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1.
Circ Cardiovasc Qual Outcomes ; : e011097, 2024 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-39253834

RESUMEN

BACKGROUND: National-level differences in myocardial infarction (MI) quality of care among Asian patients in the United States are unclear. We assessed the quality of MI care in the 6 largest US Asian ethnic groups. METHODS: Patients aged ≥18 years with ST-segment-elevation MI or non-ST-segment-elevation MI in the Get With The Guidelines-Coronary Artery Disease registry (711 US hospitals, 2015-2021) were assessed. The odds of MI-related quality of care and process outcomes were evaluated in Asian Indian, Chinese, Filipino, Japanese, Korean, Vietnamese, and other Asian adults compared with non-Hispanic White adults. Sex-stratified logistic regression models were adjusted for age and clinical characteristics. RESULTS: There were 5691 Asian patients (1520 Asian Indian, 422 Chinese, 430 Filipino, 114 Japanese, 283 Korean, 553 Vietnamese, and 2369 other Asian) and 141 271 non-Hispanic White patients, overall 30% female, and mean age of 66.5 years. Relative to non-Hispanic White adults, among patients with ST-segment-elevation MI, door-to-ECG time ≤10 minutes was less likely in Asian Indian (adjusted odds ratio [aOR], 0.64 [95% CI, 0.50-0.82]), Chinese (aOR, 0.65 [95% CI, 0.46-0.93]), and Korean (aOR, 0.57 [95% CI, 0.33-0.97]) men and in other Asian women (aOR, 0.61 [95% CI, 0.41-0.90]). Door-to-balloon time ≤90 minutes was less likely in Asian Indian men (aOR, 0.71 [95% CI, 0.56-0.90]) and Filipina women (aOR, 0.48 [95% CI, 0.24-0.98]). In patients with ST-segment-elevation MI or non-ST-segment-elevation MI, optimal medical therapy for MI was less likely in Korean men (aOR, 0.65 [95% CI, 0.47-0.90]) and more likely in Asian Indian men (aOR, 1.22 [95% CI, 1.06-1.40]) and women (aOR, 1.32 [95% CI, 1.04-1.67]) and Filipina women (aOR, 1.84 [95% CI, 1.27-2.67]). CONCLUSIONS: MI quality of care varies among US Asian patients with ST-segment-elevation MI and non-ST-segment-elevation MI. Quality improvement programs must identify and address the factors that result in suboptimal MI quality of care among US Asian patients.

2.
J Am Coll Cardiol ; 84(11): 961-973, 2024 Sep 10.
Artículo en Inglés | MEDLINE | ID: mdl-39232632

RESUMEN

BACKGROUND: The ability of a 1-time measurement of non-high-density lipoprotein cholesterol (non-HDL-C) or low-density lipoprotein cholesterol (LDL-C) to predict the cumulative exposure to these lipids during early adulthood (age 18-40 years) and the associated atherosclerotic cardiovascular disease (ASCVD) risk after age 40 years is not clear. OBJECTIVES: The objectives of this study were to evaluate whether a 1-time measurement of non-HDL-C or LDL-C in a young adult can predict cumulative exposure to these lipids during early adulthood, and to quantify the association between cumulative exposure to non-HDL-C or LDL-C during early adulthood and the risk of ASCVD after age 40 years. METHODS: We included CARDIA (Coronary Artery Risk Development in Young Adults Study) participants who were free of cardiovascular disease before age 40 years, were not taking lipid-lowering medications, and had ≥3 measurements of LDL-C and non-HDL-C before age 40 years. First, we assessed the ability of a 1-time measurement of LDL-C or non-HDL-C obtained between age 18 and 30 years to predict the quartile of cumulative lipid exposure from ages 18 to 40 years. Second, we assessed the associations between quartiles of cumulative lipid exposure from ages 18 to 40 years with ASCVD events (fatal and nonfatal myocardial infarction and stroke) after age 40 years. RESULTS: Of 4,104 CARDIA participants who had multiple lipid measurements before and after age 30 years, 3,995 participants met our inclusion criteria and were in the final analysis set. A 1-time measure of non-HDL-C and LDL-C had excellent discrimination for predicting membership in the top or bottom quartiles of cumulative exposure (AUC: 0.93 for the 4 models). The absolute values of non-HDL-C and LDL-C that predicted membership in the top quartiles with the highest simultaneous sensitivity and specificity (highest Youden's Index) were >135 mg/dL for non-HDL-C and >118 mg/dL for LDL-C; the values that predicted membership in the bottom quartiles were <107 mg/dL for non-HDL-C and <96 mg/dL for LDL-C. Individuals in the top quartile of non-HDL-C and LDL-C exposure had demographic-adjusted HRs of 4.6 (95% CI: 2.84-7.29) and 4.0 (95% CI: 2.50-6.33) for ASCVD events after age 40 years, respectively, when compared with each bottom quartile. CONCLUSIONS: Single measures of non-HDL-C and LDL-C obtained between ages 18 and 30 years are highly predictive of cumulative exposure before age 40 years, which in turn strongly predicts later-life ASCVD events.


