⚡AgentSkills
🧬 Biotech & Pharma · Computational Validation

Validate computational biology pipelines against wet-lab truth

Benchmark design, discordance investigation, and acceptance thresholds bridging silico and bench.

advanced~45 minBioinformaticiansLab ScientistsRegulatory Affairs

Steps

  1. 1Define gold-standard comparisons achievable in-house (orthogonal assays)
  2. 2Run pipeline vs assay on shared samples spanning expected difficulty range
  3. 3Investigate every discordance class before adjusting either side
  4. 4Set acceptance thresholds BEFORE seeing comparison results
  5. 5Version reference materials; drift invalidates longitudinal comparisons
  6. 6Publish internal validation reports citable during regulatory interactions

Common Pitfalls

  • ▲Thresholds tuned post-hoc until pipeline looks good
  • ▲Single-time-point validations extrapolated to all conditions

Commands

Install with skills CLI
$ npx skills add aniruddhaadak80/skills --skill computational-validation-assay-simulation-validation
Install globally
$ npx skills add aniruddhaadak80/skills --skill computational-validation-assay-simulation-validation -g

Tags

#validation#bioinformatics#benchmarking#biotech-pharma#computational-validation