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Naser J, Michelena HI, Kennedy A, Pislaru S, Chebib F, Pellikka PA, Nkomo VT. HEMODYNAMICS AND CLINICAL OUTCOMES OF TAVR IN PATIENTS WITH CHRONIC KIDNEY DISEASE AT MEDIUM-TERM FOLLOW UP. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)01274-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Yang LT, Ullah MW, Ye Z, Maleszewski JJ, Scott C, Padang R, Pislaru S, Nkomo VT, Mankad SV, Pellikka PA, Oh JK, Roger VL, Enriquez-Sarano M, Michelena HI. LIFETIME OUTCOMES OF PATIENTS WITH BICUSPID AORTIC VALVES IN THE COMMUNITY. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)02372-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Deb B, Scott C, Pislaru S, Nkomo VT, Kane GC, Alkhouli MA, Saran N, Crestanello JA, Pellikka PA, Anand V. MACHINE-LEARNING OF CLINICAL FEATURES PREDICTS MORTALITY IN MODERATE-SEVERE TRICUSPID REGURGITATION: A LARGE REGISTRY STUDY. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)02452-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Gharacholou SM, Hodge DO, Umadat G, Meyers C, Kane GC, Sinak LJ, Pellikka PA, Cooper LT, Parikh P, Sabbagh AE. LONG TERM OUTCOMES OF PATIENTS WITH PULMONARY HYPERTENSION FOLLOWING PERICARDIAL FLUID DRAINAGE. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)02353-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/07/2023]
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Yang LT, Lee CC, Su CH, Amano M, Nabeshima Y, Kitano T, Tsai CM, Hung CL, Nakaoku Y, Nishimura K, Ogata S, Lo HY, Hsu RB, Chen YS, Chen WJ, Mankad R, Pellikka PA, Ho YL, Takeuchi M, Izumi C. Analysis of Left Ventricular Indexes and Mortality Among Asian Adults With Hemodynamically Significant Chronic Aortic Regurgitation. JAMA Netw Open 2023; 6:e234632. [PMID: 36961461 DOI: 10.1001/jamanetworkopen.2023.4632] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/25/2023] Open
Abstract
Importance Chronic hemodynamically significant aortic regurgitation (AR) is associated with excess risk of death, yet data for Asian patients are lacking, and whether Asian patients can abide by Western guidelines as to when aortic valve surgery should be performed is unknown. Objective To assess AR presentation and cutoffs of left ventricular ejection fraction (LVEF), LV end-systolic dimension index (LVESDi), and LV end-systolic volume index (LVESVi) that are associated with risk of death in Asian patients with AR. Design, Setting, and Participants This retrospective cohort study included consecutive patients with chronic, moderately severe to severe AR from 3 tertiary referral centers (2 in Japan and 1 in Taiwan) from June 11, 2008, through November 19, 2020, with follow-up through November 11, 2021. Exposures Aortic regurgitation severity, graded by a comprehensive integrated approach. Main Outcomes and Measures The primary outcome was the association between volume-derived LVEF, LVESDi, and LVESVi and all-cause death (ACD). The secondary outcome was the association of these LV indexes with cardiovascular death (CVD). Clinical and echocardiographic data were analyzed retrospectively. A de novo disk-summation method was used to derive LV volumes and volume-derived LVEF. Results Of 1259 patients (mean [SD] age, 64 [17] years; 934 [74%] male), 515 (41%) were Japanese and 744 (59%) were Taiwanese. The median follow-up was 4.1 years (IQR, 1.56-7.24 years). The mean (SD) body surface area was 1.67 (0.21) m2; LVEF, 55% (11%); LVESDi, 24.7 (5.7) mm/m2; LVESVi, 50.1 (28.0) mL/m2; and indexed mid-ascending aorta size, 24.7 (5.5) mm/m2. Aortic valve surgery occurred in 483 patients (38%); 240 patients (19%) died during follow-up. Overall mean (SD) 8-year survival was 74% (2%). Separate multivariate models adjusted for covariates demonstrated independent associations of LVEF, LVESDi, and LVESVi with ACD (LVEF: hazard ratio [HR] per 10%, 0.80; 95% CI, 0.70-0.92; P = .002; LVESDi: HR, 1.04; 95% CI, 1.01-1.06; P = .002; LVESVi: HR per 10 mL/m2, 1.11; 95% CI, 1.05-1.17; P < .001) and CVD (LVEF: HR per 10%, 0.69; 95% CI, 0.56-0.85; P < .001; LVESDi: HR, 1.05; 95% CI, 1.01-1.09; P = .01; LVESVi per 10 mL/m2: HR, 1.15; 95% CI, 1.06-1.24; P < .001). In the total cohort, spline curves showed that mortality started to increase for an LVEF of 53% or less, LVESDi of 22 mm/m2 or greater, and LVESVi of 46 mL/m2 or greater for both ACD and CVD. Early surgery was beneficial in 3 strata of LVESDi (<20, 20 to <25, and ≥25 mm/m2) and 2 strata of LVESVi (<46 and ≥46 mL/m2). Conclusions and Relevance This multicenter cohort study of Asian patients with hemodynamically significant AR found cutoff values of LVEF, LVESDi, and LVESVi that were associated with increased risk of death. These findings suggest that Western guidelines seem applicable in Asian patients and, most importantly, that indexed LV parameters with a lower cutoff could be used in discriminating patients with excess mortality risk.
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Akerman A, Porumb M, Beqiri A, Chartsias A, Scott C, Ryu A, Kane GC, Pislaru S, Lopez-Jimenez F, Sarwar R, Leeson P, Upton R, Woodward G, Pellikka PA. COMPARISON OF CLINICAL ALGORITHMS AND ARTIFICIAL INTELLIGENCE APPLIED TO AN ECHOCARDIOGRAM TO CATEGORIZE RISK OF HEART FAILURE WITH PRESERVED EJECTION FRACTION (HFPEF). J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)00804-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Santana PP, Lorenzatti D, Amacher K, Gilman JT, Aftab A, Pellikka PA, Pu M, Verma AJ, Shah N, Gongora CA, Schenone A, Jorde UP, Biase LD, Garcia MJ, Slipczuk L. PROGNOSTIC VALUE OF LEFT ATRIAL STRAIN IN PATIENTS WITH MULTIPLE MYELOMA. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)01836-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Singh M, Sandhu GS, Lerman A, Gulati R, Lewis BR, Pellikka PA, Gelfman R. STRETCHING TO REDUCE MUSCULOSKELETAL PAIN AMONG PERSONNEL WORKING IN THE INTERVENTIONAL, RADIOLOGY, AND ECHOCARDIOGRAPHIC LABORATORY: A MAYO FOUNDATION STUDY. J Am Coll Cardiol 2023. [DOI: 10.1016/s0735-1097(23)02225-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 03/06/2023]
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Sorrell VL, Lindner JR, Pellikka PA, Kirkpatrick JN, Muraru D. Recognized and Unrecognized Value of Echocardiography in Guideline and Consensus Documents Regarding Patients With Chest Pain. J Am Soc Echocardiogr 2023; 36:146-153. [PMID: 36375734 DOI: 10.1016/j.echo.2022.10.024] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2022] [Revised: 10/21/2022] [Accepted: 10/26/2022] [Indexed: 11/13/2022]
Abstract
Guideline and consensus documents have recently been published on the important topic of the noninvasive evaluation of patients presenting with chest pain (CP) or patients with known acute or chronic coronary syndromes. Authors for these documents have included members representing multispecialty imaging societies, yet the process of generating consensus and the need to produce concise written documents have led to a situation where the particular advantages of echocardiography are overlooked. Broad guidelines such as these can be helpful when it comes to "when to do" noninvasive cardiac testing, but they do not pretend to offer nuances on "how to do" noninvasive cardiac testing. This report details the particular value of echocardiography and potential explanations for its understated role in recent guidelines. This report is categorized into the following sections: (1) impact of the level of evidence on guideline creation; (2) versatility of echocardiography in the assessment of CP and the inimitable role for echo Doppler echocardiography in the assessment of dyspnea; (3) value of point-of-care ultrasound in assessing CP and dyspnea; and (4) the future role of echocardiography in ischemic heart disease.
