Exposure to Perfluoroalkyl Substances and Mortality for COVID-19: A Spatial Ecological Analysis in the Veneto Region (Italy)

被引:33
作者
Catelan, Dolores [1 ]
Biggeri, Annibale [1 ]
Russo, Francesca [2 ]
Gregori, Dario [3 ]
Pitter, Gisella [4 ]
Da Re, Filippo [2 ]
Fletcher, Tony [5 ]
Canova, Cristina [3 ]
机构
[1] Univ Florence, Dept Stat Comp Sci Applicat G Parenti DiSIA, I-50134 Florence, Italy
[2] Vet Publ Hlth, Food Safety, Reg Directorate Prevent, I-30123 Venice, Regione Del Ven, Italy
[3] Univ Padua, Dept Dept Cardiac Thorac Vasc Sci & Publ Hlth, Unit Biostat Epidemiol & Publ Hlth, I-35131 Padua, Italy
[4] Azienda Zero, Screening & Hlth Impact Assessment Unit, I-35131 Padua, Regione Del Ven, Italy
[5] London Sch Hyg & Trop Med, Dept Publ Hlth Environm & Soc, London WC1H 9SH, England
关键词
PFAS; COVID-19; mortality; ecological analysis; epidemiological surveillance; hierarchical Bayesian models; CONTAMINATED DRINKING-WATER; PERFLUOROOCTANOATE;
D O I
10.3390/ijerph18052734
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Background: In the context of the COVID-19 pandemic, there is interest in assessing if per- and polyfluoroalkyl substances (PFAS) exposures are associated with any increased risk of COVID-19 or its severity, given the evidence of immunosuppression by some PFAS. The objective of this paper is to evaluate at the ecological level if a large area (Red Zone) of the Veneto Region, where residents were exposed for decades to drinking water contaminated by PFAS, showed higher mortality for COVID-19 than the rest of the region. Methods: We fitted a Bayesian ecological regression model with spatially and not spatially structured random components on COVID-19 mortality at the municipality level (period between 21 February and 15 April 2020). The model included education score, background all-cause mortality (for the years 2015-2019), and an indicator for the Red Zone. The two random components are intended to adjust for potential hidden confounders. Results: The COVID-19 crude mortality rate ratio for the Red Zone was 1.55 (90% Confidence Interval 1.25; 1.92). From the Bayesian ecological regression model adjusted for education level and baseline all-cause mortality, the rate ratio for the Red Zone was 1.60 (90% Credibility Interval 0.94; 2.51). Conclusion: In conclusion, we observed a higher mortality risk for COVID-19 in a population heavily exposed to PFAS, which was possibly explained by PFAS immunosuppression, bioaccumulation in lung tissue, or pre-existing disease being related to PFAS.
引用
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页码:1 / 12
页数:11
相关论文
共 33 条
[11]   Exposure to per-fluoroalkyl and polyfluoroalkyl substances leads to immunotoxicity: epidemiological and toxicological evidence [J].
DeWitt, Jamie C. ;
Blossom, Sarah J. ;
Schaider, Laurel A. .
JOURNAL OF EXPOSURE SCIENCE AND ENVIRONMENTAL EPIDEMIOLOGY, 2019, 29 (02) :148-156
[12]   An overview of the uses of per- and polyfluoroalkyl substances (PFAS) [J].
Gluege, Juliane ;
Scheringer, Martin ;
Cousins, Ian T. ;
DeWitt, Jamie C. ;
Goldenman, Gretta ;
Herzke, Dorte ;
Lohmann, Rainer ;
Ng, Carla A. ;
Trier, Xenia ;
Wang, Zhanyun .
ENVIRONMENTAL SCIENCE-PROCESSES & IMPACTS, 2020, 22 (12) :2345-2373
[13]   Severity of COVID-19 at elevated exposure to perfluorinated alkylates [J].
Grandjean, Philippe ;
Timmermann, Clara Amalie Gade ;
Kruse, Marie ;
Nielsen, Flemming ;
Vinholt, Pernille Just ;
Boding, Lasse ;
Heilmann, Carsten ;
Molbak, Kare .
PLOS ONE, 2020, 15 (12)
[14]   Biomonitoring of perfluorinated compounds in adults exposed to contaminated drinking water in the Veneto Region, Italy [J].
Ingelido, Anna Maria ;
Abballe, Annalisa ;
Gemma, Simonetta ;
Dellatte, Elena ;
Iacovella, Nicola ;
De Angelis, Giovanna ;
Zampaglioni, Franco ;
Marra, Valentina ;
Miniero, Roberto ;
Valentini, Silvia ;
Russo, Francesca ;
Vazzoler, Marina ;
Testai, Emanuela ;
De Felip, Elena .
ENVIRONMENT INTERNATIONAL, 2018, 110 :149-159
[15]  
Johnson NL, 2005, WILEY SER PROBAB ST, P1, DOI 10.1002/0471715816
[16]  
Kelsall J.E, 1999, BAYESIAN STAT, V6
[17]   Risk to human health related to the presence of perfluorooctane sulfonic acid and perfluorooctanoic acid in food [J].
Knutsen, Helle Katrine ;
Alexander, Jan ;
Barregard, Lars ;
Bignami, Margherita ;
Bruschweiler, Beat ;
Ceccatelli, Sandra ;
Cottrill, Bruce ;
Dinovi, Michael ;
Edler, Lutz ;
Grasl-Kraupp, Bettina ;
Hogstrand, Christer ;
Hoogenboom, Laurentius ;
Nebbia, Carlo Stefano ;
Oswald, Isabelle P. ;
Petersen, Annette ;
Rose, Martin ;
Roudot, Alain-Claude ;
Vleminckx, Christiane ;
Vollmer, Gunter ;
Wallace, Heather ;
Bodin, Laurent ;
Cravedi, Jean-Pierre ;
Halldorsson, Thorhallur Ingi ;
Haug, Line Smastuen ;
Johansson, Niklas ;
van Loveren, Henk ;
Gergelova, Petra ;
Mackay, Karen ;
Levorato, Sara ;
van Manen, Mathijs ;
Schwerdtle, And Tanja .
EFSA JOURNAL, 2018, 16 (12)
[18]   Perfluoroalkyl substances, airways infections, allergy and asthma related health outcomes - implications of gender, exposure period and study design [J].
Kvalem, H. E. ;
Nygaard, U. C. ;
Carlsen, K. C. Lodrup ;
Carlsen, K. H. ;
Haug, L. S. ;
Granum, B. .
ENVIRONMENT INTERNATIONAL, 2020, 134
[19]   Half-lives of PFOS, PFHxS and PFOA after end of exposure to contaminated drinking water [J].
Li, Ying ;
Fletcher, Tony ;
Mucs, Daniel ;
Scott, Kristin ;
Lindh, Christian H. ;
Tallving, Pia ;
Jakobsson, Kristina .
OCCUPATIONAL AND ENVIRONMENTAL MEDICINE, 2018, 75 (01) :46-51
[20]   Influenza Vaccine Response in Adults Exposed to Perfluorooctanoate and Perfluorooctanesulfonate [J].
Looker, Claire ;
Luster, Michael I. ;
Calafat, Antonia M. ;
Johnson, Victor J. ;
Burleson, Gary R. ;
Burleson, Florence G. ;
Fletcher, Tony .
TOXICOLOGICAL SCIENCES, 2014, 138 (01) :76-88