Asunto(s)
Aterosclerosis , LDL-Colesterol , Humanos , Adulto , Masculino , Femenino , Adulto Joven , Adolescente , LDL-Colesterol/sangre , Aterosclerosis/sangre , Aterosclerosis/epidemiología , Valor Predictivo de las Pruebas , Medición de Riesgo/métodos , Factores de Riesgo , HDL-Colesterol/sangre
3.
Eur J Heart Fail ; 2024 Aug 09.
Artículo en Inglés | MEDLINE | ID: mdl-39119882

RESUMEN

AIMS: We investigated the prevalence, clinical characteristics, and prognosis of patients with heart failure (HF) with improved ejection fraction (HFimpEF). METHODS AND RESULTS: We used data from BIOSTAT-CHF including patients with a left ventricular ejection fraction (LVEF) ≤40% at baseline who had LVEF re-assessed at 9 months. HFimpEF was defined as a LVEF >40% and a LVEF ≥10% increase from baseline at 9 months. We validated findings in the ASIAN-HF registry. The primary outcome was a composite of time to HF rehospitalization or all-cause mortality. In BIOSTAT-CHF, about 20% of patients developed HFimpEF, that was associated with a lower primary event rate of all-cause mortality (hazard ratio [HR] 0.52, 95% confidence interval [CI] 0.28-0.97, p = 0.040) and the composite endpoint (HR 0.46, 95% CI 0.30-0.70, p < 0.001) compared with patients who remained in persistent HF with reduced ejection fraction (HFrEF). The findings were similar in the ASIAN-HF (HR 0.40, 95% CI 0.18-0.89, p = 0.024, and HR 0.29, 95% CI 0.17-0.48, p < 0.001). Five independently common predictors for HFimpEF in both BIOSTAT-CHF and ASIAN-HF were female sex, absence of ischaemic heart disease, higher LVEF, smaller left ventricular end-diastolic and end-systolic diameter at baseline. A predictive model combining only five predictors (absence of ischaemic heart disease and left bundle branch block, smaller left ventricular end-systolic and left atrial diameter, and higher platelet count) for HFimpEF in the BIOSTAT-CHF achieved an area under the curve of 0.772 and 0.688 in the ASIAN-HF (due to missing left atrial diameter and platelet count). CONCLUSIONS: Approximately 20-30% of patients with HFrEF improved to HFimpEF within 1 year with better clinical outcomes. In addition, the predictive model with clinical predictors could more accurately predict HFimpEF in patients with HFrEF.

5.
Eur Heart J ; 2024 Aug 31.
Artículo en Inglés | MEDLINE | ID: mdl-39215600

RESUMEN

BACKGROUND AND AIMS: Circulating proenkephalin (PENK) is a stable endogenous polypeptide with fast response to glomerular dysfunction and tubular damage. This study examined the predictive value of PENK for renal outcomes and mortality in patients with acute coronary syndromes (ACS). METHODS: Proenkephalin was measured in plasma in a prospective multicentre ACS cohort from Switzerland (n=4787) and in validation cohorts from the UK (n=1141), Czechia (n=927), and Germany (n=220). A biomarker-enhanced risk score (KID-ACS score) for simultaneous prediction of in-hospital acute kidney injury (AKI) and 30-day mortality was derived and externally validated. RESULTS: On multivariable adjustment for established risk factors, circulating PENK remained associated with in-hospital AKI (per log2 increase: adjusted odds ratio [OR] 1.53, 95% confidence interval [CI] 1.13-2.09, P=0.007) and 30-day mortality (adjusted hazard ratio [HR] 2.73, 95% CI 1.85-4.02, P<0.001). The KID-ACS score integrates PENK and showed an area under the receiver operating characteristic curve (AUC) of 0.72 (95% CI 0.68-0.76) for in-hospital AKI, and of 0.91 (95% CI 0.87-0.95) for 30-day mortality in the derivation cohort. Upon external validation, KID-ACS achieved similarly high performance for in-hospital AKI (Zurich: AUC 0.73, 95% CI 0.70-0.77; Czechia: AUC 0.75, 95% CI 0.68-0.81; Germany: AUC 0.71, 95% CI 0.55-0.87) and 30-day mortality (UK: AUC 0.87, 95% CI 0.83-0.91; Czechia: AUC 0.91, 95% CI 0.87-0.94; Germany: AUC 0.96, 95% CI 0.92-1.00) outperforming the CA-AKI score and the GRACE 2.0 score, respectively. CONCLUSIONS: Circulating PENK offers incremental value for predicting in-hospital AKI and mortality in ACS. The simple 6-item KID-ACS risk score integrates PENK and provides a novel tool for simultaneous assessment of renal and mortality risk in patients with ACS.

