Evidence map›Paper›PMID 41606469›Full record

ArticleBMC gastroenterology2026

Association between remnant cholesterol and cardiometabolic multimorbidity in non-alcoholic fatty liver disease patients: evidence from a cross-sectional study.

Yilian Xie, Hui Li, Yuxiang Xu, Dong Lv, Jinguo Chu, Jiayuan Ye, Kai Huang

Abstract read
In one paragraph

Article in BMC gastroenterology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

7 authors.

Yilian Xie *Department of Hepatology, The First Affiliated Hospital of Ningbo University, Ningbo, , 315000, Zhejiang, China.
Hui Li *Health Science Center, Ningbo University, Ningbo, 315000, Zhejiang, China.
Yuxiang XuMedical Department, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, 312399, Zhejiang Province, China.
Dong LvMedical Department, Shangyu People's Hospital of Shaoxing, Shaoxing University, Shaoxing, 312399, Zhejiang Province, China.
Jinguo ChuDepartment of Hepatology, The First Affiliated Hospital of Ningbo University, Ningbo, , 315000, Zhejiang, China. chujg@126.com.
Jiayuan YeHealth Science Center, Ningbo University, Ningbo, 315000, Zhejiang, China. javin2010@163.com.
Kai HuangDepartment of General Medicine, The Affiliated Yangming Hospital of Ningbo University, Ningbo, 315000, Zhejiang, China. huangkaihra@163.com.

Funding

the Zhejiang Medical and Health Science and Technology 2025KY246
6 · The paper itself

Abstract

backgroundCardiometabolic multimorbidity (CMM) is a significant concern in patients with non-alcoholic fatty liver disease (NAFLD). However, the relationship between residual cholesterol (RC) levels and CMM risk in adult NAFLD patients remains poorly understood. This study aimed to investigate the association between RC levels and the risk of CMM in adult NAFLD patients using data from a large-scale, cross-sectional cohort.

methodsData were derived from the National Health and Nutrition Examination Survey (NHANES). Three multivariable logistic regression models and restricted cubic spline (RCS) analysis were employed to explore the relationship between RC and CMM risk in NAFLD patients, adjusting for potential confounders. Subgroup analyses and interaction tests were also conducted to assess the robustness of the findings.

resultsA significant positive association between RC levels and CMM risk was observed in NAFLD patients across all models (model1: OR = 1.094, 95% CI: 1.013,1.182, P = 0.023; model2: OR = 1.153, 95% CI: 1.061,1.253, P < 0.001; model3: OR = 1.158, 95% CI: 1.066,1.259, P < 0.001). Subgroup analysis showed that a stronger association between RC and CMM in patients with high fibrosis risk (P = 0.048). RCS analysis confirmed a nonlinear relationship, with CMM risk plateauing at higher RC concentrations.

conclusionsRC levels are significantly associated with CMM risk in adult NAFLD patients. These findings underscore the importance of monitoring RC levels as a potential marker for identifying individuals at higher risk of CMM, offering insights into the need for early intervention strategies. Further research is necessary to validate these findings and explore the association's underlying mechanisms.

Indexed as

Cardiovascular DiseasesCholesterolMultimorbidityNon-alcoholic Fatty Liver DiseaseAdultCardiometabolic Risk FactorsCross-Sectional StudiesFemaleHumansLogistic ModelsMaleMiddle AgedNutrition SurveysRisk FactorsCholesterolCardiometabolic diseases (CMDs)Cardiometabolic Multimorbidity (CMM)National Health and Nutrition Examination Survey (NHANES)Non-alcoholic fatty liver disease (NAFLD)Remnant Cholesterol (RC)

Identifiers

PMID41606469
PMCPMC12922202

What Socratic holds

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LicenceCC BY-NC-ND
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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.