The Importance of the Biological Impact of Exposure to the Concept of the Exposome
Open accessAbstract
Background: The term “exposome” was originally coined in 2005 and defined as the totality of exposures throughout the lifetime. The exposome provides an excellent scientific framework for studying human health and disease. Recently, it has been suggested that how exposures affect our biology and how our bodies respond to such exposures should be part of the exposome. Objectives: The authors describe the biological impact of the exposome and outline many of the targets and processes that can be assessed as part of a comprehensive analysis of the exposome. Discussion: The processes that occur downstream from the initial interactions with exogenous and endogenous compounds determine the biological impact of exposures. If the effects are not considered in the same context as the exposures, it will be difficult to determine cause and effect. The exposome and biology are interactive—changes in biology due to the environment change one’s vulnerability to subsequent exposures. Additionally, highly resilient individuals are able to withstand environmental exposures with minimal effects to their health. We expect that the vast majority of exposures are transient, and chemicals underlying exposures that occurred weeks, months, or years ago are long gone from the body. However, these past chemical exposures often leave molecular fingerprints that may be able to provide information on these past exposures. Conclusions: Through linking exposures to specific biological responses, exposome research could serve to improve understanding of the mechanistic connections between exposures and health to help mitigate adverse health outcomes across the lifespan. Citation: Dennis KK, Auerbach SS, Balshaw DM, Cui Y, Fallin MD, Smith MT, Spira A, Sumner S, Miller GW. 2016. The importance of the biological impact of exposure to the concept of the exposome. Environ Health Perspect 124:1504–1510; http://dx.doi.org/10.1289/EHP140
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Environmental factors significantly influence gene expression and disease susceptibility through mechanisms such as epigenetic modifications, oxidative stress, and inflammation.
“While genetic predispositions play a significant role in shaping biological traits, environmental factors significantly influence gene expression and disease susceptibility through mechanisms such as epigenetic modifications, oxidative stress, and inflammation [2].”
From The Power of Environment: A Comprehensive Review of the Exposome's Role in Healthy Aging, Longevity, and Preventive Medicine-Lessons from Blue Zones and Cilento (2025) · cites this paper as [2]
The Introduction (page unavailable) says environmental factors contribute significantly to disease and describes exposure-related epigenetic modifications and damage from reactive oxygen or nitrogen species. Discussion > Technologies (page unavailable) also describes exposure-related changes in gene expression and epigenetic signatures. The paper mentions inflammation, but the retrieved passages do not establish it as a general mechanism linking environmental factors to gene expression and disease susceptibility. (LLM, conf=0.84)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
KEGG: Kyoto Encyclopedia of Genes and Genomes
Kanehisa, M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.27 · Cited by 37,077 · see citing works
KEGG: Kyoto Encyclopedia of Genes and Genomes
Ogata, H., Goto, S., Sato, K., Fujibuchi, W., Bono, H., & Kanehisa, M. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.29 · Cited by 31,232 · see citing works
Jaenisch, R., & Bird, A. (2003) · Nature Genetics · doi:10.1038/ng1089 · Cited by 6,325 · see citing works
Stress, adaptation, and disease. Allostasis and allostatic load
McEWEN, B. S. (1998) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1998.tb09546.x · Cited by 5,092 · see citing works
Lichtenstein, P., Holm, N. V., Verkasalo, P. K., Iliadou, A., Kaprio, J., Koskenvuo, M., Pukkala, E., Skytthe, A., & Hemminki, K. (2000) · New England Journal of Medicine · doi:10.1056/nejm200007133430201 · Cited by 4,114 · see citing works
The Causes of Cancer: Quantitative Estimates of Avoidable Risks of Cancer in the United States Today
Doll, R., & Peto, R. (1981) · JNCI: Journal of the National Cancer Institute · doi:10.1093/jnci/66.6.1192 · Cited by 3,927 · see citing works
The Causes of Cancer: Quantitative Estimates of Avoidable Risks of Cancer in the United States Today
Peto, R. (1983) · Springer eBooks · doi:10.1007/978-1-4757-1117-2_30 · Cited by 3,504 · see citing works
The concept of allostasis in biology and biomedicine
McEwen, B. S., & Wingfield, J. C. (2003) · Hormones and Behavior · doi:10.1016/s0018-506x(02)00024-7 · Cited by 3,302 · see citing works
HMDB: the Human Metabolome Database
Wishart, D. S., Tzur, D., Knox, C., Eisner, R., Guo, A. C., Young, N., Cheng, D., Jewell, K., Arndt, D., Sawhney, S., et al. (2007) · Nucleic Acids Research · doi:10.1093/nar/gkl923 · Cited by 3,219 · see citing works
Persistent epigenetic differences associated with prenatal exposure to famine in humans
Heijmans, B. T., Tobi, E. W., Stein, A. D., Putter, H., Blauw, G. J., Susser, E. S., Slagboom, P. E., & Lumey, L. H. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0806560105 · Cited by 3,082 · see citing works
HMDB 3.0—The Human Metabolome Database in 2013
Wishart, D. S., Jewison, T., Guo, A. C., Wilson, M., Knox, C., Liu, Y., Djoumbou-Feunang, Y., Mandal, R., Aziat, F., Dong, E., et al. (2012) · Nucleic Acids Research · doi:10.1093/nar/gks1065 · Cited by 2,845 · see citing works
The diagnosis of Cushing's syndrome: an Endocrine Society Clinical Practice Guideline.