7.
Learn Health Syst ; 8(3): e10417, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-39036530

RESUMEN

Introduction: The rapid development of artificial intelligence (AI) in healthcare has exposed the unmet need for growing a multidisciplinary workforce that can collaborate effectively in the learning health systems. Maximizing the synergy among multiple teams is critical for Collaborative AI in Healthcare. Methods: We have developed a series of data, tools, and educational resources for cultivating the next generation of multidisciplinary workforce for Collaborative AI in Healthcare. We built bulk-natural language processing pipelines to extract structured information from clinical notes and stored them in common data models. We developed multimodal AI/machine learning (ML) tools and tutorials to enrich the toolbox of the multidisciplinary workforce to analyze multimodal healthcare data. We have created a fertile ground to cross-pollinate clinicians and AI scientists and train the next generation of AI health workforce to collaborate effectively. Results: Our work has democratized access to unstructured health information, AI/ML tools and resources for healthcare, and collaborative education resources. From 2017 to 2022, this has enabled studies in multiple clinical specialties resulting in 68 peer-reviewed publications. In 2022, our cross-discipline efforts converged and institutionalized into the Center for Collaborative AI in Healthcare. Conclusions: Our Collaborative AI in Healthcare initiatives has created valuable educational and practical resources. They have enabled more clinicians, scientists, and hospital administrators to successfully apply AI methods in their daily research and practice, develop closer collaborations, and advanced the institution-level learning health system.

8.
Health Psychol ; 43(10): 730-738, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39052376

RESUMEN

OBJECTIVE: Positive affect may influence health by promoting physical activity, but evidence evaluating this association is mostly cross-sectional and cannot discern directionality. This study used a counterfactual-based framework to estimate the causal effect of positive affect on physical activity patterns over 25 years, accounting for potential reverse associations. METHOD: Data were from 3,352 participants in the Coronary Artery Risk Development in Young Adults study. Repeated assessments of positive affect and physical activity were collected from 1990 to 2016. Longitudinal associations were evaluated in two ways: (a) using baseline positive affect in traditional linear mixed models that accounted for reverse causal associations by adjusting for baseline physical activity, and (b) using marginal structural models that treated positive affect as a time-varying exposure, thus accounting for dynamic reverse causal associations due to bidirectional relationships. RESULTS: Fully adjusted traditional models found no association with physical activity at the first follow-up assessment, but positive affect was related to a slower decline in physical activity over time. Marginal structural models similarly found that positive affect was unrelated to physical activity at the first follow-up assessment but robustly associated with a slower decline in activity levels (5-year change: ß = -3.33, 95% confidence interval [CI] = -5.80, -0.86; difference in 5-year change per 1 - SD positive affect: ß = 4.99, 95% CI = 2.52, 7.46). CONCLUSIONS: Positive affect may play a causal role in slowing the decline in physical activity adults generally experience during through midlife. Efforts to enhance positive affect at the population level may be a promising new approach to help individuals stay active as they age. (PsycInfo Database Record (c) 2024 APA, all rights reserved).


Asunto(s)
Ejercicio Físico , Humanos , Masculino , Femenino , Adulto , Estudios Prospectivos , Adulto Joven , Persona de Mediana Edad , Afecto , Estudios Longitudinales
9.
Hypertension ; 81(9): 1935-1944, 2024 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-39041216

RESUMEN

BACKGROUND: Vascular risk factors, particularly hypertension, are important contributors to accelerated brain aging. We sought to quantify vascular risk factor risks over adulthood and assess the empirical evidence for risk thresholds. METHODS: We used SBP (systolic blood pressure) and diastolic blood pressure, total cholesterol, fasting blood glucose, and body mass index measurements collected from participants in the CARDIA study (Coronary Artery Risk Development in Young Adults) at 2- to 5-year intervals through year 30. The Montreal Cognitive Assessment and domain-specific cognitive tests were performed at year 30. White matter hyperintensity volume was measured by magnetic resonance imaging. We used a 2-step method to fit longitudinal vascular risk factor exposures to optimized spline functions with mixed-effects models, then used the participant-specific random effects that characterized individual exposures over time in cross-sectional models adjusted for sex, race, age, and education to study effects on midlife brain health. RESULTS: Change in SBP up to 33 years of age was negatively associated with Montreal Cognitive Assessment scores (-0.29 Montreal Cognitive Assessment Z score per mm Hg/y change [95% CI, -0.49 to -0.09]; P=0.005), with similar effects for SBP changes from 33 to 49 years of age (-0.08 [95% CI, -0.16 to 0.01]; P=0.08). We observed comparable, significant associations between SBP exposure during those ages, midlife performance on specific cognitive domains, and volume of white matter hyperintensity (all P<0.05). SBP ≤111 mm Hg was the estimated threshold below which no harmful association with midlife cognitive performance was identified. CONCLUSIONS: SBP in early adulthood is the vascular risk factor most strongly associated with midlife cognitive performance and white matter hyperintensity burden, with SBP 111 mm Hg suggested as a harm threshold.


