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Simonsen JØ, Modin D, Skaarup K, Djernæs K, Lassen MCH, Johansen ND, Marott JL, Jensen MT, Jensen GB, Schnohr P, Martínez SS, Claggett BL, Møgelvang R, Biering-Sørensen T. Utilizing echocardiography and unsupervised machine learning for heart failure risk identification. Int J Cardiol 2025; 418:132636. [PMID: 39395722 DOI: 10.1016/j.ijcard.2024.132636] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2024] [Revised: 09/29/2024] [Accepted: 10/09/2024] [Indexed: 10/14/2024]
Abstract
BACKGROUND Global longitudinal strain (GLS) is recognized as a powerful predictor of heart failure (HF). However, the entire strain curve may entail important prognostic information regarding HF risk that might be undiscovered by only focusing on the peak strain value. OBJECTIVE The hypothesis of the present study was, that analysis of the entire strain curve using unsupervised machine learning (uML) would reveal novel ventricular deformation patterns capable of predicting incident HF independently of GLS. METHODS Longitudinal strain curves from 3710 subjects from the general population without prevalent HF were analyzed using uML. RESULTS Mean age was 56 years and 43 % were male. During a median follow-up of 5.3 years, 92 subjects (2.5 %) developed HF. The uML algorithm generated a hierarchical clustering tree (HCT) resulting in 10 different clusters. Generally, the strain curves displayed reduced early diastolic strain to peak-strain ratio with an increasing incidence rate of HF. In multivariable Cox regressions, cluster 9 was significantly associated with increased risk of HF when compared to cluster 2-5, and 7-8 [For cluster 3: HR 8.95, 95 %CI: 2.08;38.48, P = 0.003] even though the subjects of cluster 9 were younger, displayed healthier clinical baseline characteristics, and only had slightly reduced GLS. The mean strain curve of cluster 9 displayed an early systolic lengthening followed by a late and reduced contraction specifically related to the basal lateral segment. CONCLUSION The unsupervised machine learning algorithm identified unknown strain patterns beyond GLS presumably related to increased risk of HF.
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Affiliation(s)
| | - Daniel Modin
- Department of Cardiology, Herlev and Gentofte University Hospital, Copenhagen, Denmark
| | - Kristoffer Skaarup
- Department of Cardiology, Herlev and Gentofte University Hospital, Copenhagen, Denmark
| | - Kasper Djernæs
- Department of Cardiology, Herlev and Gentofte University Hospital, Copenhagen, Denmark
| | | | - Niklas Dyrby Johansen
- Department of Cardiology, Herlev and Gentofte University Hospital, Copenhagen, Denmark
| | - Jacob Louis Marott
- The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark
| | - Magnus Thorsten Jensen
- The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark; Department of Cardiology, Amager and Hvidovre University Hospital, Copenhagen, Denmark
| | - Gorm B Jensen
- The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark
| | - Peter Schnohr
- The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark
| | | | | | - Rasmus Møgelvang
- The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark; Department of Cardiology, Rigshospitalet, Copenhagen, Denmark
| | - Tor Biering-Sørensen
- Department of Cardiology, Herlev and Gentofte University Hospital, Copenhagen, Denmark; The Copenhagen City Heart Study, Bispebjerg and Frederiksberg University Hospital, Copenhagen, Denmark; Department of Cardiology, Rigshospitalet, Copenhagen, Denmark; Institute of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Denmark; Steno Diabetes Center Copenhagen, Denmark
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Efremov S, Zagatina A, Filippov A, Ryadinskiy M, Novikov M, Shmatov D. Left Ventricular Diastolic Dysfunction in Cardiac Surgery: A Narrative Review. J Cardiothorac Vasc Anesth 2024; 38:2459-2470. [PMID: 39069379 DOI: 10.1053/j.jvca.2024.06.042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Revised: 06/19/2024] [Accepted: 06/27/2024] [Indexed: 07/30/2024]
Abstract
Cardiac relaxation is a complex process that involves various interconnected characteristics and, along with contractile properties, determines stroke volume. Perioperative ischemia-reperfusion injury and left ventricular diastolic dysfunction (DD) are characterized by the left ventricle's inability to receive a sufficient blood volume under adequate preload. Baseline DD and perioperative DD have an impact on postoperative complications, length of hospital stay, and major clinical outcomes in a variety of cardiac pathologies. Several baseline and perioperative factors, such as age, female sex, hypertension, left ventricle hypertrophy, diabetes, and perioperative ischemia-reperfusion injury, contribute to the risk of DD. The recommended diagnostic criteria available in guidelines have not been validated in the perioperative settings and still need clarification. Timely diagnosis of DD might be crucial for effectively treating postoperative low cardiac output syndrome. This implies the need for an individualized approach to fluid infusion strategy, cardiac rate and rhythm control, identification of extrinsic causes, and administration of drugs with lusitropic effects. The purpose of this review is to consolidate scattered information on various aspects of diastolic dysfunction in cardiac surgery and provide readers with well-organized and clinically applicable information.
