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Zhang C, Yao L, Liu M, Zhou Y. Features of cardiovascular magnetic resonance native T1 mapping in maintenance hemodialysis patients and their related factors. Ren Fail 2024; 46:2310078. [PMID: 38293793 PMCID: PMC10833117 DOI: 10.1080/0886022x.2024.2310078] [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: 07/20/2023] [Accepted: 01/21/2024] [Indexed: 02/01/2024] Open
Abstract
PURPOSE Increased myocardial T1 values on cardiovascular MRI (CMRI) have been shown to be a surrogate marker for myocardial fibrosis. The use of CMRI in patients on hemodialysis (HD) remains limited. This research aimed to explore the characteristics of native T1 values in HD patients and identify factors related to T1 values. METHODS A total of thirty-two patients on HD and fourteen healthy controls were included in this study. All participants underwent CMRI. Using modified Look-Locker inversion recovery (MOLLI) sequence, native T1 mapping was achieved. Native CMRI T1 values were compared between the two groups. In order to analyze the relationship between T1 values and clinical parameters, correlation analysis was performed in patients on HD. RESULTS Patients on HD exhibited elevated global native T1 values compared to control subjects. In the HD group, the global native T1 value correlated positively with intact parathyroid hormone (iPTH) (r = 0.418, p = 0.017) and negatively with triglycerides (r= -0.366, p = 0.039). Moreover, the global native T1 value exhibited a positive correlation with the left ventricular end-diastolic volume indexed to body surface area (BSA; r = 0.528, p = 0.014), left ventricular end-systolic volume indexed to BSA (r = 0.506, p = 0.019), and left ventricular mass indexed to BSA (r = 0.600, p = 0.005). A negative correlation was observed between the global native T1 value and ejection fraction (r = 0.-0.551, p = 0.010). CONCLUSION The global native T1 value was prolonged in HD patients compared with controls. In the HD group, the global T1 value correlated strongly with iPTH, triglycerides, and cardiac structural and functional parameters.
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Affiliation(s)
- Changqin Zhang
- Department of Nephrology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
| | - Lijing Yao
- Department of Nephrology, The First Affiliated Hospital of Xiamen University, Xiamen, China
| | - Min Liu
- Department of Radiology, China-Japan Friendship Hospital, Beijing, China
| | - Yilun Zhou
- Department of Nephrology, Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Zhao X, Hu X, Bao W, Huang S, Li F, Liu C, Ge L, Zhang Q, Zhang C, Li C. Predictors of improvement in left ventricular systolic function after catheter ablation in patients with persistent atrial fibrillation complicated with heart failure. BMC Cardiovasc Disord 2024; 24:178. [PMID: 38521897 PMCID: PMC10960375 DOI: 10.1186/s12872-024-03840-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Accepted: 03/12/2024] [Indexed: 03/25/2024] Open
Abstract
AIMS The current management of patients with atrial fibrillation (AF) and concomitant heart failure (HF) remains a significant challenge. Catheter ablation (CA) has been shown to improve left ventricular ejection fraction (LVEF) in these patients, but which patients can benefit from CA is still poorly understood. The aim of our study was to determine the predictors of improved ejection fraction in patients with persistent atrial fibrillation (PeAF) complicated with HF undergoing CA. METHODS AND RESULTS A total of 435 patients with persistent AF underwent an initial CA between January 2019 and March 2023 in our hospital. We investigated consecutive patients with left ventricular systolic dysfunction (LVEF < 50%) measured by transthoracic echocardiography (TTE) within one month before CA. According to the LVEF changes at 6 months, these patients were divided into an improved group (fulfilling the '2021 Universal Definition of HF' criteria for LVEF recovery) and a nonimproved group. Eighty patients were analyzed, and the improvement group consisted of 60 patients (75.0%). In the univariate analysis, left ventricular end-diastolic diameter (P = 0.005) and low voltage zones in the left atrium (P = 0.043) were associated with improvement of LVEF. A receiver operating characteristic analysis determined that the suitable cutoff value for left ventricular end-diastolic diameter (LVDd) was 59 mm (sensitivity: 85.0%, specificity: 55.0%, area under curve: 0.709). A multivariate analysis showed that LVDd (OR = 0.85; 95% CI: 0.76-0.95, P = 0.005) and low voltage zones (LVZs) (OR = 0.26; 95% CI: 0.07-0.96, P = 0.043) were significantly independently associated with the improvement of LVEF. Additionally, parameters were significantly improved regarding the left atrial diameter, LVDd and ventricular rate after radiofrequency catheter ablation (all p < 0.05). CONCLUSIONS The improvement of left ventricular ejection fraction (LVEF) occurred in 75.0% of patients. Our study provides additional evidence that LVDd < 59 mm and no low voltage zones in the left atrium can be used to jointly predict the improvement of LVEF after atrial fibrillation ablation.