Nieman, L. K., Biller, B. M. K., Findling, J. W., Newell-Price, J., Savage, M. O., Stewart, P. M., & Montori, V. M. (2008) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/jc.2008-0125 · Cited by 2,718 · see citing works
Wild, C. P. (2005) · Cancer Epidemiology, Biomarkers & Prevention · doi:10.1158/1055-9965.epi-05-0456 · Cited by 2,562 · see citing works
Meta-analysis of the heritability of human traits based on fifty years of twin studies
Polderman, T. J. C., Benyamin, B., de Leeuw, C. A., Sullivan, P. F., van Bochoven, A., Visscher, P. M., & Posthuma, D. (2015) · Nature Genetics · doi:10.1038/ng.3285 · Cited by 2,467 · cited 1× · see citing works
“For example, a recent meta-analysis of heritability of human traits from more than 10,000,000 twin pairs determined that 49% of the variation was genetic in origin (Polderman et al. 2015) with up to 51% of the variation potentially associated with the environment.”
MethodBalancing Life-Style and Genomics Research for Disease Prevention
Willett, W. C. (2002) · Science · doi:10.1126/science.1071055 · Cited by 871 · see citing works
Rappaport, S. M., & Smith, M. T. (2010) · Science · doi:10.1126/science.1192603 · Cited by 850 · see citing works
Self-citationImproving the Human Hazard Characterization of Chemicals: A Tox21 Update
Tice, R. R., Austin, C. P., Kavlock, R. J., & Bucher, J. R. (2013) · Environmental Health Perspectives · doi:10.1289/ehp.1205784 · Cited by 619 · see citing works
The Nature of Nurture: Refining the Definition of the Exposome
Miller, G. W., & Jones, D. P. (2013) · Toxicological Sciences · doi:10.1093/toxsci/kft251 · Cited by 561 · see citing works
Self-citationOrnish, D., Lin, J., Chan, J. M., Epel, E., Kemp, C., Weidner, G., Marlin, R., Frenda, S. J., Magbanua, M. J. M., Daubenmier, J., et al. (2013) · The Lancet Oncology · doi:10.1016/s1470-2045(13)70366-8 · Cited by 390 · see citing works
Cohort Profile: The Dutch Hunger Winter Families Study
Lumey, L., Stein, A. D., Kahn, H. S., van der Pal-de Bruin, K. M., Blauw, G., Zybert, P. A., & Susser, E. S. (2007) · International Journal of Epidemiology · doi:10.1093/ije/dym126 · Cited by 385 · see citing works
Needham, B. L., Adler, N. E., Gregorich, S. E., Rehkopf, D. H., Lin, J., Blackburn, E. H., & Epel, E. S. (2013) · Social Science & Medicine · doi:10.1016/j.socscimed.2013.02.023 · Cited by 325 · see citing works
Environmental Epigenetics and Its Implication on Disease Risk and Health Outcomes
Ho, S., Johnson, A. D., Tarapore, P., Janakiram, V., Zhang, X., & Leung, Y. (2012) · ILAR Journal · doi:10.1093/ilar.53.3-4.289 · Cited by 316 · see citing works
(1987) · Environmental Health Perspectives · doi:10.1289/ehp.87743 · Cited by 308 · see citing works
Social disadvantage, genetic sensitivity, and children's telomere length
Mitchell, C., Hobcraft, J., McLanahan, S. S., Siegel, S. R., Berg, A., Brooks-Gunn, J., Garfinkel, I., & Notterman, D. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1404293111 · Cited by 281 · see citing works
The environmental contribution to gene expression profiles
Gibson, G. (2008) · Nature reviews genetics · doi:10.1038/nrg2383 · Cited by 269 · see citing works
Activation of Inflammation/NF-κB Signaling in Infants Born to Arsenic-Exposed Mothers
Fry, R. C., Navasumrit, P., Valiathan, C., Svensson, J. P., Hogan, B. J., Luo, M., Bhattacharya, S., Kandjanapa, K., Soontararuks, S., Nookabkaew, S., et al. (2007) · PLoS Genetics · doi:10.1371/journal.pgen.0030207 · Cited by 253 · see citing works
Go, Y., Walker, D. I., Liang, Y., Uppal, K., Soltow, Q. A., Tran, V., Strobel, F. H., Quyyumi, A. A., Ziegler, T. R., Pennell, K. D., et al. (2015) · Toxicological Sciences · doi:10.1093/toxsci/kfv198 · Cited by 245 · see citing works
Self-citationBiomonitoring in the Era of the Exposome
Dennis, K. K., Marder, M. E., Balshaw, D. M., Cui, Y., Lynes, M. A., Patti, G. J., Rappaport, S. M., Shaughnessy, D. T., Vrijheid, M., & Barr, D. B. (2016) · Environmental Health Perspectives · doi:10.1289/ehp474 · Cited by 238 · see citing works
Self-citationCarcinogen macromolecular adducts and their measurement
Poirier, M. C., Santella, R. M., & Weston, A. (2000) · Carcinogenesis · doi:10.1093/carcin/21.3.353 · Cited by 220 · see citing works
Adductomics: Characterizing exposures to reactive electrophiles
