ArticleBMC medicine2023
Temporal relationship between atherogenic dyslipidemia and inflammation and their joint cumulative effect on type 2 diabetes onset: a longitudinal cohort study.
Article in BMC medicine, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers.
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48 citing papers in PubMed, 68 citations in OpenAlex.
- Association of atherogenic index of plasma with gestational diabetes mellitus and birth weight outcomes, and the mediating role of blood glucose.Journal of diabetes investigation · 2026Article
- The synergistic pattern of metabolic-inflammatory changes jointly predicts cardiovascular risk in Chinese middle-aged and older adults: a prospective cohort study.Scientific reports · 2026Article
- Atherogenic index of plasma in early pregnancy: associations with gestational diabetes mellitus and preeclampsia and its mediating role.Lipids in health and disease · 2026Article
- Association between non-traditional lipid-inflammatory parameters and incident diabetes: a national prospective cohort study.BMC endocrine disorders · 2026Article
- The combined effects of cardiometabolic index and high sensitivity C-reactive protein on cardiometabolic multimorbidity risk: a prospective analysis based on CHARLS.Lipids in health and disease · 2026Article
- Association of life's essential 8 with chronic respiratory disease mortality and lung health: a national cohort study.BMJ open respiratory research · 2026Article
- Development and validation of the C-reactive protein-triglyceride-glucose index for predicting short- and long-term mortality in critically ill patients with coronary artery disease: a multicenter cohort study.Frontiers in cardiovascular medicine · 2026Article
- Non-Glycemic Clinical Data for Type 2 Diabetes Detection in Mexican Adults: A Comparative Analysis of Atherogenic Indices, Statistical Transformations, and Machine Learning Algorithms.Diagnostics (Basel, Switzerland) · 2025Article
- Cumulative triglyceride-glucose index and hypertension risk: a longitudinal cohort study.BMC public health · 2025Observational
- Determinants of Atherogenic Dyslipidemia and Lipid Ratios: Associations with Sociodemographic Profile, Lifestyle, and Social Isolation in Spanish Workers.Journal of clinical medicine · 2025Article
- Association between atherogenic index of plasma and risk of type 2 diabetes mellitus and the mediating effect of BMI: a comparative analysis in Chinese and Japanese populations.Diabetology & metabolic syndrome · 2025Article
- The predictive value of atherogenic index of plasma and clonal hematopoiesis of indeterminate potential among patients with STEMI-from a prospective cohort study.Cardiovascular diabetology · 2025Article
- Associations of cumulative exposure and dynamic trajectories of the C-reactive protein-triglyceride-glucose index with incident cardiovascular disease in middle-aged and older Chinese adults: a nationwide cohort study.Cardiovascular diabetology · 2025Article
- High-sensitivity c-reactive protein and cardiovascular disease risk assessment in a population of type 2 diabetes mellitus patients.BMC cardiovascular disorders · 2025Article
- High-dose IL-37 promotes inflammatory activity of macrophage via Preferential ligation of the IL-18Rα.Scientific reports · 2025Article
- Decoding the impact of glucose-dependent insulinotropic polypeptide receptor (GIPR) agonist on cardiometabolic health: inflammatory mediators at the focus.Diabetology & metabolic syndrome · 2025Article
- Temporal relationship between chronic inflammation and insulin resistance and their combined cumulative effect on cancer risk: a longitudinal cohort study.BMC public health · 2025Article
- Elevated high-sensitivity C-reactive protein and dyslipidaemia in type 2 diabetes mellitus: implications for cardiovascular risk prediction in Nigerian patients.BMC endocrine disorders · 2025Article
- Association between the atherogenic index of plasma and the systemic immuno-inflammatory index using NHANES data from 2005 to 2018.Scientific reports · 2025Article
- Interplay between periodontitis and chronic kidney disease.Nature reviews. Nephrology · 2025Review
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12 authors at 7 institutions in 2 countries.
Funding
Abstract
backgroundConcurrent atherogenic dyslipidemia and elevated inflammation are commonly observed in overt hyperglycemia and have long been proposed to contribute to diabetogenesis. However, the temporal relationship between them and the effect of their cumulative co-exposure on future incident type 2 diabetes (T2D) remains unclear.
methodsLongitudinal analysis of data on 52,224 participants from a real-world, prospective cohort study (Kailuan Study) was performed to address the temporal relationship between high-sensitivity C-reactive protein (hsCRP) and the atherogenic index of plasma (AIP, calculated as triglyceride/high-density lipoprotein) in an approximately 4-year exposure period (2006/2007 to 2010/2011). After excluding 8824 participants with known diabetes, 43,360 nondiabetic participants were included for further analysis of the T2D outcome. Cox regression models were used to examine the adjusted hazard ratios (aHRs) upon the cumulative hsCRP (CumCRP) and AIP (CumAIP) in the exposure period.
resultsIn temporal analysis, the adjusted standardized correlation coefficient (β1) of hsCRP_2006/2007 and AIP_2010/2011 was 0.0740 (95% CI, 0.0659 to 0.0820; P < 0.001), whereas the standardized correlation coefficient (β2) of AIP_2006/2007 and hsCRP_2010/2011 was - 0.0293 (95% CI, - 0.0385 to - 0.0201; P < 0.001), which was significantly less than β1 (P < 0.001). During a median follow-up of 7.9 years, 5,118 T2D cases occurred. Isolated exposure to CumAIP or CumCRP was dose-dependently associated with T2D risks, independent of traditional risk factors. Significant interactions were observed between the median CumAIP (- 0.0701) and CumCRP thresholds (1, 3 mg/L) (P = 0.0308). Compared to CumAIP < - 0.0701 and CumCRP < 1 mg/L, those in the same CumAIP stratum but with increasing CumCRP levels had an approximately 1.5-fold higher T2D risk; those in higher CumAIP stratum had significantly higher aHRs (95% CIs): 1.64 (1.45-1.86), 1.87 (1.68-2.09), and 2.04 (1.81-2.30), respectively, in the CumCRP < 1, 1 ≤ CumCRP < 3, CumCRP ≥ 3 mg/L strata. Additionally, the T2D risks in the co-exposure were more prominent in nonhypertensive, nondyslipidemic, nonprediabetic, or female participants.
conclusionsThese findings suggest a stronger association between elevated hsCRP and future AIP changes than vice versa and highlight the urgent need for combined assessment and management of chronic inflammation and atherogenic dyslipidemia in primary prevention, particularly for those with subclinical risks of T2D.
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