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Affiliation(s)
- Xinliang Zhao
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Xiaoqin Hu
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Wei Bao
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Shuo Huang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Fei Li
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Chen Liu
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Liqi Ge
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Quan Zhang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Chaoqun Zhang
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China
| | - Chengzong Li
- Department of Cardiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, China.
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Peng P, Yue X, Tang L, Wu X, Deng Q, Wu T, Cai L, Liu Q, Xu J, Huang X, Chen Y, Diao K, Sun J. Feasibility of Free-Breathing, Non-ECG-Gated, Black-Blood Cine Magnetic Resonance Images With Multitasking in Measuring Left Ventricular Function Indices. Korean J Radiol 2023; 24:1221-1231. [PMID: 38016681 DOI: 10.3348/kjr.2023.0377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Revised: 09/21/2023] [Accepted: 09/25/2023] [Indexed: 11/30/2023] Open
Abstract
OBJECTIVE To clinically validate the feasibility and accuracy of cine images acquired through the multitasking method, with no electrocardiogram gating and free-breathing, in measuring left ventricular (LV) function indices by comparing them with those acquired through the balanced steady-state free precession (bSSFP) method, with multiple breath-holds and electrocardiogram gating. MATERIALS AND METHODS Forty-three healthy volunteers (female:male, 30:13; mean age, 23.1 ± 2.3 years) and 36 patients requiring an assessment of LV function for various clinical indications (female:male, 22:14; 57.8 ± 11.3 years) were enrolled in this prospective study. Each participant underwent cardiac magnetic resonance imaging (MRI) using the multiple breath-hold bSSFP method and free-breathing multitasking method. LV function parameters were measured for both MRI methods. Image quality was assessed through subjective image quality scores (1 to 5) and calculation of the contrast-to-noise ratio (CNR) between the myocardium and blood pool. Differences between the two MRI methods were analyzed using the Bland-Altman plot, paired t-test, or Wilcoxon signed-rank test, as appropriate. RESULTS LV ejection fraction (LVEF) was not significantly different between the two MRI methods (P = 0.222 in healthy volunteers and P = 0.343 in patients). LV end-diastolic mass was slightly overestimated with multitasking in both healthy volunteers (multitasking vs. bSSFP, 60.5 ± 10.7 g vs. 58.0 ± 10.4 g, respectively; P < 0.001) and patients (69.4 ± 18.1 g vs. 66.8 ± 18.0 g, respectively; P = 0.003). Acceptable and comparable image quality was achieved for both MRI methods (multitasking vs. bSSFP, 4.5 ± 0.7 vs. 4.6 ± 0.6, respectively; P = 0.203). The CNR between the myocardium and blood pool showed no significant differences between the two MRI methods (18.89 ± 6.65 vs. 18.19 ± 5.83, respectively; P = 0.480). CONCLUSION Multitasking-derived cine images obtained without electrocardiogram gating and breath-holding achieved similar image quality and accurate quantification of LVEF in healthy volunteers and patients.
