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Li Y, Xu J, Liu X, Wang X, Zhao C, He K. Development and validation of an integrated prognostic model for all-cause mortality in heart failure: a comprehensive analysis combining clinical, electrocardiographic, and echocardiographic parameters. BMC Cardiovasc Disord 2025; 25:221. [PMID: 40140751 PMCID: PMC11938561 DOI: 10.1186/s12872-025-04642-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2025] [Accepted: 03/07/2025] [Indexed: 03/28/2025] Open
Abstract
BACKGROUND Accurate risk prediction in heart failure remains challenging due to its complex pathophysiology. We aimed to develop and validate a comprehensive prognostic model integrating demographic, electrocardiographic, echocardiographic, and biochemical parameters. METHODS We conducted a retrospective cohort study of 445 heart failure patients. The cohort was randomly divided into training (n = 312) and validation (n = 133) sets. Feature selection was performed using LASSO regression followed by backward stepwise Cox regression. A nomogram was constructed based on independent predictors. Model performance was assessed through discrimination, calibration, and decision curve analyses. Random survival forest analysis was conducted to validate variable importance. RESULTS During a median follow-up of 4.14 years, 142 deaths (31.91%) occurred. Our model development followed a systematic approach: initial feature selection using LASSO regression identified 15 potential predictors, which were further refined to nine independent predictors through backward stepwise Cox regression. The final predictors included age, NYHA class, left ventricular systolic dysfunction, atrial septal defect, aortic valve annulus calcification, tricuspid regurgitation severity, QRS duration, T wave offset, and NT-proBNP. The integrated model demonstrated good discrimination for 2-, 3-, and 5-year mortality prediction in both training (AUCs: 0.726, 0.755, 0.809) and validation cohorts (AUCs: 0.686, 0.678, 0.706). Calibration plots and decision curve analyses confirmed the model's reliability and clinical utility across different time horizons. A nomogram was constructed for individualized risk prediction. Kaplan-Meier analyses of individual predictors revealed significant stratification of survival outcomes, while restricted cubic spline analyses demonstrated non-linear relationships between continuous variables and mortality risk. Random survival forest analysis identified the top five predictors (age, NT-proBNP, QRS duration, tricuspid regurgitation severity, NYHA), which were compared with our nine-variable model, confirming the superior performance of the integrated model across all time points. CONCLUSIONS Our integrated prognostic model showed robust performance in predicting all-cause mortality in heart failure patients. The model's ability to provide individualized risk estimates through a nomogram may facilitate clinical decision-making and patient stratification. CLINICAL TRIAL NUMBER Not applicable.
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Affiliation(s)
- Yahui Li
- Division of Cardiology, Department of Internal Medicine, Tongji Hospital, Tongji Medical College, Hubei Key Laboratory of Genetics and Molecular Mechanisms of Cardiological Disorders, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, Hubei, 430030, China
| | - Jiayu Xu
- First Medical Center of People's Liberation Army General Hospital, Beijing, 100853, China
| | - Xuhui Liu
- Department of Neurology, The Second Hospital of Lanzhou University, 82 Chenyimen, Chengguan District, Lanzhou, Gansu, 730030, China
| | - Xujie Wang
- Department of Emergency ICU, The Affiliated Hospital of Qinghai University, Xining, China
| | - Chunxia Zhao
- Division of Cardiology, Department of Internal Medicine, Tongji Hospital, Tongji Medical College, Hubei Key Laboratory of Genetics and Molecular Mechanisms of Cardiological Disorders, Huazhong University of Science and Technology, 1095 Jiefang Ave, Wuhan, Hubei, 430030, China.
| | - Kunlun He
- Medical Innovation Research Division of People's Liberation Army General Hospital, Beijing, 100853, China.
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Davis TME, Davis WA, Moran C, Lyons G, Bryden E, Chatterjee K. Cardiovascular Risk and Plasma N-terminal Pro-B-type Natriuretic Peptide in Adults With Resistance to Thyroid Hormone β. J Endocr Soc 2025; 9:bvaf023. [PMID: 40065989 PMCID: PMC11891656 DOI: 10.1210/jendso/bvaf023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Indexed: 03/27/2025] Open
Abstract
Purpose People with resistance to thyroid hormone due to defective thyroid receptor β (RTHβ) exhibit adverse cardiovascular outcomes and premature mortality. Whether this reflects increased global cardiovascular disease (CVD) risk or hyperthyroxinemia-associated effects on cardiac rhythm and contractility is unknown. We determined CVD risk and plasma N-terminal pro-B-type natriuretic peptide (NT-proBNP) concentrations as a marker of reduced cardiac function in 99 individuals (mean age 41 years, 37% males) with RTHβ. Results The mean (SD range) QRISK3 score for 82 participants was 2.0% (0.5-8.8%) vs 1.3% (0.3-5.0%) for age, sex, and ethnicity-matched healthy controls (P = .005). The QRISK3 heart age of RTHβ participants was 49.8 ± 14.5 years vs actual age 44.5 ± 12.4 years [difference 5.3 (95% confidence interval: 4.0, 6.5) years; P < .001]. The mean (SD range) plasma NT-proBNP in 79 RTHβ participants was 51 (18-142) pg/mL; 10.1% of values were above the age-specific 97.5th percentile of a large control sample. In multiple linear regression, age and female sex were significant independent predictors of NT-proBNP (P ≤ .001), but free T3, free T4, TSH, and QRISK3 10-year CVD risk were not. Conclusion Elevated NT-proBNP concentrations, seen even in young people with RTHβ, suggest that myocardial dysfunction contributes to early adverse cardiovascular outcomes in this disorder, with increased atherosclerotic disease risk likely manifesting later in life. Measurement of NT-proBNP and assessment of cardiovascular risk should be considered at first presentation and periodically during follow-up of RTHβ.
