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Assessing normalization methods in wastewater based epidemiology: a systematic review

Journal articles  - Review
Ahmed, T; Philo, SE; Boehm, AB; Halden, RU; Bibby, K; Delgado Vela, J
Published in: Environmental Science Water Research and Technology
May 1, 2026

Wastewater-based epidemiology (WBE) has emerged as a powerful tool for monitoring community level infectious disease trends. However, there is a lack of consistent normalization and control practices across studies that limits data interpretability and comparability. In this review, we analyzed 247 articles to assess current normalization approaches, focusing on the use of biomarkers and their associated normalization goals. We identified substantial variability in marker selection, application, and reporting, often without clear explanation. Endogenous markers such as pepper mild mottle virus (PMMoV) and CrAssphage were frequently used, primarily to adjust fecal strength, while exogenous controls such as bovine coronavirus (BCoV) and MS2 bacteriophage were commonly applied to evaluate sample recovery efficiency. However, there is no clear distinction between these functions in the literature. Additionally, normalization goals were often unspecified; when reported, they generally were for adjusting flow variability, correlating with clinical data, and accounting for population size. Mapping control types to normalization goals revealed a diverse range of applications but highlighted a lack of standardization. We emphasize the importance of standardized reporting guidelines, including clear documentation of normalization strategies and quality assurance measures, to improve reproducibility, facilitate meta-analyses, and strengthen the role of WBE in public health surveillance.

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Published In

Environmental Science Water Research and Technology

DOI

EISSN

2053-1419

ISSN

2053-1400

Publication Date

May 1, 2026

Volume

12

Issue

5

Start / End Page

1374 / 1382
 

Citation

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Chicago
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Ahmed, T., Philo, S. E., Boehm, A. B., Halden, R. U., Bibby, K., & Delgado Vela, J. (2026). Assessing normalization methods in wastewater based epidemiology: a systematic review. Environmental Science Water Research and Technology, 12(5), 1374–1382. https://doi.org/10.1039/d5ew01049g
Ahmed, T., S. E. Philo, A. B. Boehm, R. U. Halden, K. Bibby, and J. Delgado Vela. “Assessing normalization methods in wastewater based epidemiology: a systematic review.” Environmental Science Water Research and Technology 12, no. 5 (May 1, 2026): 1374–82. https://doi.org/10.1039/d5ew01049g.
Ahmed T, Philo SE, Boehm AB, Halden RU, Bibby K, Delgado Vela J. Assessing normalization methods in wastewater based epidemiology: a systematic review. Environmental Science Water Research and Technology. 2026 May 1;12(5):1374–82.
Ahmed, T., et al. “Assessing normalization methods in wastewater based epidemiology: a systematic review.” Environmental Science Water Research and Technology, vol. 12, no. 5, May 2026, pp. 1374–82. Scopus, doi:10.1039/d5ew01049g.
Ahmed T, Philo SE, Boehm AB, Halden RU, Bibby K, Delgado Vela J. Assessing normalization methods in wastewater based epidemiology: a systematic review. Environmental Science Water Research and Technology. 2026 May 1;12(5):1374–1382.
Journal cover image

Published In

Environmental Science Water Research and Technology

DOI

EISSN

2053-1419

ISSN

2053-1400

Publication Date

May 1, 2026

Volume

12

Issue

5

Start / End Page

1374 / 1382