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Pellikka PA. The Left Atrium Makes Headlines. J Am Soc Echocardiogr 2023; 36:131-132. [PMID: 36739138 DOI: 10.1016/j.echo.2022.12.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Naser JA, Lopez-Jimenez F, Chang AY, Baez-Suarez A, Attia ZI, Pislaru SV, Pellikka PA, Lin G, Kapa S, Friedman PA, Noseworthy PA. Artificial Intelligence-Augmented Electrocardiogram in Determining Sex: Correlation with Sex Hormone Levels. Mayo Clin Proc 2023; 98:541-548. [PMID: 36732202 DOI: 10.1016/j.mayocp.2022.08.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Revised: 08/25/2022] [Accepted: 08/30/2022] [Indexed: 02/04/2023]
Abstract
OBJECTIVE To study the relationship between the sex probability derived from the artificial intelligence (AI)-augmented electrocardiogram (ECG) and sex hormone levels. PATIENTS AND METHODS Adult patients with total testosterone (TT; ng/dL) or estradiol (E2; pg/mL) levels (January 1, 2000, to December 31, 2020) with ECGs obtained within 6 months of the blood sample were identified. The closest ECG to the blood test was used. The AI-ECG model output ranges from 0.0 to 1.0, with higher numbers indicating high probability of being male. Low male probability was defined as ≤0.3, intermediate as 0.31 to 0.69, and high as ≥0.7. Continuous variables are expressed as median (interquartile range). RESULTS Paired TT-ECGs were available in 58,084 male subjects and 11,190 female subjects. Paired E2-ECGs were available in 2835 male patients and 18,228 female patients. TT levels had moderate positive correlation with AI-ECG male sex probability (r=0.46, P<.001). Male subjects with low AI-ECG male sex probability had lower TT and higher E2 levels compared with men with high probability (TT: 303 [129-474] vs 381 [264-523], P <.001; E2: 35 [21-49] vs 32 [22-38], P=.05). Female subjects with high AI-ECG male sex probability had higher TT and lower E2 levels compared with those who had low male probability (TT: ≤50 years of age: 31 [18-55] vs 26 [16-39], P<.001; >50 years of age: 27 [12-68] vs 20 [12-34], P<.001; E2: ≤50 years of age: 58 [30-124] vs 47 [25-87], P=.001; >50 years of age: 30 [10-55] vs 21 [10-41], P=.006). CONCLUSION In this study, TT levels were lower and E2 levels higher with decreasing AI-ECG male probability in both sexes. Male and female patients with discordant AI-ECG sex probability had significantly different TT or E2 levels. This suggests that the ECG could be used as a biomarker of hormone status.
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Sidhu MS, Alexander KP, Huang Z, Mathew RO, Newman JD, O'Brien SM, Pellikka PA, Lyubarova R, Bockeria O, Briguori C, Kretov EL, Mazurek T, Orso F, Roik MF, Sajeev C, Shutov EV, Rockhold FW, Borrego D, Balter S, Stone GW, Chaitman BR, Goodman SG, Fleg JL, Reynolds HR, Maron DJ, Hochman JS, Bangalore S. Cause-Specific Mortality in Patients With Advanced Chronic Kidney Disease in the ISCHEMIA-CKD Trial. JACC Cardiovasc Interv 2023; 16:209-218. [PMID: 36697158 PMCID: PMC10000310 DOI: 10.1016/j.jcin.2022.10.062] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 10/26/2022] [Accepted: 10/31/2022] [Indexed: 01/25/2023]
Abstract
BACKGROUND In ISCHEMIA-CKD, 777 patients with advanced chronic kidney disease and chronic coronary disease had similar all-cause mortality with either an initial invasive or conservative strategy (27.2% vs 27.8%, respectively). OBJECTIVES This prespecified secondary analysis from ISCHEMIA-CKD (International Study of Comparative Health Effectiveness With Medical and Invasive Approaches-Chronic Kidney Disease) was conducted to determine whether an initial invasive strategy compared with a conservative strategy decreased the incidence of cardiovascular (CV) vs non-CV causes of death. METHODS Three-year cumulative incidences were calculated for the adjudicated cause of death. Overall and cause-specific death by treatment strategy were analyzed using Cox models adjusted for baseline covariates. The association between cause of death, risk factors, and treatment strategy were identified. RESULTS A total of 192 of the 777 participants died during follow-up, including 94 (12.1%) of a CV cause, 59 (7.6%) of a non-CV cause, and 39 (5.0%) of an undetermined cause. The 3-year cumulative rates of CV death were similar between the invasive and conservative strategies (14.6% vs 12.6%, respectively; HR: 1.13, 95% CI: 0.75-1.70). Non-CV death rates were also similar between the invasive and conservative arms (8.4% and 8.2%, respectively; HR: 1.25; 95% CI: 0.75-2.09). Sudden cardiac death (46.8% of CV deaths) and infection (54.2% of non-CV deaths) were the most common cause-specific deaths and did not vary by treatment strategy. CONCLUSIONS In ISCHEMIA-CKD, CV death was more common than non-CV or undetermined death during the 3-year follow-up. The randomized treatment assignment did not affect the cause-specific incidences of death in participants with advanced CKD and moderate or severe myocardial ischemia. (International Study of Comparative Health Effectiveness With Medical and Invasive Approaches-Chronic Kidney Disease [ISCHEMIA-CKD]; NCT01985360).
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Alkurashi AK, Thaden JJ, Naser JA, El-Am EA, Pislaru SV, Greason KL, Negrotto SM, Clavel MA, Pellikka PA, Maleszewski JJ, Nkomo VT. Underestimation of Aortic Stenosis Severity by Doppler Mean Gradient during Atrial Fibrillation: Insights from Aortic Valve Weight. J Am Soc Echocardiogr 2023; 36:53-59. [PMID: 36228839 DOI: 10.1016/j.echo.2022.10.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 08/01/2022] [Accepted: 10/06/2022] [Indexed: 11/06/2022]
Abstract
BACKGROUND Doppler mean gradient (MG) can underestimate aortic stenosis (AS) severity when obtained during atrial fibrillation (AF) compared with sinus rhythm (SR). Aortic valve weight (AVW) is a flow-independent measure of AS severity. The objective of this study was to determine whether AVW or AVW/MG ratio was increased in AF versus SR in patients with AS. METHODS Excised native aortic valves from 495 consecutive patients (median age, 77 years; interquartile range [IQR], 71-82 years; 40% women), with left ventricular ejection fractions ≥50% who underwent surgical aortic valve replacement for native valve severe AS (aortic valve area ≤ 1 cm2 or indexed aortic valve area ≤ 0.6 cm2/m2) were weighed. Excised AVW/MG ratios were compared in AF versus SR in patients with high-gradient AS (aortic peak velocity ≥ 4 m/sec or MG ≥ 40 mm Hg) and low-gradient AS (aortic peak velocity < 4 m/sec and MG < 40 mm Hg) in sex-specific analyses. RESULTS AF was present in 51 patients (10%; 11 of 51 [22%] had low-gradient AS) and SR in 444 (90%; 23 of 444 [5%] had low-gradient AS). There was no difference in sex distribution between AF and SR. Aortic valve area was not different, but forward stroke volume index and transaortic valve flow rate were lower in AF (P ≤ .002 for all); MG was lower in AF versus SR (median, 46 mm Hg [IQR, 37-50 mm Hg] vs 50 mm Hg [IQR, 44-61 mm Hg]; P < .0001). Overall AVW was not different (median, 2,290 mg [IQR, 1,830-3,063 mg] vs 2,140 mg [IQR, 1,530-2,958 mg]; P = .31), but overall AVW/MG ratio was higher in AF (median, 55 [IQR, 41-67] vs 42 [IQR, 30-55]; P = .001). In sex- and MG-specific analyses, the AVW/MG ratio was higher in AF compared with SR in men with high-gradient AS (median, 58 [IQR, 41-75] vs 51 [IQR, 39-61]; P = .03), but the differences were not statistically significant between AF and SR in other groups. CONCLUSIONS AVW was discordant to Doppler MG in AF compared with SR in men with high-gradient AS. Additional studies of the relationship of MG to other measures of AS severity, such as leaflet fibrosis, are needed.
