From 1e95ee7abd9b94bdf65fec493cc599952d34deae Mon Sep 17 00:00:00 2001 From: Nicholas Wiltsie Date: Mon, 4 Dec 2023 12:14:43 -0800 Subject: [PATCH 1/6] Update README and flow diagram --- README.md | 33 +-- docs/recalibrate-BAM.drawio | 328 ++++++++++++++++++++++++ docs/recalibrate-BAM.png | Bin 0 -> 753564 bytes input/recalibrate-BAM-paired-input.yaml | 2 +- 4 files changed, 347 insertions(+), 16 deletions(-) create mode 100644 docs/recalibrate-BAM.drawio create mode 100644 docs/recalibrate-BAM.png diff --git a/README.md b/README.md index c5332ab9..a945042b 100644 --- a/README.md +++ b/README.md @@ -22,7 +22,7 @@ This pipeline takes BAMs and corresponding indices from [pipeline-align-DNA](htt 1. Update the params section of the .config file ([Example config](config/template.config)). -2. Update the YAML. +2. Update the YAML ([Template YAMLs](input/)). 3. Download the submission script (submit_nextflow_pipeline.py) from [here](https://github.com/uclahs-cds/tool-submit-nf), and submit your pipeline below. @@ -42,41 +42,44 @@ python submit_nextflow_pipeline.py \ ## Flow Diagram -![call-gSNP flow diagram](call-gSNP-DSL2.png) +![recalibrate-BAM flow diagram](docs/recalibrate-BAM.png) --- ## Pipeline Steps -### 1. Split genome or target intervals into sub-intervals (either scattered or by chromosome) for parallelization -Use the input target intervals or the whole genome intervals and split them into sub-intervals for parallel processing. +### 1. Split genome into sub-intervals for parallelization +Split the reference genome into [intervals for parallel processing](https://gatk.broadinstitute.org/hc/en-us/articles/4414602449435-SplitIntervals). If `params.parallelize_by_chromosome` is set then the genome will be split by chromosome, otherwise it will be split into up to `params.scatter_count` intervals. -### 2. Realign Indels -Generate indel realignment targets and realign indels. +### 2. Realign indels +Generate indel realignment targets and realign indels per interval. ### 3. Generate BQSR (Base Quality Score Recalibration) -Assess how sequencing errors correlate with four covariates (assigned quality score, read group the read belongs, machine cycle producing this base, and current and immediately upstream base), and output base quality score recalibration table. +Assess how sequencing errors correlate with four covariates (assigned quality score, read group, machine cycle producing this base, and current and immediately upstream base) and output [base quality score recalibration table](https://gatk.broadinstitute.org/hc/en-us/articles/4414594385563-BaseRecalibrator). ### 4. Apply BQSR per split interval in parallel -Apply the recalibration per sample and reheader output as necessary. +[Apply the base quality score recalibration](https://gatk.broadinstitute.org/hc/en-us/articles/4414594339611-ApplyBQSR) to each interval and reheader output as necessary. ### 5. Merge interval-level BAMs -Merge BAMs from each interval to generate whole sample BAM. +[Merge BAMs](https://gatk.broadinstitute.org/hc/en-us/articles/4414594413083-MergeSamFiles-Picard-) from each interval to generate a whole sample BAM. -### 6. Deduplicate BAM -In the case of scattered intervals, run a deduplication process to remove reads duplicated dur to overlap on interval splitting sites. +#### 5a. Deduplicate BAM +If `params.parallelize_by_chromosome` is not set, run a deduplication process to remove reads duplicated due to overlap on interval splitting sites. + +### 6. Index BAM file +Generate a [BAI index file](http://www.htslib.org/doc/1.17/samtools-index.html) for fast random access of the whole