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Affiliation(s)
- Sergey Efremov
- Saint-Petersburg State University Hospital, Saint-Petersburg, Russian Federation.
| | - Angela Zagatina
- Cardiology Department, Research Cardiology Center "Medika", Saint Petersburg, Russian Federation
| | - Alexey Filippov
- Saint-Petersburg State University Hospital, Saint-Petersburg, Russian Federation
| | - Mikhail Ryadinskiy
- Saint-Petersburg State University Hospital, Saint-Petersburg, Russian Federation
| | - Maxim Novikov
- Saint-Petersburg State University Hospital, Saint-Petersburg, Russian Federation
| | - Dmitry Shmatov
- Saint-Petersburg State University Hospital, Saint-Petersburg, Russian Federation
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Akay Caglayan H, Kjønås D, Kornev M, Iqbal A, Jazbani M, Rösner A. Resting segmental speckle tracking strain and strain rate in stable coronary artery disease and revascularized myocardial infarction. Int J Cardiovasc Imaging 2024; 40:2077-2086. [PMID: 39179715 PMCID: PMC11499336 DOI: 10.1007/s10554-024-03200-0] [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: 01/06/2024] [Accepted: 07/16/2024] [Indexed: 08/26/2024]
Abstract
Patients with acute coronary artery disease (CAD) exhibit reduced global and regional strain and strain rate (S/SR). However, knowledge about segmental S/SR in stable CAD patients is still limited. This study aimed to investigate whether resting segmental S/SR measurements differ in patients with chronic chest pain who have normal coronary arteries or stenotic coronary arteries, and to compare these measurements to those in patients with revascularized myocardial infarction (MI). We prospectively enrolled 510 patients with chronic chest pain referred for coronary computed tomography angiography (CCTA) and 102 patients revascularized after MI. All participants underwent transthoracic echocardiography featuring S/SR analysis. In addition to the patients with MI, patients with suspected CAD based on CCTA findings subsequently underwent invasive coronary angiography (CAG). We assessed global longitudinal strain (GLS) and averaged segmental peak longitudinal strain during systole (PLS), peak systolic strain rate (SRs), peak early diastolic strain rate (SRe), and post systolic shortening (PSS). We also determined functionally reduced segment percentages using differing S/SR cut-off values. There were significant disparities in all average segmental S/SR metrics between the No-CAD and MI groups. SRe was the only S/SR metric that differed significantly between the No-CAD and PCI groups. Differences in SRe, PLS and GLS measurements were observed between the No-CAD and CABG groups. The proportion of diminished segmental S/SR mirrored these findings. For the percentage of pathological segments with varying cut-off values, segmental SRe below 1.5 s- 1 displayed the most marked difference among the four groups (p < 0.001). Revascularized MI patients or those referred to CABG present with diminished segmental S/SR values. However, among patients with chronic chest pain, only segmental SRe discerns subtle disparities between the No-CAD and the PCI group. The diagnostic accuracy of SRe warrants further exploration in subsequent studies.
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Affiliation(s)
- Hatice Akay Caglayan
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway.
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway.
| | - Didrik Kjønås
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway
- Department of Gastrointestinal surgery, University Hospital of North Norway, Tromsø, Norway
| | - Mikhail Kornev
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
| | - Amjid Iqbal
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway
- Department of Cardiology, Oslo University Hospital, Rikshospitalet, Oslo, Norway
| | - Mehran Jazbani
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway
- Department of Cardiology, Stavanger University Hospital, Stavanger, Norway
| | - Assami Rösner
- Department of Cardiology, Division of Cardiothoracic and Respiratory Medicine, University Hospital of North Norway, Tromsø, Norway
- Department of Clinical Medicine, UiT The Arctic University of Norway, Tromsø, Norway
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Wei L, Dong JX, Jin LX, He J, Zhao CX, Kong LC, An DAL, Ding S, Yang F, Yang YN, Yan FH, Xiu JC, Wang HW, Ge H, Pu J. Peak early diastolic strain rate improves prediction of adverse cardiovascular outcomes in patients with ST-elevation myocardial infarction. LA RADIOLOGIA MEDICA 2023; 128:1372-1385. [PMID: 37640898 DOI: 10.1007/s11547-023-01700-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/09/2023] [Accepted: 08/09/2023] [Indexed: 08/31/2023]
Abstract
BACKGROUND The prognostic role of diastolic dysfunction measured by the circumferential peak early diastolic strain rate (PEDSR) on ST-elevation myocardial infarction (STEMI) is not completely established. OBJECTIVES We aimed to investigate the prognostic value of diastolic function by measuring PEDSR within 1 week after STEMI. METHODS The cardiac magnetic resonance (CMR) pictures of 420 subjects from a clinical registry study (NCT03768453) were analyzed and the composite major adverse cardiac events (MACEs) were followed up. RESULTS The PEDSR of patients was significantly lower compared with that of control subjects (P < 0.001). Within the median follow-up period of 52 months, PEDSR of patients who experienced MACEs deceased more significantly than that of patients without MACEs (P < 0.001). After adjusting with clinical or CMR indexes, per 0.1/s reduction of PEDSR increased the risks of MACEs to 1.402 or 1.376 fold and the risk of left ventricular (LV) remodeling to 1.503 or 1.369 fold. When PEDSR divided by best cutoff point, significantly higher risk of MACEs (P < 0.001) and more remarkable LV remodeling (P < 0.001) occurred in patients with PEDSR ≤ 0.485/s. Moreover, when adding the PEDSR to the conventional prognostic factors such as LV ejection fraction and infarction size, better prognostic risk classification models were created. Finally, aging, tobacco use, remarkable LV remodeling, and a low LV ejection fraction were factors related with the reduction of PEDSR. CONCLUSIONS Diastolic dysfunction has an important prognostic effect on patients with STEMI. Measurement of the PEDSR in the acute phase could serve as an effective index to predict the long-term risk of MACEs and cardiac remodeling.