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Pellikka PA. Looking to the Future for the Journal of the American Society of Echocardiography. J Am Soc Echocardiogr 2023; 36:1-2. [PMID: 36604018 DOI: 10.1016/j.echo.2022.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 11/01/2022] [Indexed: 01/04/2023]
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Egbe AC, Miranda WR, Anderson JH, Pellikka PA, Connolly HM. Prognostic Value of Left Ventricular Global Longitudinal Strain in Patients With Congenital Heart Disease. Circ Cardiovasc Imaging 2022; 15:e014865. [PMID: 36475454 PMCID: PMC9782717 DOI: 10.1161/circimaging.122.014865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
BACKGROUND Left ventricular global longitudinal strain (LVGLS) has been shown to improve risk stratification in patients with LV systolic dysfunction and subsequent recovery of LV ejection fraction (LVEF) in the acquired heart disease population. The purpose of this study was to assess the relationship between LVGLS and cardiovascular events (heart failure hospitalization, sustained ventricular tachycardia/appropriate shock, heart transplant, or cardiovascular death) and deterioration in LVEF (absolute decrease in LVEF ≥10% to LVEF <50%) in adults with congenital heart disease. METHODS Retrospective cohort study of congenital heart disease patients with previous diagnosis of LV systolic dysfunction (LVEF <50%) and subsequent recovery of LVEF (absolute increase in LVEF of ≥10% to LVEF ≥50%) on subsequent echocardiogram (index echocardiogram). Based on the index echocardiogram, patients were divided into normal LVGLS (absolute LVGLS >18%) versus abnormal LVGLS (absolute LVGLS ≤18%) groups. RESULTS Of 193 patients with recovered LVEF, 86 (45%) had normalization of LVGLS at index echocardiogram. A higher absolute LVGLS and use of renin angiotensin aldosterone system antagonist was associated with a lower risk of cardiovascular events and subsequent deterioration in LVEF, while hypertension was associated with higher risk of cardiovascular events and deterioration in LVEF. CONCLUSIONS These results suggest that patients with congenital heart disease with recovered LVEF remained at risk for adverse outcomes, and LVGLS can be used to identify patients at risk for adverse outcomes. Medical therapy for heart failure and treatment of hypertension may reduce the risk of adverse outcome, but these findings require empirical validation, hence the need for a clinical trial.
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Naser JA, Hemu MR, Pellikka PA. Considerations in caseous calcification of the mitral annulus: a case report. EUROPEAN HEART JOURNAL - CASE REPORTS 2022; 6:ytac442. [DOI: 10.1093/ehjcr/ytac442] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2022] [Revised: 05/20/2022] [Accepted: 11/02/2022] [Indexed: 11/16/2022]
Abstract
Abstract
Background
Caseous calcification of the mitral annulus (CCMA) is an extremely rare variant of mitral annulus calcification occurring in <1% of cases. The degeneration of caseous masses could act as a source of embolic strokes and a nidus for infective endocarditis.
Case summary
A man in his 60 s presented with transient left arm weakness. His history was pertinent for bioprosthetic aortic valve replacement secondary to endocarditis and recent pneumococcal pneumonia complicated by empyema and bacteremia. He was still on intravenous antibiotics when he presented. Evaluation including magnetic resonance imaging of the brain, transoesophageal echocardiography, and computed tomography of the chest revealed multifocal embolic strokes, degenerative bioprosthetic valve dysfunction, mitral annular calcification with mobile calcific masses, and persistent empyema. 18F-fluorodeoxyglucose-positron emission tomography-computed tomography showed indeterminate activity across a portion of the posterior mitral leaflet and no activity on the bioprosthetic aortic valve. The patient was deemed high risk for surgery and was treated with six-week course of antibiotics both for the empyema and the possible infective endocarditis of the native mitral valve. Repeat echocardiography 40 days later showed stable mitral masses. At 4 months of follow-up, the patient had no evidence of recurrent clinical strokes.
Discussion
CCMA is a rare but an increasingly recognized predisposing factor for embolic strokes and infective endocarditis. Treatment ideally involves surgical resection of the calcified masses in such cases.
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Pálinkás ED, Re F, Peteiro J, Tesic M, Pálinkás A, Torres MAR, Dikic AD, Beleslin B, Van De Heyning CM, D’Alfonso MG, Mori F, Ciampi Q, de Castro Silva Pretto JL, Simova I, Nagy V, Boda K, Sepp R, Olivotto I, Pellikka PA, Picano E. Pulmonary congestion during Exercise stress Echocardiography in Hypertrophic Cardiomyopathy. Int J Cardiovasc Imaging 2022; 38:2593-2604. [DOI: 10.1007/s10554-022-02620-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 04/09/2022] [Indexed: 11/30/2022]
Abstract
Abstract
Background
B-lines detected by lung ultrasound (LUS) during exercise stress echocardiography (ESE), indicating pulmonary congestion, have not been systematically evaluated in patients with hypertrophic cardiomyopathy (HCM).
Aim
To assess the clinical, anatomical and functional correlates of pulmonary congestion elicited by exercise in HCM.
Methods
We enrolled 128 HCM patients (age 52 ± 15 years, 72 males) consecutively referred for ESE (treadmill in 46, bicycle in 82 patients) in 10 quality-controlled centers from 7 countries (Belgium, Brazil, Bulgaria, Hungary, Italy, Serbia, Spain). ESE assessment at rest and peak stress included: mitral regurgitation (MR, score from 0 to 3); E/e’; systolic pulmonary arterial pressure (SPAP) and end-diastolic volume (EDV). Change from rest to stress was calculated for each variable. Reduced preload reserve was defined by a decrease in EDV during exercise. B-lines at rest and at peak exercise were assessed by lung ultrasound with the 4-site simplified scan. B-lines positivity was considered if the sum of detected B-lines was ≥ 2.
Results
LUS was feasible in all subjects. B-lines were present in 13 patients at rest and in 38 during stress (10 vs 30%, p < 0.0001). When compared to patients without stress B-lines (n = 90), patients with B-lines (n = 38) had higher resting E/e’ (14 ± 6 vs. 11 ± 4, p = 0.016) and SPAP (33 ± 10 vs. 27 ± 7 mm Hg p = 0.002). At peak exercise, patients with B-lines had higher peak E/e’ (17 ± 6 vs. 13 ± 5 p = 0.003) and stress SPAP (55 ± 18 vs. 40 ± 12 mm Hg p < 0.0001), reduced preload reserve (68 vs. 30%, p = 0.001) and an increase in MR (42 vs. 17%, p = 0.013) compared to patients without congestion. Among baseline parameters, the number of B-lines and SPAP were the only independent predictors of exercise pulmonary congestion.
Conclusions
Two-thirds of HCM patients who develop pulmonary congestion on exercise had no evidence of B-lines at rest. Diastolic impairment and mitral regurgitation were key determinants of pulmonary congestion during ESE. These findings underscore the importance of evaluating hemodynamic stability by physiological stress in HCM, particularly in the presence of unexplained symptoms and functional limitation.
