Add note on scaling

[pinin4fjords]

PR checklist

• [ ] This comment contains a description of changes (with reason).
• [ ] If you've fixed a bug or added code that should be tested, add tests!
• [ ] If you've added a new tool - have you followed the pipeline conventions in the contribution docs
• [ ] If necessary, also make a PR on the nf-core/differentialabundance branch on the nf-core/test-datasets repository.
• [ ] Make sure your code lints (nf-core lint).
• [ ] Ensure the test suite passes (nextflow run . -profile test,docker --outdir <OUTDIR>).
• [ ] Usage Documentation in docs/usage.md is updated.
• [ ] Output Documentation in docs/output.md is updated.
• [ ] CHANGELOG.md is updated.
• [ ] README.md is updated (including new tool citations and authors/contributors).

[github-actions[bot]]

nf-core lint overall result: Passed :white_check_mark:

Posted for pipeline commit b38d216

+| ✅ 275 tests passed       |+

### :white_check_mark: Tests passed: * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.gitattributes` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.gitignore` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.nf-core.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.editorconfig` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.prettierignore` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.prettierrc.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `CHANGELOG.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `CITATIONS.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `CODE_OF_CONDUCT.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `LICENSE` or `LICENSE.md` or `LICENCE` or `LICENCE.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `nextflow_schema.json` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `nextflow.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `README.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/.dockstore.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/CONTRIBUTING.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/ISSUE_TEMPLATE/bug_report.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/ISSUE_TEMPLATE/config.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/ISSUE_TEMPLATE/feature_request.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/PULL_REQUEST_TEMPLATE.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/branch.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/ci.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/linting_comment.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/linting.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `assets/email_template.html` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `assets/email_template.txt` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `assets/sendmail_template.txt` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `assets/nf-core-differentialabundance_logo_light.png` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `conf/modules.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `conf/test.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `conf/test_full.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/images/nf-core-differentialabundance_logo_light.png` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/images/nf-core-differentialabundance_logo_dark.png` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/output.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/README.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/README.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `docs/usage.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `lib/NfcoreTemplate.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `lib/Utils.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `lib/WorkflowMain.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `main.nf` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `assets/multiqc_config.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `conf/base.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `conf/igenomes.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/awstest.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `.github/workflows/awsfulltest.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `lib/WorkflowDifferentialabundance.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `modules.json` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File found: `pyproject.toml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `Singularity` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `parameters.settings.json` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `pipeline_template.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.nf-core.yaml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `bin/markdown_to_html.r` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `conf/aws.config` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.github/workflows/push_dockerhub.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.github/ISSUE_TEMPLATE/bug_report.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.github/ISSUE_TEMPLATE/feature_request.md` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `docs/images/nf-core-differentialabundance_logo.png` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.markdownlint.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.yamllint.yml` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `lib/Checks.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `lib/Completion.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `lib/Workflow.groovy` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `lib/nfcore_external_java_deps.jar` * [files_exist](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_exist.html) - File not found check: `.travis.yml` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.name` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.nextflowVersion` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.description` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.version` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.homePage` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `timeline.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `trace.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `report.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `dag.enabled` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `process.cpus` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `process.memory` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `process.time` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `params.outdir` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `params.input` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `params.validationShowHiddenParams` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `params.validationSchemaIgnoreParams` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `manifest.mainScript` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `timeline.file` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `trace.file` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `report.file` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable found: `dag.file` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.nf_required_version` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.container` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.singleEnd` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.igenomesIgnore` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.name` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable (correctly) not found: `params.enable_conda` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``timeline.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``report.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``trace.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``dag.enabled`` had correct value: ``true`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``manifest.name`` began with ``nf-core/`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable ``manifest.homePage`` began with https://github.com/nf-core/ * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``dag.file`` ended with ``.html`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config variable ``manifest.nextflowVersion`` started with >= or !>= * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config ``manifest.version`` ends in ``dev``: ``1.5.0dev`` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config `params.custom_config_version` is set to `master` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config `params.custom_config_base` is set to `https://raw.githubusercontent.com/nf-core/configs/master` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Lines for loading custom profiles found * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - nextflow.config contains configuration profile `test` * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.study_name= study * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.study_type= rnaseq * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.study_abundance_type= counts * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_cel_files_archive= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.querygse= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.observations_id_col= sample * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.observations_type= sample * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.observations_name_col= sample * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_id_col= gene_id * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_name_col= gene_name * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_type= gene * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_metadata_cols= gene_id,gene_name,gene_biotype * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_gtf_feature_type= transcript * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.features_gtf_table_first_field= gene_id * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_file_name_col= file * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_background= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_bgversion= 2 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_cdfname= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.affy_build_annotation= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.proteus_measurecol_prefix= LFQ intensity * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.proteus_norm_function= normalizeMedian * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.proteus_plotsd_method= violin * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.proteus_plotmv_loess= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.proteus_palette_name= Set1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.filtering_min_abundance= 1.0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.filtering_min_samples= 1.0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_clustering_method= ward.D2 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_cor_method= spearman * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_n_features= 500 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_whisker_distance= 1.5 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_mad_threshold= -5 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_main_variable= auto_pca * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_assay_names= raw,normalised,variance_stabilised * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_final_assay= variance_stabilised * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.exploratory_palette_name= Set1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_file_suffix= .deseq2.results.tsv * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_feature_id_column= gene_id * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_fc_column= log2FoldChange * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_pval_column= pvalue * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_qval_column= padj * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_min_fold_change= 2.0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_max_pval= 1.0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_max_qval= 0.05 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_feature_name_column= gene_name * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_foldchanges_logged= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.differential_palette_name= Set1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_test= Wald * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_fit_type= parametric * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_sf_type= ratio * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_min_replicates_for_replace= 7 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_independent_filtering= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_lfc_threshold= 0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_alt_hypothesis= greaterAbs * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_p_adjust_method= BH * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_alpha= 0.1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_minmu= 0.5 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_vs_method= vst * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_shrink_lfc= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_cores= 1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_vs_blind= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.deseq2_vst_nsub= 1000 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_spacing= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_block= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_correlation= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_method= ls * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_proportion= 0.01 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_stdev_coef_lim= 0.1,4 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_winsor_tail_p= 0.05,0.1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_lfc= 0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_adjust_method= BH * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.limma_p_value= 1.0 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_permute= phenotype * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_nperm= 1000 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_scoring_scheme= weighted * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_metric= Signal2Noise * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_sort= real * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_order= descending * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_set_max= 500 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_set_min= 15 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_norm= meandiv * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_rnd_type= no_balance * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_make_sets= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_num= 100 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_plot_top_x= 20 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gsea_rnd_seed= timestamp * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_significant= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_measure_underrepresentation= false * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_evcodes= false * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_max_qval= 0.05 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_domain_scope= annotated * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_min_diff= 1 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gprofiler2_palette_name= Blues * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.shinyngs_build_app= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.shinyngs_shinyapps_account= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.shinyngs_shinyapps_app_name= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.shinyngs_guess_unlog_matrices= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.gene_sets_files= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.logo_file= docs/images/nf-core-differentialabundance_logo_light.png * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.css_file= assets/nf-core_style.css * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.citations_file= CITATIONS.md * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.report_title= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.report_author= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.report_description= null * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.report_scree= true * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.report_round_digits= 4 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.custom_config_version= master * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.custom_config_base= https://raw.githubusercontent.com/nf-core/configs/master * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.max_cpus= 16 * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.max_memory= 128.GB * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.max_time= 240.h * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.publish_dir_mode= copy * [nextflow_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/nextflow_config.html) - Config default value correct: params.validate_params= true * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.gitattributes` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.prettierrc.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `CODE_OF_CONDUCT.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `LICENSE` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/.dockstore.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/CONTRIBUTING.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/ISSUE_TEMPLATE/bug_report.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/ISSUE_TEMPLATE/config.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/ISSUE_TEMPLATE/feature_request.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/PULL_REQUEST_TEMPLATE.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/workflows/branch.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/workflows/linting_comment.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.github/workflows/linting.yml` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `assets/email_template.html` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `assets/email_template.txt` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `assets/sendmail_template.txt` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `assets/nf-core-differentialabundance_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `docs/images/nf-core-differentialabundance_logo_light.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `docs/images/nf-core-differentialabundance_logo_dark.png` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `docs/README.md` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `lib/NfcoreTemplate.groovy` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.gitignore` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `.prettierignore` matches the template * [files_unchanged](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/files_unchanged.html) - `pyproject.toml` matches the template * [actions_ci](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_ci.html) - '.github/workflows/ci.yml' is triggered on expected events * [actions_ci](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_ci.html) - '.github/workflows/ci.yml' checks minimum NF version * [actions_awstest](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_awstest.html) - '.github/workflows/awstest.yml' is triggered correctly * [actions_awsfulltest](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_awsfulltest.html) - `.github/workflows/awsfulltest.yml` is triggered correctly * [actions_awsfulltest](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_awsfulltest.html) - `.github/workflows/awsfulltest.yml` does not use `-profile test` * [readme](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/readme.html) - README Nextflow minimum version badge matched config. Badge: `23.10.0`, Config: `23.10.0` * [readme](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/readme.html) - README Zenodo placeholder was replaced with DOI. * [pipeline_todos](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/pipeline_todos.html) - No TODO strings found * [pipeline_name_conventions](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/pipeline_name_conventions.html) - Name adheres to nf-core convention * [template_strings](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/template_strings.html) - Did not find any Jinja template strings (150 files) * [schema_lint](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/schema_lint.html) - Schema lint passed * [schema_lint](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/schema_lint.html) - Schema title + description lint passed * [schema_lint](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/schema_lint.html) - Input mimetype lint passed: 'text/csv' * [schema_params](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/schema_params.html) - Schema matched params returned from nextflow config * [system_exit](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/system_exit.html) - No `System.exit` calls found * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: branch.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: awstest.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: ci.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: clean-up.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: fix-linting.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: awsfulltest.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: linting_comment.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: download_pipeline.yml * [actions_schema_validation](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/actions_schema_validation.html) - Workflow validation passed: release-announcements.yml * [merge_markers](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/merge_markers.html) - No merge markers found in pipeline files * [modules_json](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/modules_json.html) - Only installed modules found in `modules.json` * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' contains `report_section_order` * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' contains `export_plots` * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' contains `report_comment` * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' follows the ordering scheme of the minimally required plugins. * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' contains a matching 'report_comment'. * [multiqc_config](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/multiqc_config.html) - 'assets/multiqc_config.yml' contains 'export_plots: true'. * [modules_structure](https://nf-co.re/tools/docs/2.12.1/pipeline_lint_tests/modules_structure.html) - modules directory structure is correct 'modules/nf-core/TOOL/SUBTOOL' ### Run details * nf-core/tools version 2.12.1 * Run at `2024-02-13 10:09:23`

[WackerO]

LGTM! How does shiny scale with such large datasets? If necessary, maybe add a suggestion to turn that off as well?