sample BAM. ### 7. Get pileup summaries -Summarizes counts of reads that support reference, alternate and other alleles for given sites. Results will be used in the next Calculate Contamination step. +Tabulate [pileup metrics](https://gatk.broadinstitute.org/hc/en-us/articles/4414586785947-GetPileupSummaries) for inferring contamination. Summarize counts of reads that support reference, alternate and other alleles for given sites. ### 8. Calculate contamination -Calculates the fraction of reads coming from cross-sample contamination, given results from Step 8. Generates a tumor segmentation file. +Calculates the fraction of reads coming from [cross-sample contamination](https://gatk.broadinstitute.org/hc/en-us/articles/4414586751771-CalculateContamination), given results from Step 7. For paired samples, generates an additional output table containing segmentation of the tumor by minor allele fraction. ### 9. DepthOfCoverage -Calculate depth of coverage using the whole sample BAM from step 7. +If `params.is_DOC_run` is set, generate [coverage summary information](https://gatk.broadinstitute.org/hc/en-us/articles/4414586842523-DepthOfCoverage-BETA-) for the whole sample BAM from step 5, partitioned by sample, read group, and library. ### 10. Generate sha512 checksum -Generate sha512 checksum for final BAMs. +Generate sha512 checksum for final BAM and BAI files. --- diff --git a/docs/recalibrate-BAM.drawio b/docs/recalibrate-BAM.drawio new file mode 100644 index 00000000..d96cc3de --- /dev/null +++ b/docs/recalibrate-BAM.drawio @@ -0,0 +1,328 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git 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(https://gatk.broadinstitute.org/hc/en-us/articles/360038154292-Welcome-to-the-new-home-of-GATK). The documentation now lives on Github (https://github.com/broadinstitute/gatk-docs/tree/master), but is unfortunately stored as raw HTML files and is thus not easily viewable in a browser. The website https://raw.githack.com is a free tool that acts as a caching proxy that re-serves the HTML files with an appropriate `Content-Type`. I've used it to wrap the following two URLs: https://github.com/broadinstitute/gatk-docs/blob/8fcf44bb0686f2f7d442aade181ff6ed508a97de/gatk3-tooldocs/3.7-0/org_broadinstitute_gatk_tools_walkers_indels_IndelRealigner.html https://github.com/broadinstitute/gatk-docs/blob/8fcf44bb0686f2f7d442aade181ff6ed508a97de/gatk3-tooldocs/3.7-0/org_broadinstitute_gatk_tools_walkers_indels_RealignerTargetCreator.html --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index a945042b..bf5d1176 100644 --- a/README.md +++ b/README.md @@ -52,7 +52,7 @@ python submit_nextflow_pipeline.py \ Split the reference genome into [intervals for parallel processing](https://gatk.broadinstitute.org/hc/en-us/articles/4414602449435-SplitIntervals). If `params.parallelize_by_chromosome` is set then the genome will be split by chromosome, otherwise it will be split into up to `params.scatter_count` intervals. ### 2. Realign indels -Generate indel realignment targets and realign indels per interval. +Generate [indel realignment targets](https://rawcdn.githack.com/broadinstitute/gatk-docs/8fcf44bb0686f2f7d442aade181ff6ed508a97de/gatk3-tooldocs/3.7-0/org_broadinstitute_gatk_tools_walkers_indels_RealignerTargetCreator.html) and [realign indels](https://rawcdn.githack.com/broadinstitute/gatk-docs/8fcf44bb0686f2f7d442aade181ff6ed508a97de/gatk3-tooldocs/3.7-0/org_broadinstitute_gatk_tools_walkers_indels_IndelRealigner.html) per interval. ### 3. Generate BQSR (Base Quality Score Recalibration) Assess how sequencing errors correlate with four covariates (assigned quality score, read group, machine cycle producing this base, and current and immediately upstream base) and output [base quality score recalibration table](https://gatk.broadinstitute.org/hc/en-us/articles/4414594385563-BaseRecalibrator). From d52fa06f2b97fff319b93a5a3b7bb57fd3d85a30 Mon Sep 17 00:00:00 2001 From: Nicholas Wiltsie Date: Mon, 4 Dec 2023 16:03:31 -0800 Subject: [PATCH 3/6] Update CHANGELOG --- CHANGELOG.