From 634e44af86989ece1fa8b0882376e04095cc1d1c Mon Sep 17 00:00:00 2001 From: Jonathan Manning Date: Thu, 20 Jun 2024 11:59:32 +0100 Subject: [PATCH 1/6] Fix multiqc message --- workflows/rnaseq/assets/multiqc/multiqc_config.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/workflows/rnaseq/assets/multiqc/multiqc_config.yml b/workflows/rnaseq/assets/multiqc/multiqc_config.yml index dca1ddab8..4a00d844e 100644 --- a/workflows/rnaseq/assets/multiqc/multiqc_config.yml +++ b/workflows/rnaseq/assets/multiqc/multiqc_config.yml @@ -169,7 +169,8 @@ custom_data: format: "{:.2f}" fail_strand_check: section_name: "Strandedness Checks" - description: "

The strandedness used for analysis in this workflow can be provided by a user, or automatically inferred by Salmon using a sample of reads. In either case, strandedness is verified at the end of the workflow, using the RSeQC RSeQC infer_experiment.py operating on genomic alignments. In this table a pass indicates a match between suplied (or inferred by Salmon) and RSeQC, fail indicates a mismatch or 'undetermined' strandedness. Undetermined strandedness can indicate QC problems, including possible genomic DNA contamination.

Note:Rows are duplicated for an 'auto' setting to allow comparison of statistics between inference methods.

" + description: "

The strandedness used for analysis in this workflow can either be provided by the user or automatically inferred by Salmon using a sample of reads. In both cases, strandedness is verified at the end of the workflow using RSeQC's infer_experiment.py on genomic alignments. In this table, a pass indicates a match between the supplied strandedness (or that inferred by Salmon) and RSeQC results. A fail indicates a mismatch or 'undetermined' strandedness. 'Undetermined' strandedness can signal QC issues, including potential genomic DNA contamination.

+

Note: Rows are duplicated for an 'auto' setting to allow comparison of statistics between inference methods.

" plot_type: "table" pconfig: id: "fail_strand_check_table" From 14d27c31188502ac57d81bca65bc202d5d270c3c Mon Sep 17 00:00:00 2001 From: Jonathan Manning Date: Thu, 20 Jun 2024 11:59:52 +0100 Subject: [PATCH 2/6] Fix params issues --- nextflow_schema.json | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/nextflow_schema.json b/nextflow_schema.json index db773cffc..49e836f14 100644 --- a/nextflow_schema.json +++ b/nextflow_schema.json @@ -458,15 +458,14 @@ "minimum": 0.5, "maximum": 1.0, "default": 0.8, - "description": "The fraction of stranded reads that must be assigned to a strandedness for confident assignment. Must be at least 0.5.", - "help_text": "To be assigned as unstranded, read fractions must be different by less than 1- this value. Samples not convincingly assigned as stranded or unstranded will be assigned as 'undetermined'. These will be treated as unstranded but flagged as potential problems in the final MultiQC report." + "description": "The fraction of stranded reads that must be assigned to a strandedness for confident assignment. Must be at least 0.5." }, "unstranded_threshold": { "type": "number", "minimum": 0.0, "maximum": 1.0, "default": 0.1, - "description": "The difference in fraction of stranded reads assigned to 'forward' and 'reverse' below which a sample is classified as 'unstranded'" + "description": "The difference in fraction of stranded reads assigned to 'forward' and 'reverse' below which a sample is classified as 'unstranded'. By default the forward and reverse fractions must differ by less than 0.1 for the sample to be called as unstranded." } } }, From 36617e446d7533fbaefd1487819ec68066316957 Mon Sep 17 00:00:00 2001 From: Jonathan Manning Date: Thu, 20 Jun 2024 12:02:12 +0100 Subject: [PATCH 3/6] Update mqc strand screenshot --- docs/images/mqc_strand_check.png | Bin 305420 -> 310147 bytes 1 file changed, 0 insertions(+), 0 deletions(-) diff --git a/docs/images/mqc_strand_check.png b/docs/images/mqc_strand_check.png index f6cc381fd9e96d7d305c02b742ddab875e5bb58f..54ae2f27580c468da8c55bc28b1798b9dbac881d 100644 GIT binary patch literal 310147 zcmeFZby!qg-!BdpB~nt-jdYiENP~!UNi(E$gD8!(bP0mg(A`RRcS=j+AYH#T_Y?1Z ze&<~0<@xtqFBdr5nZ0NBUVE+Y`qY|`S4z_8sLxOl5D?I1Wh7rCARxmK5bpaRKLXFh zvDYjiAUqa@NJzYrm5?BRd`P$NT)tPBX0Oyt(dZ z$#?K-v%ik>bP-W>@2NC(@5>3qZmf+E;}6$ctFbX#*`%Tmp1ptk?rrDtMrfjn$}&QH z=E=eOg5rCbIjfV`MZPDuQ&~S&Hysc~v&fa!*BuK{XNy!`IMz_8Dy4l-Nd!!6L|R9G<}{a)H#;`nHkJ-Z^TqnTsMB 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4/6] Update CHANGELOG --- CHANGELOG.md | 1 + 1 file changed, 1 insertion(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 2f8f5b273..c7299c3d5 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -79,6 +79,7 @@ Thank you to everyone else that has contributed by reporting bugs, enhancements - [PR #1312](https://github.com/nf-core/rnaseq/pull/1312) - Fix issues with unzipping of GTF/ GFF files without absolute paths - [PR #1322](https://github.com/nf-core/rnaseq/pull/1322) - Use pre-built Github Action to detect nf-test changes - [PR #1306](https://github.com/nf-core/rnaseq/pull/1306) - Overhaul strandedness detection / comparison +- [PR #1325](https://github.com/nf-core/rnaseq/pull/1325) - Minor fixes to strandedness settings and messaging ### Parameters From 4cd703730ba575a58ab9b1d1efee06d734a4dc3d Mon Sep 17 00:00:00 2001 From: Jonathan Manning Date: Thu, 20 Jun 2024 12:38:18 +0100 Subject: [PATCH 5/6] appease prettier --- workflows/rnaseq/assets/multiqc/multiqc_config.yml | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/workflows/rnaseq/assets/multiqc/multiqc_config.yml b/workflows/rnaseq/assets/multiqc/multiqc_config.yml index 4a00d844e..0a977e733 100644 --- a/workflows/rnaseq/assets/multiqc/multiqc_config.yml +++ b/workflows/rnaseq/assets/multiqc/multiqc_config.yml @@ -169,8 +169,7 @@ custom_data: format: "{:.2f}" fail_strand_check: section_name: "Strandedness Checks" - description: "

