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Gatzke-Kopp LM, Willoughby M, Kress AM, McArthur K, Wychgram C, Folch DC, Brunswasser S, Dabelea D, Elliott AJ, Hartert T, Karagas M, McEvoy CT, VanDerslice JA, Wright RO, Wright RJ. Airborne Lead Exposure and Childhood Cognition: The Environmental Influences on Child Health Outcomes (ECHO) Cohort (2003-2022). Am J Public Health 2024; 114:309-318. [PMID: 38382019 PMCID: PMC10882396 DOI: 10.2105/ajph.2023.307519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2024]
Abstract
Objectives. To examine whether a previously reported association between airborne lead exposure and children's cognitive function replicates across a geographically diverse sample of the United States. Methods. Residential addresses of children (< 5 years) were spatially joined to the Risk-Screening Environmental Indicators model of relative airborne lead toxicity. Cognitive outcomes for children younger than 8 years were available for 1629 children with IQ data and 1476 with measures of executive function (EF; inhibitory control, cognitive flexibility). We used generalized linear models using generalized estimating equations to examine the associations of lead, scaled by interquartile range (IQR), accounting for individual- and area-level confounders. Results. An IQR increase in airborne lead was associated with a 0.74-point lower mean IQ score (b = -0.74; 95% confidence interval = -1.00, -0.48). The association between lead and EF was nonlinear and was modeled with a knot at the 97.5th percentile of lead in our sample. Lead was significantly associated with lower mean inhibitory control but not with cognitive flexibility. This effect was stronger among males for both IQ and inhibitory control. Conclusions. Early-life exposure to airborne lead is associated with lower cognitive functioning. (Am J Public Health. 2024;114(3):309-318. https://doi.org/10.2105/AJPH.2023.307519).
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Affiliation(s)
- Lisa M Gatzke-Kopp
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Michael Willoughby
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Amii M Kress
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Kristen McArthur
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Cara Wychgram
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - David C Folch
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Steve Brunswasser
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Dana Dabelea
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Amy J Elliott
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Tina Hartert
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Margaret Karagas
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Cindy T McEvoy
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - James A VanDerslice
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Robert O Wright
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
| | - Rosalind J Wright
- Lisa M. Gatzke-Kopp is with the Department of Human Development and Family Studies, Pennsylvania State University, University Park. Michael Willoughby is with the Department of Education and Workforce Development, RTI International, Raleigh, NC. Amii M. Kress, Kristen McArthur, and Cara Wychgram are with the Department of General Epidemiology and Methodology, Johns Hopkins University, Baltimore, MD. David C. Folch is with the Department of Geography, Planning and Recreation, Northern Arizona University, Flagstaff. Steve Brunswasser is with the Department of Psychology, Rowan University, Glassboro, NJ. Dana Dabelea is with the Colorado School of Public Health, University of Colorado Anshutz Medical Campus, Aurora. Amy J. Elliott is with the Avera Research Institute, Sioux Falls, SD. Tina Hartert is with the Center for Health Services Research, Vanderbilt University, Nashville, TN. Margaret Karagas is with the Department of Epidemiology, Dartmouth Geisel School of Medicine, Lebanon, NH. Cindy T. McEvoy is with the Department of Pediatrics, Oregon Health Sciences University, Portland. James A. VanDerslice is with the Department of Public Health, University of Utah School of Medicine, Salt Lake City. Robert O. Wright and Rosalind J. Wright are with the Department of Pediatrics, Icahn School of Medicine at Mount Sinai, New York, NY
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Sun Y, Zhao J, Song X, Sun Z, Zhang R, Zhong J, Huang X, Dong Y, Yu Q, Dong F, Li Z, Fan L, Wang M, Peng C, Wang F. Effects of marginal zinc deficiency on learning and memory ability after birth. Food Funct 2022; 13:7204-7214. [PMID: 35713090 DOI: 10.1039/d2fo01074g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Zinc deficiency during pregnancy and severe zinc deficiency after birth both impaired learning and memory ability, but the effects of marginal zinc deficiency (MZD) after birth on learning and memory are unclear. In the first experiment, 4-week-old male rats were randomly divided into three groups: the marginal zinc-deficient group (MZG, 10 mg kg-1, 1/3 RNI), normal zinc group (NZG, 30 mg kg-1, RNI), and paired zinc group (PZG, 30 mg kg-1). After a 4-week feeding period, the brain weight, brain coefficient, and serum zinc concentration were measured, and hippocampal proteomics analysis was performed. In the second experiment, 4-week-old male rats were fed the same diet for 8 weeks. In addition to the previously mentioned indicators, the Morris water maze results, brain pathology, post-translational modifications (PTMs) of hippocampal proteins, and the concentrations of indicators known to be related to learning and memory were analyzed. In both experiments, compared with those of the NZG, the food intake, body weight and serum zinc of the MZG were significantly decreased, and the brain weight was unchanged, but the brain coefficient was increased. Two hippocampal proteomics analyses and PTM screening showed that MZD did not change the expression and PTM of proteins. The brain pathology, learning, memory and the concentrations of indicators known to be related to learning and memory were not changed by MZD. Our study confirmed that marginal zinc deficiency (10 mg kg-1, 1/3 RNI) had no effect on the learning and memory abilities of rats after birth.
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Affiliation(s)
- Yongzhi Sun
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Jiali Zhao
- Yiwu Maternity and Children Hospital, Yiwu, Zhejiang, China
| | - Xinyu Song
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Zhaohui Sun
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Rui Zhang
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Jiayi Zhong
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Xiaocai Huang
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Yingran Dong
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Qingli Yu
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Feng Dong
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Zixiang Li
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Lina Fan
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Maoqing Wang
- National Key Disciplines of Nutrition and Food Hygiene, Department of Nutrition and Food Hygiene, School of Public Health, Harbin Medical University, Harbin 150081, China.
| | - Chenghai Peng
- Department of Cardiology, The Fourth Affiliated Hospital, Harbin Medical University, Harbin, 150081, China.
| | - Fan Wang
- Department of Epidemiology, School of Public Health, Harbin Medical University, Harbin, China.
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