Tencent scPROTEIN Single-Cell Proteome Analysis
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About this skill
Problem
Single-cell proteomics data are often distorted by batch effects, missing values, and uncertainty. Running a public app directly also requires handling CLI authentication, project/environment/storage-bucket configuration, Nextflow version selection, app-name conflicts, and inputs that are not visible to the job container. This skill narrows the scPROTEIN workflow into a controlled path for denoising, uncertainty estimation, embedding generation, and cell-type representation.
How It Works
- Locked collection: only
scPROTEIN Collection (Nextflow)is supported, with hardcoded subappsscPROTEIN_stage1andscPROTEIN_stage2; the collectionAppIdcannot be used directly. - Preflight checks: runs
whoami,config show, and trial-quota checks; C-end users are blocked when days or daily runs are exhausted. - Import safety: checks for duplicate app names before
omics run, prompts renaming on conflict, and requires--nf-versionfor Nextflow subapps. - File inputs: local files must be explicitly approved and uploaded to COS before being used as parameters.
- Failure handling: interprets
DUPLICATE_APP_NAME,PARAM_MERGE_FAILED, andMISSING_NF_VERSION, and may reuse an orphan app via--appwithout deleting existing apps.
Boundaries
This is not a general omics CLI skill. It refuses requests for apps outside this collection and points to omics-task-skill. It is intended for engineers with a Tencent Health Omics Platform account, configured project/environment/COS bucket, and a need to reproduce the two-stage scPROTEIN pipeline.
Use Cases
- Run stage1 and stage2 scPROTEIN proteomics jobs when an account and COS bucket are ready.
- Rename a conflicting imported app name, then continue importing and running the subapp.
- Upload local FASTA or similar inputs to COS after approval before submitting the run.
- Inspect the outdir results after the task reaches a terminal state.
Best For
- Tencent Health Omics Platform users who need to run scPROTEIN single-cell proteomics workflows
- Bioinformatics engineers configuring projects, environments, and COS buckets before submitting Nextflow jobs
- Omics analysts reusing existing apps or resolving duplicate app-name conflicts
- Proteomics researchers using local files as inputs and uploading them to COS
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