The strandedness used for analysis in this workflow can either be provided by the user or automatically inferred by Salmon using a sample of reads. In both cases, strandedness is verified at the end of the workflow using RSeQC's infer_experiment.py on genomic alignments. In this table, a pass indicates a match between the supplied strandedness (or that inferred by Salmon) and RSeQC results. A fail indicates a mismatch or 'undetermined' strandedness. 'Undetermined' strandedness can signal QC issues, including potential genomic DNA contamination.

-

Note: Rows are duplicated for an 'auto' setting to allow comparison of statistics between inference methods.

" + description: "

The strandedness used for analysis in this workflow can either be provided by the user or automatically inferred by Salmon using a sample of reads. In both cases, strandedness is verified at the end of the workflow using RSeQC's infer_experiment.py on genomic alignments. In this table, a pass indicates a match between the supplied strandedness (or that inferred by Salmon) and RSeQC results. A fail indicates a mismatch or 'undetermined' strandedness. 'Undetermined' strandedness can signal QC issues, including potential genomic DNA contamination.

Note: Rows are duplicated for an 'auto' setting to allow comparison of statistics between inference methods.

" plot_type: "table" pconfig: id: "fail_strand_check_table" From 18f59c77d946625ae47f67d5a5af26083b17c041 Mon Sep 17 00:00:00 2001 From: Jonathan Manning Date: Thu, 20 Jun 2024 13:03:28 +0100 Subject: [PATCH 6/6] Update usage --- docs/usage.md | 45 +++++++++++++++++++++++++++++++++++++++++++-- 1 file changed, 43 insertions(+), 2 deletions(-) diff --git a/docs/usage.md b/docs/usage.md index 6afb269ce..cf9c607dc 100644 --- a/docs/usage.md +++ b/docs/usage.md @@ -27,9 +27,50 @@ CONTROL_REP1,AEG588A1_S1_L003_R1_001.fastq.gz,AEG588A1_S1_L003_R2_001.fastq.gz,a CONTROL_REP1,AEG588A1_S1_L004_R1_001.fastq.gz,AEG588A1_S1_L004_R2_001.fastq.gz,auto ``` -### Strandedness prediction +### Strandedness Prediction -If you set the strandedness value to `auto` the pipeline will sub-sample the input FastQ files to 1 million reads, use Salmon Quant to infer the strandedness automatically and then propagate this information to the remainder of the pipeline. If the strandedness has been inferred or provided incorrectly the sample will be flagged in the 'Strandedness Checks' section of the MultiQC report, so please be sure to check when looking at the QC for your samples. +If you set the strandedness value to `auto`, the pipeline will sub-sample the input FastQ files to 1 million reads, use Salmon Quant to automatically infer the strandedness, and then propagate this information through the rest of the pipeline. This behavior is controlled by the `--stranded_threshold` and `--unstranded_threshold` parameters, which are set to 0.8 and 0.1 by default, respectively. This means: + +- **Forward stranded:** At least 80% of the fragments are in the 'forward' orientation. +- **Unstranded:** The forward and reverse fractions differ by less than 10%. +- **Undetermined:** Samples that do not meet either criterion, possibly indicating issues such as genomic DNA contamination. + +**Note:** These thresholds apply to both the strandedness inferred from Salmon outputs for input to the pipeline and how strandedness is inferred from RSeQC results using pipeline outputs. + +#### Usage Examples + +1. **Forward Stranded Sample:** + + - Forward fraction: 0.85 + - Reverse fraction: 0.15 + - **Classification:** Forward stranded + +2. **Reverse Stranded Sample:** + + - Forward fraction: 0.1 + - Reverse fraction: 0.9 + - **Classification:** Reverse stranded + +3. **Unstranded Sample:** + + - Forward fraction: 0.45 + - Reverse fraction: 0.55 + - **Classification:** Unstranded + +4. **Undetermined Sample:** + - Forward fraction: 0.6 + - Reverse fraction: 0.4 + - **Classification:** Undetermined + +You can control the stringency of this behavior with `--stranded_threshold` and `--unstranded_threshold`. + +#### Errors and Reporting + +The results of strandedness inference are displayed in the MultiQC report under 'Strandedness Checks'. This shows any provided strandedness and the results inferred by both Salmon (when strandedness is set to 'auto') and RSeQC. Mismatches between input strandedness (explicitly provided by the user or inferred by Salmon) and output strandedness from RSeQC are marked as fails. For example, if a user specifies 'forward' as strandedness for a library that is actually reverse stranded, this is marked as a fail. + +![MultiQC - Strand check table](images/mqc_strand_check.png) + +Be sure to check the strandedness report when reviewing the QC for your samples. ### Full samplesheet