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Rawlani M, Ieki H, Binder C, Yuan V, Chiu IM, Bhatt A, Ebinger JE, Sahashi Y, Ambrosy AP, Cheng P, Kwan AC, Cheng S, Ouyang D. Artificial Intelligence Prediction of Age from Echocardiography as a Marker for Cardiovascular Disease. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.03.25.25324627. [PMID: 40196275 PMCID: PMC11974980 DOI: 10.1101/2025.03.25.25324627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2025]
Abstract
Accurate understanding of biological aging and the impact of environmental stressors is crucial for understanding cardiovascular health and identifying patients at risk for adverse outcomes. Chronological age stands as perhaps the most universal risk predictor across virtually all populations and diseases. While chronological age is readily discernible, efforts to distinguish between biologically older versus younger individuals can, in turn, potentially identify individuals with accelerated versus delayed cardiovascular aging. This study presents a deep learning artificial intelligence (AI) approach to predict age from echocardiogram videos, leveraging 2,610,266 videos from 166,508 studies from 90,738 unique patients and using the trained models to identify features of accelerated and delayed aging. Leveraging multi-view echocardiography, our AI age prediction model achieved a mean absolute error (MAE) of 6.76 (6.65 - 6.87) years and a coefficient of determination (R2) of 0.732 (0.72 - 0.74). Stratification by age prediction revealed associations with increased risk of coronary artery disease, heart failure, and stroke. The age prediction can also identify heart transplant recipients as a discontinuous prediction of age is seen before and after a heart transplant. Guided back propagation visualizations highlighted the model's focus on the mitral valve, mitral apparatus, and basal inferior wall as crucial for the assessment of age. These findings underscore the potential of computer vision-based assessment of echocardiography in enhancing cardiovascular risk assessment and understanding biological aging in the heart.
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Affiliation(s)
- Meenal Rawlani
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Hirotaka Ieki
- Division of Cardiology, Department of Medicine, Stanford University, Palo Alto, CA
| | - Christina Binder
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Victoria Yuan
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
- David Geffen School of Medicine at University of California, Los Angeles
| | - I-Min Chiu
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Ankeet Bhatt
- Department of Cardiology and Division of Research, Kaiser Permanente Northern California, Pleasanton, CA
| | - Joseph E Ebinger
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Yuki Sahashi
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Andrew P Ambrosy
- Department of Cardiology and Division of Research, Kaiser Permanente Northern California, Pleasanton, CA
| | - Paul Cheng
- Division of Cardiology, Department of Medicine, Stanford University, Palo Alto, CA
| | - Alan C Kwan
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - Susan Cheng
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
| | - David Ouyang
- Department of Cardiology, Smidt Heart Institute, Cedars-Sinai Medical Center, Los Angeles, CA
- Department of Cardiology and Division of Research, Kaiser Permanente Northern California, Pleasanton, CA
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Cardiac Magnetic Resonance in Hypertensive Heart Disease: Time for a New Chapter. Diagnostics (Basel) 2022; 13:diagnostics13010137. [PMID: 36611429 PMCID: PMC9818319 DOI: 10.3390/diagnostics13010137] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 12/22/2022] [Accepted: 12/27/2022] [Indexed: 01/04/2023] Open
Abstract
Hypertension is one of the most important cardiovascular risk factors, associated with significant morbidity and mortality. Chronic high blood pressure leads to various structural and functional changes in the myocardium. Different sophisticated imaging methods are developed to properly estimate the severity of the disease and to prevent possible complications. Cardiac magnetic resonance can provide a comprehensive assessment of patients with hypertensive heart disease, including accurate and reproducible measurement of left and right ventricle volumes and function, tissue characterization, and scar quantification. It is important in the proper evaluation of different left ventricle hypertrophy patterns to estimate the presence and severity of myocardial fibrosis, as well as to give more information about the benefits of different therapeutic modalities. Hypertensive heart disease often manifests as a subclinical condition, giving exceptional value to cardiac magnetic resonance as an imaging modality capable to detect subtle changes. In this article, we are giving a comprehensive review of all the possibilities of cardiac magnetic resonance in patients with hypertensive heart disease.
