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基于贝叶斯核机器回归的多环芳烃暴露基准剂量估计

[Benchmark dose estimation of polycyclic aromatic hydrocarbons exposure base on Bayesian kernel machine regression].

作者信息

Wang Q Q, Cui J, Zhang C, Yuan M, Yu H M, Zhou X L

机构信息

Department of Health Statistics, School of Public Health, Shanxi Medical University, Taiyuan 030001, China.

Department of Radiological and Environmental Medicine, State Environmental Protection Key Laboratory of Environment and Health, China Institute for Radiation Protection (CIRP), Taiyuan 030006, China.

出版信息

Zhonghua Lao Dong Wei Sheng Zhi Ye Bing Za Zhi. 2023 Oct 20;41(10):814-820. doi: 10.3760/cma.j.cn121094-20220907-00446.

Abstract

To explore benchmark dose (BMD) estimations of polycyclic aromatic hydrocarbons (PAHs) based on Bayesian kernel machine regression (BKMR) . A total of 155 adult residents of a coking plant in Shanxi Province who were surveyed in summer (June to August) from 2014 to 2019 were selected as the research objects. Fasting elbow vein blood of the subjects was collected in the morning for automatic analysis and detection of blood routine. Morning urine samples were collected for automatic analysis and detection of urine routine and urine creatinine detection. BKMR model combined with BMD method was used to calculate the acceptable doses of PAHs exposure on red blood cell damage in non-occupational population. The concentration of hydroxylpolycyclic aromatic hydrocarbons (OH-PAHs) in the red blood cells abnormal group (=117) was significantly higher than that in the normal group (=38) (<0.01). In the combined effect of OH-PAHs, 2-hydrol-naphthalene contributed the most, and the posterior inclusion probability (PIP) value was 0.9354. When OH-PAHs ≥(55) concentration, the joint effect on the risk of red blood cell abnormalities increased as the concentration of the OH-PAHs mixture increased. When OH-PAHs were at (65) and (75) concentrations, respectively, the risk of red blood cell abnormalities in adults were 3.09 and 4.98 times that of OH-PAHs at (50) concentrations, respectively. Compared with high concentration, low concentration of OH-PAHs exposure was more sensitive to red blood cell darmage. The acceptable doses of 8 kinds of OH-PAHs were 1.010 μmol/mol Cr (2-hydrol-naphthalene), 0.743 μmol/mol Cr (1-hydrol-naphthalene), 0.901 μmol/mol Cr (2-hydroxy-fluorene) and 0.775 μmol/mol Cr (1-hydroxy-phenanthrene), 0.737 μmol/mol Cr (1-hydroxy-pyrene), 0.607 μmol/mol Cr (9-hydroxy-fluorene), 0.713 μmol/mol Cr (2-hydroxy-phenanthrene) and 0.628 μmol/mol Cr (3-hydroxybenzo[a] pyrene), respectively. OH-PAHs mixture has positive combined effect on red blood cell damage in non-occupational population, and low concentration of OH-PAHs exposure is more sensitive to red blood cell damage. It is recommended that the exposure dose of PAHs should be controlled within 1 μmol/mol Cr.

摘要

探索基于贝叶斯核机器回归(BKMR)的多环芳烃(PAHs)基准剂量(BMD)估计。选取2014年至2019年夏季(6月至8月)在山西省某焦化厂接受调查的155名成年居民作为研究对象。于早晨采集受试者空腹肘静脉血用于血常规自动分析检测。采集晨尿样本用于尿常规及尿肌酐自动分析检测。采用BKMR模型结合BMD方法计算非职业人群PAHs暴露对红细胞损伤的可接受剂量。红细胞异常组(n = 117)中羟基多环芳烃(OH-PAHs)浓度显著高于正常组(n = 38)(P < 0.01)。在OH-PAHs的联合效应中,2-羟基萘贡献最大,后验包含概率(PIP)值为0.9354。当OH-PAHs≥(55)浓度时,其混合物对红细胞异常风险的联合效应随OH-PAHs混合物浓度增加而增大。当OH-PAHs分别处于(65)和(75)浓度时,成年人红细胞异常风险分别是OH-PAHs处于(50)浓度时的3.09倍和4.98倍。与高浓度相比,低浓度OH-PAHs暴露对红细胞损伤更敏感。8种OH-PAHs的可接受剂量分别为1.010 μmol/mol Cr(2-羟基萘)、0.743 μmol/mol Cr(1-羟基萘)、0.901 μmol/mol Cr(2-羟基芴)、0.775 μmol/mol Cr(1-羟基菲)、0.737 μmol/mol Cr(1-羟基芘)、0.607 μmol/mol Cr(9-羟基芴)、0.713 μmol/mol Cr(2-羟基菲)和0.628 μmol/mol Cr(3-羟基苯并[a]芘)。OH-PAHs混合物对非职业人群红细胞损伤具有正向联合效应,且低浓度OH-PAHs暴露对红细胞损伤更敏感。建议将PAHs的暴露剂量控制在1 μmol/mol Cr以内。

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