Asunto(s)
Encéfalo , Imagen por Resonancia Magnética , Humanos , Masculino , Femenino , Adulto , Encéfalo/diagnóstico por imagen , Imagen por Resonancia Magnética/métodos , Persona de Mediana Edad , Factores de Riesgo , Presión Sanguínea/fisiología , Hipertensión/epidemiología , Hipertensión/fisiopatología , Estudios Transversales , Adulto Joven , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Estudios Longitudinales , Medición de Riesgo/métodos , Índice de Masa Corporal , Pruebas de Estado Mental y Demencia , Cognición/fisiología , Envejecimiento/fisiología
10.
JAMA ; 2024 Jul 29.
Artículo en Inglés | MEDLINE | ID: mdl-39073988

RESUMEN

This Viewpoint explores decision thresholds and the evidence that informs them as well as how clinicians may respond to an updated risk estimation model, such as the Predicting Risk of cardiovascular disease EVENTs equations.

11.
Circulation ; 150(3): 203-214, 2024 Jul 16.
Artículo en Inglés | MEDLINE | ID: mdl-38934130

RESUMEN

BACKGROUND: Proximity to urban blue and green spaces has been associated with improved cardiovascular health; however, few studies have examined the role of race and socioeconomic status in these associations. METHODS: Data were from the CARDIA study (Coronary Artery Risk Development in Young Adults). We included longitudinal measurements (1985-1986 to 2010-2011) of blue and green spaces, including percentage of blue space cover, distance to the nearest river, green space cover, and distance to the nearest major park. Presence of coronary artery calcification (CAC) was measured with noncontrast cardiac computed tomography in 2010 to 2011. The associations of blue and green spaces with CAC were assessed with generalized estimating equation regression with adjustment for demographics, individual and neighborhood socioeconomic status, health-related behaviors, and other health conditions. We conducted stratified analyses by race and neighborhood deprivation score to investigate whether the association varied according to social determinants of health. RESULTS: The analytic sample included 1365 Black and 1555 White participants with a mean±SD age of 50.1±3.6 years. Among Black participants, shorter distance to a river and greater green space cover were associated with lower odds of CAC (per interquartile range decrease [1.45 km] to the river: odds ratio [OR], 0.90 [95% CI, 0.84-0.96]; per 10 percentage-point increase of green space cover: OR, 0.85 [95% CI, 0.75-0.95]). Among participants in deprived neighborhoods, greater green space cover was associated with lower odds of CAC (per a 10 percentage-point increase: OR, 0.89 [95% CI, 0.80-0.99]), whereas shorter distance to the park was associated with higher odds of CAC (per an interquartile range decrease [5.3 km]: OR, 1.07 [95% CI, 1.00-1.15]). Black participants in deprived neighborhoods had lower odds of CAC with shorter distance to a river (per an interquartile range decrease: OR, 0.90 [95% CI, 0.82-0.98]) and greater green space cover (per a 10 percentage-point increase: OR, 0.85 [95% CI, 0.75-0.97]). There was no statistical interaction between the blue and green spaces and race or neighborhood characteristics in association with CAC. CONCLUSIONS: Longitudinally, shorter distance to a river and greater green space cover were associated with less CAC among Black participants and those in deprived neighborhoods. Shorter distance to a park was associated with increased odds of CAC among participants in deprived neighborhoods. Black participants residing in more deprived neighborhoods showed lower odds of CAC in association with greater exposure to river and green space cover.


Asunto(s)
Negro o Afroamericano , Enfermedad de la Arteria Coronaria , Calcificación Vascular , Humanos , Masculino , Femenino , Persona de Mediana Edad , Enfermedad de la Arteria Coronaria/diagnóstico por imagen , Enfermedad de la Arteria Coronaria/etnología , Enfermedad de la Arteria Coronaria/epidemiología , Adulto , Calcificación Vascular/diagnóstico por imagen , Calcificación Vascular/etnología , Calcificación Vascular/epidemiología , Población Blanca , Factores de Riesgo , Características del Vecindario , Características de la Residencia , Estudios Longitudinales , Población Urbana , Poblaciones Vulnerables , Parques Recreativos
12.
Nat Commun ; 15(1): 5046, 2024 Jun 13.
Artículo en Inglés | MEDLINE | ID: mdl-38871717

RESUMEN

People with lower extremity peripheral artery disease (PAD) have increased oxidative stress, impaired mitochondrial activity, and poor walking performance. NAD+ reduces oxidative stress and is an essential cofactor for mitochondrial respiration. Oral nicotinamide riboside (NR) increases bioavailability of NAD+ in humans. Among 90 people with PAD, this randomized double-blind clinical trial assessed whether 6-months of NR, with and without resveratrol, improves 6-min walk distance, compared to placebo, at 6-month follow-up. At 6-month follow-up, compared to placebo, NR significantly improved 6-min walk (+7.0 vs. -10.6 meters, between group difference: +17.6 (90% CI: + 1.8,+∞). Among participants who took at least 75% of study pills, compared to placebo, NR improved 6-min walk by 31.0 meters and NR + resveratrol improved 6-min walk by 26.9 meters. In this work, NR meaningfully improved 6-min walk, and resveratrol did not add benefit to NR alone in PAD. A larger clinical trial to confirm these findings is needed.