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Al-Ghamdi S, Alzubaidi FK, Alharthai SA, Alzahim MS, Al Bahily FM, Alsifaee MI, Alshehri HA, Anazi MS. Prevalence and correlates of diastolic dysfunction in patients with hypertension: a cross-sectional study from in The Kingdom of Saudi Arabia. Pan Afr Med J 2022; 40:159. [PMID: 34970401 PMCID: PMC8683461 DOI: 10.11604/pamj.2021.40.159.31089] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 10/07/2021] [Indexed: 01/08/2023] Open
Abstract
Introduction diastolic dysfunction refers to impaired ventricular relaxation or filling regardless of ejection fraction and symptoms. It accounts for 8% and 25% in the hospitalized and general population, respectively. The present study was conducted to determine the prevalence and correlates of diastolic dysfunction in hypertensive patients living in Saudi Arabia. Methods a multicentric, cross-sectional study was conducted from February 2019 to February 2020 at King Khalid Hospital and Prince Sultan Center for Health Services, Prince Sattam Bin Abdulaziz University hospital in Al Kharj, and Al Kharj Military Industries Corporation hospital, KSA. All patients with hypertension who underwent an echocardiography were included in the study. Logistic regression analysis was performed to determine factors associated with left ventricular diastolic dysfunction (LVDD). Results the study included a total of 104 participants, where 51.9% were females and the mean age of the patients was 48.01±12.81 years. Most patients had an abnormal echocardiography finding (64.4%, n = 67). The most common abnormalities were left ventricular (LV) hypertrophy (44.2%, n = 46), and diastolic dysfunction, (35.6%, n = 37). The study revealed that age (aOR: 6.1, 95% CI 1.17-31.3; p = 0.032) and dyslipidemia (aOR: 3.45, 95% CI 1.16-10.24; p = 0.026) have significant association with LVDD in the patients with hypertension. Conclusion in conclusion, diastolic dysfunction is prevalent among older hypertensive patients and those with dyslipidaemia. Age and dyslipidaemia were non-modifiable and modifiable factors associated with LVDD in hypertensive patients, respectively.
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Affiliation(s)
- Sameer Al-Ghamdi
- Department of Family Medicine, College of Medicine, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia
| | | | | | | | | | | | | | - Muath Salman Anazi
- Imam Muhammad Ibn Saud Islamic University, College of Medicine, Riyadh, Saudi Arabia
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Sarmiento-Cobos M, Rivera C, Okida LF, Cogollo VJ, Montorfano L, Gutierrez Blanco D, Lo Menzo E, Szomstein S, Rosenthal RJ. Left ventricular mass index and ventricular contractility improvement in patients with severe obesity following rapid weight loss after bariatric surgery. Surg Obes Relat Dis 2021; 17:1140-1145. [PMID: 33812788 DOI: 10.1016/j.soard.2021.01.040] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 01/24/2021] [Accepted: 01/29/2021] [Indexed: 01/19/2023]
Abstract
BACKGROUND Obesity is a well-known risk factor for heart disease, resulting in a broad spectrum of cardiovascular changes. Left ventricular mass (LVM) and contractility are recognized markers of cardiac function. OBJECTIVES To determine the changes of LVM and contractility after bariatric surgery (BaS). SETTING University hospital, United States METHODS: To determine the cardiac changes in ventricular mass, ventricular contractility, and left ventricular shortening fraction (LVSF), we retrospectively reviewed the 2-dimensional echocardiographic parameters of patients with obesity who underwent BaS at our institution. We compared these results before and after BaS. RESULTS A total of 40 patients met the inclusion criteria. The majority were females (57.5%; n = 23), with an average age of 63.5 ± 12.1. The excess body mass index (BMI) lost at 12 months was 48.9 ± 28.9%. The percent total weight loss after BaS was 16.46 ± 9.9%. The left ventricular mass was 234.9 ± 88.1 grams before and 181.5 ± 52.7 grams after BaS (P = .002). The LVM index was 101.3 ± 38.3 g/m2 before versus 86.7 ± 26.6 g/m2 after BaS (P = .005). The LVSF was 31% ± 8.8% before and 36.3% ± 8.2% after BaS (P = .007). We found a good correlation between the decrease in LVM index and the BMI after BaS (P = .03). CONCLUSION Rapid weight loss results in a decrease of the LVM index, as well as improvement in the left ventricular muscle contractility. Our results suggest that there is left ventricular remodeling and an improvement of heart dynamics following bariatric surgery. Further studies are needed to better assess these findings.
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Affiliation(s)
- Mauricio Sarmiento-Cobos
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Carlos Rivera
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Luis Felipe Okida
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Vicente J Cogollo
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Lisandro Montorfano
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - David Gutierrez Blanco
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Emanuele Lo Menzo
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Samuel Szomstein
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida
| | - Raul J Rosenthal
- Department of General Surgery, The Bariatric and Metabolic Institute, Cleveland Clinic, Weston, Florida.
