nf-core / rnaseq

RNA sequencing analysis pipeline using STAR, RSEM, HISAT2 or Salmon with gene/isoform counts and extensive quality control.
https://nf-co.re/rnaseq
MIT License
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Clarify docs on different tximport count files #1366

Closed pmoris closed 2 months ago

pmoris commented 2 months ago

I went down a rabbit hole trying to understand the different types of abundance files that are generated by the rnaseq pipeline, and after reading through the various docs (pipeline, tximport, deseq2) and several github/slackm tracks, I think that the current wording of the rnaseq docs is confusing/worded poorly/wrong?

Basically, I believe that the first of the three options described in this section of the docs, should actually be bias-uncorrected counts with an offset (or original counts with an offset, as in the tximport docs). I.e., either you use

  1. bias-corrected counts through library/length scaling (recommended for things like limma) or
  2. you use an offset based on the length matrix (which is automatically done when loading in txi objects via DESeq2's DESeqDataSetFromTximport) , or
  3. original counts without offset or scaling => only for cases where the reads don't have length bias (like 3' rnaseq).

Currently, the docs read as if bias correction and offsets are two separate procedures that can be combined, which confused me quite a bit when I first read it, since it didn't match the explanation in tximport's docs nor the one in the github issue comment that is linked in the docs (https://github.com/nf-core/rnaseq/issues/499#issuecomment-743384515).

I talked about this some more in this slack thread if more background is required: https://nfcore.slack.com/archives/CE8SSJV3N/p1724863202019919?thread_ts=1686156473.934039&cid=CE8SSJV3N

PR checklist

Linting fails, but not on any of the files I changed (│ files_unchanged: docs/images/nf-core-rnaseq_logo_dark.png does not match the template). The other checklist items are not applicable.

github-actions[bot] commented 2 months ago

nf-core lint overall result: Passed :white_check_mark: :warning:

Posted for pipeline commit 3587b18

+| ✅ 173 tests passed       |+
#| ❔   9 tests were ignored |#
!| ❗   7 tests had warnings |!
### :heavy_exclamation_mark: Test warnings: * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File not found: `assets/multiqc_config.yml` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File not found: `.github/workflows/awstest.yml` * [files_exist](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_exist) - File not found: `.github/workflows/awsfulltest.yml` * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Optionally add in-text citation tools to this list._ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Optionally add bibliographic entries to this list._ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - TODO string in `main.nf`: _Only uncomment below if logic in toolCitationText/toolBibliographyText has been filled!_ * [pipeline_todos](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_todos) - 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Config variable found: `process.time` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.outdir` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.input` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.validationShowHiddenParams` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `params.validationSchemaIgnoreParams` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `manifest.mainScript` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `timeline.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable found: `trace.file` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - 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Config variable (correctly) not found: `params.enable_conda` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``timeline.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``report.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``trace.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``dag.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``manifest.name`` began with ``nf-core/`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable ``manifest.homePage`` began with https://github.com/nf-core/ * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``dag.file`` ended with ``.html`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config variable ``manifest.nextflowVersion`` started with >= or !>= * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config ``manifest.version`` ends in ``dev``: ``3.15.0dev`` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config `params.custom_config_version` is set to `master` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config `params.custom_config_base` is set to `https://raw.githubusercontent.com/nf-core/configs/master` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Lines for loading custom profiles found * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - nextflow.config contains configuration profile `test` * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - 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Config default value correct: params.kallisto_quant_fraglen_sd= 200 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.stranded_threshold= 0.8 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.unstranded_threshold= 0.1 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.deseq2_vst= true * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.rseqc_modules= bam_stat,inner_distance,infer_experiment,junction_annotation,junction_saturation,read_distribution,read_duplication * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.skip_bbsplit= true * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.skip_preseq= true * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.custom_config_version= master * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.custom_config_base= https://raw.githubusercontent.com/nf-core/configs/master * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_cpus= 16 * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_memory= 128.GB * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_time= 240.h * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.publish_dir_mode= copy * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.max_multiqc_email_size= 25.MB * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.validate_params= true * [nextflow_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nextflow_config) - Config default value correct: params.pipelines_testdata_base_path= https://raw.githubusercontent.com/nf-core/test-datasets/7f1614baeb0ddf66e60be78c3d9fa55440465ac8/ * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.gitattributes` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.prettierrc.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `CODE_OF_CONDUCT.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `LICENSE` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/.dockstore.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/CONTRIBUTING.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/bug_report.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/config.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/ISSUE_TEMPLATE/feature_request.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/PULL_REQUEST_TEMPLATE.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/branch.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/linting_comment.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `.github/workflows/linting.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/sendmail_template.txt` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `assets/nf-core-rnaseq_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/images/nf-core-rnaseq_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/images/nf-core-rnaseq_logo_dark.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/files_unchanged) - `docs/README.md` matches the template * [readme](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/readme) - README Nextflow minimum version badge matched config. Badge: `23.04.0`, Config: `23.04.0` * [readme](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/readme) - README Zenodo placeholder was replaced with DOI. * [pipeline_name_conventions](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/pipeline_name_conventions) - Name adheres to nf-core convention * [template_strings](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/template_strings) - Did not find any Jinja template strings (571 files) * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Schema lint passed * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Schema title + description lint passed * [schema_lint](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_lint) - Input mimetype lint passed: 'text/csv' * [schema_params](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/schema_params) - Schema matched params returned from nextflow config * [system_exit](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/system_exit) - No `System.exit` calls found * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: branch.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: fix-linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: cloud_tests_small.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: clean-up.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: ci.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: linting_comment.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: download_pipeline.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: release-announcements.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/actions_schema_validation) - Workflow validation passed: cloud_tests_full.yml * [merge_markers](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/merge_markers) - No merge markers found in pipeline files * [modules_json](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_json) - Only installed modules found in `modules.json` * [modules_structure](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/modules_structure) - modules directory structure is correct 'modules/nf-core/TOOL/SUBTOOL' * [base_config](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/base_config) - `conf/base.config` found and not ignored. * [nfcore_yml](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nfcore_yml) - Repository type in `.nf-core.yml` is valid: `pipeline` * [nfcore_yml](https://nf-co.re/tools/docs/2.14.1/pipeline_lint_tests/nfcore_yml) - nf-core version in `.nf-core.yml` is set to the latest version: `2.14.1` ### Run details * nf-core/tools version 2.14.1 * Run at `2024-09-03 14:57:22`
pmoris commented 2 months ago

Thanks for the review and feedback by the way! Hope this ends up being helpful.