Cytokine Profiling Analysis Tool
ANOVA Analysis on Continuous Variables.
Boxplots for Overall Comparisons by Continuous Variables.
Boxplot Function Enhanced for Specific Group Comparisons.
Dual-flashlight Plot.
Error-bar Plot.
Heat Map.
Analyze data with Multivariate INTegration (MINT) Sparse Partial Least...
Analyze Data with Principal Component Analysis (PCA) for Cytokines.
Run Random Forest Classification on Cytokine Data,
Distribution of the Data Set Shown by Skewness and Kurtosis.
Analyze data with Sparse Partial Least Squares Discriminant Analysis (...
Two Sample T-test Comparisons.
Volcano Plot.
Run XGBoost Classification on Cytokine Data.
CytoProfile: Cytokine Profiling Analysis Tool
Provides comprehensive cytokine profiling analysis through quality control using biologically meaningful cutoffs on raw cytokine measurements and by testing for distributional symmetry to recommend appropriate transformations. Offers exploratory data analysis with summary statistics, enhanced boxplots, and barplots, along with univariate and multivariate analytical capabilities for in-depth cytokine profiling such as Principal Component Analysis based on Andrzej Maćkiewicz and Waldemar Ratajczak (1993) <doi:10.1016/0098-3004(93)90090-R>, Sparse Partial Least Squares Discriminant Analysis based on Lê Cao K-A, Boitard S, and Besse P (2011) <doi:10.1186/1471-2105-12-253>, Random Forest based on Breiman, L. (2001) <doi:10.1023/A:1010933404324>, and Extreme Gradient Boosting based on Tianqi Chen and Carlos Guestrin (2016) <doi:10.1145/2939672.2939785>.
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