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Sohinki D, Javed I, Scherlag B, Thomas W, Po S, Dasari T. Left Atrial Size May Predict Blood Pressure Improvement After Ganglionated Plexi Ablation in Addition to Pulmonary Vein Isolation. J Atr Fibrillation 2020; 13:2326. [PMID: 34950295 DOI: 10.4022/jafib.2326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2020] [Revised: 04/17/2020] [Accepted: 06/22/2020] [Indexed: 11/10/2022]
Abstract
Background Hypertension (HTN) and atrial fibrillation (AF) commonly co-exist. An improvement in control of HTN in a subset of patients undergoing AF ablation was previously demonstrated by our group. In the present study, we aimed to assess whether left atrial (LA) size based on transthoracic echocardiography may predict the patients who demonstratebetter HTN improvement after ganglionated plexus ablation (GPA) in addition to pulmonary vein isolation (PVI). Methods This was a retrospective chart review of patients with AF and HTN who underwent GPA+PVI. Patients were divided into 2 groupsbased on LA size: Patients with normal LA size and patients with LA enlargement. Systolic blood pressure (SBP) levelswere compared at baseline, and 3, 6, and 12 months post-ablation. The primary endpoints of the study weremean systolic blood pressure change compared between groups from baseline to 12-months, as well as the absolute difference in systolic blood pressure at 12 months follow-up.Medical therapy for HTN was also assessed before the procedure, and at 12 months post-procedure. Results 53 patients (37 with LA enlargement, 16 with normal LA size) met inclusion criteria. At 12 months follow-up, SBP was 136.46 ± 22.38 mmHg in patients with LA enlargementand 118.25 ± 9.81 mmHg in patients with normal LA size (estimated difference of 19.04 ± 6.98 mmHg, p = 0.01). Patients with normal LA size were on significantly fewer anti-hypertensive agents at 12 months (2.33 ± 1.49 vs. 1.44 ± 1.21, p < 0.05). Conclusions In patients undergoing PVI+GP ablation, normal LA size may predict HTN improvement at 12 months post-procedure. Normal LA size may identify hypertensive AF patients for whom autonomic modulation could be an effective therapy.
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Affiliation(s)
- Daniel Sohinki
- Department of Cardiology, Medical College of Georgia at Augusta University, Augusta, GA
| | | | - Benjamin Scherlag
- Department of Cardiology.,Heart Rhythm Institute, University of Oklahoma Health Sciences Center, Oklahoma City, OK
| | | | - Sunny Po
- Department of Cardiology.,Heart Rhythm Institute, University of Oklahoma Health Sciences Center, Oklahoma City, OK
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Abstract
PURPOSE OF REVIEW To review recent advances in the imaging of hypertensive heart disease (HHD) with an emphasis on developments in the imaging of diffuse myocardial fibrosis using cardiac magnetic resonance (CMR). RECENT FINDINGS HHD results from long-standing hypertension and is characterized by the development of left ventricular hypertrophy and diffuse interstitial fibrosis. Diffuse fibrosis traditionally required endomyocardial biopsy to diagnose, but recent developments using T1 mapping in CMR allow for noninvasive assessment. Studies using T1 mapping have shown an increase in extracellular volume fraction (ECV) in patients with HHD compared to normal controls, suggesting ECV can be used as a noninvasive marker for fibrosis in HHD. In addition to T1 mapping, other recent advances in HHD imaging include improvements in three-dimensional echocardiography, allowing for accurate real-time volumetric measurements, and the use of speckle tracking echocardiography to detect subclinical systolic dysfunction. Measurement of ECV using T1 mapping in CMR can be used as a noninvasive marker of diffuse myocardial fibrosis in HHD. While further studies are needed to validate this approach with larger patient cohorts, ECV can potentially be used to both monitor disease progression and assess therapeutic interventions in HHD.
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Affiliation(s)
| | - Nicholas R Jaeger
- Department of Pathology, University of Virginia, Charlottesville, VA, USA
| | - Christopher M Kramer
- Department of Cardiology, University of Virginia, Charlottesville, VA, USA.
- Department of Radiology, University of Virginia, Charlottesville, VA, USA.