Rappaport, S. M., Li, H., Grigoryan, H., Funk, W. E., & Williams, E. R. (2011) · Toxicology Letters · doi:10.1016/j.toxlet.2011.04.002 · Cited by 181 · see citing works
Balbo, S., Turesky, R. J., & Villalta, P. W. (2014) · Chemical Research in Toxicology · doi:10.1021/tx4004352 · Cited by 178 · see citing works
Vlaanderen, J. J., Moore, L. E., Smith, M. T., Qing Lan, B., Zhang, L., Skibola, C. F., Rothman, N., & Vermeulen, R. C. H. (2009) · Occupational and Environmental Medicine · doi:10.1136/oem.2008.042788 · Cited by 114 · see citing works
Self-citationPatel, C. J., Chen, R., Kodama, K., Ioannidis, J. P. A., & Butte, A. J. (2013) · Human Genetics · doi:10.1007/s00439-012-1258-z · Cited by 109 · see citing works
The Exposome: Embracing the Complexity for Discovery in Environmental Health
Cui, Y., Balshaw, D. M., Kwok, R. K., Thompson, C. L., Collman, G. W., & Birnbaum, L. S. (2016) · Environmental Health Perspectives · doi:10.1289/ehp412 · Cited by 99 · see citing works
Self-citationHe, G., Tsutsumi, T., Zhao, B., Baston, D. S., Zhao, J., Heath‐Pagliuso, S., & Denison, M. S. (2011) · Toxicological Sciences · doi:10.1093/toxsci/kfr189 · Cited by 84 · see citing works
Vineis, P., Khan, A. E., Vlaanderen, J. J., & Vermeulen, R. C. H. (2009) · Environmental Health · doi:10.1186/1476-069x-8-54 · Cited by 75 · see citing works
Using exposomics to assess cumulative risks and promote health
Smith, M. T., de la Rosa, R., & Daniels, S. I. (2015) · Environmental and Molecular Mutagenesis · doi:10.1002/em.21985 · Cited by 66 · see citing works
Self-citationFifty years of progress in chronic disease epidemiology and control.
Remington, P., & Brownson, R. C. (2011) · PubMed · Cited by 59 · see citing works
Metabolome analyses in exposome studies: Profiling methods for a vast chemical space
Athersuch, T. J. (2015) · Archives of Biochemistry and Biophysics · doi:10.1016/j.abb.2015.10.007 · Cited by 50 · see citing works
(1987) · Environmental Health Perspectives · doi:10.1289/ehp.74-1474499 · Cited by 46 · see citing works
Ghantous, A., Hernández‐Vargas, H., Byrnes, G. B., Dwyer, T., & Herceg, Z. (2015) · Mutagenesis · doi:10.1093/mutage/gev010 · Cited by 38 · see citing works
Brouwers, M. M., Besselink, H. T., Bretveld, R. W., Anzion, R. B. M., Scheepers, P. T. J., Brouwer, A., & Roeleveld, N. (2011) · Environment International · doi:10.1016/j.envint.2010.11.001 · Cited by 27 · see citing works
The Use of Metabolomics in Population-Based Research
Su, L., Fiehn, O., Maruvada, P., Moore, S. C., O’Keefe, S. J., Wishart, D. S., & Zanetti, K. A. (2014) · Advances in Nutrition · doi:10.3945/an.114.006494 · Cited by 21 · see citing works
Biomarkers, Omics, and Species Comparisons
Sumner, S., & Fennell, T. R. (2007) · Human and Ecological Risk Assessment An International Journal · doi:10.1080/10807030601107510 · Cited by 3 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Biomonitoring in the Era of the Exposome
Dennis, K. K., Marder, M. E., Balshaw, D. M., Cui, Y., Lynes, M. A., Patti, G. J., Rappaport, S. M., Shaughnessy, D. T., Vrijheid, M., & Barr, D. B. (2016) · Environmental Health Perspectives · doi:10.1289/ehp474 · Cited by 238 · see citing works
Self-citationGut Dysbiosis in Animals Due to Environmental Chemical Exposures
Rosenfeld, C. S. (2017) · Frontiers in Cellular and Infection Microbiology · doi:10.3389/fcimb.2017.00396 · Cited by 207 · see citing works
McAllister, K. A., Mechanic, L. E., Amos, C. I., Aschard, H., Blair, I. A., Chatterjee, N., Conti, D. V., Gauderman, W. J., Hsu, L., Hutter, C. M., et al. (2017) · American Journal of Epidemiology · doi:10.1093/aje/kwx227 · Cited by 209 · see citing works
Sbihi, H., Boutin, R. C., Cutler, C., Suen, M., Finlay, B. B., & Turvey, S. E. (2019) · Allergy · doi:10.1111/all.13812 · Cited by 199 · see citing works
The contribution of the exposome to the burden of cardiovascular disease
Münzel, T. F., Sørensen, M., Hahad, O., Nieuwenhuijsen, M. J., & Daiber, A. (2023) · Nature Reviews Cardiology · doi:10.1038/s41569-023-00873-3 · Cited by 201 · see citing works
Sun, J., Fang, R., Wang, H., Xu, D., Yang, J., Huang, X., Cozzolino, D., Fang, M., & Huang, Y. (2021) · Environment International · doi:10.1016/j.envint.2021.106941 · Cited by 186 · see citing works
Andra, S. S., Austin, C. E., Patel, D., Dolios, G., Awawda, M. H., & Arora, M. (2017) · Environment International · doi:10.1016/j.envint.2016.11.026 · Cited by 152 · see citing works
