering/SeuratClusteringOfTCells
• change: change unsuperved cluster labels to c1, c2, ... in SeuratClustering by default
• docs: add gallery, which contains real-world examples of datasets from publications

Breaking changes¶

• change: rename SeuratMetadataMutater to IntegratingTCR
• change: rename SeuratClusteringOfTCells to SeuratClustering
• change: rename TCRClusters2Seurat to IntegratingTCRClusters
• refactor: make SeuratClustering (instead of SeuratClusteringOfAllCells) work for all cells when all are T cells
• change: move data preparation and integration from SeuratClustering to SeuratPreparing
• change: default mode of ImmunarchLoading to paired (instead of single), which requires both alpha and beta chains (instead of beta chain only) to define a clonotype
• change: default dbs for enrichment analysis wherever applies to KEGG_2021_Human and MSigDB_Hallmark_2020

Changes¶

• feat: make TopExpressingGenes optional
• feat: add validate_config to validate configuration schematically

Features¶

• feat(SeuratPreparing): allow to filter genes directly (by specifying envs.gene_qc.excludes)
• feat(SeuratClusterStats): add ngenes to plot the number of genes expressed in each cluster
• feat(SeuratClusterStats): add barplot for features and allow aggregation of features
• feat(SeuratClusterStats): add envs.mutaters to mutate meta data
• feat(SeuratClusterStats): add histograms to plot number of cells against another variable
• feat(SeuratClusterStats): Add frac_ofall and transpose for stats to calculate fraction within group or against all cells, and transpose ident and group, respectively

Dependencies¶

• deps: add r-presto to conda environment files to support using presto to fastly find markers
• deps: add bioconductor-destiny to conda environment file to support add diffusion map components in ModuleScoreCalculator
• deps: add r-harmony to support harmony integration by Seurat v5 in conda env file
• deps: add r-sf to conda env file
• deps: remove vdjtools from conda env files
• deps: bump pipen-report to 0.16.3
• deps: bump biopipen to 0.23.3. Hightlight changes:
• scrna.MarkersFinder: Add envs.use_presto to use presto to speed up finding markers
• scrna.SeuratPreparing: Set envs.gene_qc.min_cells to 0 by default (instead of 3)
• scrna.ScFGSEA: Allow to ignore small group when fgsea fails due to all NAs for pre-ranks
• scrna.CellsDistribution: Allow to order clusters by envs.cluster_orderby
• scrna.CellsDistribution: Add heatmaps
• tcr.CloneResidency: Make section works in report
• tcr.Immunarch: Support paired chain data for VJ conjuction plots
• tcr.TESSA: Change envs.assay to None to use default assay of Seurat object
• scrna.SeuratClusterStats: Add avgheatmap to plot more elegant heatmap for average gene expressions
• scrna.SeuratClusterStats: Fix ident not working for dimplots
• scrna.SeuratClusterStats: Add cluster_orderby to order clusters for features
• scrna.SeuratClusterStats: Add na_group to keep NA values in group-by
• utils.mutate_helpers: Change arguments id_col and compare_col of paired to id and compare, respectively
• utils.mutate_helpers: Fix that subset can't be an expression for expanded family
• utils.mutate_helpers: Add top to select top entities (e.g clones)
• scrna.RadarPlots: Add breakdown and test to break down the cell distribution and run statistic test on the fractions

0.11.2¶

• docs: move Immunarch to the later position in process list
• docs: Use master tag in getting-started

0.11.1¶

• chore: change line length to 88 for flake8
• chore: dismissing warning about wasting columns for SeuratClusteringOfTCells
• docs: update CHANGELOG.md with missing changes of last version
• docs: add version of renaming envs.tcell_indicator to envs.tcell_selector
• docs: remove unused doc files
• docs: add metadata illustration
• deps: bump biopipen to 0.22.8. Highlights:
• deps: bump pipen-board to 0.13.10 (pipen-report to 0.16.2)
• CellsDistribution: Don't add rownames to the output table file
• MarkersFinder (ClusterMarkers/ClusterMarkersOfAllCells): Optimize to use FindAllMarkers if ident.1 is not specified
• SeuratClusterStats: Fix path of expression table file
• CellTypeAnnotation: Allow using NA to exclude clusters from output Seurat object
• utils.mutate_helpers: Return ids only when subset is true and group is not NA for uniq = TRUE in expanded, collapsed, emerged and vanished

