1
|
Tokodi M, Shah R, Jamthikar A, Craig N, Hamirani Y, Casaclang-Verzosa G, Hahn RT, Dweck MR, Pibarot P, Yanamala N, Sengupta PP. Deep Learning Model of Diastolic Dysfunction Risk Stratifies the Progression of Early-Stage Aortic Stenosis. JACC Cardiovasc Imaging 2025; 18:150-165. [PMID: 39297852 DOI: 10.1016/j.jcmg.2024.07.017] [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: 08/11/2023] [Revised: 05/19/2024] [Accepted: 07/19/2024] [Indexed: 02/07/2025]
Abstract
BACKGROUND The development and progression of aortic stenosis (AS) from aortic valve (AV) sclerosis is highly variable and difficult to predict. OBJECTIVES The authors investigated whether a previously validated echocardiography-based deep learning (DL) model assessing diastolic dysfunction (DD) could identify the latent risk associated with the development and progression of AS. METHODS The authors evaluated 898 participants with AV sclerosis from the ARIC (Atherosclerosis Risk In Communities) cohort study and associated the DL-predicted probability of DD with 2 endpoints: 1) the new diagnosis of AS; and 2) the composite of subsequent mortality or AV interventions. Validation was performed in 2 additional cohorts: 1) in 50 patients with mild-to-moderate AS undergoing cardiac magnetic resonance (CMR) imaging and serial echocardiographic assessments; and 2) in 18 patients with AV sclerosis undergoing 18F-sodium fluoride (NaF) and 18F-fluorodeoxyglucose positron emission tomography (PET) combined with computed tomography (CT) to assess valvular inflammation and calcification. RESULTS In the ARIC cohort, a higher DL-predicted probability of DD was associated with the development of AS (adjusted HR: 3.482 [95% CI: 2.061-5.884]; P < 0.001) and subsequent mortality or AV interventions (adjusted HR: 7.033 [95% CI: 3.036-16.290]; P < 0.001). The multivariable Cox model (incorporating the DL-predicted probability of DD) derived from the ARIC cohort efficiently predicted the progression of AS (C-index: 0.798 [95% CI: 0.648-0.948]) in the CMR cohort. Moreover, the predictions of this multivariable Cox model correlated positively with valvular 18F-NaF mean standardized uptake values in the PET/CT cohort (r = 0.62; P = 0.008). CONCLUSIONS Assessment of DD using DL can stratify the latent risk associated with the progression of early-stage AS.
Collapse
Affiliation(s)
- Márton Tokodi
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA; Heart and Vascular Center, Semmelweis University, Budapest, Hungary
| | - Rohan Shah
- Division of General Internal Medicine, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Ankush Jamthikar
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Neil Craig
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom
| | - Yasmin Hamirani
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Grace Casaclang-Verzosa
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA
| | - Rebecca T Hahn
- Department of Medicine, Columbia University Irving Medical Center, New York, New York, USA; Cardiovascular Research Foundation, New York, New York, USA
| | - Marc R Dweck
- Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom
| | - Philippe Pibarot
- Québec Department of Medicine, Heart and Lung Institute, Laval University, Québec City, Québec, Canada
| | - Naveena Yanamala
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA; Institute for Software Research, School of Computer Science, Carnegie Mellon University, Pittsburgh, Pennsylvania, USA
| | - Partho P Sengupta
- Division of Cardiovascular Diseases and Hypertension, Rutgers Robert Wood Johnson Medical School, New Brunswick, New Jersey, USA.
