13c-metabolic-flux
Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom maps,โฆ
Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs. Supports samplesheet generation, pinned Nextflow launch artifacts, local checks, LSF/Slurm/PBS Pro/SGE launcher submission, and startup troubleshooting. Use
Claude Code
$ npx -y skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic --agent claude-code
Codex
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a codex -y
Cursor
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a cursor -y
Gemini CLI
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a gemini-cli -y
GitHub Copilot
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a github-copilot -y
OpenCode
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a opencode -y
Windsurf
$ npx skills add K-Dense-AI/scientific-agent-skills --skill pacsomatic -a windsurf -y
name: pacsomatic description: Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM inputs. Supports samplesheet generation, pinned Nextflow launch artifacts, local checks, LSF/Slurm/PBS Pro/SGE launcher submission, and startup troubleshooting. Use for pacsomatic run preparation and execution, not general short-read somatic analysis or medical imaging PACS. license: MIT compatibility: Requires Python 3.10+ for the standard-library helper. Execution requires Bash, Nextflow >=24.04.2, a compatible Java runtime (current Nextflow supports Java 17-26), the selected container runtime and optionally a scheduler. Network access is needed for uncached pipeline code, plugins, references and containers. metadata: version: "1.4" skill-author: Beifang Niu contributors: Haidong, Wenchao upstream-pipeline: https://github.com/nf-core/pacsomatic upstream-revision: "24c84cb371b0339c1d65a4de9451671945e19772" last-reviewed: "2026-10-01"
Use [scripts/run_pacsomatic.py](scripts/run_pacsomatic.py) to prepare one matched PacBio HiFi tumor/normal pair, generate a samplesheet and reproducible launch artifacts, and launch locally or submit the **Nextflow driver** to a scheduler. The pipeline realigns input BAMs; this helper targets unaligned HiFi BAMs and optional PacBio `.pbi` indexes. Do not substitute short reads or treat a BAM filename as evidence of platform, matched identity, or methylation information.
The reviewed upstream `dev` commit is `24c84cb371b0339c1d65a4de9451671945e19772`. GitHub had no releases or tags on 2026-10-01, despite the internal manifest saying `1.0.0`. The helper pins that commit by default for `nf-core/pacsomatic`; it does not invent a release tag. This is a source-reviewed development workflow, not a clinically validated assay. See [references/pacsomatic_guide.md](references/pacsomatic_guide.md) for sources and scientific checks.
1. Obtain distinct tumor and normal BAM paths, patient ID, distinct sample IDs, output directory, and exactly one reference mode: `--fasta` or `--genome`. IDs and BAM/PBI/FASTA paths must have no whitespace. Local inputs must be nonempty regular files. Remote BAM/PBI/FASTA URIs are passed through without downloading or authenticating; use managed filesystem/cloud credentials, never embed secrets or signed URLs in generated files. 2. Confirm PacBio HiFi read groups and sample identity from acquisition metadata; confirm that MM/ML modification tags needed for methylation have been retained. Verify reference sequence/contig compatibility for every annotation resource. 3. Generate artifacts with `--dry-run`. This performs helper checks and writes files, but does **not** invoke the pipeline, validate BAM contents, check remote availability, resolve every pipeline parameter, or verify biological suitability. Missing runtime tools are warnings here. `--dry-run` cannot be combined with `--run`/`--submit`, cloning, or environment creation. 4. Review samplesheet, generated params YAML, script, pipeline revision, profiles, and branch-specific resources/skips. Existing artifacts require explicit `--overwrite`; input files can never be artifact targets. `config.yaml` is an operator reference, not an automatically loaded configuration file. 5. For execution, select the actual runtime with `--use-current-path` or an existing `--conda-env`. Load cluster modules **before** invoking the helper; `--module-load` only repeats those commands in the generated script. No Conda YAML is bundled; creating an environment needs `--conda-env-file` explicitly. 6. Use `--run` only for requested execution. For HPC, distinguish the outer launcher scheduler (`--executor`) from Nextflow's per-task `process.executor`, configured by a site profile or `--nextflow-config`. Driver CPU/memory requests do not constrain task resources. Read [references/config-and-output.md](references/config-and-output.md). 7. Report artifact paths, revision, checks/warnings, run type, submission ID if present, and a concrete next QC or failure-triage step. Scheduler acceptance is not pipeline completion. Keep the output directory and work/cache state stable for `--resume`; scripts run with the output directory as their cwd.
Run these from the repository root. Paths and site settings are **illustrative**; local tests use synthetic placeholders only, not human genomic data.
python skills/pacsomatic/scripts/run_pacsomatic.py \ --tumor-bam /data/P001_T.bam --normal-bam /data/P001_N.bam \ --patient-id P001 --tumor-sample-id P001_T --normal-sample-id P001_N \ --outdir /results/P001 --fasta /refs/GRCh38.fa \ --profile apptainer --use-current-path --dry-run
After reviewing artifacts, a Slurm launch can use the same inputs plus the following options (replace `--dry-run` with `--run`):
--executor slurm --queue compute --project my_account --cpus 2 --memory-gb 8 --walltime 48:00 --nextflow-config /configs/slurm.config --overwrite --run
Those resources are for the driver, assuming the reviewed infrastructure config sets `process.executor = 'slurm'` and suitable task queue/resources. The helper normalizes `48:00` to Slurm `48:00:00` (48 hours). Do not add a `sanger` profile unless actually using that institution's LSF infrastructure.
Custom pipeline parameters go in `--params-file`; infrastructure goes in `--nextflow-config` (`-c`). The helper's explicit input/outdir/reference options win over params-file values. `--extra-args` is tokenized and shell-quoted, but cannot override these managed inputs/configuration options. Keep paths inside external params/config files absolute because the launcher cwd is the outdir.
uv run skills-ref validate skills/pacsomatic python tests/run_all.py --isolated pacsomatic
The standard-library suite checks local ar
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