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Affiliation(s)
- Pengfei Peng
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xun Yue
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lu Tang
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Xi Wu
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Qiao Deng
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Tao Wu
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lei Cai
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Qi Liu
- UIH America, Inc., Houston, TX, USA
| | - Jian Xu
- UIH America, Inc., Houston, TX, USA
| | - Xiaoqi Huang
- Department of Radiology and Huaxi MR Research Center (HMRRC), Functional and Molecular lmaging Key Laboratory of Sichuan Province, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Research Unit of Psychoradiology, Chinese Academy of Medical Sciences, Chengdu, Sichuan, China
| | - Yucheng Chen
- Department of Cardiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Kaiyue Diao
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
| | - Jiayu Sun
- Department of Radiology, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
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Takada T, Nakata Y, Matsuura K, Minami Y, Kishihara M, Watanabe S, Shirotani S, Abe T, Yoshida A, Hasegawa S, Jujo K, Arai K, Suzuki A, Hagiwara N, Yamaguchi J. Left Ventricular End-Systolic Diameter May Predict Persistent Heart Failure with Reduced Ejection Fraction. Int Heart J 2023; 64:1095-1104. [PMID: 37967983 DOI: 10.1536/ihj.23-293] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2023]
Abstract
Patients with persistent heart failure (HF) with reduced ejection fraction (HFrEF) have a poorer prognosis than those with HF with improved ejection fraction (HFimpEF). However, data on the predictive value of echocardiographic parameters for persistent HFrEF are lacking. We retrospectively studied 443 patients who were diagnosed with HFrEF (EF ≤ 40%) during hospitalization and underwent echocardiography at the 1-year follow-up. We divided them into the 2 groups: HFimpEF (EF > 40%) and persistent HFrEF group at 1-year follow-up, and assessed the predictive value of echocardiographic parameters at discharge for persistent HFrEF. In total, 301/443 patients (68%) were diagnosed with persistent HFrEF and 142/443 (32%) with HFimpEF at the 1-year follow-up. Kaplan-Meier analysis revealed that the persistent HFrEF group had a poorer prognosis than the HFimpEF group (log-rank, P < 0.001). Receiver operating characteristic curve analysis revealed that left ventricular end-systolic diameter (LVESD) had the highest area under the curve (AUC) (0.70; 95% confidence interval [CI]: 0.64-0.75; cutoff value: 55 mm) among various echocardiographic parameters. LVESD was an independent predictor of persistent HFrEF at the 1-year follow-up (odds ratio: 1.07, 95%CI: 1.02-1.12) upon multivariable logistic regression analysis. The incidence of persistent HFrEF was higher in patients with an LVESD ≥ 55 mm than in those with an LVESD < 55 mm (81% versus 55%, Fisher's exact test, P < 0.001). In conclusion, an LVESD (≥ 55 mm) was associated with persistent HFrEF. Focusing on LVESD in daily practice may help clinicians with risk stratification for decision-making regarding management in patients with advanced HF refractory to guideline-directed medical therapy.
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Affiliation(s)
- Takuma Takada
- Department of Cardiology, Tokyo Women's Medical University
- Institute of Advanced Biomedical Engineering and Science, Tokyo Women's Medical University
| | - Yuki Nakata
- Department of Cardiology, Tokyo Women's Medical University
| | - Katsuhisa Matsuura
- Department of Cardiology, Tokyo Women's Medical University
- Institute of Advanced Biomedical Engineering and Science, Tokyo Women's Medical University
| | | | | | | | | | - Takuro Abe
- Department of Cardiology, Tokyo Women's Medical University
| | - Ayano Yoshida
- Department of Cardiology, Tokyo Women's Medical University
| | - Shun Hasegawa
- Department of Cardiology, Tokyo Women's Medical University
| | - Kentaro Jujo
- Department of Cardiology, Tokyo Women's Medical University
