1
|
Liang C, Yang F, Huang X, Zhang L, Wang Y. Deep learning assists early-detection of hypertension-mediated heart change on ECG signals. Hypertens Res 2025; 48:681-692. [PMID: 39394520 DOI: 10.1038/s41440-024-01938-7] [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: 06/28/2024] [Revised: 09/06/2024] [Accepted: 09/23/2024] [Indexed: 10/13/2024]
Abstract
Arterial hypertension is a major risk factor for cardiovascular diseases. While cardiac ultrasound is a typical way to diagnose hypertension-mediated heart change, it often fails to detect early subtle structural changes. Electrocardiogram(ECG) represents electrical activity of heart muscle, affected by the changes in heart's structure. It is crucial to explore whether ECG can capture slight signals of hypertension-mediated heart change. However, reading ECG records is complex and some signals are too subtle to be captured by cardiologist's visual inspection. In this study, we designed a deep learning model to predict hypertension on ECG signals and then to identify hypertension-associated ECG segments. From The First Affiliated Hospital of Xiamen University, we collected 210,120 10-s 12-lead ECGs using the FX-8322 manufactured by FUKUDA and 812 ECGs using the RAGE-12 manufactured by NALONG. We proposed a deep learning framework, including MML-Net, a multi-branch, multi-scale LSTM neural network to evaluate the potential of ECG signals to detect hypertension, and ECG-XAI, an ECG-oriented wave-alignment AI explanation pipeline to identify hypertension-associated ECG segments. MML-Net achieved an 82% recall and an 87% precision in the testing, and an 80% recall and an 82% precision in the independent testing. In contrast, experienced clinical cardiologists typically attain recall rates ranging from 30 to 50% by visual inspection. The experiments demonstrate that ECG signals are sensitive to slight changes in heart structure caused by hypertension. ECG-XAI detects that R-wave and P-wave are the hypertension-associated ECG segments. The proposed framework has the potential to facilitate early diagnosis of heart change.
Collapse
Affiliation(s)
- Chengwei Liang
- Department of Automation, Xiamen University, Xiamen, Fujian, China
- National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, Fujian, China
| | - Fan Yang
- Department of Automation, Xiamen University, Xiamen, Fujian, China
- National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, Fujian, China
- Xiamen Key Laboratory of Big Data Intelligent Analysis and Decision, Xiamen, Fujian, China
| | - Xiaobing Huang
- Fuzhou First General Hospital, Fujian Medical University, Fujian, China
| | - Lijuan Zhang
- The First Affiliation Hospital of Xiamen University, Xiamen University, Xiamen, Fujian, China.
| | - Ying Wang
- Department of Automation, Xiamen University, Xiamen, Fujian, China.
- National Institute for Data Science in Health and Medicine, Xiamen University, Xiamen, Fujian, China.
- Xiamen Key Laboratory of Big Data Intelligent Analysis and Decision, Xiamen, Fujian, China.
| |
Collapse
|
2
|
Wang X, Han SJ, Wang XL, Xu YF, Wang HC, Peng JY, Pan GM, Chen YH, Wang C. Soluble ST2 Is a Biomarker Associated With Left Ventricular Hypertrophy and Concentric Hypertrophy in Patients With Essential Hypertension. Am J Hypertens 2024; 37:987-994. [PMID: 39136164 PMCID: PMC11565189 DOI: 10.1093/ajh/hpae105] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2024] [Revised: 07/03/2024] [Accepted: 08/05/2024] [Indexed: 11/16/2024] Open
Abstract
BACKGROUND Elevated soluble stimulating factor 2 (sST2) level is observed in cardiovascular diseases, such as heart failure and acute coronary syndrome, which reflects myocardial fibrosis and hypertrophy, indicating adverse clinical outcomes. However, the association between sST2 and hypertensive heart disease are less understood. This study aimed to determine the relationship of sST2 with left ventricular hypertrophy (LVH) and geometric remodeling in essential hypertension (EH). METHODS We enrolled 483 patients (aged 18-80 years; 51.35% female). sST2 measurements and echocardiographic analyses were performed. RESULTS Stepwise multiple linear regression analysis showed significant associations among sST2, left ventricular (LV) mass, and LV mass index. The prevalence of LVH and concentric hypertrophy (CH) increased with higher sST2 grade levels (P for trend < 0.05). Logistic regression analysis suggested that the highest tertile of sST2 was significantly associated with increased LVH risk, compared with the lowest tertile (multivariate-adjusted odds ratio [OR] of highest group: 6.61; P < 0.001). Similar results were observed in the left ventricular geometric remodeling; the highest tertile of sST2 was significantly associated with increased CH risk (multivariate-adjusted OR of highest group: 5.80; P < 0.001). The receiver operating characteristic analysis results revealed that sST2 had potential predictive value for LVH (area under the curve [AUC]: 0.752, 95% confidence interval [CI]: 0.704-0.800) and CH (AUC: 0.750, 95% CI: 0.699-0.802) in patients with EH. CONCLUSIONS High sST2 level is strongly related to LVH and CH in patients with EH and can be used as a biomarker for the diagnosis and risk assessment of hypertensive heart disease. CLINICAL TRIALS REGISTRATION Trial Number ChiCTR2400082764.
