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R-shiny-clustering Documentation

This file contains pre-normalized expression values for 100 genes over 10 time points. Most genes have a stable background expression level, but some special genes show increased expression over the timecourse and some show decreased expression.

This shiny app https://luchao-qi.shinyapps.io/shiny_clustering/ can

  • Cluster the genes using K-means clustering
  • Create a heatmap of the expression matrix. Order the genes by cluster, but keep the time points in numerical order.
  • Compare the performance among PCA, T-sne, Umap analysis

Features

  • Import a txt file and format it to data frame.
  • Choose the number of clusters you want.
  • Visualize different clustering results so you can compare different machine learning algorithms!

Manuals

  • Upload your own data or download sample data on the left sidebar

  • Enter the number of clusters

  • Results

Free Software, Hell Yeah!

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Clustering analysis using K-means, PCA, T-sne, and Umap

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