Publications

Monthly average air pollution models using geographically weighted regression in Europe from 2000 to 2019

Youchen Shen, Kees de Hoogh, Oliver Schmitz, Nick Clinton, Karin Tuxen-Bettman, Jørgen Brandt, Jesper H. Christensen, Lise M. Frohn, Camilla Geels, Derek Karssenberg, Roel Vermeulen, Gerard Hoek
Science of the Total Environment (2024)

Advancing Air Pollution Exposure Models with Open-Vocabulary Object Detection and Semantic Segmentation of Street-View Images

Zhendong Yuan, Jules Kerckhoffs, Pi-i Debby Lin, Esra Suel, Hao Li, Li Yi, Marcia Pescador Jimenez, Peter James, Kees de Hoogh, Gerard Hoek, Roel Vermeulen
Environmental Science & Technology (2025)

Comparison of air pollution exposure assessment methods and the association with children’s respiratory health

Femke Bouma, Gerard Hoek, Gerard H. Koppelman, Judith M. Vonk, Nicole AH Janssen, Sjoerd van Ratingen, Wouter Hendricx, Joost Wesseling,Jules Kerckhoffs, Roel Vermeulen, Kees de Hoogh, Ulrike Gehring
Environment International (2025)

Air pollution exposure and incidence of cardiometabolic diseases: exploring the modifying role of dietary antioxidant intake in adults

Mishra, S., Vaartjes, I., Van der Schouw, Y.T., Bijnens, E.M., Boer, J.M.A, Downward, G.S., Vermeulen, R.C.H., Verschuren, W.M.M., Nawrot, T.S., & Timmermans, E.J.
Health & Place (2025)

Strategies for Using Postcolumn Infusion of Standards to Correct for Matrix Effect in LC-MS-Based Quantitative Metabolomics

Anne-Charlotte Dubbelman, Bo van Wieringen, Lesley Roman Arias, Michael van Vliet, Roel Vermeulen, Amy C. Harms, and Thomas Hankemeier
Journal of the American Society for Mass Spectrometry (2024)

Time-varying exposure to food retailers and cardiovascular disease hospitalization and mortality in the netherlands: a nationwide prospective cohort study

Maria Gabriela M. Pinho, Yvonne Koop, Joreintje D. Mackenbach, Jeroen Lakerveld, Mariana Simões, Roel Vermeulen, Alfred J. Wagtendonk, Ilonca Vaartjes and Joline W. J. Beulens
BMC Medicine (2024)

Europe-wide high-spatial resolution air pollution models are improved by including traffic flow estimates on all roads

Youchen Shen, Kees de Hoogh, Oliver Schmitz, John Gullivere, Danielle Vienneau, Roel Vermeulen, Gerard Hoek, Derek Karssenberg
Atmospheric Environment (2024)

Reconceptualizing and Defining Exposomics within Environmental Health: Expanding the Scope of Health Research

Caspar W. Safarlou, Karin R. Jongsma, Roel Vermeulen,
Environmental Health Perspectives (2024)

Validating and constructing behavioral models for simulation and projection using automated knowledge extraction

Tabea S. Sonnenschein, G. Ardine de Wit, Nicolette R. den Braver, Roel C.H. Vermeulen, Simon Scheider
Information Sciences (2024)

LUR modeling of long-term average hourly concentrations of NO2 using hyperlocal mobile monitoring data

Zhendong Yuan, Youchen Shen, Gerard Hoek, Roel Vermeulen, Jules Kerckhoffs
Science of The Total Environment (2024)

Nature-versus-nurture considered harmful: Actionability as an alternative tool for understanding the exposome from an ethical perspective

Caspar W. Safarlou, Roel Vermeulen, Karin R. Jongsma
Bioethics (2024)

A detour for snacks and beverages? A cross-sectional assessment of selective dairy mobility bias in food outlet exposure along the commuting route and dietary intakes