0.11.0¶

• deps: update biopipen to 0.22.1, highlights:
• add V-J junction circos plots to Immunarch process
• add cache option to cache the clustering results if nothing changed except ncores, to SeuratClustering process
• add dot plots to MarkersFinder (ClusterMarkersOfAllCells, ClusterMarkers) process
• save exported table with only necessary columns for CellsDistribution process
• add descr to describe cases cases in report for CellsDistribution process
• add subset for dimplots in SeuratClusterStats process
• use a new palette (biopipen) for related processes
• optimize report rendering (using render_job() filter from pipen-report)
• change metacols to extracols so essential columns get exported for ImmunarchLoading process
• add cache option to cache the clustering results if nothing changed except ncores for SeuratClustering (SeuratClusteringOfAllCells) process
• see more at https://github.com/pwwang/biopipen/releases/tag/0.22.0 and https://github.com/pwwang/biopipen/releases/tag/0.22.1
• deps: update pipen-report to 0.16, highlights:
• scroll anchor into view on the page
• build report page when each process is done, instead of the whole pipeline
• see more at https://github.com/pwwang/pipen-report/releases/tag/0.16.0
• change: remove Immunarch2VDJtools and VJUsage processes (vj usage analysis can be done in Immunarch process)
• change: change tcell_indicator to tcell_selector in TCellSelection process
• enhance: provide better error message when none barcode matches from RNA and TCR data for TCRClustering process
• docs: add memory usage reduction tips in FAQ
• chore: dismiss warnings of wasted input columns for multiple processes

0.10.1¶

• chore: update pipeline description to include version in the logs
• fix: add fc-cache command to Dockerfile to solve Fontconfig error
• docker: optimize building full image based off the base image

0.10.0¶

• docker: lock r-matrix version to 1.6_1 for compatibility
• docs: adopt mkdocs-rtd 0.0.10 (add scrollbar to the table of contents)
• deps: bump biopipen to 0.21.1
• use r-logger for logging in R scripts
• docs: fix internal references in API docs
• deps: bump pipen-board to 0.13.6
• SampleInfo: refactor data subset logic using subset instead of distinct
• Immunarch: add in.metafile to allow other meta info (i.e. seurat clusters) for future subsetting (#22)
• Immunarch: fix empty groups in diversity plot after subsetting
• Immunarch: allow subset to subset cells for analyses
• Immunarch: allow separate_by also works on other diversity plots
• Immunarch: add ymin and ymax to align diversity plots by separate_by
• Immunarch: add ncol to specify # columns in the combined plots
• RadarPlots: fix envs.order not working
• MarkersFinder: add overlap to find overlapping markers between cases (#24)
• MarkersFinder: allow subset to subset cells for analyses
• MarkersFinder: add dot plots for significant markers
• CellsDistribution: allow multiple columns for cells_by
• CellsDistribution: allow subset to subset cells for analyses
• utils.mutate_helpers.R: add include_emerged for expanded() and include_vanished for collapsed()

0.9.3¶

• deps: Bump biopipen to 0.20.7
• deps: Bump pipen-board to 0.13.4
• ClusterMarkers/ClusterMarkersOfAllCells: Choose avg_log2FC > 0 markers by default
• MarkersFinder: Allow to set assay and set assay to RNA by default
• CellsDistribution: Add venn/upset plot for overlapping cell groups in different cases
• SampleInfo: Add distinct to case to perform stats on distinct records

0.9.2¶

• ➕ Add r-ggnewscale as dependency for CDR3AAPhyschem in docker image
• ⬆️ Bump biopipen to 0.20.5
• 🧱 CloneResidency: Integrate RNA data to allow more flexible analysis (i.e. within specific seurat clusters)
• 🏗️ CloneResidency: Rename envs.sample_groups to envs.section to be consistent with other processes
• 📝 ScFGSEA: Remove the link in the summary of the docstring (since they are not transformed in the report)
• 🎨 CDR3AAPhyschem: Give better error message when wrong group items are given
• ⬆️ Bump pipen-board to 0.13.3
• Add items automatically when blurred for list options
• Add other sections to description on the UI for processes

0.9.1¶

• 🐛 Fix docstring for RadarPlots
• ➕ Add pipen-diagram as dependency
• ➕ Set pipen-runinfo as optional
• ⬆️ Bump biopipen to 0.20.4
• 📝 Update version in docs

0.9.0¶

Housekeeping and docs¶

• Bump biopipen to 0.20.3 (pipen to 0.12)
• Use pipen-cli-ref to generate API for processes (it uses docstring of the process class so that we don't need to maintain two copies of docs)

