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肥胖中年人群中 C 反应蛋白与抑郁的非线性关系。

Nonlinear Relationship Between C-Reactive Protein and Depression Among Obese Middle-Aged Adults.

出版信息

Nurs Res. 2023;72(3):236-245. doi: 10.1097/NNR.0000000000000646. Epub 2023 Feb 26.

Abstract

BACKGROUND

Despite the agreement on the significance of the relationship between the C-reactive protein (CRP) and depression, research results have been discrepant by gender.

OBJECTIVE

We attempted to address this uncertainty via a generalized additive model and more carefully analyzed the shape of the CRP-depression relationship in terms of sex.

METHODS

This is a secondary data analysis using the National Health and Nutrition Examination Survey (2017-2020) data targeting 1,581 obese middle-aged adults (40-70 years, 51.4% women) with CRP ≤ 10 mg/L. The study outcome was depression severity, assessed by the nine-item Patient Health Questionnaire. Several models were built, adjusting for relevant sociodemographic, lifestyle, and clinical covariates. The value of the effective degree of freedom (EDF) quantifies curvature of the relationship. The threshold effect was investigated using a two-piecewise linear regression model, when needed.

RESULTS

Among men, an increasing linear pattern was found (EDF ≈ 1). Contrastingly among women, the EDF value was > 2 in all unadjusted and adjusted models, indicating the smooth (curved) association. The threshold level affected the association pattern particularly for women, among whom the depression severity related to CRP significantly increased as the CRP level increased to an inflection point of 3.6 mg/L but decreased thereafter.

DISCUSSION

Assuming linearity for the CRP association with depression may not be appropriate for middle-aged obese women. Although we do not claim to provide a definite method of assessing the CRP-depression relationship, we hope to offer a different perspective when exploring this relationship. Thus, the results should be interpreted cautiously, and future studies on this topic should replicate this approach with generalized additive models.

摘要

背景

尽管人们已经达成共识,即 C 反应蛋白(CRP)与抑郁之间存在关联,但研究结果因性别而异。

目的

我们试图通过广义相加模型来解决这一不确定性,并更仔细地分析 CRP 与抑郁之间的关系在性别方面的形态。

方法

这是一项使用国家健康与营养调查(2017-2020 年)数据的二次数据分析,针对的是 1581 名 CRP≤10mg/L 的肥胖中年成年人(40-70 岁,女性占 51.4%)。研究结果是抑郁严重程度,采用 9 项患者健康问卷进行评估。建立了几个模型,调整了相关的社会人口学、生活方式和临床协变量。有效自由度(EDF)的值量化了关系的曲率。当需要时,使用两段线性回归模型来研究阈值效应。

结果

在男性中,发现了一种递增的线性模式(EDF≈1)。相比之下,在女性中,所有未经调整和调整后的模型的 EDF 值均>2,表明存在平滑(弯曲)的关联。阈值水平特别影响了女性的关联模式,在女性中,随着 CRP 水平增加到 3.6mg/L 的转折点,与 CRP 相关的抑郁严重程度显著增加,但此后又下降。

讨论

对于中年肥胖女性,假设 CRP 与抑郁之间存在线性关联可能并不合适。尽管我们不声称提供了评估 CRP 与抑郁关系的明确方法,但我们希望在探索这种关系时提供一个不同的视角。因此,结果应谨慎解释,未来关于这一主题的研究应使用广义相加模型复制这一方法。

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