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Bi X, Yeung DF, Thaden JJ, Nhola LF, Schaff HV, Pislaru SV, Pellikka PA, Pochettino A, Greason KL, Nkomo VT, Villarraga HR. Characterization of myocardial mechanics and its prognostic significance in patients with severe aortic stenosis undergoing aortic valve replacement. EUROPEAN HEART JOURNAL OPEN 2022; 2:oeac074. [PMID: 36540107 PMCID: PMC9760549 DOI: 10.1093/ehjopen/oeac074] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Revised: 10/25/2022] [Accepted: 11/02/2022] [Indexed: 06/17/2023]
Abstract
AIMS Aortic stenosis (AS) induces characteristic changes in left ventricular (LV) mechanics that can be reversed after aortic valve replacement (AVR). We aimed to comprehensively characterize LV mechanics before and after AVR in patients with severe AS and identify predictors of short-term functional recovery and long-term survival. METHODS AND RESULTS We prospectively performed comprehensive strain analysis by 2D speckle-tracking echocardiography in 88 patients with severe AS and LV ejection fraction ≥50% (mean age 71 ± 12 years, 42% female) prior to and within 7 days after AVR. Patients were followed for up to 5.2 years until death from any cause or last encounter. Within days after AVR, we observed an absolute increase in global longitudinal strain (GLS) (-16.0 ± 2.0% vs. -18.5 ± 2.1%, P<0.0001) and a decrease in apical rotation (10.5 ± 4.0° vs. 8.3 ± 2.8°, P = 0.0002) and peak systolic twist (18.2 ± 5.0° vs. 15.5 ± 3.8°, P = 0.0008). A baseline GLS is less negative than -16.2% was 90% sensitive and 67% specific in predicting a ≥ 20% relative increase in GLS. During a median follow-up of 3.8 years, a global circumferential systolic strain rate (GCSRs) less negative than -1.9% independently predicted lower survival. CONCLUSION In patients with severe AS, a reversal in GLS, apical rotation, and peak systolic twist abnormalities towards normal occurs within days of AVR. Baseline GLS is the strongest predictor of GLS recovery but neither was associated with long-term survival. In contrast, abnormal baseline GCSRs are associated with worse outcomes.
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Rushlow DR, Croghan IT, Inselman JW, Thacher TD, Friedman PA, Yao X, Pellikka PA, Lopez-Jimenez F, Bernard ME, Barry BA, Attia IZ, Misra A, Foss RM, Molling PE, Rosas SL, Noseworthy PA. Clinician Adoption of an Artificial Intelligence Algorithm to Detect Left Ventricular Systolic Dysfunction in Primary Care. Mayo Clin Proc 2022; 97:2076-2085. [PMID: 36333015 DOI: 10.1016/j.mayocp.2022.04.008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 03/09/2022] [Accepted: 04/04/2022] [Indexed: 03/19/2023]
Abstract
OBJECTIVE To compare the clinicians' characteristics of "high adopters" and "low adopters" of an artificial intelligence (AI)-enabled electrocardiogram (ECG) algorithm that alerted for possible low left ventricular ejection fraction (EF) and the subsequent effectiveness of detecting patients with low EF. METHODS Clinicians in 48 practice sites of a US Midwest health system were cluster-randomized by the care team to usual care or to receive a notification that suggested ordering an echocardiogram in patients flagged as potentially having low EF based on an AI-ECG algorithm. Enrollment was between June 26, 2019, and July 30, 2019; participation concluded on March 31, 2020. This report is focused on those clinicians randomized to receive the notification of the AI-ECG algorithm. At the patient level, data were analyzed for the proportion of patients with positive AI-ECG results. Adoption was defined as the clinician order of an echocardiogram after prompted by the alert. RESULTS A total of 165 clinicians and 11,573 patients were included in this analysis. Among patients with positive AI-ECG, high adopters (n=41) were twice as likely to diagnose patients with low EF (33.9%) vs low adopters, n=124, (16.9%); odds ratio, 1.62; 95% CI, 1.21 to 2.17). High adopters were more often advanced practice providers (eg, nurse practitioners and physician assistants) vs physicians, Family Medicine vs Internal Medicine specialty, and tended to have less complex patients. CONCLUSION Clinicians who most frequently followed the recommendations of an AI tool were twice as likely to diagnose low EF. Those clinicians with less complex patients were more likely to be high adopters. TRIAL REGISTRATION Clinicaltrials.gov Identifier: NCT04000087.
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Wen SN, Anand V, Abdelrazek AS, Pislaru SV, Thaden JT, Pellikka PA, Nkomo VT, Kane GC, Greason KL, Pislaru C. Prognostic value of left ventricular chamber stiffness and heart failure in patients with severe aortic stenosis undergoing aortic valve replacement. Eur Heart J 2022. [DOI: 10.1093/eurheartj/ehac544.1556] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Background
Increased left ventricular (LV) stiffness (LVStiffn) was shown to be associated with mortality in patients with severe aortic stenosis (AS), despite aortic valve replacement (AVR), and may contribute to future heart failure (HF) symptoms. The aim was to assess whether preoperative LVStiffn is a risk factor of HF in these patients.
Methods
A retrospective analysis was done in patients with severe AS who underwent AVR (93% surgical). LV end-diastolic pressure-volume relations (P=aVb) were reconstructed from LV end-diastolic volumes and estimated end-diastolic pressures (from E/e'); LVStiffn at 30 mmHg (CS30) and capacitance (V30) were then derived. Primary endpoint was development of symptomatic HF at >1 month post AVR.
Results
1,837 patients were studied (age 76±10 years, 62% males, LVEF 61±12%; Table). Mean CS30 was 2.2±1.3 mmHg/mL and V30 64±17 mL/m2. Patients with higher CS30 ≥3 mmHg/mL were older, more frequently female, and had more comorbidities. During a median follow-up of 5.0 [3.0–7.9] years, 607 (33%) patients developed HF. A higher CS30 (≥3 mmHg/mL), but not V30 (P=0.32), was associated with higher risk of HF events (HR 1.86 [95% CI 1.52–2.27], P<0.0001), along with other clinical and echo predictors (Table). In multivariate analysis, adjusting for age, sex, comorbidities, advanced NYHA class III–IV, creatinine >1.5 mg/dL, medication use, severity of AS, reduced LVEF <50%, diastolic dysfunction grade ≥2, right ventricular size and pulmonary hypertension, a higher CS30 ≥3 mmHg/mL remained independently associated with HF events (adjusted HR 1.61 [1.29–2.01], P<0.0001; Figure).
Conclusion
Increased LVStiffn in patients with severe AS undergoing AVR is associated with HF at follow-up, despite the benefits brought by AVR, and can help identify patients with poorer outcomes who may need closer monitoring/more intensive treatment of comorbidities
Funding Acknowledgement
Type of funding sources: None.
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Cui Z, Castagna F, Hanif W, Apple S, Zhang L, Tauras J, Braunschweig I, Kaur G, Janakiram M, Wang Y, Fang Y, Pellikka PA, Garcia MJ, Shah N, Slipczuk L. Amyloidosis-related echo features and mortality in patients with multiple myeloma. Eur Heart J 2022. [DOI: 10.1093/eurheartj/ehac544.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Background/Introduction
Patients with multiple myeloma (MM) are at increased risk of developing AL amyloidosis. It was determined by screening fat pad and bone marrow biopsy that 38% MM patients had amyloidosis at time of diagnosis and the majority were asymptomatic (1). However, whether amyloidosis-related echo features in MM affect survival remains unknown (1, 2).
Purpose
The goals of our study are to: 1) characterize prevalence of amyloidosis-related echo features in patients with multiple myeloma, 2) investigate whether decrease in longitudinal strain affect survival outcomes.
Methods
Patients diagnosed with MM between Jan 1, 2000 and Dec 31, 2017 at our institution were identified through Clinical Looking Glass. Those with echo within 1 year after myeloma diagnosis and left ventricular ejection fraction (LVEF) greater than 40% were included. Global longitudinal strain (GLS) and LVEF measurements were done using EchoGo (Ultromics, Oxford, UK). The average of GLS obtained from apical 4-chamber and apical 2-chamber views was used for analysis, with decreased GLS defined as absolute value less than 18%. Statistical analysis was conducted with STATA13, using Chi square test and Kruskal-Wallis for univariable analysis and Cox regression model for survival analysis.