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Affiliation(s)
- Timothy M E Davis
- Medical School, Fremantle Hospital, University of Western Australia, Fremantle, WA 6160, Australia
- Department of Endocrinology and Diabetes, Fiona Stanley and Fremantle Hospitals, Murdoch, WA 6150, Australia
| | - Wendy A Davis
- Medical School, Fremantle Hospital, University of Western Australia, Fremantle, WA 6160, Australia
| | - Carla Moran
- Endocrine Section, Beacon Hospital, Dublin D18 AK68, Ireland
- Endocrine Department, St. Vincent's University Hospital, Dublin D04 T6F4, Ireland
- School of Medicine, University College, Dublin D04 C1P1, Ireland
| | - Greta Lyons
- Institute of Metabolic Science, University of Cambridge, Cambridge CB2 0QQ, UK
| | - Ellis Bryden
- Department of Clinical Biochemistry, Addenbrooke’s Hospital, Cambridge CB2 0QQ, UK
| | - Krishna Chatterjee
- Institute of Metabolic Science, University of Cambridge, Cambridge CB2 0QQ, UK
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Barasch E, Gottdiener J, Buzkova P, Cappola A, Shah S, DeFilippi C, Gardin J, Kizer JR. Association of Thyroid Dysfunction in Individuals ≥ 65 Years of Age With Subclinical Cardiac Abnormalities. J Clin Endocrinol Metab 2024; 109:e1847-e1856. [PMID: 38183678 PMCID: PMC11403323 DOI: 10.1210/clinem/dgae001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 12/01/2023] [Accepted: 01/05/2024] [Indexed: 01/08/2024]
Abstract
CONTEXT The relationship between thyroid dysfunction and measures of myocardial disease in older individuals remains to be defined. OBJECTIVE To evaluate the impact of thyroid dysfunction on structure and function of the left heart chambers and blood markers of cardiac disease. METHODS Cross-sectional analysis of the Cardiovascular Health Study, a community-based cohort of older individuals recruited from 4 urban areas in the United States. Of 3163 participants studied, 2477 were euthyroid, 465 had subclinical hypothyroidism (SCH), 47 overt hypothyroidism (OH), 45 endogenous (endo) subclinical hyperthyroidism (endo-SCT), and 129 had exogenous (exo) SCT due to thyroid hormone supplementation. Participants underwent clinical evaluation, blood sampling and biomarker measurement, 2-dimensional and speckle tracking echocardiography for assessment of left heart myocardial deformation, circulating biomarkers of diastolic overload (NT-proBNP), fibrosis (sST2, gal-3), and cardiomyocyte injury (hs-cTnT). RESULTS SCH was associated with higher NT-proBNP (beta = 0.17, P = .004), whereas OH was associated with higher hs-cTnT (beta = 0.29, P = .005). There were also suggestive associations of SCH with higher sST2, as well as endo-SCT with higher gal-3 and lower (worse) left atrial reservoir strain. Left ventricular longitudinal strain and end diastolic strain rate did not differ significantly from euthyroid participants in SCH, OH, or exo-SCT. CONCLUSION In this free-living elderly cohort, subclinical and overt hypothyroidism were associated with abnormalities of blood biomarkers consistent with diastolic overload and myocardial necrosis respectively, whereas subclinical hyperthyroidism tended to be associated with myocardial fibrosis and decreased left atrial strain. Our findings could represent stage B heart failure and illuminate distinct aspects of the pathobiology of heart disease related to thyroid gland dysfunction with potential clinical implications.
