A shrinkage-based statistical method for testing group mean differences in quantitative bottom-up proteomics

The proposed statistical method offers an effective alternative to classical approaches for differential analysis of peptides in quantitative bottom-up proteomics using DIA-MS. The R software package MDstatsDIAMS is available at https://github.com/namgillee/MDstatsDIAMS .

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Publication Details

Journal
BMC Bioinformatics
Published
2025-10-31
DOI
https://doi.org/10.1186/s12859-025-06275-1
Primary Topic
Advanced Proteomics Techniques and Applications
Type
article
Field-Weighted Citation Impact
0.00

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article

A shrinkage-based statistical method for testing group mean differences in quantitative bottom-up proteomics

Juhyoung Kim, Heejung Yang, Namgil Lee, Hojin Yoo
BMC Bioinformatics
Advanced Proteomics Techniques and Applications
article

A shrinkage-based statistical method for testing group mean differences in quantitative bottom-up proteomics

Juhyoung Kim, Heejung Yang, Namgil Lee, Hojin Yoo
article en

Abstract

The proposed statistical method offers an effective alternative to classical approaches for differential analysis of peptides in quantitative bottom-up proteomics using DIA-MS. The R software package MDstatsDIAMS is available at https://github.com/namgillee/MDstatsDIAMS .

BMC BioinformaticsVol. 26(1)
Gangwon Provincial University (KR), Kangwon National University (KR)
National Research Foundation, Kangwon National University, National Research Foundation of Korea, Ministry of Science and ICT, South Korea
Openalex Percentile: Top 70%
Advanced Proteomics Techniques and Applications
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A shrinkage-based statistical method for testing group mean differences in quantitative bottom-up proteomics — Juhyoung Kim, Heejung Yang, et al. · BMC Bioinformatics (2025) | TGRS Research Map | TGRS