Results
From a total cohort of 909 patients, 252 met inclusion criteria, of which 59 (23.4%) patients had decreased average GLS (see Table 1). Patients' mean age was 63±11 years, 44.8% were male and most were Black (42.7%) and the rest Hispanic (33.3%) and White (7.9%). Median follow up time was 4.25 years. The group with decreased GLS had lower percentage of females (22% vs 51.8%, p<0.01), higher percentage of previous MI (11.9% vs 1.6%, p<0.01) and more prior diagnosis of heart failure (20.3% vs 1.6%, p<0.01).
Among patients with decreased GLS, five-year mortality rate was 63.3% compared to 46.0% in those with preserved GLS (p<0.036). Median survival time was 3.9 years among those with reduced GLS and 4.3 years in those without (see Figure 1; p<0.01). Reduced GLS correlated with decreased survival (HR 1.6, p=0.03) even after adjusting for demographic variables (age, gender, race), history of MI, history of CHF, Charlson comorbidity index, myeloma RISS stage, and LVEF (≥50% vs 40–50%).
Forty-seven (18.6%) patients had end diastolic inter-ventricular septum (IVSd) thickness ≥1.2cm. Median GLS in patients with increased IVSd thickness was 19% compared to 21% in those without (p=0.01). Nine patients had the apical sparing strain pattern for amyloidosis.
Total of 158 patients had bone marrow specimen stained with Congo-red with 7 (4.4%) testing positive. Median GLS was 19% in the group staining positive for Congo-red compared 21% in the group with negative stain (p=0.03).
Conclusions
Decrease in GLS on baseline echo correlates with increased mortality in patients with MM and may be due to subclinical cardiac amyloidosis.
Funding Acknowledgement
Type of funding sources: None.
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Tseng AS, Lopez-Jimenez F, Pellikka PA. Artificial Intelligence in Clinical Echocardiography: Many Expectations, but Deep Uncertainties for Defining Strategies to Overcome Difficulties and Obstacles: Authors' Reply. J Am Soc Echocardiogr 2022; 35:1336-1337. [PMID: 36155799 DOI: 10.1016/j.echo.2022.09.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 09/16/2022] [Indexed: 10/14/2022]
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Attia ZI, Dugan J, Rideout A, Maidens JN, Venkatraman S, Guo L, Noseworthy PA, Pellikka PA, Pham SL, Kapa S, Friedman PA, Lopez-Jimenez F. Automated detection of low ejection fraction from a one-lead electrocardiogram: application of an AI algorithm to an electrocardiogram-enabled Digital Stethoscope . EUROPEAN HEART JOURNAL. DIGITAL HEALTH 2022; 3:373-379. [PMID: 36712160 PMCID: PMC9708035 DOI: 10.1093/ehjdh/ztac030] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 04/21/2022] [Indexed: 06/18/2023]
Abstract
AIMS Electrocardiogram (ECG)-enabled stethoscope (ECG-Scope) acquires a single-lead ECGs during cardiac auscultation and may facilitate real-time screening for pathologies not routinely identified by cardiac auscultation alone. We previously demonstrated an artificial intelligence (AI) algorithm can identify left ventricular dysfunction (LVSD) [defined as ejection fraction (EF) ≤ 40%] with an area under the curve (AUC) of 0.91 using a 12-lead ECG. METHODS AND RESULTS One hundred patients referred for clinically indicated echocardiography were prospectively recruited. ECG-Scope recordings with the patient supine and sitting were obtained in multiple electrode locations at the time of the echocardiogram. The AI algorithm for the detection of LVSD was retrained using single leads from ECG-12 and validated against ECG-Scope to determine accuracy for low EF detection (≤35%, <40%, or <50%). We evaluated the algorithm with respect to body position and lead location. Amongst 100 patients (aged 61.3 ± 13.8; 61% male, BMI: 30.0 ± 5.4), eight had EF≤40%, and six had EF 40-50%. The best single recording position was V2 with the patient supine [AUC: 0.88 (CI: 0.80-0.97) for EF≤35%, 0.85 (CI: 0.75-0.95) for EF≤40%, and 0.81 (CI: 0.71-0.90) for EF < 50%]. When using an AI model to select the recording automatically, AUC was 0.91 (CI: 0.84-0.97) for EF≤35%, 0.89 (CI: 0.83-0.96) for EF≤40%, and 0.84 (CI: 0.73-0.94) for EF < 50%. CONCLUSION An AI algorithm applied to an ECG-enabled stethoscope recording in standard auscultation positions reliably detected the presence of a low EF in this prospective study of patients referred for echocardiography. The ability to screen patients with a possible low EF during routine physical examination may facilitate rapid detection of LVSD.
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Egbe AC, Connolly HM, Pellikka PA, Anderson JH, Miranda WR. Role of Inferior Vena Cava Dynamics for Estimating Right Atrial Pressure in Congenital Heart Disease. Circ Cardiovasc Imaging 2022; 15:e014308. [PMID: 36126125 PMCID: PMC9504388 DOI: 10.1161/circimaging.122.014308] [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: 04/07/2022] [Accepted: 08/23/2022] [Indexed: 12/27/2022]
Abstract
BACKGROUND Inferior vena cava (IVC) size and collapsibility (IVC dynamics) are used for estimating right atrial pressure (RAP). However, the diagnostic performance of the American Society of Echocardiography IVC criteria for estimating RAP in patients with congenital heart disease are unknown. The purpose of this study was to assess the role of IVC dynamics for estimating RAP in adults with congenital heart disease. METHODS We conducted a retrospective study of adults with congenital heart disease that underwent cardiac catheterization and echocardiogram at Mayo Clinic (2003-2019). IVC diameter was measured at inspiration (IVCmin) and end-expiration (IVCmax), and IVC collapsibility index (IVCCI) was calculated. RESULTS Based on 918 patients, we observed a good correlation between IVCmax and invasive RAP (r=0.56, P<0.001); IVCmin and RAP (r=0.58, P<0.001); and IVCCI (r=-0.72, P<0.001). There was excellent correlation between invasive RAP and estimated RAP using IVCCI (r=0.80, P<0.001). We observed that IVCCI <60% had superior diagnostic performance as compared with American Society of Echocardiography criteria (IVCmax >2.1 cm, area under the curve difference 0.15, P<0.001; IVCCI <50%, area under the curve difference 0.09, P=0.008; combination of IVCmax >2.1 cm; and IVCCI <50%, area under the curve difference 0.06, P=0.02). Estimated RAP >10 mm Hg based on IVCCI had comparable prognostic performance as invasive RAP but superior prognostic performance as the American Society of Echocardiography criteria. CONCLUSIONS IVCCI <60% was the best criterion to identify patients with elevated RAP. IVCCI was comparable to invasively measured RAP in its relation to prognosis. Further studies are required to determine whether the use of IVCCI in clinical decision-making will improve clinical outcomes in this population.
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Lara-Breitinger KM, Scott CG, Nkomo VT, Pellikka PA, Kane GC, Chaliki HP, Shapiro BP, Eleid MF, Alkhouli M, Greason KL, Pislaru SV, Rihal CS. Tricuspid Regurgitation Impact on Outcomes (TRIO): A Simple Clinical Risk Score. Mayo Clin Proc 2022; 97:1449-1461. [PMID: 35933133 DOI: 10.1016/j.mayocp.2022.05.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Revised: 02/20/2022] [Accepted: 05/03/2022] [Indexed: 11/21/2022]
Abstract
OBJECTIVE To determine which clinical variables infer the highest risk for mortality in patients with notable tricuspid regurgitation (TR) and to develop a clinical assessment tool (the Tricuspid Regurgitation Impact on Outcomes [TRIO] score). PATIENTS AND METHODS A single-center retrospective cohort of 13,608 patients with undifferentiated moderate to severe TR at the time of index echocardiography between January 1, 2005, and December 31, 2016, was included. Baseline demographic and clinical data were obtained. Patients were randomly assigned to a training (N=10,205) and a validation (N=3403) cohort. Median follow-up was 6.5 years (interquartile range, 0.8 to 11.0 years). Variables associated with mortality were identified by Cox proportional hazards methods. A geographically distinct cohort of 7138 patients was used for further validation. The primary end point was all-cause mortality over 10 years. RESULTS The 5-year probability of death was 53% for moderate TR, 63% for moderate-severe TR (hazard ratio [HR], 1.24 [95% CI, 1.17 to 1.31]; P<.001 vs moderate), and 71% for severe TR (HR, 1.55 [95% CI, 1.47 to 1.64]; P<.001 vs moderate). Factors associated with all-cause mortality on multivariate analysis included age 70 years or older, male sex, creatinine level greater than 2 mg/dL, congestive heart failure, chronic lung disease, aspartate aminotransferase level of 40 U/L or greater, heart rate of 90 beats/min or greater, and severe TR. Variables were assigned 1 or 2 points (HR, >1.5) and added to compute the TRIO score. The score was associated with all-cause mortality (C statistic = 0.67) and was able to separate patients into risk categories. Findings were similar in the second, independent and geographically distinct cohort. CONCLUSION The TRIO score is a simple clinical tool for risk assessment in patients with notable TR. Future prospective studies to validate its use are warranted.
