Challenges and Good Practices in Preprocessing and Normalization of Untargeted DNA Adductomics Data in Exposomics Research
DNA adductomics is the study of the whole of DNA adducts in a biological sample and is a valuable asset to exposomics research. To date, a clear view on how to analyze larger sample series is lacking in DNA adductomics, and the preprocessing of untargeted DNA adductomics data is seldom applied. This work aimed to optimize a DNA adductomics data preprocessing workflow (in true untargeted mode). Building upon the xcms R package, we optimized parameters for peak detection, retention time alignment, and peak grouping to reliably detect and integrate putative DNA adduct LC-MS peaks. Next, to ensure reliable downstream data analysis, six sample- and feature-based normalization methods were tested and quantitatively evaluated in two data sets (placental tissue, <i>n</i> = 375, and blood samples, <i>n</i> = 51). As a result, a successful and reproducible procedure for optimization of xcms parameters for DNA adductomics is proposed. Furthermore, evaluation of normalization methods demonstrated the importance and limitations of objective (RSD* and D-ratio) and subjective, i.e., visual (PCA score plot) evaluation. This work supports reproducible and transparent untargeted DNA adductomics data preprocessing to be implemented in large-scale exposomics studies.
Authors
- Roger Peró-Gascón (ORCID: https://orcid.org/0000-0001-5019-1405)
- Lieselot Hemeryck (ORCID: https://orcid.org/0000-0002-2451-3375)
- Marthe De Boevre (ORCID: https://orcid.org/0000-0002-6151-5126)
- Trancizeo Lipenga (ORCID: https://orcid.org/0000-0001-7103-7204)
- Valerie McCormack (ORCID: https://orcid.org/0000-0001-7397-3442)
- Pablo Vangeenderhuysen (ORCID: https://orcid.org/0000-0002-5492-6904)
- Matthijs Vynck (ORCID: https://orcid.org/0000-0001-9875-385X)
- Liesa Engelen (ORCID: https://orcid.org/0000-0001-5090-1382)
- Sarah De Saeger
- Adrian Covaci
- Lynn Vanhaecke
- Tim Nawrot
Institutions
- Queen's University Belfast (GB)
- Center for Food Safety and Applied Nutrition (US)
- University of Antwerp (BE)
- Mzuzu University (MW)
- Biocon (Switzerland) (CH)
- University of Johannesburg (ZA)
- Ghent University Hospital (BE)
- Institute for Security Studies (KE)
- Primary Health Care (QA)
- Centre international de recherche sur le cancer (FR)
- Universitat de Barcelona (ES)
- Centre for Science and Environment (IN)
- Hasselt University (BE)
- KU Leuven (BE)
Publication Details
- Journal
- Analytical Chemistry
- Published
- 2026-03-16
- DOI
- https://doi.org/10.1021/acs.analchem.5c06549
- Primary Topic
- Health, Environment, Cognitive Aging
- Type
- article
- Field-Weighted Citation Impact
- 0.00