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Autocore

Autocore is a bioinformatics pipeline for processing and analyzing RNA-seq data, with a focus on autoimmune diseases. The repository contains scripts and resources for data prefetching, alignment, quantification, and downstream analysis.

Disease Modules

  • IBD (Inflammatory Bowel Disease): Chronic inflammation of the digestive tract, including Crohn's Disease(CD) and Ulcerative Colitis(UC) which can ultimatley lead to Colorectal Cancer (CRC).
  • Psoriasis: Autoimmune skin disorder causing red, scaly patches.
  • RA (Rheumatoid Arthritis): Autoimmune disorder affecting joints, causing pain and swelling.
  • Sjörgen's Syndrome: Autoimmune disease targeting moisture-producing glands, leading to dry mouth and eyes.
  • SLE (Systemic Lupus Erythematosus): Multi-system autoimmune disease affecting skin, joints, kidneys, and other organs.

Each disease module contains:

  • Disease-specific metadata
  • Count files
  • Analysis scripts
  • Plots and tables

Getting Started

  1. Clone the repository:

    git clone https://github.com/sarachitgaran/Autocore.git
    cd Autocore
  2. Install dependencies:

    • R
    • HISAT2, SAMtools, HTSeq
  3. Run the pipeline:

    • Execute the shell scripts in order (0_prefetch.sh4_htseq_count.sh).
    • Use R scripts in disease folders for downstream analysis.

Repository Structure

All Linux-based processing scripts are located in the Bash_Scripts directory, with each step of the pipeline implemented as a separate SLURM batch file. The resulting gene count files are collected in the Count_Files directory. Differential gene expression (DGE) analysis and its results—including plots and tables—are organized in the Differential_Gene_Expression_Analysis directory. Further downstream analyses are stored in the Downstream_Analysis drectory.

Contributing

Contributions are welcome! Please open issues or submit pull requests for improvements or bug fixes.

About

This repository is aimed to test the therapeutic utility of AutoCore endotypes pipeline

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