Ilke Ozcan, Takumi Toya, Michal Cohen-Shelly, Hyun Woong Park, Ali Ahmad, Alp Ozcan, Peter A Noseworthy, Suraj Kapa, Lilach O Lerman, Zachi I Attia, Sudhir S Kushwaha, Paul A Friedman, Amir Lerman
{"title":"人工智能衍生的心脏老化与心脏移植后的心脏事件有关。","authors":"Ilke Ozcan, Takumi Toya, Michal Cohen-Shelly, Hyun Woong Park, Ali Ahmad, Alp Ozcan, Peter A Noseworthy, Suraj Kapa, Lilach O Lerman, Zachi I Attia, Sudhir S Kushwaha, Paul A Friedman, Amir Lerman","doi":"10.1093/ehjdh/ztac051","DOIUrl":null,"url":null,"abstract":"<p><strong>Aims: </strong>An artificial intelligence algorithm detecting age from 12-lead electrocardiogram (ECG) has been suggested to reflect 'physiological age'. An increased physiological age has been associated with a higher risk of cardiac mortality in the non-transplant population. We aimed to investigate the utility of this algorithm in patients who underwent heart transplantation (HTx).</p><p><strong>Methods and results: </strong>A total of 540 patients were studied. The average ECG ages within 1 year before and after HTx were used to represent pre- and post-HTx ECG ages. Major adverse cardiovascular event (MACE) was defined as any coronary revascularization, heart failure hospitalization, re-transplantation, and mortality. Recipient pre-transplant ECG age (mean 63 ± 11 years) correlated significantly with recipient chronological age (mean 49 ± 14 years, <i>R</i> = 0.63, <i>P</i> < 0.0001), while post-transplant ECG age (mean 54 ± 10 years) correlated with both the donor (mean 32 ± 13 years, <i>R</i> = 0.45, <i>P</i> < 0.0001) and the recipient ages (<i>R</i> = 0.38, <i>P</i> < 0.0001). During a median follow-up of 8.8 years, 307 patients experienced MACE. Patients with an increase in ECG age post-transplant showed an increased risk of MACE [hazard ratio (HR): 1.58, 95% confidence interval (CI): (1.24, 2.01), <i>P</i> = 0.0002], even after adjusting for potential confounders [HR: 1.58, 95% CI: (1.19, 2.10), <i>P</i> = 0.002].</p><p><strong>Conclusion: </strong>Electrocardiogram age-derived cardiac ageing after transplantation is associated with a higher risk of MACE. This study suggests that physiological age change of the heart might be an important determinant of MACE risk post-HTx.</p>","PeriodicalId":72965,"journal":{"name":"European heart journal. Digital health","volume":"3 4","pages":"516-524"},"PeriodicalIF":3.9000,"publicationDate":"2022-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/db/48/ztac051.PMC9779895.pdf","citationCount":"0","resultStr":"{\"title\":\"Artificial intelligence-derived cardiac ageing is associated with cardiac events post-heart transplantation.\",\"authors\":\"Ilke Ozcan, Takumi Toya, Michal Cohen-Shelly, Hyun Woong Park, Ali Ahmad, Alp Ozcan, Peter A Noseworthy, Suraj Kapa, Lilach O Lerman, Zachi I Attia, Sudhir S Kushwaha, Paul A Friedman, Amir Lerman\",\"doi\":\"10.1093/ehjdh/ztac051\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Aims: </strong>An artificial intelligence algorithm detecting age from 12-lead electrocardiogram (ECG) has been suggested to reflect 'physiological age'. An increased physiological age has been associated with a higher risk of cardiac mortality in the non-transplant population. We aimed to investigate the utility of this algorithm in patients who underwent heart transplantation (HTx).