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csi-greifflab/Systematic-benchmarking-of-mass-spectrometry-based-antibody-sequencing-reveals-methodological-biases

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Description

This repository contains data, preprocessing pipeline, figure scripts, and supplementary materials for the manuscript Systematic benchmarking of mass spectrometry-based antibody sequencing reveals methodological biases.

📄 Data

All raw mass spectrometry data are publicly available via ProteomeXchange under the identifier PXD055846.

This repository includes both the raw outputs from proteomics tools and the preprocessed peptide data:

  • data/raw/
    Contains the raw output files generated by the following tools:

    • Casanovo (Yilmaz et al., 2024)
    • MaxQuant (Cox & Mann, 2008)
    • MSFragger (Kong et al., 2017)
  • data/processed/
    Contains preprocessed peptide dataframes:

    • peptides_preprocessed_TP.tsv – Peptides that map to the monoclonal antibody (mAb) sequence present in the sample (True Positives) after filtration of potential contaminations (used for Figures 3-6).
    • peptides_preprocessed_TP_FP.tsv – All mAb-related peptides (both True Positives and False Positives) after filtration of potential contaminations (used for Figure 2).
    • peptides_all_TP_FP_with_blanks.tsv – All mAb-related peptides before filtration of potential contaminations, including those from blank samples.

See src/data_preprocessing/run_data_preprocessing.R for the full data preprocessing pipeline.

📄 Metadata

The metadata/ directory contains supporting reference files used throughout the analysis, including:

  • Monoclonal antibody (mAb) sequences
  • Reference protein database
  • Sample descriptions

📊 Figures

Scripts used to generate each main figure are located in the corresponding subfolders (fig2/, fig3/, etc.).

📎 Supplementary files

supplementary_files folder contains the following Supplementary files:

  • Supplementary File 1: MaxQuant parameter file example for the tryptic samples from experimental replicate 1
  • Supplementary File 2: MSFragger parameter file example for the tryptic samples from experimental replicate 1
  • Supplementary File 3: Casanovo config file
  • Supplementary File 4: Stitch example config file for h9C12 WT

📝 Citation

If you use this work, please cite the following: (to be updated once published)

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