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Three-dimensional echocardiography: a further step in the evaluation of hypertensive heart disease. J Hypertens 2018; 36:1648-1650. [PMID: 29952849 DOI: 10.1097/hjh.0000000000001734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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Bertoluci C, Foppa M, Santos ABS, Branchi TV, Fuchs SC, Fuchs FD. Echocardiographic Left Ventricular Reverse Remodeling After 18 Months of Antihypertensive Treatment in Stage I Hypertension. Results From the Prever-Treatment Study. Am J Hypertens 2018; 31:321-328. [PMID: 29036504 DOI: 10.1093/ajh/hpx171] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2017] [Accepted: 09/25/2017] [Indexed: 01/19/2023] Open
Abstract
BACKGROUND Antihypertensive treatment improves echocardiographic parameters of hypertensive target organ damage in stage II hypertension, but less is known about the effects in stage I hypertension. METHODS In a cohort study nested in the randomized double-blind trial PREVER-treatment, 2-dimensional echocardiograms were performed in 110 individuals, aged 54.8 ± 7.9 years-old, with stage I hypertension at baseline and after 18 months of treatment with chlorthalidone/amiloride or losartan. RESULTS At baseline, 66 (60%) participants had concentric remodeling. After antihypertensive treatment, systolic (SBP) and diastolic blood pressure (BP) were reduced from 141/90 to 130/83 mm Hg (P = 0.009). There was a significant reduction in left ventricular (LV) mass (LVM) index (82.7 ± 17.1 to 79.2 ± 17.5 g/m2; P = 0.005) and relative wall thickness (0.45 ± 0.06 to 0.42 ± 0.05; P < 0.001), increasing the proportion of participants with normal LV geometry (31% to 49%, P = 0.006). Left atrial (LA) volume index reduced (26.8 ± 7.3 to 24.9 ± 6.5 ml/m2; P = 0.001), and mitral E-wave deceleration time increased (230 ± 46 to 247 ± 67 ms; P = 0.005), but there was no change in other parameters of diastolic function. LVM reduction was significantly higher in the 2 higher tertiles of SBP reduction compared to the lower tertile. CONCLUSIONS Treatment of patients with stage I hypertension for 18 months promotes favorable effects in the LA and LV remodeling. This improvement in cardiac end-organ damage might be associated with reduction of long term clinical consequences of hypertensive cardiomyopathy, particularly heart failure with preserved ejection fraction.
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Gürbak İ, Yıldız İ, Panç C. Relation between aortic knob width and subclinical left ventricular dysfunction in hypertensive patients. Clin Exp Hypertens 2018; 40:589-594. [PMID: 29376754 DOI: 10.1080/10641963.2017.1411496] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
BACKGROUND The assessment of left ventricular (LV) structure and function is important in the evaluation of hypertensive heart disease, as it provides information on the cardiovascular morbidity and mortality. Aortic knob width (AKW) is a measurement of radiographic structure formed by the foreshortened aortic arch and a portion of the descending aorta. The main aim of this study was to investigate the relation between AKW on the routine chest radiography and subclinical LV dysfunction in hypertensive patients. PATIENTS AND METHODS A total of 144 patients with hypertension admitted to the cardiology outpatients clinic were enrolled consecutively. The patients were divided into two groups according to tissue Doppler-derived myocardial performance index (MPI): subclinical LV dysfunction group (abnormal MPI ≥ 0.5, n = 85) and absence of subclinical LV dysfunction group (normal MPI< 0.5, n = 59). RESULTS Patients with subclinical LV dysfunction were older (60 ± 8 vs. 54 ± 8, p = 0.001). Left ventricular mass index (LVMI) (96 ± 27 vs. 74 ± 24, p < 0.001) and prevalence of LV hypertrophy (28 vs. 8%, p = 0.011) were significantly different between two groups. Patients with subclinical LV dysfunction had higher AKW (42 ± 6 vs. 34 ± 5, p < 0.001) compared with patients without subclinical LV dysfunction. There was a significant correlation between MPI and AKW (r = 0.7, p < 0.001). Multiple logistic regression analysis showed that AKW (β = 0.617, p = 0.001) and posterior wall thickness (PWth) (β = 1.189, p = 0.021) were independently associated with subclinical LV dysfunction. Analysis using the Receiver Operating Characteristic (ROC) curve has demonstrated that aortic knob of 37 mm constitutes the cutoff value for the presence of subclinical LV dysfunction with 85.9% sensitivity and 86.4% specificity (The Area under the Curve ± Standard Error (AUC±SE) = 0.916 ± 0.024, p < 0.001). CONCLUSION AKW may provide important predictive information on subclinical LV dysfunction in patients with hypertension.
