PKU-YuanGroup/OpenAI4S

A Claude Science replica using the 9.9-yuan Doubao API

This repository also configures its own agents. See what OpenAI4S tells them →

407Stars on the repository
200Mods indexed here, across every type
yesterdayLast push, which is what freshness is scored on
MITLicence, which decides whether bodies are shown

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Prepares statistical reports for clinical trials following CONSORT 2025, SPIRIT 2025, ICH E9(R1) estimands, and FDA 2023 covariate adjustment guidance. Covers Table 1 generation, analysis populations (ITT/FAS/PP/Safety), the 5 ICH E9(R1) intercurrent-event strategies, MMRM under MAR (mmrm), reference-based MI (rbmi…

not rated 407 +20 yesterday A 142 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Applies ACMG/AMP 2015 framework with ClinGen SVI specifications, Tavtigian 2018/2020 Bayesian point system, Abou Tayoun 2018 PVS1 decision tree, Pejaver 2022 and Bergquist 2025 calibrated PP3/BP4 thresholds for REVEL/BayesDel/AlphaMissense, Brnich 2020 PS3/BS3 OddsPath, Walker 2023 SpliceAI splicing framework, and…

not rated 407 +20 yesterday A 167 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Queries ClinVar for variant pathogenicity classifications, ClinGen VCEP curations, and somatic-vs-germline interpretations via REST API, weekly VCF, or bulk XML. Use when determining clinical significance, triangulating conflicting interpretations, or aggregating evidence against the ACMG/AMP framework with ClinGen…

not rated 407 +20 yesterday A 79 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Resolves rsIDs, navigates RsMergeArch/SNPHistory merge chains, and converts between rsID, SPDI, HGVS, and VCF representations using the dbSNP Build 156 JSON architecture. Use when normalizing variant identifiers, joining variant databases by cluster ID, or tracking deprecated rsIDs through historical merges.

not rated 407 +20 yesterday A 79 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Queries gnomAD v4 (807k samples), v3, v2.1.1, and constraint metrics with grpmax FAF95, bottleneck-group exclusion, LOEUF interpretation, SV/CNV/mtDNA catalogs, and Whiffin max-credible-AF framework. Use when filtering rare variants, applying ACMG BS1/BA1, ranking genes by LoF intolerance, or selecting between v2…

not rated 407 +20 yesterday B 123 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Calls HLA class I and class II alleles at 2/4/6/8-field resolution from WGS/WES/RNA-seq/long-read data using OptiType, HLA-LA, T1K, Polysolver, HLA-HD, arcasHLA, StarPhase, or HIBAG imputation. Use when typing for HSCT, solid-organ transplant, neoantigen prediction, PGx screening (B57:01, B15:02, etc.), or…

not rated 407 +20 yesterday A 139 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Calls microsatellite instability from WES/WGS/targeted-panel with MSIsensor, MSIsensor-pro, MSIsensor-ct (panel-aware), mSINGS, and MANTIS for FDA pembrolizumab MSI-H pan-tumor / Lynch syndrome / dMMR ICI biomarker. Use when stratifying ICI eligibility (Le 2015), pairing MSI with TMB-H (Sha 2020 / Salem 2018)…

not rated 407 +20 yesterday A 134 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Queries myvariant.info BioThings aggregator for ClinVar, gnomAD, dbSNP, dbNSFP, COSMIC, CADD, and CIViC annotations in batched, version-tracked requests. Use when annotating variant lists from multiple databases simultaneously without managing per-source APIs, and when reproducibility-grade analyses require recording…

not rated 407 +20 yesterday A 86 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Queries PharmGKB / CPIC / DPWG for drug-gene interactions; calls CYP2D6/CYP2C9/CYP2C19/DPYD/TPMT/NUDT15/UGT1A1/SLCO1B1 star alleles and phenotype with PharmCAT, Cyrius (CYP2D6 structural variants), Aldy, Stargazer; applies Caudle 2020 activity-score translation. Use when implementing pharmacogenomic-guided…

not rated 407 +20 yesterday A 156 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Constructs and validates polygenic risk scores using LDpred2-auto, SBayesRC, MegaPRS, PRS-CS, PROSPER, MUSSEL, BridgePRS, JointPRS, PRSmix, or PGS Catalog Calculator with ancestry-aware reference panels (HapMap3, UKB-LD), ancestry-conditional calibration, and PRS-RS reporting standards. Use when computing PRS for…

not rated 407 +20 yesterday A 137 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Extracts and assigns COSMIC v3.4 mutational signatures (86 SBS / 11 DBS / 18 ID / 21 CN / 16 SV) from somatic VCFs using SigProfilerSuite, MutationalPatterns, MuSiCal mvNMF, SigNet, or HRDetect. Use when characterizing DNA-damage etiology (BRCA1/2 HRD, MMR-D, POLE, APOBEC3A, UV, tobacco, aflatoxin, 5-FU/SBS17b…

not rated 407 +20 yesterday A 149 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Calculates tumor mutational burden from WES/WGS/panel data with Friends of Cancer Research harmonization equations, per-assay calibration (FDA 10/Mb = 7.8 TSO500 = 8.4 OncomineTML), synonymous/indel/germline filtering, hypermutator tiering, blood TMB, and integration with HLA-LOH and neoantigen quality (Luksza 2017…

