Evidence map›Paper›PMID 40287685›Full record

ArticleCardiovascular diabetology2025

Association between atherogenic index of plasma with all-cause and cardiovascular mortality in individuals with Cardiovascular-Kidney-Metabolic syndrome.

Qianrong Zheng, Zhenyang Cao, Jiayi Teng, Qian Lu, Pan Huang, Jianghua Zhou

Registry-linked trialAbstract read
In one paragraph

Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT07547098 (Study on Construction of Whole Lifecycle Cohort, Big Data Management and Clinical Prognosis of Cardio-Renal-Metabolic), which is not on this map. Cited by 58 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
58citing papers in PubMed, 1 pooled it
–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.

NCT07547098 recruitingnot on this mapstarted 2026, after this paper: background citation

Study on Construction of Whole Lifecycle Cohort, Big Data Management and Clinical Prognosis of Cardio-Renal-Metabolic (CKM) Syndrome

Typeobservational_patient_registrySponsorFirst Affiliated Hospital of Fujian Medical UniversityRan2026 to 2031Enrolled8,000ConditionsCardiovascular Diseases (CVD), Chronic Kidney Disease, Metabolic Diseases, Cardiovascular-kidney-metabolic Syndrome
3 · Its place in the literature

Who cites it

58 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Review
  6. Article
  7. Article
  8. Article
  9. Article
  10. Article
  11. Article
  12. Article
  13. Article
  14. Article
  15. Article
  16. Review
  17. Review
  18. Article
  19. Article
  20. Article
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

6 authors.

Qianrong Zheng *Department of Cardiology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou Medical University, Wenzhou, China.
Zhenyang Cao *College of Nursing, Wenzhou Medical University, Wenzhou, China.
Jiayi Teng *College of Nursing, Wenzhou Medical University, Wenzhou, China.
Qian LuCollege of Nursing, Wenzhou Medical University, Wenzhou, China.
Pan HuangCollege of Nursing, Wenzhou Medical University, Wenzhou, China. hpzyqzjh@wmu.edu.cn.
Jianghua ZhouDepartment of Cardiology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou Medical University, Wenzhou, China. zhoujianghua@wmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiovascular-Kidney-Metabolic (CKM) syndrome, as a new clinical concept, emphasizes the multifaceted interaction between metabolic disorders, chronic kidney disease (CKD), and cardiovascular disease (CVD). Some evidence suggests atherogenic index of plasma (AIP) is strongly linked to cardiovascular mortality. However, data on its association with mortality across CKM syndrome remain scarce. Our study aimed to investigate the association between AIP and all-cause and cardiovascular mortality among individuals with CKM syndrome.

methodsThis study included 15,703 participants with CKM syndrome from the National Health and Nutrition Examination Survey (NHANES) from 2005 to 2018. The AIP index is calculated as log10(triglycerides/high-density lipoprotein cholesterol [TG/HDL-C]). Mortality outcomes were determined by linking NHANES participants with the National Death Index (NDI), with follow-up data available through December 31, 2019. Kaplan-Meier (K-M) survival curves, Cox regression analysis, restricted cubic spline (RCS) and subgroups analysis were used to explore the relationship between AIP levels and mortality in individuals with CKM syndrome.

resultsOver a median follow-up of 7.67 years, a total of 1570 deaths were documented, including 344 cardiovascular deaths. Kaplan-Meier survival analysis demonstrated that the lowest all-cause and CVD mortality rates were observed in the lowest AIP tertile. Compared with individuals in the lowest AIP tertile, Cox analysis indicated that those in highest tertile were associated with a higher risk of all-cause and CVD mortality (HR = 1.19, 95% CI 1.08-1.31, P < 0.001; HR = 1.38, 95% CI 1.22-1.57, P < 0.001) after adjusting for covariates, respectively. As a continuous variable, AIP levels had an approximate positive linear dose-response relationship with all-cause and CVD mortality. Subgroup analysis revealed no significant interactions with the examined variables, except for gender.

conclusionsThis study demonstrated that elevated AIP levels in individuals with CKM syndrome are strongly linked to higher mortality risks, notably all-cause mortality in advanced stages and CVD mortality across both non-advanced and advanced stages. These findings further highlight the importance of AIP as a valuable risk biomarker, providing a simple and effective tool for identifying mortality risk in individuals with CKM syndrome.

Indexed as

Cardio-Renal SyndromeCardiovascular DiseasesCholesterol, HDLMetabolic SyndromeTriglyceridesAdultAgedBiomarkersCause of DeathCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysPredictive Value of TestsBiomarkersCholesterol, HDLTriglyceridesAll-cause mortalityAtherogenic index of plasmaCardiovascular-Kidney-Metabolic syndromeCardiovascular mortality

Identifiers

PMID40287685
PMCPMC12034140

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

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.