ArticleCardiovascular diabetology2024
Exposure of cumulative atherogenic index of plasma and the development of prediabetes in middle-aged and elderly individuals: evidence from the CHARLS cohort study.
Article in Cardiovascular diabetology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 1 of them a synthesis that pooled it.
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Who cites it
48 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Lipid biomarkers for the prediction of type 2 diabetes risk, an umbrella review and updated meta-analyses of prospective observational studies.Frontiers in endocrinology · 2026Pooled it
- Long-term cumulative exposure and change patterns of CTI-FI predict the risk of cardiometabolic multimorbidity in middle-aged and older Chinese adults.Journal of diabetes and metabolic disorders · 2026Article
- Atherogenic index of plasma and risk of hypertensive disorders of pregnancy in women with gestational diabetes mellitus: a two-center cohort study.Hypertension research : official journal of the Japanese Society of Hypertension · 2026Observational
- Associations of cumulative exposure and dynamic trajectories of the combined atherogenic and frailty index with incident cardiometabolic multimorbidity: a longitudinal analysis based on the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Composite C-reactive protein-triglyceride-glucose-adiposity indices and incident cardiovascular disease in the CHARLS cohort: a prospective cohort study.Cardiovascular diabetology · 2026Article
- Joint association of atherogenic index of plasma (AIP) and body roundness index (BRI) with cardiometabolic multimorbidity in adults in Guangzhou, China.Cardiovascular diabetology · 2026Article
- Longitudinal associations of cumulative and repeated-measure patterns of insulin resistance surrogate indices with biological age acceleration and incident cardiovascular disease across cardiovascular-kidney-metabolic syndrome stages 0-3: evidence from CHARLS 2011-2020.Cardiovascular diabetology · 2026Article
- Correlation between the modified cardiometabolic index and the incidence of cardiovascular disease in a population with cardiovascular-kidney-metabolic syndrome stages 0-3: a nationwide prospective cohort study.Scientific reports · 2026Article
- Has volume-based procurement reduced household catastrophic health expenditure in rural patients with chronic disease?-Evidence from CHARLS 2018 and 2020 in China.Health economics review · 2026Article
- Associations of cumulative exposure and dynamic patterns of the C-reactive protein-triglyceride-glucose index with cardiometabolic multimorbidity in middle-aged and elderly Chinese: a nationwide cohort study.BMC public health · 2026Article
- Association of cumulative exposure and change patterns of triglyceride-glucose index combined with novel obesity indices with glycemic transitions in prediabetes: evidence from the China Health and Retirement Longitudinal Study (CHARLS).Cardiovascular diabetology · 2026Article
- Longitudinal cohort study on the dynamic changes of atherogenic index of plasma and the risk of cardiometabolic multimorbidity in middle - aged and elderly people.BMC cardiovascular disorders · 2026Article
- Associations of cumulative exposure and dynamic trajectories of the triglyceride-total cholesterol-body weight index with new-onset cardiometabolic multimorbidity in middle-aged and older Chinese adults: evidence from a nationwide prospective cohort study.Cardiovascular diabetology · 2026Article
- A retrospective cohort study identifies differential diabetes progression among Han, Dai, and Yi groups in Yunnan.iScience · 2026Article
- Association between non-traditional lipid-inflammatory parameters and incident diabetes: a national prospective cohort study.BMC endocrine disorders · 2026Article
- Association of Atherogenic Index of Plasma With Prediabetics-A Cross-Sectional Study.Endocrinology, diabetes & metabolism · 2026Review
- Impact of control patterns for the atherogenic index of plasma and its obesity-associated indices on transitions in prediabetes glycemic status: results from the CHARLS national cohort study.Lipids in health and disease · 2026Article
- Article
- Association of cumulative cholesterol-HDL-glucose index with blood pressure changes and risk of new-onset hypertension in middle-aged and older adults: a cohort study.Cardiovascular diabetology · 2026Article
- Association between different dimensions of C-reactive protein-triglyceride-glucose index and the incidence of frailty in middle-aged and elderly adults in China: a nationwide prospective cohort study.Lipids in health and disease · 2026Article
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Abstract
backgroundThe impact of dynamic changes in the degree of atherosclerosis on the development of prediabetes remains unclear. This study aims to investigate the association between cumulative atherogenic index of plasma (CumAIP) exposure during follow-up and the development of prediabetes in middle-aged and elderly individuals.
methodsA total of 2,939 prediabetic participants from the first wave of the China Health and Retirement Longitudinal Study (CHARLS) were included. The outcomes for these patients, including progression to diabetes and regression to normal fasting glucose (NFG), were determined using data from the third wave. CumAIP was calculated as the ratio of the average AIP values measured during the first and third waves to the total exposure duration. The association between CumAIP and the development of prediabetes was analyzed using multivariable Cox regression and restricted cubic spline (RCS) regression.
resultsDuring a median follow-up period of 3 years, 15.21% of prediabetic patients progressed to diabetes, and 22.12% regressed to NFG. Among the groups categorized by CumAIP quartiles, the proportion of prediabetes progressing to diabetes gradually increased (Q1: 10.61%, Q2: 13.62%, Q3: 15.65%, Q4: 20.95%), while the proportion regressing to NFG gradually decreased (Q1: 23.54%, Q2: 23.71%, Q3: 22.18%, Q4: 19.05%). Multivariable-adjusted Cox regression showed a significant positive linear correlation between high CumAIP exposure and prediabetes progression, and a significant negative linear correlation with prediabetes regression. Furthermore, in a stratified analysis, it was found that compared to married individuals, those who were unmarried (including separated, divorced, widowed, or never married) had a relatively higher risk of CumAIP-related diabetes.
conclusionCumAIP is closely associated with the development of prediabetes. High CumAIP exposure not only increases the risk of prediabetes progression but also hinders its regression within a certain range. These findings suggest that monitoring and maintaining appropriate AIP levels may help prevent the deterioration of blood glucose levels.
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