Claude Skills Collection Logo

Claude Skills Online Marketplace

Data & Analytics

20 of 511

nomogram-constructionaipoch-medical-research-skills

Use when constructing a prognosis nomogram from survival-related clinical predictors, exporting the nomogram bundle and C-index table, and optionally rendering the final nomogram...

Data & Analytics
2K
model-calibration-curveaipoch-medical-research-skills

Use when assessing how well a survival model's predicted probabilities agree with observed outcomes by fitting a Cox model and generating bootstrap calibration curves at one or...

Data & Analytics
2K
lncrna-regulatory-network-construction-analysisaipoch-medical-research-skills

Use this bioinformatics data analysis skill to construct a database-driven lncRNA-mRNA regulatory network from target lncRNA and/or gene lists by projecting shared miRNA evidence...

Data & Analytics
2K
lasso-logistics-analysisaipoch-medical-research-skills

Use when building a binary classification model from an expression matrix or other omics feature matrix with LASSO logistic regression, cross-validation, and coefficient path...

Data & Analytics
2K
knn-imputationaipoch-medical-research-skills

Use when filtering genes with high missingness and then imputing missing values in a bulk expression matrix with group-aware KNN through DMwR2, where donor samples are restricted...

Data & Analytics
2K
km-survival-curveaipoch-medical-research-skills

Use when generating Kaplan-Meier survival curves from tabular survival data containing time, event status, and a precomputed risk group. Supports command-line parameter input,...

Data & Analytics
2K
immune-pathway-analysisaipoch-medical-research-skills

Run immune pathway GSVA or ssGSEA analysis from a bulk expression matrix, a sample group file, and a local immune Reactome gene-set table, then export differential pathway results...

Data & Analytics
2K
hierarchical-clustering-plotaipoch-medical-research-skills

Use when building a sample-level hierarchical clustering dendrogram from a bulk expression matrix and sample annotation table, especially for QC, batch inspection, or sample...

Data & Analytics
2K
gsva-analysis-and-visualizationaipoch-medical-research-skills

Use this skill to run GSVA or ssGSEA pathway-level differential analysis from a bulk expression matrix and a sample group file, then generate a heatmap from the saved GSVA result...

Data & Analytics
2K
gseaaipoch-medical-research-skills

Run GSEA on a ranked gene list and produce the enrichment table, running-score table, and enrichment plots.

Data & Analytics
2K
gokeggaipoch-medical-research-skills

Use when performing GO and KEGG enrichment on a gene list from bulk RNA-seq or microarray studies, then generating a combined GO/KEGG dot chart. NOT for single-cell RNA-seq,...

Data & Analytics
2K
gene-protein-expression-matrix-normalizationaipoch-medical-research-skills

Use when normalizing bulk gene or protein expression matrices with log2 transform, z-score standardization, or min-max scaling before downstream visualization or exploratory...

Data & Analytics
2K
estimate-immune-score-analysisaipoch-medical-research-skills

Use this skill to compute ESTIMATE immune-related microenvironment scores from a bulk expression matrix, generate an ESTIMATE score heatmap, and optionally generate group-wise...

Data & Analytics
2K
elastic-net-feature-selectionaipoch-medical-research-skills

Use when selecting predictive genes or other molecular features from bulk expression matrices for binary case-vs-control classification with elastic net logistic regression,...

Data & Analytics
2K
differential-expression-analysisaipoch-medical-research-skills

Use when analyzing bulk RNA-seq or microarray expression data to identify differentially expressed genes between two biological groups (case vs control), with volcano plots and...

Data & Analytics
2K
deg-screening-analysisaipoch-medical-research-skills

Use when screening differentially expressed genes from a bulk expression matrix between two user-specified groups, producing DEG tables, a volcano plot, and a clustered heatmap....

Data & Analytics
2K
decision-curve-analysisaipoch-medical-research-skills

Use when evaluating the clinical utility of a binary prediction model from a single clinical CSV file by fitting a logistic decision-curve model, plotting decision and...

Data & Analytics
2K
decision-tree-analysisaipoch-medical-research-skills

Use when building a decision tree model in R and generating feature importance ranking outputs. Supports classification and regression, automatic task detection, parameter...

Data & Analytics
2K
consensus-clustering-analysisaipoch-medical-research-skills

Use when identifying stable sample subtypes from bulk expression matrices with ConsensusClusterPlus, including PAC-based model selection and consensus matrix/CDF visualization....

Data & Analytics
2K
cibersort-immune-infiltration-analysisaipoch-medical-research-skills

Use when estimating relative immune cell infiltration from a bulk expression matrix with a CIBERSORT-style nu-SVR deconvolution workflow based on an LM22 signature matrix,...

Data & Analytics
2K