Asunto(s)
Niacinamida , Enfermedad Arterial Periférica , Compuestos de Piridinio , Resveratrol , Humanos , Enfermedad Arterial Periférica/tratamiento farmacológico , Niacinamida/análogos & derivados , Niacinamida/uso terapéutico , Masculino , Femenino , Anciano , Método Doble Ciego , Resveratrol/uso terapéutico , Resveratrol/farmacología , Persona de Mediana Edad , Caminata , Resultado del Tratamiento , Estrés Oxidativo/efectos de los fármacos
13.
Nat Med ; 30(6): 1711-1721, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38834850

RESUMEN

Despite the wide effects of cardiorespiratory fitness (CRF) on metabolic, cardiovascular, pulmonary and neurological health, challenges in the feasibility and reproducibility of CRF measurements have impeded its use for clinical decision-making. Here we link proteomic profiles to CRF in 14,145 individuals across four international cohorts with diverse CRF ascertainment methods to establish, validate and characterize a proteomic CRF score. In a cohort of around 22,000 individuals in the UK Biobank, a proteomic CRF score was associated with a reduced risk of all-cause mortality (unadjusted hazard ratio 0.50 (95% confidence interval 0.48-0.52) per 1 s.d. increase). The proteomic CRF score was also associated with multisystem disease risk and provided risk reclassification and discrimination beyond clinical risk factors, as well as modulating high polygenic risk of certain diseases. Finally, we observed dynamicity of the proteomic CRF score in individuals who undertook a 20-week exercise training program and an association of the score with the degree of the effect of training on CRF, suggesting potential use of the score for personalization of exercise recommendations. These results indicate that population-based proteomics provides biologically relevant molecular readouts of CRF that are additive to genetic risk, potentially modifiable and clinically translatable.


Asunto(s)
Capacidad Cardiovascular , Proteómica , Humanos , Proteómica/métodos , Masculino , Femenino , Persona de Mediana Edad , Factores de Riesgo , Adulto , Anciano , Estudios de Cohortes , Ejercicio Físico/fisiología
14.
PLoS One ; 19(6): e0305467, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38875273

RESUMEN

BACKGROUND: Emulation of the "target trial" (TT), a hypothetical pragmatic randomized controlled trial (RCT), using observational data can be used to mitigate issues commonly encountered in comparative effectiveness research (CER) when randomized trials are not logistically, ethically, or financially feasible. However, cardiovascular (CV) health research has been slow to adopt TT emulation. Here, we demonstrate the design and analysis of a TT emulation using electronic health records to study the comparative effectiveness of the addition of a disease-modifying anti-rheumatic drug (DMARD) to a regimen of methotrexate on CV events among rheumatoid arthritis (RA) patients. METHODS: We used data from an electronic medical records-based cohort of RA patients from Northwestern Medicine to emulate the TT. Follow-up began 3 months after initial prescription of MTX (2000-2020) and included all available follow-up through June 30, 2020. Weighted pooled logistic regression was used to estimate differences in CVD risk and survival. Cloning was used to handle immortal time bias and weights to improve baseline and time-varying covariate imbalance. RESULTS: We identified 659 eligible people with RA with average follow-up of 46 months and 31 MACE events. The month 24 adjusted risk difference for MACE comparing initiation vs non-initiation of a DMARD was -1.47% (95% confidence interval [CI]: -4.74, 1.95%), and the marginal hazard ratio (HR) was 0.72 (95% CI: 0.71, 1.23). In analyses subject to immortal time bias, the HR was 0.62 (95% CI: 0.29-1.44). CONCLUSION: In this sample, we did not observe evidence of differences in risk of MACE, a finding that is compatible with previously published meta-analyses of RCTs. Thoughtful application of the TT framework provides opportunities to conduct CER in observational data. Benchmarking results of observational analyses to previously published RCTs can lend credibility to interpretation.