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Affiliation(s)
- İsmail Gürbak
- a Department of Cardiology , İstanbul Mehmet Akif Ersoy Cardiovascular and Thoracic Surgery Training and Research Hospital , İstanbul , Turkey
| | - İbrahim Yıldız
- b Department of Cardiology , Osmaniye State Hospital , Osmaniye , Turkey
| | - Cafer Panç
- a Department of Cardiology , İstanbul Mehmet Akif Ersoy Cardiovascular and Thoracic Surgery Training and Research Hospital , İstanbul , Turkey
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Le Jemtel TH, Samson R, Jaiswal A, Lewine EB, Oparil S. Regression of Left Ventricular Mass After Bariatric Surgery. Curr Hypertens Rep 2017; 19:68. [DOI: 10.1007/s11906-017-0767-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
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Okuyama R, Ishii J, Takahashi H, Kawai H, Muramatsu T, Harada M, Yamada A, Motoyama S, Matsui S, Naruse H, Sarai M, Hasegawa M, Watanabe E, Suzuki A, Hayashi M, Izawa H, Yuzawa Y, Ozaki Y. Combination of high-sensitivity troponin I and N-terminal pro-B-type natriuretic peptide predicts future hospital admission for heart failure in high-risk hypertensive patients with preserved left ventricular ejection fraction. Heart Vessels 2017; 32:880-892. [PMID: 28154958 DOI: 10.1007/s00380-017-0948-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2016] [Accepted: 01/13/2017] [Indexed: 01/20/2023]
Abstract
Additional risk stratification may provide more aggressive and focalized preventive treatment to high-risk hypertensive patients according to the Japanese hypertension guidelines. We prospectively investigated the predictive value of high-sensitivity troponin I (hsTnI), both independently and in combination with N-terminal pro-B-type natriuretic peptide (NT-proBNP), for incident heart failure (HF) in high-risk hypertensive patients with preserved left ventricular ejection fraction (LVEF). Baseline hsTnI and NT-proBNP levels and echocardiography data were obtained for 493 Japanese hypertensive outpatients (mean age, 68.5 years) with LVEF ≥ 50%, no symptomatic HF, and at least one of the following comorbidities: stage 3-4 chronic kidney disease, diabetes mellitus, and stable coronary artery disease. During a mean follow-up period of 86.1 months, 44 HF admissions occurred, including 31 for HF with preserved ejection fraction (HFpEF) and 13 for HF with reduced ejection fraction (HFrEF; LVEF <50%). Both hsTnI (p < 0.01) and NT-proBNP (p < 0.005) levels were significant independent predictors of HF admission. Furthermore, when the patients were stratified into 4 groups according to increased hsTnI (≥highest tertile value of 10.6 pg/ml) and/or increased NT-proBNP (≥highest tertile value of 239.7 pg/ml), the adjusted relative risks for patients with increased levels of both biomarkers versus neither biomarker were 13.5 for HF admission (p < 0.0001), 9.45 for HFpEF (p = 0.0009), and 23.2 for HFrEF (p = 0.003). Finally, the combined use of hsTnI and NT-proBNP enhanced the C-index (p < 0.05), net reclassification improvement (p = 0.0001), and integrated discrimination improvement (p < 0.05) to a greater extent than that of any single biomarker. The combination of hsTnI and NT-proBNP, which are individually independently predictive of HF admission, could improve predictions of incident HF in high-risk hypertensive patients but could not predict future HF phenotypes.
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Affiliation(s)
- Ryunosuke Okuyama
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Junnichi Ishii
- Department of Joint Research Laboratory of Clinical Medicine, Fujita Health University School of Medicine, 1-98 Dengakugakubo, Kutsukake-cho, Toyoake, 470-1192, Japan.
| | - Hiroshi Takahashi
- Division of Statistics, Fujita Health University School of Medicine, Toyoake, Japan
| | - Hideki Kawai
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Takashi Muramatsu
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Masahide Harada
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Akira Yamada
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Sadako Motoyama
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Shigeru Matsui
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Hiroyuki Naruse
- Department of Joint Research Laboratory of Clinical Medicine, Fujita Health University School of Medicine, 1-98 Dengakugakubo, Kutsukake-cho, Toyoake, 470-1192, Japan
| | - Masayoshi Sarai
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Midori Hasegawa
- Department of Nephrology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Eiichi Watanabe
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Atsushi Suzuki
- Department of Endocrinology and Metabolism, Fujita Health University School of Medicine, Toyoake, Japan
| | - Mutsuharu Hayashi
- Department of Cardiology, Banbuntane Houtokukai Hospital, Nagoya, Japan
| | - Hideo Izawa
- Department of Cardiology, Banbuntane Houtokukai Hospital, Nagoya, Japan
| | - Yukio Yuzawa
- Department of Nephrology, Fujita Health University School of Medicine, Toyoake, Japan
| | - Yukio Ozaki
- Department of Cardiology, Fujita Health University School of Medicine, Toyoake, Japan
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