Defining the Scope of Exposome Studies and Research Needs from a Multidisciplinary Perspective
Zhang, P., Carlsten, C., Chaleckis, R., Hanhineva, K., Huang, M., Isobe, T., Koistinen, V., Meister, I., Papazian, S., Sdougkou, K., et al. (2021) · Environmental Science & Technology Letters · doi:10.1021/acs.estlett.1c00648 · Cited by 160 · see citing works
Warth, B., Spangler, S., Fang, M., Johnson, C. H., Forsberg, E. M., Granados, A., Martin, R. L., Domingo-Almenara, X., Huan, T., Rinehart, D., et al. (2017) · Analytical Chemistry · doi:10.1021/acs.analchem.7b02759 · Cited by 129 · see citing works
Toward Greater Implementation of the Exposome Research Paradigm within Environmental Epidemiology
Stingone, J. A., Louis, G. M. B., Nakayama, S. F., Vermeulen, R. C. H., Kwok, R. K., Cui, Y., Balshaw, D. M., & Teitelbaum, S. L. (2017) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-082516-012750 · Cited by 109 · see citing works
Self-citationTurner, M. C., Nieuwenhuijsen, M. J., Anderson, K. A., Balshaw, D. M., Cui, Y., Dunton, G. F., Hoppin, J. A., Koutrakis, P., & Jerrett, M. (2017) · Annual Review of Public Health · doi:10.1146/annurev-publhealth-082516-012802 · Cited by 104 · see citing works
Self-citationChen, Z., Cui, L., Cui, X., Li, X., Yu, K., Yue, K., Dai, Z., Zhou, J., Jia, G., & Zhang, J. (2018) · The Science of The Total Environment · doi:10.1016/j.scitotenv.2018.11.368 · Cited by 104 · see citing works
Factors Shaping the Human Exposome in the Built Environment: Opportunities for Engineering Control
Dai, D., Prussin, A. J., Marr, L. C., Vikesland, P. J., Edwards, M. A., & Pruden, A. J. (2017) · Environmental Science & Technology · doi:10.1021/acs.est.7b01097 · Cited by 104 · see citing works
The Exposome: Embracing the Complexity for Discovery in Environmental Health
Cui, Y., Balshaw, D. M., Kwok, R. K., Thompson, C. L., Collman, G. W., & Birnbaum, L. S. (2016) · Environmental Health Perspectives · doi:10.1289/ehp412 · Cited by 99 · see citing works
Self-citationPrimers on nutrigenetics and nutri(epi)genomics: Origins and development of precision nutrition
Bordoni, L., & Gabbianelli, R. (2019) · Biochimie · doi:10.1016/j.biochi.2019.03.006 · Cited by 95 · see citing works
New approach methodologies for exposure science
Wambaugh, J. F., Bare, J., Carignan, C. C., Dionisio, K. L., Dodson, R. E., Jolliet, O., Liu, X., Meyer, D. E., Newton, S., Phillips, K. A., et al. (2019) · Current Opinion in Toxicology · doi:10.1016/j.cotox.2019.07.001 · Cited by 85 · see citing works
Fabozzi, G., Verdone, G., Allori, M., Cimadomo, D., Tatone, C., Stuppia, L., Franzago, M., Ubaldi, N., Vaiarelli, A., Ubaldi, F. M., et al. (2022) · Nutrients · doi:10.3390/nu14091918 · Cited by 80 · see citing works
Merging the exposome into an integrated framework for “omics” sciences
Price, E. J., Vitale, C. M., Miller, G. W., David, A., Barouki, R., Audouze, K., Walker, D. I., Antignac, J., Coumoul, X., Bessonneau, V., et al. (2022) · iScience · doi:10.1016/j.isci.2022.103976 · Cited by 73 · see citing works
Self-citationBalshaw, D. M., Collman, G. W., Gray, K. A., & Thompson, C. L. (2017) · Current Opinion in Pediatrics · doi:10.1097/mop.0000000000000491 · Cited by 63 · see citing works
Self-citationUsing Metabolomics to Investigate Biomarkers of Drug Addiction
Ghanbari, R., & Sumner, S. (2018) · Trends in Molecular Medicine · doi:10.1016/j.molmed.2017.12.005 · Cited by 62 · see citing works
Self-citationSelenium at the redox interface of the genome, metabolome and exposome
Fernandes, J., Hu, X. Y., Smith, M. R., Go, Y., & Jones, D. P. (2018) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2018.06.002 · Cited by 60 · see citing works
Self-citationThe Exposome and Toxicology: A Win–Win Collaboration
Barouki, R., Audouze, K., Becker, C., Bláha, L., Coumoul, X., Karakitsios, S., Klánová, J., Miller, G. W., Price, E. J., & Sarigiannis, D. (2021) · Toxicological Sciences · doi:10.1093/toxsci/kfab149 · Cited by 60 · see citing works
Self-citationIntegration of the human exposome with the human genome to advance medicine
Barouki, R., Audouze, K., Coumoul, X., Démenais, F., & Gauguier, D. (2018) · Biochimie · doi:10.1016/j.biochi.2018.06.023 · Cited by 52 · see citing works
A prospective whole-mixture approach to assess risk of the food and chemical exposome
