Using exposure windows to explore an elusive biomarker: blood manganese
Purpose We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure. Methods Welder trainees were monitored over the cou...
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Published in | International archives of occupational and environmental health Vol. 89; no. 4; pp. 679 - 687 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer Berlin Heidelberg
01.05.2016
Springer Nature B.V |
Subjects | |
Online Access | Get full text |
ISSN | 0340-0131 1432-1246 |
DOI | 10.1007/s00420-015-1105-3 |
Cover
Abstract | Purpose
We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure.
Methods
Welder trainees were monitored over the course of a five-quarter training program. Each quarter, trainees gave eight blood samples and had personal air monitoring four times. A mixed model was fit to obtain estimates of airborne exposure by welding type (fixed effect), adjusted for subject (random effect). Considering weekends and days absent as zero exposure, estimated exposures were summed over various exposure windows and related to measured blood manganese (MnB) using a mixed model.
Results
A relationship consistent with zero was found between MnB and modeled 1 or 7 days of exposure. After 30 days of preceding exposure, a 1 mg-days/m
3
increase in air Mn is associated with a 0.57 ng/mL increase in MnB (95 % CI −0.04, 1.19). Considering a 90-day exposure window and a cumulative exposure window, a 1 mg-days/m
3
increase in air Mn is associated with a 0.26 (95 % CI 0.005, 0.51) and 0.09 (95 % CI 0.006, 0.17) ng/mL increase in MnB, respectively.
Conclusions
From this analysis, MnB may begin to act as a biomarker of Mn exposure over longer time periods, or at higher levels of exposure. This novel study design allowed investigation of how MnB relates to different time windows of exposure, representing the most robust Mn exposure assessment in the biomarker literature. |
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AbstractList | We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure. Welder trainees were monitored over the course of a five-quarter training program. Each quarter, trainees gave eight blood samples and had personal air monitoring four times. A mixed model was fit to obtain estimates of airborne exposure by welding type (fixed effect), adjusted for subject (random effect). Considering weekends and days absent as zero exposure, estimated exposures were summed over various exposure windows and related to measured blood manganese (MnB) using a mixed model. A relationship consistent with zero was found between MnB and modeled 1 or 7 days of exposure. After 30 days of preceding exposure, a 1 mg-days/m super(3) increase in air Mn is associated with a 0.57 ng/mL increase in MnB (95 % CI -0.04, 1.19). Considering a 90-day exposure window and a cumulative exposure window, a 1 mg-days/m super(3) increase in air Mn is associated with a 0.26 (95 % CI 0.005, 0.51) and 0.09 (95 % CI 0.006, 0.17) ng/mL increase in MnB, respectively. From this analysis, MnB may begin to act as a biomarker of Mn exposure over longer time periods, or at higher levels of exposure. This novel study design allowed investigation of how MnB relates to different time windows of exposure, representing the most robust Mn exposure assessment in the biomarker literature. Purpose We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure. Methods Welder trainees were monitored over the course of a five-quarter training program. Each quarter, trainees gave eight blood samples and had personal air monitoring four times. A mixed model was fit to obtain estimates of airborne exposure by welding type (fixed effect), adjusted for subject (random effect). Considering weekends and days absent as zero exposure, estimated exposures were summed over various exposure windows and related to measured blood manganese (MnB) using a mixed model. Results A relationship consistent with zero was found between MnB and modeled 1 or 7 days of exposure. After 30 days of preceding exposure, a 1 mg-days/m 3 increase in air Mn is associated with a 0.57 ng/mL increase in MnB (95 % CI −0.04, 1.19). Considering a 90-day exposure window and a cumulative exposure window, a 1 mg-days/m 3 increase in air Mn is associated with a 0.26 (95 % CI 0.005, 0.51) and 0.09 (95 % CI 0.006, 0.17) ng/mL increase in MnB, respectively. Conclusions From this analysis, MnB may begin to act as a biomarker of Mn exposure over longer time periods, or at higher levels of exposure. This novel study design allowed investigation of how MnB relates to different time windows of exposure, representing the most robust Mn exposure assessment in the biomarker literature. We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure. Welder trainees were monitored over the course of a five-quarter training program. Each quarter, trainees gave eight blood samples and had personal air monitoring four times. A mixed model was fit to obtain estimates of airborne exposure by welding type (fixed effect), adjusted for subject (random effect). Considering weekends and days absent as zero exposure, estimated exposures were summed over various exposure windows and related to measured blood manganese (MnB) using a mixed model. A relationship consistent with zero was found between MnB and modeled 1 or 7 days of exposure. After 30 days of preceding exposure, a 1 mg-days/m(3) increase in air Mn is associated with a 0.57 ng/mL increase in MnB (95% CI -0.04, 1.19). Considering a 90-day exposure window and a cumulative exposure window, a 1 mg-days/m(3) increase in air Mn is associated with a 0.26 (95% CI 0.005, 0.51) and 0.09 (95% CI 0.006, 0.17) ng/mL increase in MnB, respectively. From this analysis, MnB may begin to act as a biomarker of Mn exposure over longer time periods, or at higher levels of exposure. This novel study design allowed investigation of how MnB relates to different time windows of exposure, representing the most robust Mn exposure assessment in the biomarker literature. Purpose We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure biomarker data, and to determine the utility of blood as a biomarker of Mn exposure. Methods Welder trainees were monitored over the course of a five-quarter training program. Each quarter, trainees gave eight blood samples and had personal air monitoring four times. A mixed model was fit to obtain estimates of airborne exposure by welding type (fixed effect), adjusted for subject (random effect). Considering weekends and days absent as zero exposure, estimated exposures were summed over various exposure windows and related to measured blood manganese (MnB) using a mixed model. Results A relationship consistent with zero was found between MnB and modeled 1 or 7 days of exposure. After 30 days of preceding exposure, a 1 mg-days/m^sup 3^ increase in air Mn is associated with a 0.57 ng/mL increase in MnB (95 % CI -0.04, 1.19). Considering a 90-day exposure window and a cumulative exposure window, a 1 mg-days/m^sup 3^ increase in air Mn is associated with a 0.26 (95 % CI 0.005, 0.51) and 0.09 (95 % CI 0.006, 0.17) ng/mL increase in MnB, respectively. Conclusions From this analysis, MnB may begin to act as a biomarker of Mn exposure over longer time periods, or at higher levels of exposure. This novel study design allowed investigation of how MnB relates to different time windows of exposure, representing the most robust Mn exposure assessment in the biomarker literature. |
Author | Seixas, Noah S. Sheppard, Lianne Baker, Marissa G. Simpson, Christopher D. Stover, Bert |
AuthorAffiliation | 1 Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA 2 Department of Health Services, University of Washington, Seattle, WA, USA 4 Department of Biostatistics, University of Washington, Seattle, WA, USA 3 Department of Family Medicine, University of Washington, Seattle, WA, USA |
AuthorAffiliation_xml | – name: 3 Department of Family Medicine, University of Washington, Seattle, WA, USA – name: 4 Department of Biostatistics, University of Washington, Seattle, WA, USA – name: 2 Department of Health Services, University of Washington, Seattle, WA, USA – name: 1 Department of Environmental and Occupational Health Sciences, University of Washington, Seattle, WA, USA |
Author_xml | – sequence: 1 givenname: Marissa G. surname: Baker fullname: Baker, Marissa G. email: bakermg@uw.edu organization: Department of Environmental and Occupational Health Sciences, University of Washington – sequence: 2 givenname: Bert surname: Stover fullname: Stover, Bert organization: Department of Environmental and Occupational Health Sciences, University of Washington, Department of Health Services, University of Washington, Department of Family Medicine, University of Washington – sequence: 3 givenname: Christopher D. surname: Simpson fullname: Simpson, Christopher D. organization: Department of Environmental and Occupational Health Sciences, University of Washington – sequence: 4 givenname: Lianne surname: Sheppard fullname: Sheppard, Lianne organization: Department of Environmental and Occupational Health Sciences, University of Washington, Department of Biostatistics, University of Washington – sequence: 5 givenname: Noah S. surname: Seixas fullname: Seixas, Noah S. organization: Department of Environmental and Occupational Health Sciences, University of Washington |
BackLink | https://www.ncbi.nlm.nih.gov/pubmed/26589320$$D View this record in MEDLINE/PubMed |
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We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of... We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of exposure... Purpose We sought to understand the time course between exposure to manganese (Mn) and uptake into the blood, to allow a more meaningful interpretation of... |
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SubjectTerms | Adult Air Pollutants, Occupational - blood Biomarkers Biomarkers - blood Blood Earth and Environmental Science Environment Environmental Health Exposure Female Heavy metals Human exposure Humans Male Manganese Manganese - blood Occupational Exposure - analysis Occupational health Occupational Medicine/Industrial Medicine Original Article Rehabilitation Time Factors Welding Welding - methods |
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Title | Using exposure windows to explore an elusive biomarker: blood manganese |
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