</p><p><strong>Methods and results: </strong>A total of 540 patients were studied. The average ECG ages within 1 year before and after HTx were used to represent pre- and post-HTx ECG ages. Major adverse cardiovascular event (MACE) was defined as any coronary revascularization, heart failure hospitalization, re-transplantation, and mortality. Recipient pre-transplant ECG age (mean 63 ± 11 years) correlated significantly with recipient chronological age (mean 49 ± 14 years, <i>R</i> = 0.63, <i>P</i> < 0.0001), while post-transplant ECG age (mean 54 ± 10 years) correlated with both the donor (mean 32 ± 13 years, <i>R</i> = 0.45, <i>P</i> < 0.0001) and the recipient ages (<i>R</i> = 0.38, <i>P</i> < 0.0001). During a median follow-up of 8.8 years, 307 patients experienced MACE. Patients with an increase in ECG age post-transplant showed an increased risk of MACE [hazard ratio (HR): 1.58, 95% confidence interval (CI): (1.24, 2.01), <i>P</i> = 0.0002], even after adjusting for potential confounders [HR: 1.58, 95% CI: (1.19, 2.10), <i>P</i> = 0.002].</p><p><strong>Conclusion: </strong>Electrocardiogram age-derived cardiac ageing after transplantation is associated with a higher risk of MACE. This study suggests that physiological age change of the heart might be an important determinant of MACE risk post-HTx.</p>\",\"PeriodicalId\":72965,\"journal\":{\"name\":\"European heart journal. 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引用次数: 0
摘要
目的:提出了一种从12导联心电图(ECG)检测年龄的人工智能算法,以反映“生理年龄”。在非移植人群中,生理年龄的增加与心脏死亡风险的增加有关。我们的目的是研究该算法在接受心脏移植(HTx)的患者中的效用。方法与结果:共对540例患者进行研究。用HTx前后1年内的平均心电年龄表示HTx前后的心电年龄。主要不良心血管事件(MACE)定义为任何冠状动脉血运重建术、心力衰竭住院、再移植和死亡。受者移植前心电图年龄(平均63±11岁)与受者实时年龄(平均49±14岁,R = 0.63, P < 0.0001)相关,移植后心电图年龄(平均54±10岁)与供者年龄(平均32±13岁,R = 0.45, P < 0.0001)和受者年龄(R = 0.38, P < 0.0001)相关。在中位随访8.8年期间,307例患者经历了MACE。移植后心电图年龄增加的患者发生MACE的风险增加[危险比(HR): 1.58, 95%可信区间(CI): (1.24, 2.01), P = 0.0002],即使校正了潜在的混杂因素[HR: 1.58, 95% CI: (1.19, 2.10), P = 0.002]。结论:移植后心电图年龄源性心脏老化与MACE发生风险增高有关。本研究提示心脏的生理年龄变化可能是htx后MACE风险的重要决定因素。
Artificial intelligence-derived cardiac ageing is associated with cardiac events post-heart transplantation.
Aims: An artificial intelligence algorithm detecting age from 12-lead electrocardiogram (ECG) has been suggested to reflect 'physiological age'. An increased physiological age has been associated with a higher risk of cardiac mortality in the non-transplant population. We aimed to investigate the utility of this algorithm in patients who underwent heart transplantation (HTx).
Methods and results: A total of 540 patients were studied. The average ECG ages within 1 year before and after HTx were used to represent pre- and post-HTx ECG ages. Major adverse cardiovascular event (MACE) was defined as any coronary revascularization, heart failure hospitalization, re-transplantation, and mortality. Recipient pre-transplant ECG age (mean 63 ± 11 years) correlated significantly with recipient chronological age (mean 49 ± 14 years, R = 0.63, P < 0.0001), while post-transplant ECG age (mean 54 ± 10 years) correlated with both the donor (mean 32 ± 13 years, R = 0.45, P < 0.0001) and the recipient ages (R = 0.38, P < 0.0001). During a median follow-up of 8.8 years, 307 patients experienced MACE. Patients with an increase in ECG age post-transplant showed an increased risk of MACE [hazard ratio (HR): 1.58, 95% confidence interval (CI): (1.24, 2.01), P = 0.0002], even after adjusting for potential confounders [HR: 1.58, 95% CI: (1.19, 2.10), P = 0.002].
Conclusion: Electrocardiogram age-derived cardiac ageing after transplantation is associated with a higher risk of MACE. This study suggests that physiological age change of the heart might be an important determinant of MACE risk post-HTx.