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Affiliation(s)
- Lai Wei
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jian-Xun Dong
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Li-Xing Jin
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jie He
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Chen-Xu Zhao
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Ling-Cong Kong
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Dong-Ao-Lei An
- Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Song Ding
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Fan Yang
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yi-Ning Yang
- The First Affiliated Hospital, Xinjiang Medical University, Wulumuqi, China
| | - Fu-Hua Yan
- Department of Radiology, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jian-Cheng Xiu
- Nanfang Hospital, Southern Medical University, Guangzhou, China
| | - Hu-Wen Wang
- Jockey Club School of Public Health and Primary Care, The Chinese University of Hong Kong, Hong Kong, Hong Kong Special Administrative Region, China
| | - Heng Ge
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
| | - Jun Pu
- Department of Cardiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China.
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Nielsen AB, Skaarup KG, Djernæs K, Duus LS, Espersen C, Sørensen SK, Ruwald MH, Hansen ML, Worck RH, Johannessen A, Hansen J, Nardelli P, San José Estépar R, San José Estépar R, Biering-Sørensen T. Association Between Pulmonary Vascular Volume and Cardiac Structure and Function in Patients With Atrial Fibrillation. Am J Cardiol 2023; 205:182-189. [PMID: 37604065 DOI: 10.1016/j.amjcard.2023.07.119] [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: 05/02/2023] [Revised: 07/14/2023] [Accepted: 07/24/2023] [Indexed: 08/23/2023]
Abstract
Pulmonary vascular abnormalities, quantified from computed tomography scans, have frequently been observed in patients with pulmonary diseases. However, little is known about pulmonary vascular changes in patients with cardiac disease. Thus, we aimed to examine the cardiopulmonary relation in patients with atrial fibrillation (AF) by comparing pulmonary vascular volume (PVV) to echocardiographic measures and AF severity. A total of 742 patients (median age 63 years, 70% men) who underwent ablation for AF were included. Preprocedural cardiac computed tomography was used to measure the total and small-vessel PVV, along with the pulmonary artery to aorta ratio and the degree of emphysema. The association between PVV and echocardiographic parameters was evaluated using a multivariable linear regression analysis. Lower total and small-vessel PVV were associated with more impaired measures of cardiac structure and function, including but not limited to left ventricular ejection fraction and peak atrial longitudinal strain. Patients with reduced total and small-vessel PVV had higher odds of having persistent AF than paroxysmal AF in the unadjusted logistic regression analyses. However, after clinical and echocardiographic adjustments, only reduced small-vessel PVV remained independently associated with persistent AF (odds ratio 1.90, 95% confidence interval 1.26 to 2.87, p = 0.002). In conclusion, pulmonary vascular remodeling is associated with persistent AF and with more impaired measures of cardiac structure and function, providing further insights into heart-lung interactions in this patient group.
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Affiliation(s)
- Anne Bjerg Nielsen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.
| | | | - Kasper Djernæs
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Lisa Steen Duus
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Caroline Espersen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Samuel Kiil Sørensen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Martin Huth Ruwald
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Morten Lock Hansen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - René Husted Worck
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Arne Johannessen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Jim Hansen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark
| | - Pietro Nardelli
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Rubén San José Estépar
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Raúl San José Estépar
- Applied Chest Imaging Laboratory, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Tor Biering-Sørensen
- Department of Cardiology, Herlev & Gentofte Hospital, University of Copenhagen, Denmark; Department of Biomedical Sciences, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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6
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Ge H. Is diastolic dysfunction a new windsock in the risk stratification of patients with coronary heart disease? Int J Cardiol 2022; 346:103-104. [PMID: 34800592 DOI: 10.1016/j.ijcard.2021.11.037] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/14/2021] [Accepted: 11/15/2021] [Indexed: 11/05/2022]
Affiliation(s)
- Heng Ge
- Department of Cardiology, Renji Hospital, Shanghai Jiao Tong University, School of Medicine, No. 160 Pujian Road, 200127 Shanghai, China.
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