| |
Collapse
|
2
|
Cowie B, Costello B, Wright L, Janssens K, Howden E, Flannery D, Foulkes S, Kluger R, Gerche AL. Diastolic flow in the left ventricular outflow tract - A normal physiological and underappreciated echocardiographic finding. Australas J Ultrasound Med 2022; 25:137-141. [PMID: 35978728 PMCID: PMC9351428 DOI: 10.1002/ajum.12307] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/06/2023] Open
Abstract
PURPOSE Diastolic waveforms in the left ventricular outflow tract (LVOT) are commonly observed with Doppler echocardiography. The incidence and mechanism are not well described. METHODS This was a retrospective observational study of 186 adult patients, athletes and non-athletes, free of known cardiac disease, presenting for comprehensive transthoracic echocardiography at a research institute. We aimed to evaluate the incidence and echocardiographic associations between LVOT diastolic waveforms. RESULTS Left ventricular outflow tract early to mid-diastolic waveforms were present in 100% of athletes and 95% of non-athletes. The LVOT diastolic velocity time integral was larger in athletes than non-athletes with a mean 8.3 cm (95% CI (7.6-8.9)) vs. 5.1 cm (4.4-5.9) (P < 0.0001). Multivariate predictors of this diastolic waveform were age (P = 0.002), slower heart rate (P = 0.035), higher stroke volume (P = 0.003), large mitral E (P = 0.019) and higher E/e' (P = 0.015). DISCUSSION An LVOT early diastolic wave is a normal physiological finding. It is related to a flow vortex redirecting diastolic mitral inflow around anterior mitral valve leaflet into the LVOT. CONCLUSIONS Early to mid-diastolic LVOT waves are present in almost all patients but more prominent in young athletes than non-athletes. Diastolic LVOT waves increase with younger age, slower heart rate, larger stroke volume and enhanced diastolic function.
Collapse
Affiliation(s)
- Brian Cowie
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
- Department of AnaesthesiaSt. Vincent's Hospital, Melbourne41 Victoria ParadeFitzroyVictoria3065Australia
| | - Ben Costello
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Leah Wright
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Kristel Janssens
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Erin Howden
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Darragh Flannery
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Steve Foulkes
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
| | - Roman Kluger
- Department of AnaesthesiaSt. Vincent's Hospital, Melbourne41 Victoria ParadeFitzroyVictoria3065Australia
| | - Andre La Gerche
- Sports Cardiology LaboratoryBaker Heart and Diabetes Institute75 Commerical RoadMelbourneVictoria3004Australia
- Department of Cardiometabolic HealthUniversity of MelbourneParkvilleVictoria3010Australia
- National Centre for Sports CardiologySt. Vincent's Hospital, Melbourne41 Victoria ParardeFitzroyVictoria3065Australia
| |
Collapse
|
3
|
Age-Related Changes in Left Ventricular Vortex Formation and Flow Energetics. J Clin Med 2021; 10:jcm10163619. [PMID: 34441914 PMCID: PMC8397127 DOI: 10.3390/jcm10163619] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 07/29/2021] [Accepted: 08/03/2021] [Indexed: 11/26/2022] Open
Abstract
Analysis of the cardiac vortex has been used for a deeper understanding of the pathophysiology in heart diseases. However, physiological changes of the cardiac vortex with normal aging are incompletely defined. Vector flow mapping (VFM) is a novel echocardiographic technique based on Doppler and speckle tracking for analysis of the cardiac vortex. Transthoracic echocardiography and VFM analysis were performed in 100 healthy adults (33 men; age = 18–67 years). The intracardiac flow was assessed throughout the cardiac cycle. The size (cross-sectional area) and circulation (equivalent to the integral of normal component of vorticity) of the largest vortices in systole (S-vortex), early diastole (E-vortex), and late diastole (A-vortex) were measured. Peak energy loss (EL) was calculated from information of the velocity vector of intracardiac flow in systole and diastole. With normal aging, the circulation (p = 0.049) of the E-vortex decreased, while that of the A-vortex increased (both p < 0.001). E-vortex circulation correlated directly to e’ (p = 0.003), A-vortex circulation correlated directly to A and a’ (both p < 0.001), and S-vortex circulation correlated directly to s’ (p = 0.032). Despite changes in vortex patterns, energy loss was not significantly different in older individuals. Normal aging is associated with altered intracardiac vortex patterns throughout the cardiac cycle, with the late-diastolic A-vortex becoming physiologically more dominant. Maintained energy efficiency accompanies changes in vortex patterns in aging hearts.
