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血清单个和混合化物与一般人群中抑郁症状的关联:机器学习研究

Lin Ge¹, Jin Liu¹, Xiao Kang¹

¹Department of Epidemiology and Health Statistics, the School of Public Health of Qingdao University, No. 308 Ningxia Road, Qingdao 266071, China.

Journal of affective disorders

|October 21, 2023

概括

暴露于化物,包括甲和甲,与一般人群中抑郁症状的增加有关. 这项研究强调了可能导致抑郁风险的环境因素.

科学领域:

环境健康环境健康
神经科学是一个神经科学.
毒理学毒理学毒理学

背景情况:

化物暴露是常见的,可能会影响心理健康.
潜在的机制将化物与抑郁症联系起来.
需要进行研究,以了解一般人群中的这些关联.

研究的目的:

为了研究单个和混合化物和抑郁症状的血清水平之间的关系.
为了确定与抑郁症相关的特定化物.
为了探索化物之间的潜在相互作用.

主要方法:

利用了来自国家健康和营养检查调查 (2013-2014) 的数据.
使用患者健康问卷-9.9评估抑郁症状.
采用加权二项逻辑回归和贝叶斯核机器回归 (BKMR) 模型.
进行了性别分层和敏感性分析.

主要成果:

在高甲水平和抑郁症状之间发现了积极的关联 (OR: 2.86).
对甲和异甲观察到负相关性.
BKMR模型表明混合化物和抑郁症状之间存在积极的关联,其中甲和甲是主要的贡献者.
发现了化物相互作用;男性中化物占主导,女性中化物占主导.

结论:

混合化物暴露与抑郁症状的风险增加有关.
甲基和甲基是导致这种风险的关键甲基.
研究结果表明,环境中的化物可能是抑郁症的潜在因素.

关键词:

阿尔德化物是什么 BKMR BKMR 在线播放抑郁症抑郁症抑郁症抑郁症的症状抑郁症的症状混合暴露混合暴露的情况.

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