Asunto(s)
Antirreumáticos , Artritis Reumatoide , Enfermedades Cardiovasculares , Registros Electrónicos de Salud , Metotrexato , Humanos , Artritis Reumatoide/tratamiento farmacológico , Artritis Reumatoide/complicaciones , Antirreumáticos/uso terapéutico , Enfermedades Cardiovasculares/tratamiento farmacológico , Femenino , Masculino , Persona de Mediana Edad , Metotrexato/uso terapéutico , Anciano , Resultado del Tratamiento , Ensayos Clínicos Controlados Aleatorios como Asunto , Investigación sobre la Eficacia Comparativa , Adulto
15.
Sci Rep ; 14(1): 12436, 2024 05 30.
Artículo en Inglés | MEDLINE | ID: mdl-38816422

RESUMEN

We construct non-linear machine learning (ML) prediction models for systolic and diastolic blood pressure (SBP, DBP) using demographic and clinical variables and polygenic risk scores (PRSs). We developed a two-model ensemble, consisting of a baseline model, where prediction is based on demographic and clinical variables only, and a genetic model, where we also include PRSs. We evaluate the use of a linear versus a non-linear model at both the baseline and the genetic model levels and assess the improvement in performance when incorporating multiple PRSs. We report the ensemble model's performance as percentage variance explained (PVE) on a held-out test dataset. A non-linear baseline model improved the PVEs from 28.1 to 30.1% (SBP) and 14.3% to 17.4% (DBP) compared with a linear baseline model. Including seven PRSs in the genetic model computed based on the largest available GWAS of SBP/DBP improved the genetic model PVE from 4.8 to 5.1% (SBP) and 4.7 to 5% (DBP) compared to using a single PRS. Adding additional 14 PRSs computed based on two independent GWASs further increased the genetic model PVE to 6.3% (SBP) and 5.7% (DBP). PVE differed across self-reported race/ethnicity groups, with primarily all non-White groups benefitting from the inclusion of additional PRSs. In summary, non-linear ML models improves BP prediction in models incorporating diverse populations.


Asunto(s)
Presión Sanguínea , Estudio de Asociación del Genoma Completo , Aprendizaje Automático , Herencia Multifactorial , Fenotipo , Humanos , Presión Sanguínea/genética , Herencia Multifactorial/genética , Estudio de Asociación del Genoma Completo/métodos , Factores de Riesgo , Masculino , Femenino , Predisposición Genética a la Enfermedad , Modelos Genéticos , Hipertensión/genética , Hipertensión/fisiopatología , Persona de Mediana Edad , Puntuación de Riesgo Genético
16.
Am J Hypertens ; 37(9): 667-673, 2024 Aug 14.
Artículo en Inglés | MEDLINE | ID: mdl-38666584

RESUMEN

BACKGROUND: Cardiovascular health (CVH) in young adulthood (YA) has been associated with cardiovascular outcomes in older age. However, little is known about the relationship between YA CVH and mid-life blood pressure (BP) trajectories. METHODS: Baseline CVH (defined by 7 of the American Heart Association's [AHA] Life's Essential 8 [LE8] metrics, excluding BP) was measured in YA with individual metrics scored and averaged as a composite LE8 score. Categorical CVH status was defined as high, moderate, and low. Latent class analysis was used to identify trajectories of mid-BP (mean of systolic blood pressure [SBP] and diastolic blood pressure [DBP]) from average ages 35 to 55 years. Multinomial logistic regression was used to estimate the association of YA CVH status (continuously and categorically) with mid-life BP trajectory group membership. RESULTS: There were 3,688 participants from the Coronary Artery Risk Development in Young Adults (CARDIA) study in YA with follow-up data for mid-life BP trajectories. We observed 3 BP trajectory groups, labeled as Persistently-Low, Middle, and High-Increasing. On average, each 10-points higher baseline LE8 score (mean [SD] of 73.5 [13.1]) in YA was associated with adjusted odds ratios of 0.78 (95% CI, 0.72-0.84) for membership in the Middle and 0.65 (0.57-0.73) for membership in the High-Increasing trajectory groups. Compared with categorical low CVH status at baseline, those with high CVH were significantly less likely to be in the Middle and High-Increasing BP trajectory groups. CONCLUSIONS: Moderate or low CVH status in YA is associated with elevated mid-life BP trajectory. These data suggest that young adult CVH promotion may be important for the primordial prevention of hypertension.


Asunto(s)
Presión Sanguínea , Humanos , Masculino , Femenino , Adulto , Persona de Mediana Edad , Adulto Joven , Estados Unidos/epidemiología , Hipertensión/epidemiología , Hipertensión/fisiopatología , Hipertensión/diagnóstico , Enfermedades Cardiovasculares/epidemiología , Enfermedades Cardiovasculares/fisiopatología , Enfermedades Cardiovasculares/etiología , Factores de Edad , Factores de Riesgo , Factores de Tiempo , Estado de Salud , Estudios Longitudinales , Adolescente , Factores de Riesgo de Enfermedad Cardiaca
17.
Circ Cardiovasc Qual Outcomes ; 17(5): e010568, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38639077

