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 inInternational archives of occupational and environmental health Vol. 89; no. 4; pp. 679 - 687
Main Authors Baker, Marissa G., Stover, Bert, Simpson, Christopher D., Sheppard, Lianne, Seixas, Noah S.
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.05.2016
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN0340-0131
1432-1246
DOI10.1007/s00420-015-1105-3

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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.
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
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/26589320$$D View this record in MEDLINE/PubMed
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Keywords Biomarker of exposure
Welding
Exposure windows
Exposure modeling
Exposure assessment
Manganese
Language English
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PublicationPlace Berlin/Heidelberg
PublicationPlace_xml – name: Berlin/Heidelberg
– name: Germany
– name: Heidelberg
PublicationTitle International archives of occupational and environmental health
PublicationTitleAbbrev Int Arch Occup Environ Health
PublicationTitleAlternate Int Arch Occup Environ Health
PublicationYear 2016
Publisher Springer Berlin Heidelberg
Springer Nature B.V
Publisher_xml – name: Springer Berlin Heidelberg
– name: Springer Nature B.V
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Snippet 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...
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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StartPage 679
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
URI https://link.springer.com/article/10.1007/s00420-015-1105-3
https://www.ncbi.nlm.nih.gov/pubmed/26589320
https://www.proquest.com/docview/1780100397
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https://pubmed.ncbi.nlm.nih.gov/PMC4829443
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