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美国成年人中炎症指标(MLR、NLR、SII、SIRI 和 AISI)与勃起功能障碍的相关性:NHANES 2001-2004。

Association between inflammation indicators (MLR, NLR, SII, SIRI, and AISI) and erectile dysfunction in US adults: NHANES 2001-2004.

机构信息

Department of Urology, Renmin Hospital, Hubei University of Medicine, Shiyan, 442000, Hubei, PR China.

School of Public Health, Ningxia Medical University, Yinchuan, 750004, Ningxia, China.

出版信息

J Health Popul Nutr. 2024 Oct 26;43(1):169. doi: 10.1186/s41043-024-00667-4.

Abstract

BACKGROUND

This study aimed to assess the relationship between multiple indicators of inflammation and erectile dysfunction through an analysis of data from the National Health and Nutrition Examination Survey (NHANES). This represents the first large-scale, cross-sectional investigation that explores this association by jointly analyzing various inflammatory markers.

METHODS

We performed a cross-sectional analysis with NHANES data from 2001 to 2004. Erectile dysfunction (ED) was evaluated through a self-reported questionnaire and testosterone levels, while inflammatory markers were derived from standard blood test parameters. Our approach included multivariate logistic regression, subgroup analyses, generalized additive modeling (GAM), and smoothed curve fitting to evaluate the link between inflammatory markers (NLR, MLR, SII, SIRI, AISI) and ED. Additionally, we utilized receiver operating characteristic (ROC) curves to determine the diagnostic utility of these markers, comparing their area under the curve (AUC) values.

RESULTS

A total of 3610 participants were included in this study, and the population-weighted ED patients were 18.91%. In the adjusted model, multiple logistic regression analysis showed a positive association between five inflammatory indicators (Ln-NLR, Ln-MLR, Ln-SII, Ln-SIRI, and Ln-AISI) and ED. Smoothed curve fitting showed a nonlinear positive correlation between the five inflammatory indicators and ED. Furthermore, subgroup analyses showed that this correlation was stronger in people older than 50 year. ROC curve analysis showed the highest diagnostic performance for the study outcome with MLR (AUC = 0.616, 95% CI: 0.5952-0.637), which was significantly better than SIRI, NLR, AISI, and SII.

CONCLUSION

MLR is potentially more effective than other biomarkers (NLR, SIRI, AISI, SII) in predicting ED. Men with elevated MLR levels should be particularly aware of their increased risk of developing ED.

摘要

背景

本研究旨在通过对国家健康和营养检查调查(NHANES)数据的分析,评估多种炎症指标与勃起功能障碍之间的关系。这是首次通过联合分析各种炎症标志物来探讨这种相关性的大规模横断面研究。

方法

我们对 2001 年至 2004 年的 NHANES 数据进行了横断面分析。勃起功能障碍(ED)通过自我报告问卷和睾酮水平进行评估,而炎症标志物则来自标准血液测试参数。我们的方法包括多变量逻辑回归、亚组分析、广义加性建模(GAM)和平滑曲线拟合,以评估炎症标志物(NLR、MLR、SII、SIRI、AISI)与 ED 之间的关系。此外,我们还利用接收者操作特征(ROC)曲线来确定这些标志物的诊断效用,比较它们的曲线下面积(AUC)值。

结果

本研究共纳入 3610 名参与者,人群加权 ED 患者为 18.91%。在调整后的模型中,多变量逻辑回归分析显示,五种炎症指标(Ln-NLR、Ln-MLR、Ln-SII、Ln-SIRI 和 Ln-AISI)与 ED 呈正相关。平滑曲线拟合显示,五种炎症指标与 ED 之间呈非线性正相关。此外,亚组分析显示,这种相关性在年龄大于 50 岁的人群中更强。ROC 曲线分析显示,MLR 对研究结果的诊断性能最高(AUC=0.616,95%CI:0.5952-0.637),明显优于 SIRI、NLR、AISI 和 SII。

结论

MLR 比其他生物标志物(NLR、SIRI、AISI、SII)在预测 ED 方面更有效。MLR 水平升高的男性应特别注意其发生 ED 的风险增加。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/19d0/11514745/8c390425b29f/41043_2024_667_Fig1_HTML.jpg

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