| | - Kotaro Arai
- Department of Cardiology, Tokyo Women's Medical University
| | - Atsushi Suzuki
- Department of Cardiology, Tokyo Women's Medical University
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Long-term outcomes after aortic valve surgery in patients with aortic regurgitation with preserved ejection fraction and left ventricular dilation. Gen Thorac Cardiovasc Surg 2023; 71:51-58. [PMID: 35852755 DOI: 10.1007/s11748-022-01849-9] [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: 04/17/2022] [Accepted: 06/22/2022] [Indexed: 01/12/2023]
Abstract
OBJECTIVES This study aims to assess the long-term outcomes and prognostic predictors of asymptomatic patients with severe aortic regurgitation (AR) accompanied by left ventricular ejection fraction (LVEF) ≥ 55% and left ventricular end-diastolic diameter (LVEDD) > 65 mm undergoing aortic valve replacement (AVR). METHODS We retrospectively studied 291 consecutive asymptomatic patients with severe AR accompanied by LVEF ≥ 55% and LVEDD > 65 mm undergoing AVR from January 2000 to December 2013. The long-term outcomes and prognostic predictors were evaluated. RESULTS There were 2 (0.7%) in-hospital deaths caused by multiple organ failure. The overall survival rate was 95.2% at 5 years, 89.9% at 10 years, 85.9% at 15 years, and 85.9% at 20 years. The left ventricular end-systolic volume index (LVESVi) was an independent predictor of overall mortality, with 59 ml/m2 being the best cut-off value. The left ventricular (LV) dimension decreased within 1 year after surgery and sustained thereafter. There were 15.5% of patients had incomplete LV reverse remodeling. LVESVi was an independent predictor of incomplete LV reverse remodeling, with 56 ml/m2 being the best cut-off value. CONCLUSIONS AVR can be performed with an acceptable outcome in patients with severe AR accompanied by LVEF ≥ 55% and LVEDD > 65 mm. The LVESVi has the best predictive value for prognosis and the cut-off value is 59 ml/m2, and has the best predictive value for incomplete LV reverse remodeling and the cut-off value is 56 ml/m2.
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Romito G, Darida S, Valente C, Poser H, Contiero B, Cipone M, Guglielmini C. Prevalence and prognostic role of L wave and selected clinical and echocardiographic variables in dogs with atrial fibrillation. Vet Med (Auckl) 2022; 37:47-57. [PMID: 36480559 PMCID: PMC9889615 DOI: 10.1111/jvim.16584] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 11/02/2022] [Indexed: 12/13/2022]
Abstract
BACKGROUND Information regarding the frequency of L waves and their prognostic relevance in dogs with secondary atrial fibrillation (AF) is limited. HYPOTHESIS/OBJECTIVES To determine whether L waves occur and ascertain their prognostic role, as well as the role of other clinical and echocardiographic variables in dogs with AF. ANIMALS Fifty-five dogs with AF associated with myxomatous mitral valve disease or dilated cardiomyopathy. METHODS Retrospective, multicenter observational study. In addition to L waves analysis, other clinical and echocardiographic variables, including type of antiarrhythmic treatment, were evaluated. A survival analysis was performed to test for predictors of cardiac death and all-cause mortality using Cox proportional hazards regression models. RESULTS L waves were evident in 33/55 dogs (60%, 95% confidence interval [CI] = 47%-72%) but their presence did not influence outcome. Increased left ventricular end-systolic diameter normalized for body weight (LVSDn) was a significant predictor of both cardiac death (hazard ratio [HR] = 4.41, 95% CI = 1.18-16.54; P = .03) and all-cause mortality (HR = 9.39, 95% CI = 2.49-35.32; P < .001). Heart rate assessed during echocardiography (Echo-HR) represented an additional significant predictor of cardiac death (HR = 1.01, 95% CI = 1.00-1.01; P = .04) and all-cause mortality (HR = 1.01, 95% CI = 1.00-1.01; P = .04). CONCLUSIONS AND CLINICAL IMPORTANCE L waves occurred frequently in dogs with AF, but held no prognostic relevance. Conversely, LVSDn and Echo-HR represented independent predictors of negative outcome in these animals.
