Evidence map›Paper›PMID 42426628›Full record

ArticleBMC primary care2026

Triglyceride-glucose index normalized by waist circumference and life's simple 7 to identify high-risk hypertensive patients in primary care.

Ana María Armas-Padrón, Miriam Sicilia-Sosvilla, Ana Perdomo-Ramírez, Pedro Ruiz-Esteban, Armando Torres, Domingo Hernández

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

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Ana María Armas-Padrón *La Cuesta Primary Healthcare Centre, La Laguna, Tenerife, Spain.
Miriam Sicilia-SosvillaLa Cuesta Primary Healthcare Centre, La Laguna, Tenerife, Spain.
Ana Perdomo-RamírezNephrology Department, Hospital Universitario de Canarias, Tenerife, RICORS2040, RD24/0004/0025, Spain.
Pedro Ruiz-EstebanNephrology Department, Hospital Regional Universitario de Málaga, Universidad de Málaga, Instituto Biomédico de Investigación de Málaga (IBIMA)-Plataforma, RICORS2040 (RD21/0005/0012 and RD24/0004/0026), Málaga, Spain.
Armando TorresNephrology Department, Instituto de Tecnologías Biomédicas-Universidad La Laguna, Hospital Universitario de Canarias, Tenerife, Spain.
Domingo Hernández *Nephrology Department, Hospital Universitario de Canarias, Tenerife, RICORS2040, RD24/0004/0025, Spain. domingohernandez@gmail.com.

Funding

Fundación Instituto de Investigación Sanitaria de Canarias (FIISC) (PIFIISC23/12)RICORS2040 (RD24/0004/0025)RICORS2040 (RD24/0004/0025, RD21/0005/0012 and RD24/0004/0026)Spanish Ministry of Economy and Innovation (ICI21/00042)
6 · The paper itself

Abstract

backgroundHypertension affects over one billion adults and remains the leading contributor to global cardiovascular mortality. The triglyceride-glucose index normalized by waist circumference (TyG-WC) is emerging as a surrogate measure of insulin resistance and visceral adiposity, both associated with metabolic disorders and higher cardiovascular risk. Ideal cardiovascular health metrics (CVHM) from the American Heart Association's Life's Simple 7 (LS7) are strongly associated with reduced cardiovascular risk. Previous analyses from this cohort also demonstrated significant associations between LS7-derived CVHM and adverse clinical outcomes. However, it remains unclear whether TyG-WC provides additional and complementary prognostic information beyond LS7 in hypertensive patients. Therefore, the prognostic value of assessing the TyG-WC index together with the LS7 score to identify high-risk hypertensive patients in primary care remains largely unexplored.

methodsWe conducted a longitudinal cohort study of 243 hypertensive adults from a primary-care center in Tenerife, Spain. Baseline TyG-WC index, LS7 metrics, anthropometric variables, biochemical parameters, and comorbidities were recorded. Outcomes included hypertension-mediated organ damage (HMOD) and related comorbidities (HRC), all-cause hospitalization, and mortality. Participants were followed for a minimum of two years, with HMOD-HRC, all-cause hospitalization, and all-cause mortality data updated through September 2025. Logistic regression analyses evaluated the independent associations of TyG-WC and CVHM with the adverse composite outcome (HMOD-HRC, hospitalization, and death).

resultsHigher TyG-WC quartiles were associated with the composite outcome: OR 2.23 (Q2), 2.96 (Q3), and 5.12 (Q4) versus Q1. Associations between CVHM scores and clinical outcomes were consistent with previous findings from this cohort. Only 10.7% of participants achieved 4-5 ideal LS7 metrics, whereas 41.2% had 0-1. Higher CVHM scores were also associated with lower body mass index, waist-to-height ratio, fasting glucose, triglycerides, hs-CRP, and with a lower prevalence of diabetes and cardiovascular disease. TyG-WC increased progressively across poorer CVHM categories.

conclusionsElevated TyG-WC independently predicted HMOD-HRC, hospitalization, and all-cause mortality. The associations observed for LS7-derived cardiovascular health metrics were consistent with previous reports from this cohort. Assessing both TyG-WC and LS7 may strengthen cardiometabolic risk stratification in hypertensive primary-care populations.

Indexed as

Blood GlucoseHypertensionTriglyceridesWaist CircumferenceAgedFemaleHumansLongitudinal StudiesMaleMiddle AgedPrimary Health CareRisk AssessmentSpainBlood GlucoseTriglyceridesCardiovascular risk stratification, hypertension-mediated organ damageHypertensionLife’s Simple 7mortality, morbidityTriglyceride–glucose indexWaist circumference

Identifiers

PMID42426628
PMCPMC13644089

What Socratic holds

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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.