Fixed/Enhanced¶

• Make /data directory in container, so it can be mounted
• Fix a bug when a single gene provided to indicator_genes in TCellSelection
• Move ModuleScoreCalculator before clustering so that the scores can be used in vars.to.regress of SCTransform while clustering
• Set default assay to RNA in case module scores only caculated using integrated features in ModuleScoreCalculator
• Improve QC plots in SeuratPreparing by marking the cells that are removed in the plots instead of doing before/after plots
• Fix type annotation for envs.features_defaults.ncol in docstring for SeuratPreparing (causing pipen-board not converting to int)
• Fix the cluster order in pie charts for CellsDistribution
• Fix the cluster order in pie charts for SeuratClusterStats
• Fix order in pie charts for SampleInfo
• Fix docstring for envs.div.args of Immunarch (more clear description of method)
• Allow mutiple columns in the file for envs.features_defaults.features in SeuratClusterStats
• Allow order to be optional for CloneResidency (errored when not provided)
• Add number of clusters at the end of log for SeuratClusteringOfAllCells/SeuratClusteringOfTCells
• Add stricter checker for input file (#13)
• Indicate the case name in logs when pie is enabled for group-by in SeuratClusterStats
• Allow to skip overlap and gene usage analyses by setting method to none for Immunoarch (#11, #12)
• Don't cluster on heatmap when there are only 2 samples for TCRClusterStats (#11)
• Import Seurat explictly to avoid satijalab/seurat#2853 in MetabolicFeatures
• Fix when NA values in data for heatmap in MetabolicPathwayActivity
• Fix error when no significant pathways selected in MetabolicPathwayHeterogeneity
• Give better error message in CellsDistribution if group value not found for CellsDistribution (#16)
• Try including more genes (even though insignificant) in volcano plot for MarkersFinder/ClusterMarkers/ClusterMarkersOfAllCells (#17)
• Add margins to volcano plot for MarkersFinder/ClusterMarkers/ClusterMarkersOfAllCells
• Fix when envs.cell_qc is None (not provided) for SeuratPreparing
• Fix ident in cases of envs.dimplots not working for SeuratClusterStats

Added¶

• Add ClusterMarkersOfAllCells and TopExpressingGenesOfAllCells and set them as optional
• Add dim plots in SeuratClusterStats to overlay TCR presence/absence of cells (#14)

Breaking changes-0.9.0¶

• Rename TCRClusteringStats to TCRClusterStats (#15)

0.8.3¶

• 📝 Fix typos in docs
• 📝 Add links to some optional input files (#9, 5)
• 🔨 Add apptainer to docker entry.sh (#9, 6)
• 💄 Adjust process order in reports (#9, 1)
• ⬆️ Bump pipen-report to 0.13.1 (#9, 2)

0.8.2¶

• Bump biopipen to 0.18.3 to fix when either ident is empty for MarkersFinder

0.8.1¶

• Bump biopipen to 0.18.2 to fix a bug when the min length of CDR3 seqs > 12 for CDR3AAphyschem

0.8.0¶

Housekeeping and docs updates¶

• Bump biopipen to 0.18.1
• Mention function changes with versions in docs
• Add apptainer in board.toml so the command can be generated in pipen-board
• Make logo shorter in docs
• Add docker image with -full tags to include all dependencies
• Print command help message if run test failed in CI
• Add singularity/apptainer in FAQ for "no space left" question
• Add -w fro apptainer in docs (as we need to save pipen-board file in home directory)

Added-0.8.0¶

• Add TESSA process for tessa analysis
• Add volcano plot for MarkersFinder and ClusterMarkers

Fixed¶

• Fix when Sample is the only column in meta for ImmunarchLoading
• Add clear message when k.weight is too large for IntegrateData in SeuratClustering
• Allow unique: prefix for on in SampleInfo
• Fix sample order in plots for SampleInfo
• Remove tidyseurat:: prefix for filter in scripts of MetaMarkers, ScFGSEA and SeuratClusterStats in case tidyseurat::filter is not exported when installed from conda (but it will make dplyr::filter work anyway on seurat object)

Breaking changes-0.8.0¶

• Redesign envs for SeuratClusteringStats to allow setting defaults for cases and switch identities for plots

0.7.0¶

Housekeeping and docs updates-0.7.0¶

• Fix typos in docs/configurations
• TCRClustering should be TCRClusteringStats in Multi-case variable design section
• infile of [SampleInfo.in] should be samples.txt rather than sample.txt
• Remove unused scripts by deprecated processes
• Bump pipen-report to 0.12.8
• Add master branch and master tag as stable tag for docker image
• Add pdf version of the flowchart (#4)
• Add warning for the results in getting started tutorial
• Bump pipen-board to 0.11.5
• Add apptainer to the docs