Collapse
|
4
|
Evaluation of left ventricular function by vector flow mapping in females with systemic lupus erythematosus. Clin Rheumatol 2021; 40:4049-4060. [PMID: 33903978 DOI: 10.1007/s10067-021-05747-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2020] [Revised: 03/04/2021] [Accepted: 04/19/2021] [Indexed: 10/21/2022]
Abstract
OBJECTIVES Compare the intraventricular hemodynamics of 60 females with systemic lupus erythematosus (SLE) and 61 healthy female controls, and determine cardiac function changes using vector flow mapping (VFM). METHODS To determine the effect of pulmonary artery pressure changes on left ventricular function, SLE patients were divided into a normal pulmonary artery pressure group (S1, n=24) and an elevated pulmonary artery pressure group (S2, n=36). The energy loss (EL) at each segment of the left ventricular chamber (total, basal, middle, and apical segments) during each period of the cardiac cycle (isovolumic contraction, rapid ejection, rapid filling, reduced filling, atrial contraction) was determined. RESULTS The S1 group had significantly more vortices than the control group during the rapid ejection, rapid filling, and atrial contraction periods (p<0.01), and the maximum vortex areas in the S1 and S2 groups were smaller than in the control group during rapid filling and atrial contraction periods (p<0.05). Compared with the control group, the S2 group had greater EL during the systole and diastole periods (p<0.01). EL in the S1 group was significantly greater than in the control group during systole (p<0.01). During the rapid filling period, the EL was positively correlated with septal E' (r=0.784, p<0.01), and during the atrial contraction period, EL was positively correlated with septal E/e' (r=0.812, p<0.01) and A (r=0.715, p<0.01). CONCLUSION VFM of patients with SLE can comprehensively, rapidly, and efficiently evaluate changes of myocardial mechanics and intracardiac hemodynamics and provide quantitative analysis of complex intracardiac blood flow. Key points • Vector flow mapping (VFM) is a new non-invasive ultrasound technique that evaluates changes of myocardial mechanics and intracardiac hemodynamics, and provides quantitative analysis of complex intracardiac blood flow. • This study showed that vortex and energy loss may provide more sensitive detection of cardiac dysfunction than conventional echocardiographic indexes in patients with systemic lupus erythematosus.
Collapse
|
5
|
Craft M, Jani V, Bliamptis J, Barnes BT, Erickson CC, Schuster A, Danford DA, Kutty S. Characterization of left ventricular cavity flow, wall stress and energy loss by color doppler vector flow mapping in children and adolescents with cardiomyopathy. IJC HEART & VASCULATURE 2021; 32:100703. [PMID: 33392387 PMCID: PMC7773570 DOI: 10.1016/j.ijcha.2020.100703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2020] [Accepted: 12/07/2020] [Indexed: 11/02/2022]
Abstract
Background Vector flow mapping is an emerging echocardiographic method allowing for investigation of intracardiac blood flow mechanics, wall shear stress (WSS), and energy loss (EL). We hypothesized that alterations in EL and WSS will differ among subjects with hypertrophic (HCM), dilated (DCM) cardiomyopathy, and normal controls. Methods Echocardiograms were prospectively performed with the ProSound F75CV (Hitachi HealthCare., Tokyo, Japan) on all subjects. 2D color Doppler cine loop images were obtained from apical 5 and the apical long axis views and stored digitally. Measurements were averaged over three cardiac cycles using VFM software to derive flow patterns, WSS, and EL. Standard left ventricular (LV) systolic and diastolic functional parameters were also obtained. Results A total of 85 subjects, 22 with HCM (age 18 ± 9 yrs.), 18 DCM (age 18 ± 9 yrs.), and 45 age and gender matched controls were included in the study. Diastolic wall shear stress was found significantly different in HCM (0.004 ± 0.185 N/m2) compared with DCM (0.397 ± 0.301 N/m2, P < 0.001), and controls (0.175 ± 0.255 N/m2, P = 0.027). Furthermore, indexed systolic EL was found to be significantly elevated in HCM (13.91 ± 13.17 mW/m2/m3) compared with DCM (8.17 ± 9.77 mW/m2/m3, P < 0.001), but not controls (6.45 ± 7.47 mW/m2/m3). Conclusion Differences in abnormal ventricular mechanics observed in HCM and DCM are reflected in both EL and WSS, and are suggestive that changes in energetic parameters may represent novel indices of ventricular dysfunction.
