Evidence mapPaperPMID 40171419Full record

ArticleFrontiers in public health2025

Associations between metabolic syndrome and erectile dysfunction: evidence from the NHANES 2001-2004.

Wei Wang, Shuai Zhao, Ran Zhou, Pei-Ze Yu, Si-Yuan Pan, Peng-Fei Huan, Zhen-Duo Shi, Ying Liu, Xiao Hu, Jing-Ru Lu and 1 more

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Wei Wang *School of Medicine, Southeast University, Nanjing, China.
Shuai Zhao *Department of Urology, ZiBo 148 Hospital, China RongTong Medical Healthcare Group Co. Ltd., Zibo, China.
Ran Zhou *Department of Urology, Xuzhou Central Hospital, Xuzhou, China.
Pei-Ze Yu *Department of Urology, Xuzhou Central Hospital, Xuzhou, China.
Si-Yuan PanDepartment of Urology, Xuzhou Central Hospital, Xuzhou, China.
Peng-Fei HuanDepartment of Urology, Xuzhou Central Hospital, Xuzhou, China.
Zhen-Duo ShiDepartment of Urology, Xuzhou Central Hospital, Xuzhou, China.
Ying LiuDepartment of Central Laboratory, Xuzhou Central Hospital, Xuzhou, China.
Xiao HuDepartment of Central Laboratory, Xuzhou Central Hospital, Xuzhou, China.
Jing-Ru LuDepartment of Nephrology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China.
Conghui HanSchool of Medicine, Southeast University, Nanjing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and objectives: Erectile dysfunction is a common clinical condition that seriously affects the quality of life and mental health of men and their partners. Metabolic syndrome (MetS) is the most important public health problem threatening men's health worldwide, and its current prevalence continues to grow. This study examines the relationship between metabolic syndrome and erectile dysfunction (ED). Method: We conducted a cross-sectional study with data were sourced from NHANES 2001-2004. In this study, the relationship between METS-VF and ED was analyzed using multivariate logistic regression, followed by subgroup analyses to identify sensitive populations. Comparative logistic regression of the Receiver Operating Characteristic (ROC) curve assessed the diagnostic capability of METS-VF against the classical obesity index for ED. Creating Predictive Histograms for ED Patients and assess the net benefit of the model through Decision Curve Analysis (DCA). Results: The study enrolled 1,374 participants, of whom 545 self-reported ED history. There was a significant positive association between metabolic syndrome and erectile dysfunction (ED). The risk of ED in people with metabolic syndrome was 2.32 times higher than that in people without metabolic syndrome (dominance ratio = 2.32, 95% confidence interval: 1.83-2.96, Conclusion: The risk of ED in people with metabolic syndrome was 2.32 times higher than that in people without metabolic syndrome. Furthermore, this observed positive correlation emphasizes the need for increased vigilance in patients with advanced age, smoking, and MetS.

Indexed as

Erectile DysfunctionMetabolic SyndromeAdultAgedAged, 80 and overCross-Sectional StudiesHumansLogistic ModelsMaleMiddle AgedNutrition SurveysPrevalenceRisk Factorscross-sectional studyerectile dysfunctionmetabolic syndromeNHANESprevalence

Identifiers

PMID40171419
PMCPMC11958181

What Socratic holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.