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/CHANGELOG.md b/CHANGELOG.md index 1588b318..ae327323 100644 --- a/CHANGELOG.md +++ b/CHANGELOG.md @@ -11,6 +11,8 @@ This project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0.htm ### [Added] - Sort BAMs before merging for consistent order of output BAM @PG header lines - Add NFTest case +- Add new flow diagram to README +- Add additional details to Pipeline Steps section of README --- From 20adee20fc52553e1d749311bb8102de3e98e357 Mon Sep 17 00:00:00 2001 From: Nicholas Wiltsie Date: Fri, 15 Dec 2023 09:00:27 -0800 Subject: [PATCH 4/6] Add new PlantUML-based flow diagram --- .github/workflows/render-puml.yaml | 20 +++++ README.md | 2 +- docs/recalibrate-bam-flow.puml | 114 +++++++++++++++++++++++++++++ 3 files changed, 135 insertions(+), 1 deletion(-) create mode 100644 .github/workflows/render-puml.yaml create mode 100644 docs/recalibrate-bam-flow.puml diff --git a/.github/workflows/render-puml.yaml b/.github/workflows/render-puml.yaml new file mode 100644 index 00000000..23e86213 --- /dev/null +++ b/.github/workflows/render-puml.yaml @@ -0,0 +1,20 @@ +--- +name: PlantUML Generation + +on: + push: + paths: + - '**.puml' + workflow_dispatch: + +jobs: + plantuml: + runs-on: ubuntu-latest + + steps: + - name: Generate PUML diagrams + uses: uclahs-cds/tool-PlantUML-action@v1.0.0 + with: + github-token: ${{ secrets.GITHUB_TOKEN }} + ghcr-username: ${{ github.actor }} + ghcr-password: ${{ secrets.GITHUB_TOKEN }} diff --git a/README.md b/README.md index bf5d1176..c58a74aa 100644 --- a/README.md +++ b/README.md @@ -42,7 +42,7 @@ python submit_nextflow_pipeline.py \ ## Flow Diagram -![recalibrate-BAM flow diagram](docs/recalibrate-BAM.png) +![recalibrate-BAM flow diagram](docs/recalibrate-bam-flow.svg) --- diff --git a/docs/recalibrate-bam-flow.puml b/docs/recalibrate-bam-flow.puml new file mode 100644 index 00000000..3b877f32 --- /dev/null +++ b/docs/recalibrate-bam-flow.puml @@ -0,0 +1,114 @@ +@startuml + +skinparam SwimlaneTitleFontStyle bold + + +|s| Parallelized by sample +|i| Parallelized by interval + + +|s| + +start + +partition "**Unparallelized Setup**\nThis block is run once\nregardless of sample count" { + if (Parallelize by\nchromosome?) is (Yes) then + :==run_SplitIntervals_GATK + ---- + Split reference genome into + interval lists by chomosome + (1-22, X, Y, M, nonassembled); + else (No) + :==run_SplitIntervals_GATK + ---- + Split reference genome into + **scatter_count** interval lists; + endif +} + +:==run_validate_PipeVal +---- +Validate the input BAM and index file; + + +|i| + +:==run_RealignerTargetCreator_GATK +---- +Split input BAMs by interval and identify +potentially misaligned sub-intervals to +target across all input samples; + +:==run_IndelRealigner_GATK +---- +Realign indels across all input +samples simultaneously; + +|s| + +:==run_BaseRecalibrator_GATK +---- +Generate base quality score recalibration +(BQSR) table based on read group, reported +quality score, machine cycle, and nucleotide +context; + +|i| + +:==run_ApplyBQSR_GATK +---- +Apply the recalibration to each input +sample sequentially; + +|s| + +:==run_MergeSamFiles_Picard +---- +Merge interval BAMS into recalibrated BAM; + +if (Parallelize by\nchromosome?) is (No) then + :==deduplicate_records_SAMtools + ---- + Remove duplicate reads due to + overlap on interval splitting sites; +else (Yes) +endif + +:==run_index_SAMtools +---- +Create index file for recalibrated BAM; + +:==calculate_sha512 +---- +Generate sha512 checksum for +recalibrated BAM and index file; + +split + :==run_GetPileupSummaries_GATK + ---- + Summarize counts of reads that support + reference, alternate, and other alleles + for given sites; + + :==run_CalculateContamination_GATK + ---- + Calculate the fraction of reads coming + from cross-sample contamination. + + If the input is a paired sample, run + again in matched normal mode; +split again + if (Compute depth\nof coverage?) is (Yes) then + :==run_DepthOfCoverage_GATK + ---- + Assess sequence coverage by a wide array + of metrics, partioned by sample, read + group, and library; + endif +end split + +stop + + +@enduml + From 22050bb67dd4c26108057d2a9de09b5aa087b394 Mon Sep 17 00:00:00 2001 From: nwiltsie Date: Fri, 15 Dec 2023 17:00:59 +0000 Subject: [PATCH 5/6] Update SVG images for PlantUML diagrams --- docs/recalibrate-bam-flow.svg | 123 ++++++++++++++++++++++++++++++++++ 1 file changed, 123 insertions(+) create mode 100644 docs/recalibrate-bam-flow.svg diff --git a/docs/recalibrate-bam-flow.svg b/docs/recalibrate-bam-flow.svg new file mode 100644 index 00000000..f35b534a --- /dev/null +++ b/docs/recalibrate-bam-flow.svg @@ -0,0 +1,123 @@ +Unparallelized SetupThis block is run onceregardless of sample countParallelize bychromosome?YesNorun_SplitIntervals_GATKSplit reference genome intointerval lists by chomosome(1-22, X, Y, M, nonassembled)run_SplitIntervals_GATKSplit reference genome intoscatter_countinterval listsrun_validate_PipeValValidate the input BAM and index filerun_BaseRecalibrator_GATKGenerate base quality score recalibration(BQSR) table based on read group, reportedquality score, machine cycle, and nucleotidecontextrun_MergeSamFiles_PicardMerge interval BAMS into recalibrated BAMdeduplicate_records_SAMtoolsRemove duplicate reads due tooverlap on interval splitting sitesNoParallelize bychromosome?Yesrun_index_SAMtoolsCreate index file for recalibrated BAMcalculate_sha512Generate sha512 checksum forrecalibrated BAM and index filerun_GetPileupSummaries_GATKSummarize counts of reads that supportreference, alternate, and other allelesfor given sitesrun_CalculateContamination_GATKCalculate the fraction of reads comingfrom cross-sample contamination. If the input is a paired sample, runagain in matched normal moderun_DepthOfCoverage_GATKAssess sequence coverage by a wide arrayof metrics, partioned by sample, readgroup, and libraryYesCompute depthof coverage?run_RealignerTargetCreator_GATKSplit input BAMs by interval and identifypotentially misaligned sub-intervals totarget across all input samplesrun_IndelRealigner_GATKRealign indels across all inputsamples simultaneouslyrun_ApplyBQSR_GATKApply the recalibration to each inputsample sequentiallyParallelized by sampleParallelized by interval \ No newline at end of file From 4a1f48a142a53f93b79ba7dcdc466632c83fb9eb Mon Sep 17 00:00:00 2001 From: Nicholas Wiltsie Date: Fri, 15 Dec 2023 09:03:50 -0800 Subject: [PATCH 6/6] Remove hand-drawn flow diagram --- docs/recalibrate-BAM.drawio | 328 ------------------------------------ docs/recalibrate-BAM.png | Bin 753564 -> 0 bytes 2 files changed, 328 deletions(-) delete mode 100644 docs/recalibrate-BAM.drawio delete mode 100644 docs/recalibrate-BAM.png diff --git 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