iq-R

iq-R performs accurate protein quantification from label-free data-independent acquisition (DIA) mass spectrometry (DIA-MS) proteomics data by adapting the MaxLFQ algorithm to DIA mode.


Key Features:

  • Maximal Peptide Ratio Extraction: Implements a maximal peptide ratio extraction module derived from MaxLFQ to enable protein quantification across multiple samples.
  • Extension of MaxLFQ to DIA: Adapts the MaxLFQ algorithm, originally developed for DDA, for use with DIA-mode data.
  • Quantification Validity Assessment: Computes an assessment of the validity of quantification for each protein across all samples.

Scientific Applications:

  • Biomarker discovery: Supports identification of proteins with reproducible quantitative differences across conditions for biomarker studies.
  • Disease progression monitoring: Enables tracking of protein abundance changes across longitudinal or comparative clinical samples.
  • Comparative proteomics: Facilitates high-throughput comparative analyses of protein abundances across different biological conditions.

Methodology:

Adapts the MaxLFQ algorithm to DIA mode, implements maximal peptide ratio extraction, and computes per-protein quantification validity across samples.

Topics

Details

Tool Type:
library
Programming Languages:
R
Added:
1/18/2021
Last Updated:
2/11/2021

Operations

Publications

Pham TV, Henneman AA, Jimenez CR. <i>iq</i>: an R package to estimate relative protein abundances from ion quantification in DIA-MS-based proteomics. Bioinformatics. 2020;36(8):2611-2613. doi:10.1093/bioinformatics/btz961. PMID:31909781. PMCID:PMC7178409.

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