not rated 407 +20 yesterday A 162 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Prioritizes rare-disease variants from trio/quad WES/WGS with de novo (DeNovoGear, Triodenovo), compound-heterozygous phasing (WhatsHap), mosaic VAF tiering, phenotype-driven ranking (Exomiser, Phen2Gene, AMELIE), ClinGen gene-disease validity gating, and ACMG SF v3.2 secondary findings reporting. Use when running…

not rated 407 +20 yesterday A 167 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Identify direct miRNA-target interactions from AGO HITS-CLIP, AGO-CLEAR-CLIP (chimeric reads), HEAP (Halo-Ago2 mouse), chimeric eCLIP / miR-eCLIP (deep miRNA-target profiling), or CLASH using chimeric-read processing pipelines, seed-pairing analysis, and 3' auxiliary pairing rules. Use when distinguishing direct miRNA…

not rated 407 +20 yesterday A 152 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex needs its repo

Annotate CLIP-seq peaks or crosslink sites to RNA features (5'UTR, CDS, 3'UTR, intron, splice junction, snoRNA, tRNA, ncRNA, repeat elements) with ChIPseeker, RCAS, RBP-Maps (Yeo splicing regulatory maps), and bedtools, applying feature-priority hierarchies, transcript-context resolution, and metagene aggregation. Use…

not rated 407 +20 yesterday A 142 tokens copy · 95% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Align preprocessed CLIP-seq reads (eCLIP, iCLIP, iCLIP2, PAR-CLIP) to genome with STAR or bowtie2 using crosslink-preserving parameters, choosing between unique-mapper-only and multi-mapper-aware alignment for repeat-binding RBPs, deciding STAR vs HISAT2 memory trade-offs, and applying ENCODE-compatible filters. Use…

not rated 407 +20 yesterday A 117 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Predict RBP binding from RNA sequence using deep learning models (RBPNet sequence-to-signal, RNAProt RNN, GraphProt2 GCN with structure, DeepCLIP, DeepRiPe multi-modal CNN) for variant-effect prediction, in silico binding-site discovery, model interpretation, and transfer learning from CLIP and RBNS datasets. Use when…

not rated 407 +20 yesterday A 123 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Discover RBP binding motifs from CLIP-seq peaks or single-nucleotide crosslink sites using HOMER, MEME/STREME, kpLogo, mCross (CL-position-registered motifs), PEKA (positional k-mer enrichment), RBPamp (affinity), and RNA Bind-n-Seq (RBNS) cross-validation. Use when characterizing RBP sequence specificity, registering…

not rated 407 +20 yesterday A 138 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Call protein-RNA binding sites from CLIP-seq BAM with CLIPper, PureCLIP, Skipper, Piranha, omniCLIP, CTK, CLAM, or Paraclu. Use when choosing between coverage-based, HMM-based, beta-binomial window-based, and crosslink-site-based peak callers; applying ENCODE eCLIP thresholds (log2 IP/SMInput >= 3, -log10 p >= 3)…

not rated 407 +20 yesterday A 129 tokens copy · 97% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Preprocess CLIP-seq reads (eCLIP, iCLIP, iCLIP2, iCLIP3, irCLIP, PAR-CLIP, FLASH) with protocol-specific UMI extraction, adapter trimming, length filtering, and post-alignment PCR-duplicate collapse. Use when raw CLIP FASTQ must be turned into deduplicated, crosslink-preserving BAM input for peak calling; choosing…

not rated 407 +20 yesterday A 134 tokens copy · 97% MIT

bio-clip-seq-clip-qc

117

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Comprehensive quality control for CLIP-seq libraries (eCLIP, iCLIP, iCLIP2, PAR-CLIP) covering library complexity (preseq), FRiP, IDR replicate reproducibility, read-distribution metagene, SMInput vs IgG control rationale, rRNA / snoRNA contamination, fragment-length distribution, and ENCODE-compliance thresholds. Use…

not rated 407 +20 yesterday A 131 tokens copy · 98% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Detect single-nucleotide crosslink (CL) sites in CLIP-seq data using truncation patterns (iCLIP/eCLIP CITS), crosslink-induced mutations (HITS-CLIP CIMS deletions, PAR-CLIP T-to-C), or HMM/kernel-density methods (PureCLIP, PARalyzer, CTK). Use when single-nucleotide resolution is required for motif registration…

not rated 407 +20 yesterday A 117 tokens copy · 100% MIT

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Identify differentially bound regions across CLIP-seq conditions (knockdown vs control, treatment vs vehicle, disease vs healthy) using DEWSeq (sliding-window DESeq2), Flipper (Skipper-downstream), ASpeak, edgeR, or limma-voom. Use when computing condition-level changes in RBP binding intensity, choosing peak-level vs…

not rated 407 +20 yesterday A 109 tokens copy · 98% MIT

bio-clip-seq-m6a-clip

120

PKU-YuanGroup/OpenAI4S

Skill Claude CodeCodex

Map N6-methyladenosine (m6A) RNA modifications at single-nucleotide resolution using miCLIP (Linder 2015), miCLIP2 + m6Aboost machine learning (Kortel 2021), GLORI (Liu 2023, antibody-free chemical conversion), DART-seq (Meyer 2019, APOBEC1-YTH fusion), m6Anet (nanopore direct RNA), or MeRIP-seq with calibration. Use…

not rated 407 +20 yesterday A 161 tokens copy · 98% MIT

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