Tralau, T., Oelgeschläger, M., Kugler, J., Bloch, D., Braeuning, A., Burgdorf, T., Marx‐Stoelting, P., Ritz, V., Schmeisser, S., Trubiroha, A., et al. (2021) · Nature Food · doi:10.1038/s43016-021-00316-7 · Cited by 51 · see citing works
Baken, K. A., Lambrechts, N., Rémy, S., Mustieles, V., Rodríguez‐Carrillo, A., Neophytou, C. M., Olea, N., & Schoeters, G. E. R. (2019) · Environmental Research · doi:10.1016/j.envres.2019.05.013 · Cited by 48 · see citing works
Chung, M. K., Rappaport, S. M., Wheelock, C. E., Nguyen, V. K., van der Meer, T. P., Miller, G. W., Vermeulen, R. C. H., & Patel, C. J. (2021) · Environmental Health Perspectives · doi:10.1289/ehp8327 · Cited by 48 · see citing works
Self-citationSarigiannis, D. A., Papaioannou, N., Handakas, E., Anesti, O., Polańska, K., Hanke, W., Salifoglou, A., Gabriel, C., & Karakitsios, S. (2021) · Environmental Research · doi:10.1016/j.envres.2021.110949 · Cited by 45 · see citing works
Bordoni, L., Nasuti, C., Fedeli, D., Galeazzi, R., Laudadio, E., Massaccesi, L., López‐Rodas, G., & Gabbianelli, R. (2019) · Experimental Gerontology · doi:10.1016/j.exger.2019.06.002 · Cited by 44 · see citing works
The exposome and the future of epidemiology: a vision and prospect
Kim, K., & Hong, Y. (2017) · Environmental Health and Toxicology · doi:10.5620/eht.e2017009 · Cited by 42 · see citing works
Jeremias, G., Gonçalves, F. J. M., Pereira, J. L., & Asselman, J. (2020) · Biological reviews/Biological reviews of the Cambridge Philosophical Society · doi:10.1111/brv.12589 · Cited by 44 · see citing works
Applying an Exposome-Wide (ExWAS) Approach to Cancer Research
Juárez, P. D., & Matthews-Juarez, P. (2018) · Frontiers in Oncology · doi:10.3389/fonc.2018.00313 · Cited by 40 · see citing works
Opportunities and Challenges for Environmental Exposure Assessment in Population-Based Studies
Patel, C. J., Kerr, J., Thomas, D. C., Mukherjee, B., Ritz, B. R., Chatterjee, N., Jankowska, M. M., Madan, J. C., Karagas, M. R., McAllister, K. A., et al. (2017) · Cancer Epidemiology Biomarkers & Prevention · doi:10.1158/1055-9965.epi-17-0459 · Cited by 40 · see citing works
Self-citationViet, S. M., Falman, J. C., Merrill, L. S., Faustman, E. M., Savitz, D. A., Mervish, N. A., Barr, D. B., Peterson, L. A., Wright, R. O., Balshaw, D. M., et al. (2021) · International Journal of Hygiene and Environmental Health · doi:10.1016/j.ijheh.2021.113768 · Cited by 38 · see citing works
Self-citationDing, E., Wang, Y., Liu, J., Tang, S., & Shi, X. (2022) · Human Genomics · doi:10.1186/s40246-022-00428-6 · Cited by 38 · see citing works
Air Pollution Monitoring Changes to Accompany the Transition from a Control to a Systems Focus
Vallero, D. A. (2016) · Sustainability · doi:10.3390/su8121216 · Cited by 31 · see citing works
Metabolomics and adductomics of newborn bloodspots to retrospectively assess the early-life exposome
Petrick, L. M., Uppal, K., & Funk, W. E. (2020) · Current Opinion in Pediatrics · doi:10.1097/mop.0000000000000875 · Cited by 31 · see citing works
Adopting Mechanistic Molecular Biology Approaches in Exposome Research for Causal Understanding
Foreman, A., Warth, B., Hessel, E. V. S., Price, E. J., Schymanski, E., Cantelli, G., Parkinson, H., Hecht, H., Klánová, J., Vlaanderen, J. J., et al. (2024) · Environmental Science & Technology · doi:10.1021/acs.est.3c07961 · Cited by 28 · see citing works
Aliberti, S. M., & Capunzo, M. (2025) · Nutrients · doi:10.3390/nu17040722 · Cited by 29 · see citing works
Johnson, C. H., Athersuch, T. J., Collman, G. W., Dhungana, S., Grant, D. F., Jones, D. P., Patel, C. J., & Vasiliou, V. (2017) · Human Genomics · doi:10.1186/s40246-017-0128-0 · Cited by 26 · see citing works
Abdelzaher, H. M., Tawfik, S. M., Nour, A. A., Abdelkader, S., Elbalkiny, S. T., Abdelkader, M., Abbas, W. A., & Abdelnaser, A. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.973000 · Cited by 24 · see citing works
A Stable Isotope Dilution Assay for Multi-class Antibiotics in Pregnant Urines by LC–MS/MS
Liu, K., Zhang, J., Geng, M., Zhu, Y., Liu, X.-J., Ding, P., Wang, B., Liu, W.-W., Liu, Y., & Tao, F. (2020) · Chromatographia · doi:10.1007/s10337-020-03866-3 · Cited by 25 · see citing works
Mandelblatt, J. S., Antoni, M. H., Bethea, T. N., Cole, S. W., Hudson, B. I., Penedo, F. J., Ramírez, A. G., Rebeck, G. W., Sarkar, S., Schwartz, A. G., et al. (2024) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djae211 · Cited by 24 · see citing works