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Pellikka PA, Strom JB, Pajares-Hurtado GM, Keane MG, Khazan B, Qamruddin S, Tutor A, Gul F, Peterson E, Thamman R, Watson S, Mandale D, Scott CG, Naqvi T, Woodward GM, Hawkes W. Automated analysis of limited echocardiograms: Feasibility and relationship to outcomes in COVID-19. Front Cardiovasc Med 2022; 9:937068. [PMID: 35935624 PMCID: PMC9353267 DOI: 10.3389/fcvm.2022.937068] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 06/27/2022] [Indexed: 11/19/2022] Open
Abstract
Background As automated echocardiographic analysis is increasingly utilized, continued evaluation within hospital settings is important to further understand its potential value. The importance of cardiac involvement in patients hospitalized with COVID-19 provides an opportunity to evaluate the feasibility and clinical relevance of automated analysis applied to limited echocardiograms. Methods In this multisite US cohort, the feasibility of automated AI analysis was evaluated on 558 limited echocardiograms in patients hospitalized with COVID-19. Reliability of automated assessment of left ventricular (LV) volumes, ejection fraction (EF), and LV longitudinal strain (LS) was assessed against clinically obtained measures and echocardiographic findings. Automated measures were evaluated against patient outcomes using ROC analysis, survival modeling, and logistic regression for the outcomes of 30-day mortality and in-hospital sequelae. Results Feasibility of automated analysis for both LVEF and LS was 87.5% (488/558 patients). AI analysis was performed with biplane method in 300 (61.5%) and single plane apical 4- or 2-chamber analysis in 136 (27.9%) and 52 (10.7%) studies, respectively. Clinical LVEF was assessed using visual estimation in 192 (39.3%), biplane in 163 (33.4%), and single plane or linear methods in 104 (21.2%) of the 488 studies; 29 (5.9%) studies did not have clinically reported LVEF. LV LS was clinically reported in 80 (16.4%). Consistency between automated and clinical values demonstrated Pearson's R, root mean square error (RMSE) and intraclass correlation coefficient (ICC) of 0.61, 11.3% and 0.72, respectively, for LVEF; 0.73, 3.9% and 0.74, respectively for LS; 0.76, 24.4ml and 0.87, respectively, for end-diastolic volume; and 0.82, 12.8 ml, and 0.91, respectively, for end-systolic volume. Abnormal automated measures of LVEF and LS were associated with LV wall motion abnormalities, left atrial enlargement, and right ventricular dysfunction. Automated analysis was associated with outcomes, including survival. Conclusion Automated analysis was highly feasible on limited echocardiograms using abbreviated protocols, consistent with equivalent clinically obtained metrics, and associated with echocardiographic abnormalities and patient outcomes.
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Chao CJ, Kato N, Scott CG, Lopez-Jimenez F, Lin G, Kane GC, Pellikka PA. Unsupervised Machine Learning for Assessment of Left Ventricular Diastolic Function and Risk Stratification. J Am Soc Echocardiogr 2022; 35:1214-1225.e8. [PMID: 35840082 DOI: 10.1016/j.echo.2022.06.013] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/05/2022] [Revised: 06/28/2022] [Accepted: 06/28/2022] [Indexed: 11/19/2022]
Abstract
BACKGROUND The 2016 American Society of Echocardiography (ASE) guidelines have been widely used to assess left ventricular diastolic function. However, limitations are present in the current classification system. We aimed to develop a data-driven, unsupervised machine learning approach for diastolic function classification and risk stratification using the left ventricular diastolic function parameters recommended by the 2016 ASE guidelines; the guideline grading was used as the reference standard. METHODS Baseline demographics, heart failure hospitalization and all-cause mortality data were obtained for all adult patients who underwent transthoracic echocardiography at Mayo Clinic Rochester in 2015. Patients with prior mitral valve intervention, congenital heart disease, cardiac transplant, or cardiac assist device were excluded. Nine left ventricular diastolic function variables (mitral E and A wave peak velocities, E/A, deceleration time, medial and lateral annulus e' and E/e', and tricuspid regurgitation peak velocity) were used for an unsupervised machine learning algorithm to identify different phenotype clusters. The cohort average of each variable was used for imputation. Patients were grouped according to the algorithm-determined clusters for Kaplan-Meier survival analysis. RESULTS Among 24,414 patients, age 63.6 ±16.2 years, all-cause mortality occurred in 4,612 (18.9%) patients during median follow-up 3.1 years. The algorithm determined 3 clusters with echocardiographic measurement characteristics corresponding to normal diastolic function (n= 8,312), impaired relaxation (n=11,779) and increased filling pressure (n =4,323), with 3-year cumulative mortality of 11.8%, 19.9% and 33.4%, respectively (p<0.0001). All 10,694 (43.8%) patients classified as indeterminate were reclassified into the 3 clusters (3,324, 5,353, and 2,017, respectively) with 3-year mortality of 16.6%, 22.9% and 34.4%, respectively. The clusters also outperformed guideline-based grade for prognostication (c-index: 0.607 vs. 0.582, p=0.013). CONCLUSIONS Unsupervised machine learning identified physiologically and prognostically distinct clusters based on 9 diastolic function Doppler variables. The clusters can be potentially applied in echocardiography laboratory practice and future clinical trials for simple, replicable diastolic function related risk stratification.
