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Protocols

The complete protocol list. Use the left sidebar for direct navigation, or scan the table below.

All protocols

IDProtocolTopicMethods
01-01DESeq2 Differential ExpressionBulk TranscriptomicsDESeq2, size factor, Wald / LRT, apeglm
01-02DE — Auto Method SelectionBulk TranscriptomicsDESeq2, edgeR QL, limma-voom
01-03Functional EnrichmentBulk TranscriptomicsclusterProfiler, GSEA, ORA, MSigDB
01-04Omics ClusteringBulk Transcriptomicshierarchical, k-means, HDBSCAN, GMM
01-05Co-expression NetworkBulk TranscriptomicsWGCNA, module detection, hub genes
02-01Scanpy Core AnalysisSingle-cell & SpatialScanpy, CellBender, Scrublet, scVI / Harmony, Leiden
02-02Seurat Core AnalysisSingle-cell & SpatialSeurat v5, SoupX, DoubletFinder, SCTransform, Harmony
02-03Trajectory & PseudotimeSingle-cell & SpatialPAGA, diffusion pseudotime, scVelo, CellRank
02-04Cell–Cell CommunicationSingle-cell & SpatialCellChat v2, ligand-receptor, chord / bubble plots
02-05Regulatory Network (pySCENIC)Single-cell & SpatialGRNBoost2, cisTarget, AUCell
02-06Spatial TranscriptomicsSingle-cell & SpatialSquidpy, Scanpy, Moran's I, neighbourhood
02-07Pooled CRISPR ScreensSingle-cell & SpatialsgRNA→cell map, glmGamPoi, batch correction
02-08scRNA Disease Drug DiscoverySingle-cell & Spatialpseudobulk DE, decoupler, liana-py, Open Targets
03-01Variant AnnotationPopulation Genetics & GenomicsEnsembl VEP, SnpEff, ClinVar
03-02GWAS to Function (TWAS)Population Genetics & GenomicsTWAS, colocalization, MR, FUSION
03-03Mendelian RandomizationPopulation Genetics & GenomicsIVW, MR-Egger, weighted median, OpenGWAS
03-04Polygenic Risk ScorePopulation Genetics & GenomicsPGS Catalog, 1000 Genomes, multi-trait
04-01MS Differential ProteinsProteomics & Multi-omicslimma, DEqMS, MinProb / kNN
04-02Serum Proteomics, LongitudinalProteomics & Multi-omicsMNAR test, Wilcoxon, mixed-effects, DTW
04-03Multi-omics IntegrationProteomics & Multi-omicsMOFA2, mixOmics
04-04Protein Structure CollectorProteomics & Multi-omicsUniProt, RCSB PDB API, AlphaFold EBI
05-01Peak Enrichment (genes → TF)Epigenomics & Gene RegulationChIP-Atlas API, Fisher, BH
05-02Target Genes (TF → genes)Epigenomics & Gene RegulationMACS2 score, cell-type filter, STRING
05-03Differential Peaks / DMREpigenomics & Gene RegulationedgeR (DPR), metilene (DMR), BED
05-04Upstream Regulator AnalysisEpigenomics & Gene RegulationFisher overlap, directionality, combined score
06-01Clinical Survival AnalysisClinical & BiostatisticsKaplan-Meier, Cox PH, Schoenfeld
06-02Disease ProgressionClinical & BiostatisticsTimeAx, disease pseudotime
06-03LASSO Biomarker PanelClinical & Biostatisticselastic net, nested CV, stability selection
06-04Experimental Design & StatsClinical & Biostatisticspower analysis, IHW, batch balancing
06-05Microplate LayoutClinical & Biostatisticsrandomization, edge-effect, covariate balance
07-01PCR Primer DesignExperimental Design & Molecular BiologyPrimer3, Primer-BLAST, Tm / GC checks
07-02sgRNA DesignExperimental Design & Molecular BiologyAddgene, CRISPick, de-novo rules
07-03C. elegans Feeding RNAiExperimental Design & Molecular Biologyauto sequence, restriction adapters, 4-axis score
08-01Omics Dataset RetrievalDatabases, Literature & Drug DiscoveryGEO, TCGA, multi-repo search
08-02Open Targets (GraphQL)Databases, Literature & Drug DiscoveryGraphQL API, FAERS, evidence integration
08-03Clinical Trials LandscapeDatabases, Literature & Drug DiscoveryClinicalTrials API v2, MoA classification
08-04Preclinical Literature MiningDatabases, Literature & Drug DiscoveryConsensus, in vitro / in vivo, synthesis
08-05Phylogenetics ToolkitDatabases, Literature & Drug DiscoveryMSA, IQ-TREE, ancestral recon, Newick
08-06Meta: Create a SkillDatabases, Literature & Drug Discoverycreate, test, package, present