Collapse
Affiliation(s)
- Xia Wang
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Shu-Jie Han
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Xiao-Li Wang
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yun-Feng Xu
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Hui-Cheng Wang
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Jiang-Yang Peng
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Guang-Ming Pan
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Ya-Hui Chen
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Chuangchang Wang
- Department of Cardiovascular, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
- The Second Clinical College, Guangzhou University of Chinese Medicine, Guangzhou, China
| |
Collapse
|
3
|
Bult MM, van de Ree TF, Wind AM, Hurley KM, van de Ree MA. The use of echocardiography compared to electrocardiogram when screening for left ventricular hypertrophy in hypertensive patients: A cross-sectional study. J Clin Hypertens (Greenwich) 2024; 26:977-985. [PMID: 38963706 PMCID: PMC11301431 DOI: 10.1111/jch.14867] [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: 04/03/2024] [Revised: 06/11/2024] [Accepted: 06/16/2024] [Indexed: 07/06/2024]
Abstract
Left ventricular hypertrophy (LVH) is often used as an indicator to assess hypertension-mediated organ damage (HMOD), alongside hypertensive retinopathy (HR) and nephropathy. Assessment of HMOD is crucial when making decisions about treatment optimization. Despite longstanding debate over its reliability to detect LVH, it is common practice to perform an electrocardiogram (ECG) instead of directly assessing left ventricular mass with echocardiography. In this study, the presence of LVH was evaluated using both ECG and echocardiography among consecutive patients suspected of therapy-resistant hypertension or secondary hypertension in the outpatient clinic of the Department of Internal Medicine at the Diakonessen Hospital, Utrecht, the Netherlands, between July 15, 2017, and July 31, 2020. The primary endpoints were the specificity and sensitivity of ECG as a diagnostic tool for LVH, with echocardiography serving as the reference method. Among the 329 participants, we identified 70 individuals (21.3%) with true LVH based on echocardiography. The ECG displayed a sensitivity of 47.9% and a specificity of 75.3%. Moreover, the area under the receiver operating characteristics curve was 0.604. In conclusion, ECG demonstrates limited value in identifying LVH. Considering the importance of accurately assessing HMOD for treatment optimization of hypertension, the role of ECG as a diagnostic tool for LVH is, therefore, questionable. Instead, we recommend employing standard echocardiography as a more reliable diagnostic.
Collapse
Affiliation(s)
- Marijn Marc Bult
- Department of Internal MedicineDiakonessen Hospital UtrechtUtrechtNetherlands
| | | | - Anna Maria Wind
- Department of CardiologyDiakonessen Hospital UtrechtUtrechtNetherlands
| | - Kai Morris Hurley
- Department of Internal MedicineDiakonessen Hospital UtrechtUtrechtNetherlands
| | | |
Collapse
|
4
|
Vaseekaran M, Kaese S, Görlich D, Wiemer M, Samol A. WATCH-BPM-Comparison of a WATCH-Type Blood Pressure Monitor with a Conventional Ambulatory Blood Pressure Monitor and Auscultatory Sphygmomanometry. SENSORS (BASEL, SWITZERLAND) 2023; 23:8877. [PMID: 37960576 PMCID: PMC10650650 DOI: 10.3390/s23218877] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 09/18/2023] [Accepted: 10/29/2023] [Indexed: 11/15/2023]
Abstract
BACKGROUND Smart devices that are able to measure blood pressure (BP) are valuable for hypertension or heart failure management using digital technology. Data regarding their diagnostic accuracy in comparison to standard noninvasive measurement in accordance to Riva-Rocci are sparse. This study compared a wearable watch-type oscillometric BP monitor (Omron HeartGuide), a wearable watch-type infrared BP monitor (Smart Wear), a conventional ambulatory BP monitor, and auscultatory sphygmomanometry. METHODS Therefore, 159 consecutive patients (84 male, 75 female, mean age 64.33 ± 16.14 years) performed observed single measurements with the smart device compared to auscultatory sphygmomanometry (n = 109) or multiple measurements during 24 h compared to a conventional ambulatory BP monitor on the upper arm (n = 50). The two BP monitoring devices were simultaneously worn on the same arm throughout the monitoring period. In a subgroup of 50 patients, single measurements were also performed with an additional infrared smart device. RESULTS The intraclass correlation coefficient (ICC) between the difference and the mean of the oscillometric Omron HeartGuide and the conventional method for the single measurement was calculated for both systole (0.765) and diastole (0.732). This is exactly how the ICC was calculated for the individual mean values calculated over the 24 h long-term measurement of the individual patients for both systole (0.880) and diastole (0.829). The ICC between the infrared device and the conventional method was "bad" for SBP (0.329) and DBP (0.025). Therefore, no further long-term measurements were performed with the infrared device. CONCLUSION The Omron HeartGuide device provided comparable BP values to the standard devices for single and long-term measurements. The infrared smart device failed to acquire valid measurement data.