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Edvardsen T, Asch FM, Davidson B, Delgado V, DeMaria A, Dilsizian V, Gaemperli O, Garcia MJ, Kamp O, Lee DC, Neglia D, Neskovic AN, Pellikka PA, Plein S, Sechtem U, Shea E, Sicari R, Villines TC, Lindner JR, Popescu BA. Non-Invasive Imaging in Coronary Syndromes: Recommendations of The European Association of Cardiovascular Imaging and the American Society of Echocardiography, in Collaboration with The American Society of Nuclear Cardiology, Society of Cardiovascular Computed Tomography, and Society for Cardiovascular Magnetic Resonance. J Cardiovasc Comput Tomogr 2022; 16:362-383. [PMID: 35729014 DOI: 10.1016/j.jcct.2022.05.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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Pellikka PA, Padang R, Scott CG, Murphy SME, Fabunmi R, Thaden JJ. Impact of Managing Provider Type on Severe Aortic Stenosis Management and Mortality. J Am Heart Assoc 2022; 11:e025164. [PMID: 35766279 PMCID: PMC9333396 DOI: 10.1161/jaha.121.025164] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Many patients with symptomatic severe aortic stenosis do not undergo aortic valve replacement (AVR) despite clinical guidelines. This study analyzed the association of managing provider type with cardiac specialist follow-up, AVR, and mortality for patients with newly diagnosed severe aortic stenosis (sAS). Methods and Results We identified adults with newly diagnosed sAS per echocardiography performed between January 2017 and March 2019 using Optum electronic health record data. We then selected from those meeting all eligibility criteria patients managed by a primary care provider (n=1707 [25%]) or cardiac specialist (n=5039 [75%]). We evaluated the association of managing provider type with cardiac specialist follow-up, AVR, and mortality, as well as the independent association of cardiac specialist follow-up and AVR with mortality, within 1 year of echocardiography detecting sAS. A subgroup analysis was limited to patients with symptomatic sAS. Patient characteristics and comorbidities at baseline were used for covariate-adjusted cause-specific and multivariable Cox proportional hazard models assessing group differences in outcomes by managing provider type. An adjusted Cox proportional hazard model with additional time-dependent covariates for follow-up and AVR was used to assess these practices' association with mortality. Within 1 year of echocardiography detecting sAS, data revealed that primary care provider management was associated with lower rates of cardiac specialist follow-up (hazard ratio [HR], 0.47 [95% CI, 0.43-0.50], P<0.0001) and AVR (HR, 0.58 [95% CI, 0.53-0.64], P<0.0001) and with higher 1-year mortality (HR, 1.45 [95% CI, 1.26-1.66], P<0.0001). Cardiac specialist follow-up and AVR were independently associated with lower mortality (follow-up: HR, 0.55 [95% CI, 0.48-0.63], P<0.0001; AVR: HR, 0.70 [95% CI, 0.60-0.83], P<0.0001). Results were similar for patients with symptomatic sAS. All analyses were adjusted for baseline patient characteristics and comorbidities. Conclusions For patients newly diagnosed with sAS, we observed differences in rates of cardiac specialist follow-up and AVR and risk of mortality between primary care provider- versus cardiologist-managed patients with sAS. In addition, a lower likelihood of receiving follow-up and AVR was independently associated with higher mortality.
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Young KA, Krishna H, Jain V, Hamza I, Scott CG, Pellikka PA, Villarraga HR. Serial Left and Right Ventricular Strain Analysis in Patients Recovered from COVID-19. J Am Soc Echocardiogr 2022; 35:1055-1063. [PMID: 35760277 PMCID: PMC9232260 DOI: 10.1016/j.echo.2022.06.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Revised: 06/08/2022] [Accepted: 06/14/2022] [Indexed: 10/25/2022]
Abstract
BACKGROUND Strain analysis of transthoracic echocardiography (TTE) is a sensitive tool to detect myocardial dysfunction in those affected by COVID-19. Consideration of pre-existing cardiovascular disease is important in detecting changes related to COVID-19. We sought to assess serial TTE changes in patients recovered from COVID-19 compared to baseline, pre-COVID-19 exams, with a focus on left and right ventricular longitudinal strain. METHODS In this retrospective review of serial TTEs in confirmed COVID-19 patients at Mayo Clinic sites, included patients had a TTE within 2 years prior to confirmed COVID-19 diagnosis and the first available outpatient TTE after diagnosis used as comparison. Patients with interval cardiac surgery, procedure, or device placement (n=9) were excluded. Biventricular strain was retrospectively performed on both echocardiograms. RESULTS Of 259 individuals, age 60±16 years, 47% female, and 88% Caucasian, post-COVID-19 TTEs were performed a median of 55 days (IQR 37-92) following diagnosis. No clinically significant TTE changes were noted, though left ventricular ejection fraction (LVEF) was higher (58% vs 57%, p=0.049) and tricuspid annulus plane systolic excursion lower (20 vs 21mm, p=0.046) following COVID-19. Baseline LV global longitudinal strain (LV GLS) and right ventricular free wall strain (RV FWS) were normal (-19.6% and -25.8%, respectively) and similar following COVID-19 (-19.6% and -25.7%, p=0.07 and 0.77, respectively). In the 74 inpatients, no significant change from baseline was seen for LV GLS (-19.4% vs -19.1%, p=0.62), RV FWS (-25.5% vs -25.0%, p=0.69), or LVEF (57% vs 57%, p=0.71). A significant worsening in strain occurred in 27 patients, 16 (6.8%) of the 237 with LV GLS and 14 (6.0%) of the 235 with RV FWS. Ten (20%) patients reporting new symptoms following COVID-19 had worsened strain, compared to 5 (7%) with persistent/progressive symptoms and 11 (9%) with no new symptoms (p=0.04). CONCLUSIONS While patients with new symptoms following COVID-19 were more likely to have a worsening in absolute strain values, no clinically significant change in TTE parameters was evident in most patients following COVID-19 regardless of symptom status.
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Kato N, Guerrero M, Padang R, Amadio JM, Eleid MF, Scott CG, Lee AT, Pislaru SV, Nkomo VT, Pellikka PA. Prevalence and Natural History of Mitral Annulus Calcification and Related Valve Dysfunction. Mayo Clin Proc 2022; 97:1094-1107. [PMID: 35662425 DOI: 10.1016/j.mayocp.2021.12.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 11/10/2021] [Accepted: 12/15/2021] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To evaluate the prevalence and natural history of mitral annulus calcification (MAC) and associated mitral valve dysfunction (MVD) in patients undergoing clinically indicated echocardiography. METHODS A retrospective review was conducted of all adults who underwent echocardiography in 2015. Mitral valve dysfunction was defined as mitral regurgitation or mitral stenosis (MS) of moderate or greater severity. All-cause mortality during 3.0 (0.4 to 4.2) years of follow-up was compared between groups stratified according to the presence of MAC or MVD. RESULTS Of 24,414 evaluated patients, 5502 (23%) had MAC. Patients with MAC were older (75±10 years vs 60±16 years; P<.001) and more frequently had MVD (MS: 6.6% vs 0.5% [P<.001]; mitral regurgitation without MS: 9.5% vs 6.1% [P<.001]). Associated with MS in patients with MAC were aortic valve dysfunction, female sex, chest irradiation, renal dysfunction, and coronary artery disease. Kaplan-Meier 1-year survival was 76% in MAC+/MVD+, 87% in MAC+/MVD-, 86% in MAC-/MVD+, and 92% in MAC-/MVD-. Adjusted for age, diabetes, renal dysfunction, cancer, chest irradiation, ejection fraction below 50%, aortic stenosis, tricuspid regurgitation, and pulmonary hypertension, MAC was associated with higher mortality during follow-up (adjusted hazard ratio, 1.40; 95% CI, 1.31 to 1.49; P<.001); MVD was associated with even higher mortality in patients with MAC (adjusted hazard ratio, 1.79; 95% CI, 1.58 to 2.01; P<.001). There was no significant interaction between MAC and MVD for mortality (P=.10). CONCLUSION In a large cohort of adults undergoing echocardiography, the prevalence of MAC was 23%. Mitral valve dysfunction was more than twice as prevalent in patients with MAC. Adjusted mortality was increased in patients with MAC and worse with both MAC and MVD.
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El Sabbagh A, Nishimura RA, Eleid MF, Pislaru SV, Pellikka PA, Rihal CS, Guerrero M, Hodge DO, Miranda WR. Invasive Hemodynamic Predictors of Survival in Patients With Mitral Stenosis Secondary to Mitral Annular Calcification. J Am Heart Assoc 2022; 11:e023107. [PMID: 35574960 PMCID: PMC9238574 DOI: 10.1161/jaha.121.023107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background
The aim of this study was to establish prognostic hemodynamic parameters in patients with mitral stenosis secondary to mitral annular calcification.
Methods and Results
A retrospective cohort of 105 patients undergoing transseptal catheterization for hemodynamic evaluation of mitral annular calcification–related mitral stenosis between 2004 and 2020 was studied. Mitral valve gradient (MVG) and mitral valve area (MVA; calculated by the Gorlin formula) were measured using direct left atrial and left ventricular pressures. The median age of the patients was 70.3 years (58.4–76.7 years), and 53.3% were women. The median MVA was 1.7 cm
2
(1.3–2.3 cm
2
) and MVG was 7.3 mm Hg (5.3–10.3 mm Hg); left ventricular end‐diastolic pressure was 17.6±28.3 mm Hg. During a median of 2.1 years (0.7–4.5 years), there were 63 deaths; 1‐ and 5‐year survival were 76% and 40%, respectively. There was no association between left ventricular end‐diastolic pressure and survival. After adjusting for age and comorbidities, both MVA (hazard ratio [HR], 0.50 per cm
2
; 95% CI, 0.34–0.73) and MVG (HR, 1.1 per mm Hg; 95% CI, 1.05–1.20) were independent predictors of death. Atrial fibrillation was also independently associated with mortality. When added to a combined model, MVA remained associated with death (HR, 0.51 per cm
2
; 95% CI, 0.33–0.79) while MVG was not.