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Affiliation(s)
- Giovanni Romito
- Department of Veterinary Medical SciencesAlma Mater Studiorum—University of Bologna (Romito, Darida, Cipone)BolognaItaly
| | - Stefana Darida
- Department of Veterinary Medical SciencesAlma Mater Studiorum—University of Bologna (Romito, Darida, Cipone)BolognaItaly
| | - Carlotta Valente
- Department of Animal MedicineProduction and Health (Valente, Poser, Contiero, Guglielmini), University of PadovaPaduaItaly
| | - Helen Poser
- Department of Animal MedicineProduction and Health (Valente, Poser, Contiero, Guglielmini), University of PadovaPaduaItaly
| | - Barbara Contiero
- Department of Animal MedicineProduction and Health (Valente, Poser, Contiero, Guglielmini), University of PadovaPaduaItaly
| | - Mario Cipone
- Department of Veterinary Medical SciencesAlma Mater Studiorum—University of Bologna (Romito, Darida, Cipone)BolognaItaly
| | - Carlo Guglielmini
- Department of Animal MedicineProduction and Health (Valente, Poser, Contiero, Guglielmini), University of PadovaPaduaItaly
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Charytan DM, Soomro QH, Caporotondi A, Guazzotti G, Maestri R, Pinna GD, La Rovere MT. Baroreceptor Sensitivity in Individuals with CKD and Heart Failure. KIDNEY360 2022; 3:2027-2035. [PMID: 36591344 PMCID: PMC9802545 DOI: 10.34067/kid.0004812022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/20/2022] [Accepted: 10/18/2022] [Indexed: 11/07/2022]
Abstract
Background Heart failure is the most common cardiovascular complication of chronic kidney disease (CKD) and foreshadows a high morbidity and mortality rate. Baroreflex impairment likely contributes to cardiovascular mortality. We aimed to study the associations between CKD, heart failure, and baroreflex sensitivity (BRS) and their association with cardiovascular outcomes. Methods We retrospectively analyzed data from a cohort of 247 individuals with moderate to severe HF. All subjects underwent BRS measurements after intravenous phenylephrine along with electrocardiography, echocardiography, and laboratory measurements. We used logistic regression models to assess the association of CKD (estimated glomerular filtration rate <60 ml/min per 1.73 m2) with BRS using iterative models. Cox proportional hazards models were used to assess associations of binary BRS and subgroups according to categorizations of CKD and BRS with cardiovascular mortality. Results Median eGFR among individuals with CKD was 52 (IQR 44-56) ml/min per 1.73 m2. eGFR was lower in those with depressed BRS (65 [IQR 54-76] ml/min per 1.73 m2) compared with those with preserved BRS (73 [IQR 64-87] ml/min per 1.73 m2; P≤0.001). The majority of individuals with CKD had depressed BRS compared with those without CKD (60% versus 29%; P=0.05). In regression models, CKD and BRS were independently associated. Cardiovascular mortality was significantly increased in individuals with or without CKD and depressed BRS compared with those with preserved BRS and CKD. Conclusions Cardiac BRS is depressed in patients with mild to moderate CKD and HF and associated with cardiovascular mortality. Additional study to confirm its contribution to cardiovascular mortality, particularly in advanced CKD, is warranted.