RESUMEN

BACKGROUND: The American Heart Association recently launched updated cardiovascular health metrics, termed Life's Essential 8 (LE8). Compared with Life's Simple 7 (LS7), the new approach added sleep health as an eighth metric and updated the remaining 7 health factors and behaviors. The association of the updated LE8 score with long-term cardiovascular disease (CVD) outcomes and death is unknown. METHODS: We pooled individual-level data from 6 contemporary US-based cohorts from the Cardiovascular Lifetime Risk Pooling Project. Total LE8 score (0-100 points), LE8 score without sleep (0-100 points), and prior LS7 scores (0-14 points) were calculated separately. We used multivariable-adjusted Cox models to evaluate the association of LE8 with CVD, CVD subtypes, and all-cause mortality among younger, middle, and older adult participants. Net reclassification improvement analysis was used to measure the improvement in CVD risk classification with the addition of LS7 and LE8 recategorization based on score quartile rankings. RESULTS: Our sample consisted of 32 896 US adults (7836 [23.8%] Black; 14 941 [45.4%] men) followed for 642 000 person-years, of whom 9391 developed CVD events. Each 10-point higher overall LE8 score was associated with lower risk by 22% to 40% for CVD, 24% to 43% for congenital heart disease, 17% to 34% for stroke, 23% to 38% for heart failure, and 17% to 21% for all causes of mortality events across age strata. LE8 score provided more granular differentiation of the related CVD risk than LS7. Overall, 19.5% and 15.5% of the study participants were recategorized upward and downward based on LE8 versus LS7 categories, respectively, and the recategorization was significantly associated with CVD risk in addition to LS7 score. The addition of recategorization between LE8 and LS7 categories improved CVD risk reclassification across age groups (clinical net reclassification improvement, 0.06-0.12; P<0.01). CONCLUSIONS: These findings support the improved utility of the LE8 algorithm for assessing overall cardiovascular health and future CVD risk.


Asunto(s)
Enfermedades Cardiovasculares , Estado de Salud , Factores de Riesgo de Enfermedad Cardiaca , Humanos , Enfermedades Cardiovasculares/diagnóstico , Enfermedades Cardiovasculares/mortalidad , Enfermedades Cardiovasculares/epidemiología , Masculino , Femenino , Medición de Riesgo , Persona de Mediana Edad , Anciano , Estados Unidos/epidemiología , Factores de Tiempo , Adulto , Pronóstico , Indicadores de Salud , Sueño , Causas de Muerte , Valor Predictivo de las Pruebas , Factores de Riesgo , Factores de Edad
18.
Hypertens Res ; 47(6): 1668-1677, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38584159

RESUMEN

New approaches are needed to lower blood pressure (BP) given persistently low control rates. QUARTET USA sought to evaluate the effect of four-drug, quarter-dose BP lowering combination in patients with hypertension. QUARTET USA was a randomized (1:1), double-blinded trial conducted in federally qualified health centers among adults with hypertension. Participants received either a quadpill of candesartan 2 mg, amlodipine 1.25 mg, indapamide 0.625 mg, and bisoprolol 2.5 mg or candesartan 8 mg for 12 weeks. If BP was >130/>80 mm Hg at 6 weeks in either arm, then participants received open label add-on amlodipine 5 mg. The primary outcome was mean change in systolic blood pressure (SBP) at 12 weeks, controlling for baseline BP. Secondary outcomes included mean change in diastolic blood pressure (DBP), and safety included serious adverse events, relevant adverse drug effects, and electrolyte abnormalities. Among 62 participants randomized between August 2019-May 2022 (n = 32 intervention, n = 30 control), mean (SD) age was 52 (11.5) years, 45% were female, 73% identified as Hispanic, and 18% identified as Black. Baseline mean (SD) SBP was 138.1 (11.2) mmHg, and baseline mean (SD) DBP was 84.3 (10.5) mmHg. In a modified intention-to-treat analysis, there was no significant difference in SBP (-4.8 mm Hg [95% CI: -10.8, 1.3, p = 0.123] and a -4.9 mmHg (95% CI: -8.6, -1.3, p = 0.009) greater mean DBP change in the intervention arm compared with the control arm at 12 weeks. Adverse events did not differ significantly between arms. The quadpill had a similar SBP and greater DBP lowering effect compared with candesartan 8 mg. Trial registration number: NCT03640312.


Asunto(s)
Amlodipino , Antihipertensivos , Bencimidazoles , Compuestos de Bifenilo , Bisoprolol , Presión Sanguínea , Hipertensión , Tetrazoles , Humanos , Femenino , Masculino , Hipertensión/tratamiento farmacológico , Persona de Mediana Edad , Antihipertensivos/uso terapéutico , Antihipertensivos/efectos adversos , Antihipertensivos/administración & dosificación , Método Doble Ciego , Bencimidazoles/uso terapéutico , Bencimidazoles/efectos adversos , Bencimidazoles/administración & dosificación , Amlodipino/administración & dosificación , Amlodipino/efectos adversos , Amlodipino/uso terapéutico , Tetrazoles/uso terapéutico , Tetrazoles/efectos adversos , Tetrazoles/administración & dosificación , Presión Sanguínea/efectos de los fármacos , Anciano , Resultado del Tratamiento , Bisoprolol/uso terapéutico , Bisoprolol/administración & dosificación , Indapamida/uso terapéutico , Indapamida/administración & dosificación , Indapamida/efectos adversos , Adulto , Quimioterapia Combinada
19.
J Proteome Res ; 23(8): 3052-3063, 2024 Aug 02.
Artículo en Inglés | MEDLINE | ID: mdl-38533909

