ArticleDiabetology & metabolic syndrome2022
Comparison of the predictive value of four insulin resistance surrogates for the prevalence of hypertension: a population-based study.
Article in Diabetology & metabolic syndrome, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 34 papers, 1 of them a synthesis that pooled 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.
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.
Who cites it
34 citing papers in PubMed, 1 synthesis or guideline pooled it.
- The triglyceride-glucose index is associated with a higher risk of hypertension: evidence from a cross-sectional study of Chinese adults and meta-analysis of epidemiology studies.Frontiers in endocrinology · 2025Pooled it
- Association between the cumulative average triglyceride glucose-BMI and hypertension incidence among the middle-aged and older population: a prospective nationwide cohort study in China.Journal of hypertension · 2026Article
- Article
- Association of surrogate indices of insulin resistance with hypertension: a cross-sectional analysis from PERSIAN Dena cohort study (PDCS).Scientific reports · 2025Article
- Association between triglyceride-glucose index combined with a body shape index and atherosclerotic cardiovascular disease risk varies by glycemic status: insights from the UK Biobank.Cardiovascular diabetology · 2025Article
- Association between triglyceride glucose-body mass index and preeclampsia risk in advanced maternal age pregnant women-a retrospective cohort study.Scientific reports · 2025Article
- Association of metabolic score for insulin resistance and preeclampsia: a multicenter cohort study.Lipids in health and disease · 2025Article
- Associations between four insulin resistance (IR) surrogates and the risk of small cell lung cancer (SCLC).Scientific reports · 2025Article
- Associations of Estimated Glucose Disposal Rate With Stroke Risk and Poststroke Adverse Outcomes: A Prospective Cohort Study.CNS neuroscience & therapeutics · 2025Article
- Association between triglyceride-glucose-body mass index and risk of aortic stenosis progression in patients with non-severe aortic stenosis: a retrospective cohort study.Cardiovascular diabetology · 2025Observational
- Association between non-insulin-based insulin resistance indicators and frailty progression: a national cohort study and mendelian randomization analysis.Cardiovascular diabetology · 2025Article
- Association of Triglyceride-Glucose Index, Triglyceride to High-Density Lipoprotein Cholesterol Ratio, and Related Parameters With Prehypertension and Hypertension.Journal of clinical hypertension (Greenwich, Conn.) · 2025Article
- The triglyceride glucose-body mass index is positively associated with higher risk of hypertension in rural southwest Chinese population: a cross sectional study.Frontiers in cardiovascular medicine · 2025Article
- Association between triglyceride-glucose index and its obesity indicators with hypertension in postmenopausal women: a cross-sectional study.Frontiers in nutrition · 2025Article
- The triglyceride glucose-body mass index predicts adverse reproductive outcomes in women with polycystic ovary syndrome undergoing frozen embryo transfer.Frontiers in endocrinology · 2025Article
- Relationship of the metabolic score for insulin resistance and the new-onset hypertension: Evidence from CHARLS.PloS one · 2025Article
- Changes in the metabolic score for insulin resistance index for risk prediction of stroke in middle-aged and older Chinese population.The EPMA journal · 2024Article
- Association between four insulin resistance surrogates and the risk of esophageal cancer: a prospective cohort study using the UK Biobank.Journal of cancer research and clinical oncology · 2024Article
- Association of triglyceride-glucose index and its related parameters with atherosclerotic cardiovascular disease: evidence from a 15-year follow-up of Kailuan cohort.Cardiovascular diabetology · 2024Article
- Association of triglyceride glucose index and triglyceride glucose-body mass index with sudden cardiac arrest in the general population.Cardiovascular diabetology · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundSeveral studies have investigated the association of insulin resistance (IR) surrogates and the risk of hypertension. However, it is unclear whether there exist differences between different IR surrogates and hypertension risk. Therefore, this study aimed to explore the association of four IR surrogates (triglyceride-glucose index (TyG index), triglyceride-glucose index with body mass index (TyG-BMI), triglycerides/high-density lipoprotein cholesterol ratio (TG/HDL-c), and metabolic score for IR (METS-IR)) with the prevalence of hypertension.
methodsThis is a cross-sectional study with a total of 117,056 participants. Data were extracted from a computerized database established by Rich Healthcare Group in China, which included all medical records of participants who received a health check-up from 2010 to 2016. IR surrogates were grouped into quartiles as continuous variables, and multivariate logistic regression was performed to estimate the association between different IR surrogate levels and the prevalence of hypertension. Results were expressed as odds ratios (ORs) and 95% confidence intervals (CIs). Missing data were accounted by multiple imputation. These analyses were considered as the sensitivity analysis. Meanwhile, the Bayesian network (BN) model was constructed to further evaluate the relationship between baseline characteristics and the four IR surrogates and the prevalence of hypertension, as well as the importance of every single variable for the prevalence of hypertension.
resultsMultivariate logistic regression analysis revealed that TyG-BMI and METS-IR were independent risk factors for the prevalence of hypertension that increased significantly with increasing TyG-BMI and METS-IR (p for trend < 0.001). The area under the TyG-BMI curve (AUC) was 0.681 [95% CI: 0.677-0.685], and the cut-off value was 199.5, with a sensitivity and specificity of 65.57% and 61.18%, respectively. While the area under the METS-IR curve (AUC) was 0.679 [95% CI: 0.674-0.683], and the cut-off value was 33.61, with a sensitivity and specificity of 69.67% and 56.67%, respectively. The BN model presented that among these four IR surrogates and related variables, TyG-BMI was the most important predictor of hypertension prevalence, with a significance of 34%. The results before and after multiple imputation were similar.
conclusionTyG-BMI and METS-IR were independent risk factors for the prevalence of hypertension. TyG-BMI and METS-IR had good predictive value for the prevalence of hypertension, and TyG-BMI was superior to METS-IR.
Indexed as
Identifiers
What Socratic holds
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.