Professional Bioinformatics Analysis Tools
Choose the right analysis tool to start your research
Correlation Coefficient Plot
Generate correlation matrix heatmaps for multiple genes
Decision Tree Classification
Use decision tree model to classify differential gene expression data, and generate variable importance ranking and decision tree visualization
Gradient Boosting Machine Classification
Use Gradient Boosting Machine (GBM) model to classify differential gene expression data, and generate variable importance ranking and gradient plot
XGBoost Classification
Use XGBoost (Extreme Gradient Boosting) model to classify differential gene expression data, and generate variable importance ranking and plot
Lasso Regression Model
Select prognostic genes using Lasso-Cox regression and build risk score model
Gene-Drug Sensitivity Correlation
Analyze correlation between target gene expression and drug sensitivity
Independent Prognostic Analysis
Evaluate independent prognostic value of risk scores and clinical factors
Gut Microbiome MR
Mendelian Randomization analysis using gut microbiome data
Protein Ratio MR
Mendelian Randomization analysis using protein level data
Metabolites MR
Mendelian Randomization analysis using metabolites data
Immune Cells MR
Mendelian Randomization analysis using immune cell data
Inflammatory Factors MR
Mendelian Randomization analysis using inflammatory factors data