Collapse
Affiliation(s)
- Mary Craft
- Dr. C.C. and Mabel L. Criss Heart Center, University of Nebraska College of Medicine and Children's Hospital and Medical Center, Omaha, NE, USA
| | - Vivek Jani
- Helen B. Taussig Heart Center, Department of Pediatrics, Johns Hopkins Hospital, Baltimore, MD 21205-2196, USA
| | - John Bliamptis
- Helen B. Taussig Heart Center, Department of Pediatrics, Johns Hopkins Hospital, Baltimore, MD 21205-2196, USA
| | - Benjamin T Barnes
- Helen B. Taussig Heart Center, Department of Pediatrics, Johns Hopkins Hospital, Baltimore, MD 21205-2196, USA
| | - Christopher C Erickson
- Dr. C.C. and Mabel L. Criss Heart Center, University of Nebraska College of Medicine and Children's Hospital and Medical Center, Omaha, NE, USA
| | - Andreas Schuster
- Department of Cardiology and Pneumology, University Medical Center Göttingen Georg-August University Göttingen Germany
| | - David A Danford
- Dr. C.C. and Mabel L. Criss Heart Center, University of Nebraska College of Medicine and Children's Hospital and Medical Center, Omaha, NE, USA
| | - Shelby Kutty
- Helen B. Taussig Heart Center, Department of Pediatrics, Johns Hopkins Hospital, Baltimore, MD 21205-2196, USA
| |
Collapse
|
6
|
Liu R, Cui C, Li Y, Qiu Z, Hu Y, Wang Y, Cui M, Yin S, Liu L. Analysis of left ventricular diastolic energy loss in patients with aortic stenosis with preserved ejection fraction by using vector flow mapping. Echocardiography 2019; 36:2216-2226. [PMID: 31876982 DOI: 10.1111/echo.14555] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Affiliation(s)
- Ruijie Liu
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Cunying Cui
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Yanan Li
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Zhaoying Qiu
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Yanbin Hu
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Ying Wang
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Mingxia Cui
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| | - Shanshan Yin
- Henan Academy of Medical Sciences Zhengzhou China
| | - Lin Liu
- Department of Ultrasound Henan Provincial People’s Hospital Heart Center Fuwai Central China Cardiovascular Hospital People’s Hospital of Zhengzhou University Zhengzhou China
| |
Collapse
|
7
|
Relationship between left ventricular isovolumic relaxation flow patterns and mitral inflow patterns studied by using vector flow mapping. Sci Rep 2019; 9:16264. [PMID: 31700142 PMCID: PMC6838154 DOI: 10.1038/s41598-019-52680-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Accepted: 10/21/2019] [Indexed: 02/02/2023] Open
Abstract
The purpose of this study was to investigate the relationship between isovolumic relaxation flow (IRF) patterns in left ventricle (LV) and mitral inflow patterns. Color Doppler loops were acquired for vector flow mapping in apical long-axis view in 57 patients with coronary artery disease, 31 patients with dilated cardiomyopathy, and 58 healthy controls. IRF patterns were classified into three categories: pattern A, apically directed flow; pattern B, bidirectional flow with small scattered vortices; and pattern C, a large vortex. All normals and patients with normal LV filling (n = 10) showed pattern A. Patients with impaired relaxation consisted of 31 (66%) patients having pattern A, 11 (23%) having pattern B, and 5 (11%) having pattern C. Patients with pseudonormal filling included 4 (31%) patients having pattern A, 7 (54%) having pattern B, and 2 (15%) having pattern C. In patients with restrictive filling, 14 (78%) showed pattern C, 4 (22%) showed pattern B, and no patient showed pattern A. IRF patterns were associated with LV filling patterns (χ2 = 52.026, p < 0.001). There are significant relationships between LV filling and IRF patterns. IRF patterns may provide an index for evaluation of LV diastolic function.
Collapse
|