Expanding the environmental scope: an environment-wide association study for mental well-being
van de Weijer, M. P., Baselmans, B. M. L., Hottenga, J., Dolan, C. V., Willemsen, G. A. H. M., & Bartels, M. (2021) · Journal of Exposure Science & Environmental Epidemiology · doi:10.1038/s41370-021-00346-0 · Cited by 22 · see citing works
Safarlou, C. W., Jongsma, K. R., & Vermeulen, R. C. H. (2024) · Environmental Health Perspectives · doi:10.1289/ehp14509 · Cited by 22 · see citing works
The need for a cancer exposome atlas: a scoping review
Young, A. S., Mullins, C. E., Sehgal, N., Vermeulen, R. C. H., Kolijn, P. M., Vlaanderen, J. J., Rahman, M. L., Birmann, B. M., Barupal, D. K., Qing Lan, B., et al. (2024) · JNCI Cancer Spectrum · doi:10.1093/jncics/pkae122 · Cited by 20 · see citing works
Strengthening Causal Inference in Exposomics Research: Application of Genetic Data and Methods
Avery, C. L., Howard, A. G., Ballou, A. F., Buchanan, V. L., Collins, J. M., Downie, C. G., Engel, S. M., Graff, M., Highland, H. M., Lee, M. P., et al. (2022) · Environmental Health Perspectives · doi:10.1289/ehp9098 · Cited by 18 · see citing works
Cardiovascular risk posed by the exposome
Daiber, A., Rajagopalan, S., Kuntić, M., & Münzel, T. F. (2025) · Atherosclerosis · doi:10.1016/j.atherosclerosis.2025.119222 · Cited by 16 · see citing works
Owolabi, I. O., Siwarak, K., Greer, B., Rajković, A., Dall’Asta, C., Karoonuthaisiri, N., Uawisetwathana, U., Elliott, C. T., & Petchkongkaew, A. (2023) · Exposure and Health · doi:10.1007/s12403-023-00595-4 · Cited by 16 · see citing works
Anesti, O., Papaioannou, N., Gabriel, C., Karakoltzidis, A., Dzhedzheia, V., Petridis, I., Stratidakis, A. K., Dickinson, M., Horvat, M., Tratnik, J. S., et al. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2022.871218 · Cited by 15 · see citing works
Pleil, J. D., Wallace, M. A. G., McCord, J. P., Madden, M. C., Sobus, J. R., & Ferguson, G. (2019) · Journal of Breath Research · doi:10.1088/1752-7163/ab433a · Cited by 15 · see citing works
Lupo, P. J., Petrick, L. M., Hoang, T. T., Janitz, A. E., Marcotte, E. L., Schraw, J. M., Arora, M., & Scheurer, M. E. (2021) · BioEssays · doi:10.1002/bies.202100030 · Cited by 13 · see citing works
Advancing environmental epidemiologic methods to confront the cancer burden
Kehm, R. D., Lloyd, S. E., Burke, K. R., & Terry, M. B. (2024) · American Journal of Epidemiology · doi:10.1093/aje/kwae175 · Cited by 12 · see citing works
The Exposome in Toxicologic Pathology
Bolon, B. N., & Haschek, W. M. (2020) · Toxicologic Pathology · doi:10.1177/0192623320912403 · Cited by 12 · see citing works
Mandelblatt, J. S., Ruterbusch, J. J., Thompson, H. S., Zhou, X., Bethea, T. N., Adams-Campbell, L. L., Purrington, K. S., & Schwartz, A. G. (2023) · Cancer · doi:10.1002/cncr.34673 · Cited by 12 · see citing works
HERCULES: An Academic Center to Support Exposome Research
Niedzwiecki, M. M., & Miller, G. W. (2018) · Springer eBooks · doi:10.1007/978-3-319-89321-1_13 · Cited by 12 · see citing works
Self-citationDermatokinetics: Advances and Experimental Models, Focus on Skin Metabolism
Quantin, P., Stricher, M., Catoire, S., Ficheux, H., & Egles, C. (2022) · Current Drug Metabolism · doi:10.2174/1389200223666220517114004 · Cited by 10 · see citing works
Unravelling the Exposome: Conclusions and Thoughts for the Future
Dagnino, S. (2018) · Springer eBooks · doi:10.1007/978-3-319-89321-1_17 · Cited by 10 · see citing works
Preston, G. W., Dagnino, S., Ponzi, E., Sözeri, O., van Veldhoven, K., Barratt, B., Liu, S., Grigoryan, H., Lu, S. S., Rappaport, S. M., et al. (2019) · Chemosphere · doi:10.1016/j.chemosphere.2019.124667 · Cited by 9 · see citing works
Charting exposomethics: a roadmap for the ethical foundations of the human exposome project
Sillé, F. C. M., Belkadi, M., Koehler, K., Ali, J., Vasiliou, V., Sarigiannis, D. A., & Härtung, T. (2026) · Human Genomics · doi:10.1186/s40246-025-00906-7 · Cited by 8 · see citing works
Emerging and Enabling Technologies in Biodefense
Berger, K. M. (2019) · Springer eBooks · doi:10.1007/978-3-030-03053-7_13 · Cited by 8 · see citing works
Malizia, A., McGovern, J., Sarigiannis, D. A., Karakitsios, S., Anastas, P. T., Ludovici, G. M., Manenti, G., & Vasiliou, V. (2025) · The European Physical Journal Plus · doi:10.1140/epjp/s13360-025-07030-4 · Cited by 7 · see citing works