RESUMEN

Quantitation of proteins using liquid chromatography-tandem mass spectrometry (LC-MS/MS) is complex, with a multiplicity of options ranging from label-free techniques to chemically and metabolically labeling proteins. Increasingly, for clinically relevant analyses, stable isotope-labeled (SIL) internal standards (ISs) represent the "gold standard" for quantitation due to their similar physiochemical properties to the analyte, wide availability, and ability to multiplex to several peptides. However, the purchase of SIL-ISs is a resource-intensive step in terms of cost and time, particularly for screening putative biomarker panels of hundreds of proteins. We demonstrate an alternative strategy utilizing nonhuman sera as the IS for quantitation of multiple human proteins. We demonstrate the effectiveness of this strategy using two high abundance clinically relevant analytes, vitamin D binding protein [Gc globulin] (DBP) and albumin (ALB). We extend this to three putative risk markers for cardiovascular disease: plasma protease C1 inhibitor (SERPING1), annexin A1 (ANXA1), and protein kinase, DNA-activated catalytic subunit (PRKDC). The results show highly specific, reproducible, and linear measurement of the proteins of interest with comparable precision and accuracy to the gold standard SIL-IS technique. This approach may not be applicable to every protein, but for many proteins it can offer a cost-effective solution to LC-MS/MS protein quantitation.


Asunto(s)
Cromatografía Líquida con Espectrometría de Masas , Espectrometría de Masas en Tándem , Animales , Humanos , Biomarcadores/sangre , Análisis Costo-Beneficio , Marcaje Isotópico/métodos , Cromatografía Líquida con Espectrometría de Masas/métodos , Péptidos/química , Péptidos/sangre , Péptidos/análisis , Proteómica/métodos , Proteómica/economía , Estándares de Referencia , Reproducibilidad de los Resultados , Albúmina Sérica/análisis , Albúmina Sérica/química , Espectrometría de Masas en Tándem/métodos , Tripsina/química , Tripsina/metabolismo , Proteína de Unión a Vitamina D/sangre , Proteína de Unión a Vitamina D/química
20.
Eur J Radiol ; 174: 111400, 2024 May.
Artículo en Inglés | MEDLINE | ID: mdl-38458143

RESUMEN

BACKGROUND: Dysregulated epicardial adipose tissue (EAT) may contribute to the development of heart failure in Type 2 diabetes (T2D). This study aimed to evaluate the associations between EAT volume and composition with imaging markers of subclinical cardiac dysfunction in people with T2D and no prevalent cardiovascular disease. METHODS: Prospective case-control study enrolling participants with and without T2D and no known cardiovascular disease. Two hundred and fifteen people with T2D (median age 63 years, 60 % male) and thirty-nine non-diabetics (median age 59 years, 62 % male) were included. Using computed tomography (CT), total EAT volume and mean CT attenuation, as well as, low attenuation (Hounsfield unit range -190 to -90) EAT volume were quantified by a deep learning method and volumes indexed to body surface area. Associations with cardiac magnetic resonance-derived left ventricular (LV) volumes and strain indices were assessed using linear regression. RESULTS: T2D participants had higher LV mass/volume ratio (median 0.89 g/mL [0.82-0.99] vs 0.79 g/mL [0.75-0.89]) and lower global longitudinal strain (GLS; 16.1 ± 2.3 % vs 17.2 ± 2.2 %). Total indexed EAT volume correlated inversely with mean CT attenuation. Low attenuation indexed EAT volume was 2-fold higher (18.8 cm3/m2 vs. 9.4 cm3/m2, p < 0.001) in T2D and independently associated with LV mass/volume ratio (ß = 0.002, p = 0.01) and GLS (ß = -0.03, p = 0.03). CONCLUSIONS: Higher EAT volumes seen in T2D are associated with a lower mean CT attenuation. Low attenuation indexed EAT volume is independently, but only weakly, associated with markers of subclinical cardiac dysfunction in T2D.


Asunto(s)
Diabetes Mellitus Tipo 2 , Insuficiencia Cardíaca , Disfunción Ventricular Izquierda , Humanos , Masculino , Persona de Mediana Edad , Femenino , Tejido Adiposo Epicárdico , Estudios de Casos y Controles , Diabetes Mellitus Tipo 2/complicaciones , Pericardio/diagnóstico por imagen , Tejido Adiposo/diagnóstico por imagen , Disfunción Ventricular Izquierda/diagnóstico por imagen , Disfunción Ventricular Izquierda/etiología
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