{"slug":"jaechang-hits-cellchat-cell-communication","source_name":"jaechang-hits/cellchat-cell-communication","name":"Jaechang Hits/Cellchat Cell Communication","description":"Infer and visualize intercellular communication from scRNA-seq with CellChat (R). Build CellChat from Seurat/counts → subset CellChatDB ligand-receptor pairs → over-expressed genes per group → communication probabilities → pathway signaling → network centrality (senders/receivers/influencers) → chord/heatmap/bubble plots → cross-condition compare. Human, mouse. Use liana for pure-Python.","version":1,"lift":{"pass_rate_delta_pts":4.55,"pass_rate_pct":95.5,"total_cases":22,"passed_cases":21,"tokens_delta_pct":396.4,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-23T23:54:06.785093+00:00"},"skill_score":0.9545,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":4.55,"with_pass_pct":95.5,"without_pass_pct":90.9,"tokens_delta_pct":396.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-23T23:54:06.785093+00:00","run_id":"82a6098f-a8c8-421b-89cc-9efb5d7f635e","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"MIT","install_count":0,"manifest_hash":"280b243555877eca9cc925f18cd982c3968c8ce76423f78febb85e26aac50c7a","raw_url":"https://app.decimal.ai/s/jaechang-hits-cellchat-cell-communication/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-cellchat-cell-communication"}