Negrín-Santamaría, I., Trujillo‐Rodríguez, M. J., Moyano, E., Ayala, J. H., Zuloaga, O., Pasán, J., Pino, V., & Ayala-Cabrera, J. F. (2025) · Analytical Chemistry · doi:10.1021/acs.analchem.5c02782 · Cited by 6 · see citing works
Zhi, M., & Wang, J. (2024) · Chinese Journal of Chromatography · doi:10.3724/sp.j.1123.2023.12011 · Cited by 6 · see citing works
Folorunso, O. M., Bocca, B., Ruggieri, F., Frazzoli, C., Chijioke-Nwauche, I. N., & Orisakwe, O. E. (2023) · Journal of Environmental Science and Health Part A · doi:10.1080/10934529.2023.2185004 · Cited by 6 · see citing works
Toward a more holistic approach to the study of exposures and child outcomes
Lester, B. M., Camerota, M., Everson, T. M., Shuster, C. L., & Marsit, C. J. (2024) · Epigenomics · doi:10.2217/epi-2023-0424 · Cited by 6 · see citing works
Framing Fetal and Early Life Exposome Within Epidemiology
Laine, J. E., & Robinson, O. (2018) · Springer eBooks · doi:10.1007/978-3-319-89321-1_4 · Cited by 6 · see citing works
L’exposome, un concept holistique et utile
Barouki, R. (2020) · Bulletin de l Académie Nationale de Médecine · doi:10.1016/j.banm.2019.11.015 · Cited by 6 · see citing works
Update: Looking Beyond the 100,000 Genome Project
Haga, S. B. (2017) · Personalized Medicine · doi:10.2217/pme-2016-0101 · Cited by 5 · see citing works
The exposome and the human oral microbiome through the one health lens.
Limo, L., Donovan, J., Frisbee, S., & Gomaa, N. (2026) · Archives of Oral Biology · doi:10.1016/j.archoralbio.2026.106504 · Cited by 4 · see citing works
La influencia del exposoma en los primeros 1,000 días de vida y la salud gastrointestinal
Mendoza, C. A. C., Arellano, K. R. I., Zárate-Mondragón, F. E., Monjaráz, E. M. T., Bustamante, R. C., Barrios, E. M., León, J. C., Sierra, A. S., & Mayans, J. R. (2018) · Acta Pediátrica de México · doi:10.18233/apm39no3pp265-2771611 · Cited by 4 · see citing works
Debrauwer, L., Mervant, L., Laprévôte, O., & Jamin, E. L. (2024) · Mass Spectrometry Reviews · doi:10.1002/mas.21917 · Cited by 4 · see citing works
NCD Research in the Post-2015 Global Health Agenda: Perspectives from the NHLBI Strategic Vision
Mensah, G. A. (2016) · Global Heart · doi:10.1016/j.gheart.2016.11.002 · Cited by 4 · see citing works
Exposing the exposome to elucidate disease
Beans, C. M. (2018) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1817771115 · Cited by 4 · see citing works
Exposome analysis in toxicology: A comprehensive review
Mani, U. A., Abbas, H., Kumar, M., Abbas, H., Alam, S., & Goyal, D. (2023) · Journal of Toxicological Studies · doi:10.59400/jts.v1i1.267 · Cited by 3 · see citing works
Vallero, D. A. (2022) · doi:10.1063/9780735424357_009 · Cited by 3 · see citing works
Autistic ontologies and the open genome
Nadesan, M. H. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-818466-0.00003-4 · Cited by 3 · see citing works
Profiling the Chemical Exposomic Landscape of Esophageal Squamous Cell Carcinoma
Deng, S., Yuan, P., He, Q., Huang, C., Conway, E. C., Chen, Z., Li, S., Zhang, W., Wu, H., He, Y., et al. (2025) · Environmental Science & Technology · doi:10.1021/acs.est.5c06337 · Cited by 2 · see citing works
Zhao, H., Hsiao, Y.-C., Liu, C., Feng, J., Wang, X., Peng, J., Teitelbaum, T., & Lü, K. (2025) · Environmental Science & Technology · doi:10.1021/acs.est.5c08558 · Cited by 2 · see citing works
Introductory Chapter: Overview on Autophagy in Burden of Functions
Gorbunov, N. V., & Schneider, J. L. (2016) · InTech eBooks · doi:10.5772/65435 · Cited by 1 · see citing works
East, A. W., Dawson, D. E., Glen, G., Isaacs, K., Dionisio, K. L., Price, P. S., Hubal, E. A. C., & Vallero, D. A. (2021) · Toxics · doi:10.3390/toxics9110303 · Cited by 2 · see citing works
Environmental Exposure Measurements and Evaluations
Xia, Y., Wang, X., & Chen, M. (2020) · Springer eBooks · doi:10.1007/978-981-15-3797-4_1 · Cited by 2 · see citing works
Implications of the Exposome for Frailty
Chaves, P. H. M., & Varella, M. H. (2024) · Springer eBooks · doi:10.1007/978-3-031-57361-3_11 · Cited by 1 · see citing works
Poulin, M., & Golime, R. (2026) · ACS Chemical Neuroscience · doi:10.1021/acschemneuro.5c00771 · Cited by 2 · see citing works
Gabb, H. A. (2019) · Illinois Digital Environment for Access to Learning and Scholarship (University of Illinois at Urbana-Champaign) · Cited by 1 · see citing works
