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Dataset Correction for NASA GeneLab Datasets

Scripts utilized in correction of combined RNA-seq datasets from the NASA GeneLab repository.

Files and Descriptions:

Modified Correction Functions

  • ComBat_save_custom.R

    • Modified version of ComBat from the Surrogate Variable Analysis package. Allows for extraction of correction factors from ComBat correction (with the ComBat_save method), as well as application of custom correction factors to new datasets with correspoding groups (with the ComBat_custom method).
  • ComBat_seq_save_custom.R

    • Modified version of ComBat_seq from the Surrogate Variable Analysis package. Allows for extraction of correction factors from ComBat_seq correction (with the ComBat_seq_save method), as well as application of custom correction factors to new datasets with correspoding groups (with the ComBat_seq_custom method).

Data Processing and Analysis Scripts

  • apply_corrections.R

    • Script utilized to apply various correction methods to raw RNA transcript counts files and exports corrected counts.
  • batchQC_liver.R

    • Script utilized to apply batchQC diagnostics to corrected and uncorrected datasets.
  • dge_filter.R

    • Script utilized to filter differential gene expression (DGE) files for corrected and uncorrected datasets. The DGE files were filtered to include flight vs. ground control sample comparisons.
  • mouse_liver_pca.R

    • Script utilized to conduct and plot PCA analyses of corrected and uncorrected datasets.

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