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Affiliation(s)
- David M. Charytan
- New York University Grossman School of Medicine, NYU Langone Health, New York, New York
| | - Qandeel H. Soomro
- New York University Grossman School of Medicine, NYU Langone Health, New York, New York
| | - Angelo Caporotondi
- Department of Cardiology, Istituti Clinici Scientifici Maugeri, IRCCS, Istituto Scientifico di Montescano, Pavia, Italy
| | - Giampaolo Guazzotti
- Department of Cardiology, Istituti Clinici Scientifici Maugeri, IRCCS, Istituto Scientifico di Montescano, Pavia, Italy
| | - Roberto Maestri
- Department of Biomedical Engineering, Istituti Clinici Scientifici Maugeri, IRCCS, Istituto Scientifico di Montescano, Pavia, Italy
| | - Gian Domenico Pinna
- Department of Biomedical Engineering, Istituti Clinici Scientifici Maugeri, IRCCS, Istituto Scientifico di Montescano, Pavia, Italy
| | - Maria Teresa La Rovere
- Department of Cardiology, Istituti Clinici Scientifici Maugeri, IRCCS, Istituto Scientifico di Montescano, Pavia, Italy
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Chen HY, Lin CS, Fang WH, Lee CC, Ho CL, Wang CH, Lin C. Artificial Intelligence-Enabled Electrocardiogram Predicted Left Ventricle Diameter as an Independent Risk Factor of Long-Term Cardiovascular Outcome in Patients With Normal Ejection Fraction. Front Med (Lausanne) 2022; 9:870523. [PMID: 35479951 PMCID: PMC9035739 DOI: 10.3389/fmed.2022.870523] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2022] [Accepted: 03/10/2022] [Indexed: 11/13/2022] Open
Abstract
Background Heart failure (HF) is a global disease with increasing prevalence in an aging society. However, the survival rate is poor despite the patient receiving standard treatment. Early identification of patients with a high risk of HF is important but challenging. Left ventricular end-diastolic diameter (LV-D) increase was an independent risk factor of HF and adverse cardiovascular (CV) outcomes. In this study, we aimed to develop an artificial intelligence (AI) enabled electrocardiogram (ECG) system to detect LV-D increase early. Objective We developed a deep learning model (DLM) to predict left ventricular end-diastolic and end-systolic diameter (LV-D and LV-S) with internal and external validations and investigated the relationship between ECG-LV-D and echocardiographic LV-D and explored the contributions of ECG-LV-D on future CV outcomes. Methods Electrocardiograms and corresponding echocardiography data within 7 days were collected and paired for DLM training with 99,692 ECGs in the development set and 20,197 ECGs in the tuning set. The other 7,551 and 11,644 ECGs were collected from two different hospitals to validate the DLM performance in internal and external validation sets. We analyzed the association and prediction ability of ECG-LVD for CV outcomes, including left ventricular (LV) dysfunction, CV mortality, acute myocardial infarction (AMI), and coronary artery disease (CAD). Results The mean absolute errors (MAE) of ECG-LV-D were 5.25/5.29, and the area under the receiver operating characteristic (ROC) curves (AUCs) were 0.8297/0.8072 and 0.9295/0.9148 for the detection of mild (56 ≦ LV-D < 65 mm) and severe (LV-D ≧ 65 mm) LV-D dilation in internal/external validation sets, respectively. Patients with normal ejection fraction (EF) who were identified as high ECHO-LV-D had the higher hazard ratios (HRs) of developing new onset LV dysfunction [HR: 2.34, 95% conference interval (CI): 1.78–3.08], CV mortality (HR 2.30, 95% CI 1.05–5.05), new-onset AMI (HR 2.12, 95% CI 1.36–3.29), and CAD (HR 1.59, 95% CI 1.26–2.00) in the internal validation set. In addition, the ECG-LV-D presents a 1.88-fold risk (95% CI 1.47–2.39) on new-onset LV dysfunction in the external validation set. Conclusion The ECG-LV-D not only identifies high-risk patients with normal EF but also serves as an independent risk factor of long-term CV outcomes.
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Affiliation(s)
- Hung-Yi Chen
- Department of Internal Medicine, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
| | - Chin-Sheng Lin
- Division of Cardiology, Department of Internal Medicine, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
| | - Wen-Hui Fang
- Department of Family and Community Medicine, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
- Department of Internal Medicine, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
- Artificial Intelligence of Things Center, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
| | - Chia-Cheng Lee
- Medical Informatics Office, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
- Division of Colorectal Surgery, Department of Surgery, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
| | - Ching-Liang Ho
- Division of Hematology and Oncology, Department of Internal Medicine, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
| | - Chih-Hung Wang
- Department of Otolaryngology-Head and Neck Surgery, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
- National Defense Medical Center, Graduate Institute of Medical Sciences, Taipei, Taiwan
| | - Chin Lin
- Artificial Intelligence of Things Center, National Defense Medical Center, Tri-Service General Hospital, Taipei, Taiwan
- Medical Technology Education Center, National Defense Medical Center, School of Medicine, Taipei, Taiwan
- *Correspondence: Chin Lin,
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