Molecular structure analysis, SAR triage, compound library characterization, QSAR modeling, ADMET prediction, chemical space visualization, target engagement assessment, drug perturbation connectivity scoring, and selectivity profiling
Chromatin regulation analysis — ATAC-seq, ChIP-seq, CUT&Tag/CUT&Run, differential binding, motif analysis, and scATAC-seq
Systematic drug repurposing via signature matching, target-based analysis, network proximity, genetic evidence scoring, and clinical evidence mining
Functional enrichment and pathway analysis including GSEA, ORA, ssGSEA, GSVA, and decoupler-based activity inference
Genomic variant analysis — germline/somatic SNV, structural variants, CNV, GWAS, annotation, and filtering
Metabolomics and lipidomics analysis — untargeted/targeted workflows, normalization, annotation, and pathway mapping
Multi-omics integration methods including factor analysis, supervised classification, network fusion, and causal modeling across modalities
Bulk RNA-seq and microarray differential expression analysis including method selection, batch correction, and complex experimental designs