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基于贝叶斯模型平均方法的咖啡烘焙和包装设施中α-二酮的任务暴露决定因素。

Determinants of Task-Based Exposures to Alpha-Diketones in Coffee Roasting and Packaging Facilities Using a Bayesian Model Averaging Approach.

机构信息

Respiratory Health Division, National Institute for Occupational Safety and Health, Morgantown, WV, United States.

Department of Epidemiology and Biostatistics, School of Public Health, West Virginia University, Morgantown, WV, United States.

出版信息

Front Public Health. 2022 Jun 9;10:878907. doi: 10.3389/fpubh.2022.878907. eCollection 2022.

DOI:10.3389/fpubh.2022.878907
PMID:35757620
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9218577/
Abstract

Coffee production workers can be exposed to inhalational hazards including alpha-diketones such as diacetyl and 2,3-pentanedione. Exposure to diacetyl is associated with the development of occupational lung disease, including obliterative bronchiolitis, a rare and irreversible lung disease. We aimed to identify determinants contributing to task-based exposures to diacetyl and 2,3-pentanedione at 17 U.S. coffee production facilities. We collected 606 personal short-term task-based samples including roasting ( = 189), grinding ( = 74), packaging ( = 203), quality control (QC, = 44), flavoring ( = 15), and miscellaneous production/café tasks ( = 81), and analyzed for diacetyl and 2,3-pentanedione in accordance with the modified OSHA Method 1013/1016. We also collected instantaneous activity-based ( = 296) and source ( = 312) samples using evacuated canisters. Information on sample-level and process-level determinants relating to production scale, sources of alpha-diketones, and engineering controls was collected. Bayesian mixed-effect regression models accounting for censored data were fit for overall data (all tasks) and specific tasks. Notable determinants identified in univariate analyses were used to fit all plausible models in multiple regression analysis which were summarized using a Bayesian model averaging method. Grinding, flavoring, packaging, and production tasks with ground coffee were associated with the highest short-term and instantaneous-activity exposures for both analytes. Highest instantaneous-sources of diacetyl and 2,3-pentanedione included ground coffee, flavored coffee, liquid flavorings, and off-gassing coffee bins or packages. Determinants contributing to higher exposures to both analytes in all task models included sum of all open storage sources and average percent of coffee production as ground coffee. Additionally, flavoring ground coffee and flavoring during survey contributed to notably higher exposures for both analytes in most, but not all task groups. Alternatively, general exhaust ventilation contributed to lower exposures in all but two models. Additionally, among facilities that flavored, local exhaust ventilation during flavoring processes contributed to lower 2,3-pentanedione exposures during grinding and packaging tasks. Coffee production facilities can consider implementing additional exposure controls for processes, sources, and task-based determinants associated with higher exposures to diacetyl and 2,3-pentanedione, such as isolating, enclosing, and directly exhausting grinders, flavoring mixers, and open storage of off-gassing whole bean and ground coffee, to reduce exposures and minimize risks for lung disease among workers.

摘要

咖啡生产工人可能会接触到吸入性危害,包括α-二酮,如二乙酰和 2,3-戊二酮。接触二乙酰与职业性肺部疾病的发展有关,包括闭塞性细支气管炎,这是一种罕见且不可逆转的肺部疾病。我们旨在确定导致 17 家美国咖啡生产设施中二乙酰和 2,3-戊二酮的基于任务的暴露的决定因素。我们收集了 606 份个人短期基于任务的样本,包括烘焙(=189)、研磨(=74)、包装(=203)、质量控制(QC,=44)、调味(=15)和其他生产/咖啡任务(=81),并按照修改后的 OSHA 方法 1013/1016 对二乙酰和 2,3-戊二酮进行了分析。我们还使用抽空罐收集了即时活动基础(=296)和源(=312)样本。收集了与生产规模、α-二酮来源和工程控制有关的样本水平和过程水平决定因素的信息。针对截尾数据拟合了贝叶斯混合效应回归模型,用于整体数据(所有任务)和特定任务。单变量分析中确定的显著决定因素用于在多元回归分析中拟合所有合理的模型,并用贝叶斯模型平均方法进行总结。研磨、调味、包装和有研磨咖啡的生产任务与两种分析物的短期和即时活动暴露量最高有关。二乙酰和 2,3-戊二酮的最高瞬时源包括研磨咖啡、调味咖啡、液体调味料以及排放咖啡罐或包装的咖啡。在所有任务模型中,导致两种分析物暴露量更高的决定因素包括所有开放储存源的总和以及研磨咖啡在咖啡总产量中的平均百分比。此外,在调查期间调味研磨咖啡和调味会导致大多数任务组中两种分析物的暴露量明显更高,但并非所有任务组都如此。另外,一般排气通风会导致除两个模型之外的所有模型中的暴露量降低。此外,在调味的设施中,在研磨和包装过程中进行局部排气通风会降低研磨和包装过程中 2,3-戊二酮的暴露量。咖啡生产设施可以考虑针对与二乙酰和 2,3-戊二酮暴露量较高相关的过程、来源和基于任务的决定因素实施额外的暴露控制措施,例如隔离、封闭和直接排出研磨机、调味混合器以及排放整个咖啡豆和研磨咖啡的开放式储存,以降低工人的暴露量并最大程度地降低患肺部疾病的风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd48/9218577/fa98b697eda7/fpubh-10-878907-g0006.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/dd48/9218577/31bb733a3f20/fpubh-10-878907-g0003.jpg
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本文引用的文献

1
Case Study: Efficacy of Engineering Controls in Mitigating Diacetyl and 2,3-Pentanedione Emissions During Coffee Grinding.案例研究:工程控制在降低咖啡研磨过程中二乙酰和 2,3-戊二酮排放中的效果。
Front Public Health. 2022 May 18;10:750289. doi: 10.3389/fpubh.2022.750289. eCollection 2022.
2
Model Predictions of Occupational Exposures to Diacetyl and 2,3-Pentanedione Emitted From Roasted Whole Bean and Ground Coffee: Influence of Roast Level and Physical Form on Specific Emission Rates.模型预测烘焙咖啡豆和研磨咖啡中双乙酰和 2,3-戊二酮的职业暴露:烘焙程度和物理形态对特定排放率的影响。
Front Public Health. 2022 Mar 23;10:786924. doi: 10.3389/fpubh.2022.786924. eCollection 2022.
3
Case Report: Flavoring-Related Lung Disease in a Coffee Roasting and Packaging Facility Worker With Unique Lung Histopathology Compared With Previously Described Cases of Obliterative Bronchiolitis.
病例报告:与先前描述的闭塞性细支气管炎病例相比,在一家咖啡烘焙和包装厂工作的工人中,出现与调味剂相关的肺部疾病,其肺部组织病理学具有独特性。
Front Public Health. 2021 May 20;9:657987. doi: 10.3389/fpubh.2021.657987. eCollection 2021.
4
Exposures and Emissions in Coffee Roasting Facilities and Cafés: Diacetyl, 2,3-Pentanedione, and Other Volatile Organic Compounds.咖啡烘焙厂和咖啡馆中的暴露与排放:双乙酰、2,3 - 戊二酮及其他挥发性有机化合物
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Work Tasks as Determinants of Respirable and Inhalable Indium Exposure among Workers at an Indium-Tin Oxide Production and Reclamation Facility.工作任务对铟锡氧化物生产和回收设施工人可吸入和呼吸性铟暴露的影响。
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