Evidence map›Paper›PMID 41029158›Full record

ArticleMedicine2025

The Framingham steatosis index as a predictor of advanced CKM syndrome in US adults: Evidence from NHANES 2001 to 2018.

Fangchun Yang, Xuzhao Gao, Rui Tang, Kang Yang

Abstract read
In one paragraph

Article in Medicine, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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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

2 citing papers in PubMed.

  1. Article
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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

4 authors.

Fangchun YangDepartment of Hepatobiliary Surgery, Zhangjiajie People's Hospital, Zhangjiajie, Hunan Province, China.
Xuzhao Gao
Rui Tang

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The coexistence of cardiovascular disease (CVD), chronic kidney disease, and metabolic abnormalities represents the multifaceted cardiovascular-kidney -metabolic (CKM) syndrome, posing significant challenges for clinical management and public health. Emerging evidence implicates hepatic steatosis as a pivotal factor exacerbating metabolic imbalance, yet its precise contribution to CKM syndrome onset and progression remains insufficiently elucidated. Understanding this relationship is critical for refining disease stratification and therapeutic strategies. Utilizing a nationally representative sample of 20,595 adults aged 20 years and older from 9 cycles (2001-2018) of the National Health and Nutrition Examination Survey, this study employed the Framingham Steatosis Index (FSI) as a validated proxy for hepatic fat accumulation. CKM syndrome was categorized according to established diagnostic frameworks integrating cardiovascular, renal, and metabolic risk markers. Associations between FSI and advanced stages of CKM syndrome were examined through multivariable logistic regression analyses, with further exploration of potential effect modification by age, smoking status, and other demographic variables via subgroup and nonlinear modeling approaches. Incremental elevations in FSI corresponded to a significant increase in the odds of advanced CKM syndrome (adjusted OR 1.12; 95% CI: 1.08-1.17 per unit increase). Participants within the highest FSI quartile exhibited a 55% greater risk relative to those in the lowest quartile (OR 1.55; 95% CI: 1.27-1.90). The prevalence of advanced CKM syndrome in the study population was 18.82%. Interaction analyses highlighted that these associations were particularly pronounced among individuals younger than 60 years and among current smokers, suggesting differential susceptibility across populations. Moreover, the relationship between FSI and advanced CKM syndrome displayed a nonlinear pattern in older adults (≥60 years), indicative of complex age-dependent pathophysiological mechanisms. This study establishes hepatic steatosis, as approximated by FSI, as a significant independent marker of advanced CKM syndrome risk in U.S. adults. Incorporation of FSI into clinical assessments may improve early risk stratification and enable comprehensive, targeted interventions to reduce cardiovascular, renal, and metabolic morbidity. These findings underscore hepatic steatosis as a critical component in the multisystem pathogenesis of CKM syndrome.

Indexed as

Cardiovascular DiseasesFatty LiverMetabolic SyndromeAdultAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysRenal Insufficiency, ChronicRisk FactorsUnited StatesYoung Adultcardiovascular-kidney-metabolic syndromeFramingham steatosis indexhepatic steatosismetabolic syndromeNHANES

Identifiers

PMID41029158
PMCPMC13593279

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.