PMID- 35564852 OWN - NLM STAT- MEDLINE DCOM- 20220519 LR - 20240216 IS - 1660-4601 (Electronic) IS - 1661-7827 (Print) IS - 1660-4601 (Linking) VI - 19 IP - 9 DP - 2022 Apr 29 TI - The Association between Multiple Per- and Polyfluoroalkyl Substances' Serum Levels and Allostatic Load. LID - 10.3390/ijerph19095455 [doi] LID - 5455 AB - Background/Objective: This study aimed to explore the association between allostatic load (AL), an index of chronic stress, with nine per- and polyfluoroalkyl substances (PFASs), a group of organic compounds used in commercial and industrial applications. The PFASs explored were perfluorohexane sulfonic acid (PFHS), perfluorodecanoic acid (PFDE), perfluorobutane sulfonic acid (PFBS), perfluoroheptanoic acid (PFHP), perflurododecanoic acid (PFDO), perfluorononanoic acid (PFNA), perfluoroundecanoic acid (PFUA), perfluorooctanoic acid (PFOA), and perfluorooctane sulfonic acid (PFOS). This study was performed to better understand the association between PFASs and AL, which may be a mediator of several diseases. Methods: This study was performed on adults aged 20 and older, using the National Health and Nutrition Examination Survey (NHANES) 2007-2014 data. AL was calculated as a cumulative index of ten biomarkers from the cardiovascular, inflammatory, and metabolic system, which was dichotomized into high risk (assigned a value of 1) or low risk (assigned a value 0) depending on if the index value was >/=3 (chronic physiological stress) or <3 (less stressed). In this study, PFASs and covariates such as age, gender, ethnicity, alcohol consumption, smoking, and physical activity were explored using descriptive statistics and logistic regression modeling. Results: The results indicated that in adults, AL was more elevated in men as compared to women, in those aged >/=60 years, and varied by ethnicity. For instance, non-Hispanic Blacks had higher AL levels (mean of 3.92) compared to other ethnicities. A significant number of the participants tested for PFBS, PFHP, PFDO were below the LOD and thus these PFASs were excluded from the analysis. Our analysis demonstrated multicollinearities between variables such as PFNA, PFOS, and PFOA with variance inflation factor (VIF) values of 6.197, 6.212, and 5.139, respectively. Thus, PFASs were analyzed individually and adjusted for age, gender, ethnicity, physical activity, smoking, and alcohol consumption. The results indicated a statistically significant positive association between AL and most of the PFASs, except PFUA which was not statistically significant with a p value of 0.531. Conclusions: The findings of this study suggest that exposure to PFDE, PFNA, PFOS, PFOA, and PFHS are associated with AL when adjusted for age, gender, ethnicity, alcohol consumption, smoking, and physical activity. Future studies looking to model the effects of these factors together must consider their relationship with each other and choose different analytical approaches. FAU - Bashir, Tahir AU - Bashir T AD - Department of Built Environment, North Carolina A&T State University, Greensboro, NC 27411, USA. AD - Environmental Health and Disease Laboratory, North Carolina A&T State University, Greensboro, NC 27411, USA. FAU - Obeng-Gyasi, Emmanuel AU - Obeng-Gyasi E AUID- ORCID: 0000-0003-3195-706X AD - Department of Built Environment, North Carolina A&T State University, Greensboro, NC 27411, USA. AD - Environmental Health and Disease Laboratory, North Carolina A&T State University, Greensboro, NC 27411, USA. LA - eng GR - R25 HL105400/HL/NHLBI NIH HHS/United States PT - Journal Article PT - Research Support, N.I.H., Extramural DEP - 20220429 PL - Switzerland TA - Int J Environ Res Public Health JT - International journal of environmental research and public health JID - 101238455 RN - 0 (Alkanesulfonic Acids) RN - 0 (Environmental Pollutants) RN - 0 (Fluorocarbons) RN - 0 (Sulfonic Acids) SB - IM MH - Adult MH - *Alkanesulfonic Acids MH - *Allostasis MH - *Environmental Pollutants MH - Female MH - *Fluorocarbons MH - Humans MH - Male MH - Nutrition Surveys MH - Sulfonic Acids PMC - PMC9104853 OTO - NOTNLM OT - PFAS OT - alcohol OT - allostatic load OT - ethnicity OT - income OT - per- and polyfluoroalkyl substances OT - physical activity OT - smoking COIS- The authors declare no conflict of interest. EDAT- 2022/05/15 06:00 MHDA- 2022/05/20 06:00 PMCR- 2022/04/29 CRDT- 2022/05/14 01:15 PHST- 2022/02/17 00:00 [received] PHST- 2022/04/25 00:00 [revised] PHST- 2022/04/27 00:00 [accepted] PHST- 2022/05/14 01:15 [entrez] PHST- 2022/05/15 06:00 [pubmed] PHST- 2022/05/20 06:00 [medline] PHST- 2022/04/29 00:00 [pmc-release] AID - ijerph19095455 [pii] AID - ijerph-19-05455 [pii] AID - 10.3390/ijerph19095455 [doi] PST - epublish SO - Int J Environ Res Public Health. 2022 Apr 29;19(9):5455. doi: 10.3390/ijerph19095455.