Collapse
Affiliation(s)
- Mathini Vaseekaran
- Department of Cardiology and Critical Care Medicine, Johannes Wesling University Hospital, 32429 Minden, Germany; (M.V.); (S.K.); (M.W.)
| | - Sven Kaese
- Department of Cardiology and Critical Care Medicine, Johannes Wesling University Hospital, 32429 Minden, Germany; (M.V.); (S.K.); (M.W.)
| | - Dennis Görlich
- Institute of Biostatistics and Clinical Research, University Münster, 48149 Muenster, Germany;
| | - Marcus Wiemer
- Department of Cardiology and Critical Care Medicine, Johannes Wesling University Hospital, 32429 Minden, Germany; (M.V.); (S.K.); (M.W.)
| | - Alexander Samol
- Department of Cardiology and Critical Care Medicine, Johannes Wesling University Hospital, 32429 Minden, Germany; (M.V.); (S.K.); (M.W.)
- Department of Cardiology and Angiology, St. Antonius-Hospital Gronau GmbH, Möllenweg 22, 48599 Gronau, Germany
| |
Collapse
|
5
|
Ricardo Pires J, Teixeira M, Ferreira F, Viseu I, Afreixo V, Neves C. Electrocardiography in Hypertensive Patients without Cardiovascular Events: A Valuable Predictor Tool? Int J Hypertens 2022; 2022:7038894. [PMID: 35912335 PMCID: PMC9334108 DOI: 10.1155/2022/7038894] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 05/13/2022] [Accepted: 06/12/2022] [Indexed: 11/18/2022] Open
Abstract
Background Hypertension is an important risk factor of cardiovascular (CV) disease. An early diagnosis of target organ damage could prevent major CV events. Electrocardiography (ECG) is a valuable clinical technique, with wide availability and high specificity, used in evaluation of hypertensive patients. However, the use of ECG as a predictor tool is controversial given its low sensitivity. This study aims to characterise ECG features in a hypertensive population and identify ECG abnormalities that could predict CV events. Methods We studied 175 hypertensive patients without previous CV events during a follow-up mean of 4.0 ± 2.20 years. ECGs and pulse wave velocity were performed in all patients. Clinical characteristics and ECG abnormalities were evaluated and compared between the patients as they presented CV events. Results Considering the 175 patients (53.14% male), the median age was 62 years. Median systolic blood pressure was 140 mmHg and diastolic blood pressure was 78 mmHg. Median PWV was 9.8 m/s. Of the patients, 39.4% were diabetic, 78.3% had hyperlipidaemia, and 16.0% had smoking habits. ECG identified left ventricular (LV) hypertrophy in 29.71% of the patients, and a LV strain pattern was present in 9.7% of the patients. Twenty-nine patients (16.57%) had a CV event. Comparative analyses showed statistical significance for the presence of a LV strain pattern in patients with CV events (p=0.01). Univariate and multivariate analysis confirmed that a LV strain pattern was an independent predictor of CV event (HR 2.66, 95% IC 1.01-7.00). In the survival analysis, the Kaplan-Meier curve showed a worse prognosis for CV events in patients with a LV strain pattern (p=0.014). Conclusion ECG is a useful daily method to identify end-organ damage in hypertensive patients. In our study, we also observed that it may be a valuable tool for the prediction of CV events.