Larose, T. L., Sætrom, P., Martinussen, M., Skogseth, H., Sandanger, T. M., Scélo, G., McHale, C. M., Jacobsen, G. W., & Smith, M. T. (2019) · Journal of Public Health Research · doi:10.4081/jphr.2019.1550 · Cited by 1 · see citing works
Self-citationExposome, aging, and longevity: The role of sex and gender differences in health and mortality
Aliberti, S. M. (2025) · Elsevier eBooks · doi:10.1016/b978-0-443-27398-8.00013-7 · Cited by 1 · see citing works
Vallero, D. A. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-821953-9.00014-3 · Cited by 1 · see citing works
Antony, V. B., Redlich, C. A., Pinkerton, K. E., Balmes, J. R., & Harkema, J. R. (2016) · American Journal of Respiratory and Critical Care Medicine · doi:10.1164/rccm.201608-1645pp
Recent Advances of Integrative Bio-Omics Technologies to Improve Type 1 Diabetes (T1D) Care
KARWAL, N., Rodrigues, M., Williams, D. D., McDonough, R., & Ferro, D. (2021) · Applied Sciences · doi:10.3390/app112411602
Vallero, D. A. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-821953-9.00004-0
Vallero, D. A. (2017) · Elsevier eBooks · doi:10.1016/b978-0-12-812446-8.02001-6
Miller, G. W. (2020) · Elsevier eBooks · doi:10.1016/b978-0-12-814079-6.00003-1
Self-citationHealth effects of preconception, prenatal, and early-life exposure to inorganic arsenic
Enggasser, A. E., & Fry, R. C. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-89847-8.00005-5
(2023) · Elsevier eBooks · doi:10.1016/b978-0-323-89873-7.00007-7
High-Throughput Suspect Screening Reveals Widespread Pesticide Exposure in Early Childhood
Zhao, H., Hsiao, Y.-C., Liu, C., Werder, E. J., Thistle, J., Yang, Y., Feng, J., Wang, X., Peng, J., Teitelbaum, T., et al. (2026) · Environment & Health · doi:10.1021/envhealth.5c00684
Casanova-Crespo, S., Ceballos-Sánchez, D., Rodríguez-Lagunas, M. J., Massot‐Cladera, M., Castell, M., & Pérez-Cano, F. J. (2026) · Food & Function · doi:10.1039/d5fo04563k
Linking the exposome to frailty: pathways, mechanisms, clinical implications, and prevention
Güldan, M., Shah, E., Al-Shiab, R., Özbek, L., Covic, A. C., & Kanbay, M. (2026) · European Journal of Internal Medicine · doi:10.1016/j.ejim.2026.107006
Introduction: The exposome framework and its relevance to cancer disparities
Dlamini, Z., Hull, R., Marutha, T., Molefi, T., Khanyile, R., Adam, A., & Vermeulen, R. C. H. (2026) · Elsevier eBooks · doi:10.1016/b978-0-443-44322-0.00004-5
- Authors
- Dennis, K. K., Auerbach, S. S., Balshaw, D. M., Cui, Y., Fallin, M. D., Smith, M. T., Spira, A., Sumner, S., & Miller, G. W.
- Affiliations
- Emory University (US)
- Biomolecular Screening Branch, Division of the National Toxicology Program, and
- National Institutes of Health (US)
- Johns Hopkins University (US)
- University of California, Berkeley (US)
- Boston University (US)
- RTI International (US)
- Corresponding author
- Miller, Gary W.
- ORCID
- Venue
- Environmental Health Perspectives
- Publisher
- American Chemical Society (ACS)
- Published
- 2016-06-03
- Volume
- 124
- Issue
- 10
- Pages
- 1504-1510
- ISSN
- 0091-6765 (ISSN-L)
- 1552-9924
- PMC
- PMC5047763
- OpenAlex
- W2466902048
- Cited by
- 103
- References
- 44
- Citations by year
- 2026: 10 · 2025: 7 · 2024: 9 · 2023: 8 · 2022: 7 · 2021: 13 · 2020: 9 · 2019: 10 · 2018: 11 · 2017: 13 · 2016: 6
- FWCI
- 1.49
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- public-domain
- creativecommons.org/licenses/by/4.0/ (vor, 574 d)
- Locations
- Environmental Health Perspectives (publishedVersion, public-domain)
- PubMed Central (publishedVersion, public-domain)
- PubMed (publishedVersion)
- Funders
- National Institutes of Health (1u2ces026560-01)
- National Institute of Diabetes and Digestive and Kidney Diseases (U24DK097193)
- National Institute of Environmental Health Sciences (U2CES026544, U2C-ES026560, T32ES012870)
- Topics
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Health, Environment, Cognitive Aging
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
- Physical Sciences › Environmental Science › Health, Toxicology and Mutagenesis › Effects and risks of endocrine disrupting chemicals
- Keywords
- exposome, environmental exposure, molecular biomarkers, biological resilience, long-term exposure effects
- MeSH terms
- Animals, Environmental Exposure, Environmental Health, Environmental Monitoring, Environmental Pollutants, Humans, Guidelines as Topic
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review