Added-0.7.0¶

• Add ModuleScoreCalculator to calculate module scores or cell cycle scores
• See: https://pwwang.github.io/immunopipe/processes/ModuleScoreCalculator/
• Allow SampleInfo to perform statistics on the sample information
• See: https://pwwang.github.io/immunopipe/processes/SampleInfo/
• Add TCR_Cluster_Size and TCR_Cluster_Size1 from TCRClustering to metadata for further integrative analysis
• See: https://pwwang.github.io/immunopipe/processes/TCRClusters2Seurat/

Fixed-0.7.0¶

• Fix default height and width for plots in SeuratClusterStats
• Fix cluster order not kept after annotation using hitype in CellTypeAnnotation

Breaking changes-0.7.0¶

• Change seurat_clusters_old to seurat_clusters_id to save old seurat_clusters in CellTypeAnnotation
• Remove MarkersForClustersOfAllCells and TopExpressingGenesOfAllCells processes
• Rename MarkersForClustersOfTCells to ClusterMarkers
• Rename TopExpressingGenesOfTCells to TopExpressingGenes
• Rename envs.exprs to envs.features for SeuratClusterStats
• envs.exprs.genes is also renamed to envs.features.features

0.6.0¶

• ⬆️ Bump biopipen to 0.16
• 📝 Add documentation
• 💚 Fix docs building in CI
• 📝 Update README with flowchart

0.5.1¶

• ✨ Add TopExpressingGenes
• 🎨 Move RadarPlots to biopipen
• ⬆️ Bump biopipen to 0.15.2

0.5.0¶

• ⬆️ Upgrade biopipen to 0.15.0
• 💚 Use better strategy docker image building

0.4.0¶

• ⬆️ Bump biopipen to 0.6
• ⬆️ Upgrade other dependencies
• 💚 Use micromamba for docker image building
• ⬆️ Add procps-ng for vdjtools for docker building

0.3.0¶

• 💚 Use build 2 for genomeinfodbdata from bioconda (0.2.4)
• 👽️ Use config from pipen_args
• ⬆️ Pump biopipen to 0.5.3, pipen-args to 0.3.2
• ⬆️ Upgrade deps for docker
• 📝 Add flowchart in README.md
• 🐛 Fix error when --config not passed

0.2.4¶

• 💚 Use lastest miniconda3 for docker build
• 💚 Use conda channel pwwang for bioconductor-genomeinfodbdata for fix (bioconda/bioconda-recipes#31349)
• ⬆️ Upgrade biopipen to 0.4.9
• 📝 Add URL to example in README

0.2.3¶

• ⬆️ Upgrade biopipen to 0.4.8

0.2.2¶

• ⬆️ Upgrade biopipen to 0.4.7 to fix SeuratPreparing

0.2.1¶

• 🔥 Fix the bug of the wrong arguments in help page
• ⬆️ Upgrade clustcr to 1.0.2
• 📝 Fix docs for metabolic analysis

0.2.0¶

• ♻️ Move in-house processes out of processes.py
• ♻️ Split up MARKERS_FINDER
• ♻️ Refactor RadarPlots
• ✨ Add an example config file
• ⚡️ Add filter for RadarPlots
• 📝 Update docs
• ⬆️ Upgrade deps
• 🔧 Update docker/environment.yml
• 🐛 Fix CloneHeterogeneity when only 1 row in continency table

0.1.1¶

• 💚 Try fix pip in environment.yml
• 📝 Update readme for requirement checking
• 📝 Update docs to fix #1
• 📝 Update CHANGELOG
• ⬆️ Adopt biopipen 0.4.0

0.1.0¶

• 🩹 Disable force-caching for some procs
• ⬆️ Upgrade datar to 0.8.*
• ✨ Add dockerfile
• ⬆️ Upgrade pipen to 0.3
• 💥 Remove gene lists from start processes
• ⬆️ Upgrade biopipen to 0.3
• ⬆️ Upgrade pipen to 0.3.5

0.0.7¶

• Add CloneHeterogeneity
• Allow setting indicator_gene for TCellSelection
• Adopt latest datar and biopipen

0.0.6¶

• ✨ Allow dimplots with clonal information

0.0.5¶

• ✨ Allow more flexible dim plots

0.0.4¶

• ✨ Refactor markers finder module and add meta-marker analysis

0.0.3¶

-✨ Add metabolic pathway analysis

0.0.2¶

• Adopt biopipen 0.1.3

0.0.1¶

• First release