Collapse
Affiliation(s)
- J Ricardo Pires
- Internal Medicine Department, Centro Hospitalar Baixo Vouga, Aveiro, Portugal
- University of Aveiro, Aveiro, Portugal
| | - M Teixeira
- Internal Medicine Department, Centro Hospitalar Baixo Vouga, Aveiro, Portugal
| | - F Ferreira
- Internal Medicine Department, Centro Hospitalar Baixo Vouga, Aveiro, Portugal
| | - I Viseu
- University of Aveiro, Aveiro, Portugal
| | - V Afreixo
- University of Aveiro, Aveiro, Portugal
| | - C Neves
- Internal Medicine Department, Centro Hospitalar Baixo Vouga, Aveiro, Portugal
- University of Aveiro, Aveiro, Portugal
| |
Collapse
|
6
|
Bird K, Chan G, Lu H, Greeff H, Allen J, Abbott D, Menon C, Lovell NH, Howard N, Chan WS, Fletcher RR, Alian A, Ward R, Elgendi M. Assessment of Hypertension Using Clinical Electrocardiogram Features: A First-Ever Review. Front Med (Lausanne) 2020; 7:583331. [PMID: 33344473 PMCID: PMC7746856 DOI: 10.3389/fmed.2020.583331] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 10/16/2020] [Indexed: 12/31/2022] Open
Abstract
Hypertension affects an estimated 1.4 billion people and is a major cause of morbidity and mortality worldwide. Early diagnosis and intervention can potentially decrease cardiovascular events later in life. However, blood pressure (BP) measurements take time and require training for health care professionals. The measurements are also inconvenient for patients to access, numerous daily variables affect BP values, and only a few BP readings can be collected per session. This leads to an unmet need for an accurate, 24-h continuous, and portable BP measurement system. Electrocardiograms (ECGs) have been considered as an alternative way to measure BP and may meet this need. This review summarizes the literature published from January 1, 2010, to January 1, 2020, on the use of only ECG wave morphology to monitor BP or identify hypertension. From 35 articles analyzed (9 of those with no listed comorbidities and confounders), the P wave, QTc intervals and TpTe intervals may be promising for this purpose. Unfortunately, with the limited number of articles and the variety of participant populations, we are unable to make conclusions about the effectiveness of ECG-only BP monitoring. We provide 13 recommendations for future ECG-only BP monitoring studies and highlight the limited findings in pregnant and pediatric populations. With the advent of convenient and portable ECG signal recording in smart devices and wearables such as watches, understanding how to apply ECG-only findings to identify hypertension early is crucial to improving health outcomes worldwide.
Collapse
Affiliation(s)
- Kathleen Bird
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Gabriel Chan
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Huiqi Lu
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - Heloise Greeff
- Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, United Kingdom
| | - John Allen
- Research Center for Intelligent Healthcare, Coventry University, Coventry, United Kingdom
| | - Derek Abbott
- School of Electrical and Electronic Engineering, The University of Adelaide, Adelaide, SA, Australia.,Center for Biomedical Engineering, The University of Adelaide, Adelaide, SA, Australia
| | - Carlo Menon
- School of Mechatronic Systems Engineering, Simon Fraser University, Burnaby, BC, Canada
| | - Nigel H Lovell
- Graduate School of Biomedical Engineering, UNSW Sydney, Sydney, NSW, Australia
| | - Newton Howard
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, United Kingdom
| | - Wee-Shian Chan
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Richard Ribon Fletcher
- D-Lab, Massachusetts Institute of Technology, Cambridge, MA, United States.,Department of Psychiatry, University of Massachusetts Medical School, Worcester, MA, United States
| | - Aymen Alian
- Yale School of Medicine, Yale University, New Haven, CT, United States
| | - Rabab Ward
- School of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC, Canada
| | - Mohamed Elgendi
- Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada.,School of Mechatronic Systems Engineering, Simon Fraser University, Burnaby, BC, Canada.,Nuffield Department of Surgical Sciences, University of Oxford, Oxford, United Kingdom.,School of Electrical and Computer Engineering, University of British Columbia, Vancouver, BC, Canada.,BC Children's & Women's Hospital, Vancouver, BC, Canada
| |
Collapse
|
7
|
Kabutoya T, Hoshide S, Kario K. Advances and Challenges in the Electrocardiographic Diagnosis of Left Ventricular Hypertrophy in Hypertensive Individuals. Am J Hypertens 2020; 33:819-821. [PMID: 32506126 DOI: 10.1093/ajh/hpaa092] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Accepted: 06/03/2020] [Indexed: 11/14/2022] Open
Affiliation(s)
- Tomoyuki Kabutoya
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Shimotsuke, Tochigi, Japan
| | - Satoshi Hoshide
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Shimotsuke, Tochigi, Japan
| | - Kazuomi Kario
- Division of Cardiovascular Medicine, Department of Medicine, Jichi Medical University School of Medicine, Shimotsuke, Tochigi, Japan
| |
Collapse
|
8
|
Miceli F, Tocci G. High Resolution Signal Averaged Electrocardiography May Improve Diagnosis of Atrial Fibrillation and Reduce Stroke. High Blood Press Cardiovasc Prev 2020; 27:265-266. [DOI: 10.1007/s40292-020-00393-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2020] [Accepted: 05/30/2020] [Indexed: 11/25/2022] Open
|