Lai Wei, Joreintje D. Mackenbach, Maartje P. Poelman, Roel Vermeulen, Marco Helbich
Health & Place (2023)

A State-of-the-Science Review on High-Resolution Metabolomics Application in Air Pollution Health Research: Current Progress, Analytical Challenges, and Recommendations for Future Direction

Donghai Liang, Zhenjiang Li, Jelle Vlaanderen, Ziyin Tang, Dean P. Jones, Roel Vermeulen, and Jeremy A. Sarnat
Environmental Health Perspective (2023)

Variability of the Human Serum Metabolome over 3 Months in the EXPOsOMICS Personal Exposure Monitoring Study

Max J. Oosterwegel, Dorina Ibi, Lützen Portengen, Nicole Probst-Hensch, Sonia Tarallo, Alessio Naccarati, Medea Imboden, Ayoung Jeong, Nivonirina Robinot, Augustin Scalbert, Andre F. S. Amaral, Erik van Nunen, John Gulliver, Marc Chadeau-Hyam, Paolo Vineis, Roel Vermeulen, Pekka Keski-Rahkonen, and Jelle Vlaanderen
Environmental Science & Technology (2023)

Enabling the Nonhypothesis-Driven Approach: On Data Minimalization, Bias, and the Integration of Data Science in Medical Research and Practice

C. W. Safarlou, M. van Smeden, R. Vermeulen, K. R. Jongsma
The American Journal of Bioethics (2023)

Impact of occupational pesticide exposure on the human gut microbiome

Milla F Brandao Gois, Asier Fernández-Pato, Anke Huss, Ranko Gacesa, Cisca Wijmenga, Rinse K Weersma, Jingyuan Fu, Roel C H Vermeulen, Alexandra Zhernakova, Virissa C Lenters, Alexander Kurilshikov
Front. Microbiol. (2023)

The Ethical Aspects of Exposome Research: A Systematic Review

Caspar W Safarlou, Karin R Jongsma, Roel Vermeulen, Annelien L Bredenoord
Exposome (2023)

Severe COVID-19 Is Characterised by Perturbations in Plasma Amines Correlated with Immune Response Markers, and Linked to Inflammation and Oxidative Stress

Naama Karu, Alida Kindt, Adriaan J van Gammeren, Anton A M Ermens, Amy C Harms, Lutzen Portengen, Roel C H Vermeulen, Willem A Dik, Anton W Langerak, Vincent H J van der Velden, Thomas Hankemeier
Metabolites (2022)

Plasma Oxylipins and Their Precursors Are Strongly Associated with COVID-19 Severity and with Immune Response Markers

Naama Karu, Alida Kindt, Lieke Lamont, Adriaan J van Gammeren, Anton A M Ermens, Amy C Harms, Lutzen Portengen, Roel C H Vermeulen, Willem A Dik, Anton W Langerak, Vincent H J van der Velden, Thomas Hankemeier
Metabolites (2022)

Exposure to ambient ultrafine particles and allergic sensitization in children up to 16 years

Femke Bouma, Gerard Hoek, Gerard H Koppelman, Judith M Vonk, Jules Kerckhoffs, Roel Vermeulen, Ulrike Gehring
Environmental Research (2022)

Measuring environmental exposures in people's activity space: The need to account for travel modes and exposure decay

Lai Wei, Mei-Po Kwan, Roel Vermeulen, Marco Helbich
Journal of exposure science & environmental epidemiology (2024)

Agent-based Modeling of Urban Exposome Interventions: Prospects, Model Architectures and Methodological Challenges

Tabea Sonnenschein, Simon Scheider, G Ardine de Wit, Cathryn C Tonne, Roel Vermeulen
Exposome (2022)

Hyperlocal variation of nitrogen dioxide, black carbon, and ultrafine particles measured with Google Street View cars in Amsterdam and Copenhagen

J. Kerckhoffs, J. Khan, G. Hoek, Z. Yuan, O. Hertel, M. Ketzel, S. Solvang Jensen, F. Al Hasan, K. Meliefste, R. Vermeulen
Environment International (2022)