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Affiliation(s)
- Eddy Barasch
- De Matteis Cardiovascular Institute, St. Francis Hospital, The Heart Center/SUNY at Stony Brook, 11537 Roslyn, NY, USA
| | - John Gottdiener
- Department of Medicine, University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Petra Buzkova
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
| | - Anne Cappola
- Division of Endocrinology, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Sanjiv Shah
- Division of Cardiology, Department of Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL 60611, USA
| | | | - Julius Gardin
- Department of Medicine, Division of Cardiology, Rutgers New Jersey Medical School, Newark, NJ 07103, USA
| | - Jorge R Kizer
- Cardiology Section, San Francisco Veterans Affairs Health Care System, and Departments of Medicine, Epidemiology and Biostatistics, University of California San Francisco, San Francisco, CA 94121, USA
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Gao Y, Zhan T, Xu Y, Zhu K, Shi Y, Jin L, Meng L. Causal association of TSH with ischemic heart diseases and heart failure: A 2-sample Mendelian randomization study. Medicine (Baltimore) 2024; 103:e37539. [PMID: 38518006 PMCID: PMC10957026 DOI: 10.1097/md.0000000000037539] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 02/16/2024] [Indexed: 03/24/2024] Open
Abstract
Thyroid dysfunction is associated with the risk of cardiovascular disease; however, whether plasma thyroid-stimulating hormone (TSH) levels in subjects with euthyroidism affect the risk of cardiovascular disease remains unclear. This study aimed to investigate the causal association between plasma TSH levels and cardiovascular diseases, particularly ischemic heart disease and heart failure (HF). Summary statistics from the Integrative Epidemiology Unit Open genome-wide association studies Project and FinnGen consortium were used to investigate the causal relationship between plasma TSH levels and the risk of cardiovascular diseases. Two-sample Mendelian randomization analysis using inverse-variance weighting as the primary method was performed. The MR Pleiotropy RESidual Sum and Outlier and leave-one-out methods were used to ensure the robustness of our findings. Genetically determined plasma TSH levels were associated with major coronary heart disease events (OR 1.0557, 95% CI 1.0141-1.0991), all-cause HF (OR 0.9587, 95% CI 0.9231-0.9956), and HF + non-ischemic cardiomyopathy (OR 0.9318, 95% CI 0.8786-0.9882). After the Bonferroni correction, the causation described above disappeared. In the secondary analysis, genetically determined higher TSH levels were associated with a higher risk for unstable angina pectoris (OR 1.0913, 95% CI 1.0350-1.1507), but were associated with a lower risk for HF + overweight (OR 0.9265, 95% CI 0.8821-0.9731). These results were further validated using sensitivity analysis. Our findings show that increased plasma TSH levels in patients with euthyroidism may increase the risk of unstable angina pectoris but reduce the risk of HF in overweight patients. This evidence indicates that plasma TSH levels may need to be carefully controlled in specific patients.
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Affiliation(s)
- Yuan Gao
- Department of Breast and Thyroid Surgery, Shaoxing People’s Hospital, Shaoxing, China
| | - Tianwei Zhan
- Otolaryngology & Head and Neck Center, Cancer Center, Department of Head and Neck Surgery, Zhejiang Provincial People’ s Hospital, Affiliated People’s Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Yingchun Xu
- Department of Breast and Thyroid Surgery, Shaoxing People’s Hospital, Shaoxing, China
| | - Kaijun Zhu
- School of Medicine, Shaoxing University, Shaoxing, Zhejiang, China
| | - Yifei Shi
- Cancer Institute (Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Key Laboratory of Molecular Biology in Medical Sciences, Zhejiang Province, China), The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
- Zhejiang Provincial Clinical Research Center for CANCER, Hangzhou, China
- Cancer Center of Zhejiang University, Hangzhou, China
| | - Langping Jin
- Department of Breast and Thyroid Surgery, Shaoxing People’s Hospital, Shaoxing, China
| | - Liwei Meng
- Department of Breast and Thyroid Surgery, Shaoxing People’s Hospital, Shaoxing, China
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Ettleson MD. Cardiovascular outcomes in subclinical thyroid disease: an update. Curr Opin Endocrinol Diabetes Obes 2023; 30:218-224. [PMID: 37288727 PMCID: PMC10527066 DOI: 10.1097/med.0000000000000818] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
PURPOSE OF REVIEW Subclinical thyroid disease is defined by a thyroid stimulating hormone (TSH) level outside of the normal range with normal circulating thyroid hormone levels. Excess adverse cardiovascular outcomes have been observed in certain patient populations with subclinical hypothyroidism (SCH) and hyperthyroidism (SCHr). The role of thyroid hormone and antithyroid treatments for subclinical thyroid disease remains debated. RECENT FINDINGS Cardiovascular disease appears to be a major mediator of all-cause mortality in patients with SCH, in particular those aged at least 60 years of age. In contrast, pooled clinical trial results did not find that levothyroxine reduced the incidence of cardiovascular events or mortality in this patient population. The association between SCHr and atrial fibrillation is well established; however, a 5-year follow-up of older patients with mild (TSH 0.1-0.4 mIU/l) SCHr found no increased incidence of atrial fibrillation. Separately, SCHr was associated with derangements in endothelial progenitor cell function that may underlie vascular disease independent from effects on cardiac function. SUMMARY The impact of treatment of subclinical thyroid disease on cardiovascular outcomes remains uncertain. Additional prospective and trial data are needed to evaluate treatment effects on cardiovascular outcomes in younger populations.
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Affiliation(s)
- Matthew D. Ettleson
- University of Chicago, Section of Endocrinology, Diabetes, and Metabolism, Chicago, IL
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