Associations between the urban exposome and type 2 diabetes: Results from penalised regression by least absolute shrinkage and selection operator and random forest models

H. Ohanyan, L. Portengen, O. Kaplani, A. Huss, G. Hoek, J.W.J. Beulens, J. Lakerveld, R. Vermeulen
Environment International (2022)

A Knowledge Transfer Approach to Map Long-Term Concentrations of Hyperlocal Air Pollution from Short-Term Mobile Measurements

Z. Yuan, J. Kerckhoffs, G. Hoek, R. Vermeulen
Environ Sci Technol (2022)

Integrating large-scale stationary and local mobile measurements to estimate hyperlocal long-term air pollution using transfer learning methods

Zhendong Yuan, Jules Kerckhoffs, Youchen Shen, Kees de Hoogh, Gerard Hoek, Roel Vermeulen
Environmental Research (2023)

Europe-wide air pollution modeling from 2000 to 2019 using geographically weighted regression

Youchen Shen, Kees de Hoogh, Oliver Schmitz, Nicholas Clinton, Karin Tuxen-Bettman, Jørgen Brandt, Jesper Christensen, Lise Frohn, Camilla Geels, Derek Karssenberg, Roel Vermeulen, Gerard Hoek
Environment International (2022)

Environmental factors shaping the gut microbiome in a Dutch population

R. Gacesa, A. Kurilshikov, A. Vich Vila, T. Sinha, M.A.Y. Klaassen L.A. Bolte, S. Andreu-Sánchez, L. Chen, V. Collij, S. Hu, J.A.M. Dekens, V.C. Lenters, J.R. Björk, J.C. Swarte, M.A. Swertz, B.H. Jansen, J. Gelderloos-Arends, S. Jankipersadsing, M. Hofker, R.C.H. Vermeulen, S. Sanna, H.J.M. Harmsen, C. Wijmenga, J. Fu, A. Zhernakova, R.K. Weersma
Nature (2022)

Mixed-Effects Modeling Framework for Amsterdam and Copenhagen for Outdoor NO 2 Concentrations Using Measurements Sampled with Google Street View Cars

Jules Kerckhoffs, Jibran Khan, Gerard Hoek, Zhendong Yuan, Thomas Ellermann, Ole Hertel, Matthias Ketzel, Steen Solvang Jensen, Kees Meliefste, Roel Vermeulen
Environment Science and Technology (2022)

Machine learning approaches to characterize the obesogenic urban exposome

Haykanush Ohanyan, Lützen Portengren, Anke Huss, Eugenio Traini, Joline W.J. Beulens, Gerard Hoek, Jeroen Lakerveld, Roel Vermeulen
Environment International (2022)

Ultra-processed food consumption patterns among older adults in the Netherlands and the role of the food environment

Pinho MGM, Lakerveld J, Harbers MC, Sluijs I, Vermeulen R, Huss A, Boer JMA, Verschuren WMM, Brug J, Beulens JWJ, Mackenbach JD.
European Journal of Nutrition (2021)

Scrutinizing Privacy in Multi-Omics Research: How to Provide Ethical Grounding for the Identification of Privacy-Relevant Data Properties.

Safarlou CW, Bredenoord AL, Vermeulen R, Jongsma KR.
Am J Bioeth (2021)

Environmental risk factors of type 2 diabetes-an exposome approach

Beulens JWJ, Pinho MGM, Abreu TC, den Braver NR, Lam TM, Huss A, Vlaanderen J, Sonnenschein T, Siddiqui NZ, Yuan Z, Kerckhoffs J, Zhernakova A, Brandao Gois MF, Vermeulen RCH.
Diabetologia (2021)

The exposome and health: Where chemistry meets biology

Roel Vermeulen, Emma L. Schymanski, Albert-Laszlo Barabási, Gary W. Miller
Science (2020)