Conclusions
In patients with mitral annular calcification–related mitral stenosis, survival was poor. MVA and MVG were independently associated with death, but MVA was a better predictor of outcomes.
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Fordyce CB, Hill CL, Mark DB, Alhanti B, Pellikka PA, Hoffmann U, Patel MR, Douglas PS. Physician judgement in predicting obstructive coronary artery disease and adverse events in chest pain patients. Heart 2022; 108:860-867. [PMID: 35110385 PMCID: PMC9106875 DOI: 10.1136/heartjnl-2021-320275] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2021] [Accepted: 01/20/2022] [Indexed: 12/12/2022] Open
Abstract
OBJECTIVE To evaluate informal physician judgement versus pretest probability scores in estimating risk in patients with suspected coronary artery disease (CAD). METHODS We included 4533 patients from the PROMISE (Prospective Multicenter Imaging Study for Evaluation of Chest Pain) trial. Physicians categorised a priori the pretest probability of obstructive CAD (≥70% or ≥50% left main); Diamond-Forrester (D-F) and European Society of Cardiology (ESC) pretest probability estimates were calculated. Agreement was calculated using the κ statistic; logistic regression evaluated estimates of pretest CAD probability and actual CAD (as determined by CT coronary angiography), and clinical outcomes were modelled using Cox proportional hazard models. RESULTS Physician estimates agreed poorly with D-F (κ 0.16; 95% CI 0.14 to 0.18) and ESC (κ 0.04; 95% CI 0.02 to 0.05). Actual obstructive CAD was significantly more prevalent in both the high-likelihood (OR 3.30; 95% CI 2.30 to 4.74) and the intermediate-likelihood (OR 1.43; 95% CI 1.16 to 1.76) physician-estimated groups versus the low-likelihood group; ESC similarly differentiated between the three groups (OR 9.07; 95% CI 2.87 to 28.70; and OR 3.87; 95% CI 1.22 to 12.28). However, using D-F, only the high-probability group differed (OR 2.49; 95% CI 1.74 to 3.54). Only physician estimates were associated with a higher incidence of adjusted death/myocardial infarction/unstable angina hospitalisation in the high-probability versus low-probability group (HR 2.68; 95% CI 1.52 to 4.74); neither pretest probability score provided prognostic information. CONCLUSIONS Compared with D-F and ESC estimates, physician judgement more accurately identified obstructive CAD and worse patient outcomes. Integrating physician judgement may improve risk prediction for patients with stable chest pain. TRIAL REGISTRATION NUMBER NCT01174550.
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Merli E, Ciampi Q, Scali MC, Zagatina A, Merlo PM, Arbucci R, Daros CB, de Castro E Silva Pretto JL, Amor M, Salamè MF, Mosto H, Morrone D, D'Andrea A, Reisenhofer B, Rodriguez-Zanella H, Wierzbowska-Drabik K, Kasprzak JD, Agoston G, Varga A, Lowenstein J, Dodi C, Cortigiani L, Simova I, Samardjieva M, Citro R, Celutkiene J, Re F, Monte I, Gligorova S, Antonini-Canterin F, Pepi M, Carpeggiani C, Pellikka PA, Picano E. Pulmonary Congestion During Exercise Stress Echocardiography in Ischemic and Heart Failure Patients. Circ Cardiovasc Imaging 2022; 15:e013558. [PMID: 35580160 DOI: 10.1161/circimaging.121.013558] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Lung ultrasound detects pulmonary congestion as B-lines at rest, and more frequently, during exercise stress echocardiography (ESE). METHODS We performed ESE plus lung ultrasound (4-site simplified scan) in 4392 subjects referred for semi-supine bike ESE in 24 certified centers in 9 countries. B-line score ranged from 0 (normal) to 40 (severely abnormal). Five different populations were evaluated: control subjects (n=103); chronic coronary syndromes (n=3701); heart failure with reduced ejection fraction (n=395); heart failure with preserved ejection fraction (n=70); ischemic mitral regurgitation ≥ moderate at rest (n=123). In a subset of 2478 patients, follow-up information was available. RESULTS During ESE, B-lines increased in all study groups except controls. Age, hypertension, abnormal ejection fraction, peak wall motion score index, and abnormal heart rate reserve were associated with B-lines in multivariable regression analysis. Stress B lines (hazard ratio, 2.179 [95% CI, 1.015-4.680]; P=0.046) and ejection fraction <50% (hazard ratio, 2.942 [95% CI, 1.268-6.822]; P=0.012) were independent predictors of all-cause death (n=29 after a median follow-up of 29 months). CONCLUSIONS B-lines identify the pulmonary congestion phenotype at rest, and more frequently, during ESE in ischemic and heart failure patients. Stress B-lines may help to refine risk stratification in these patients. REGISTRATION URL: https://www. CLINICALTRIALS gov; Unique identifier: NCT03049995.
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Lowenstern A, Alexander KP, Pagidipati NJ, Hill CL, Pellikka PA, Cooper LS, Alhanti B, Hoffmann U, Mark DB, Douglas PS. Presenting Symptoms in Patients Undergoing Coronary Artery Disease Evaluation: Association With Noninvasive Test Results and Clinical Outcomes in the PROMISE Trial. Circ Cardiovasc Qual Outcomes 2022; 15:e008298. [PMID: 35369715 PMCID: PMC9117448 DOI: 10.1161/circoutcomes.121.008298] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Patients evaluated for coronary artery disease have a range of symptoms and underlying risk. The relationships between patient-described symptoms, clinician conclusions, and subsequent clinical management and outcomes remain incompletely described. METHODS In this secondary analysis, we examined the association between 4 types of presenting symptoms (substernal/left-sided chest pain, other chest/neck/arm pain, dyspnea, and other symptoms) and patient risk, noninvasive test results, clinical management, and outcomes for stable outpatients randomized in the PROMISE (Prospective Multicenter Imaging Study for Evaluation of Chest Pain) trial. Multivariable regression models were used to evaluate differences in noninvasive test result, all-cause death/myocardial infarction/unstable angina hospitalization and cardiovascular death/myocardial infarction by symptom type. RESULTS Among 9996 patients, most presented with chest pain (47.2% substernal, 29.2% other), followed by dyspnea (14.9%), and other symptoms (8.7%). Patients with dyspnea were older (median age 63 versus 60, P≤0.02) with higher baseline risk (78.2% with atherosclerotic cardiovascular disease >7.5% versus 67.6%, P≤0.02). Using patients with substernal chest pain as a reference, there was no difference in noninvasive test positivity across symptom groups (all P>0.05), but test-positive patients with dyspnea (adjusted odds ratio, 0.66 [95% CI, 0.51-0.85]) or other symptoms (adjusted odds ratio, 0.65 [95% CI, 0.47-0.90]) were less likely to be referred for cardiac catheterization. While symptom type alone was not associated with outcomes, symptom presentation with chest pain or dyspnea did modify the association between a positive noninvasive test and clinical outcome (interaction P=0.025 for both all-cause death/myocardial infarction/unstable angina hospitalization and cardiovascular death/MI). CONCLUSIONS Among low-risk outpatients evaluated for coronary artery disease, typicality of symptoms was not closely associated with higher baseline risk but was related to differences in processes of care and the prognostic value of a positive test. Adverse events were not associated with clinician risk estimates or symptoms alone. These unexpected findings highlight the limitation of relying solely on symptom presentation or clinician risk estimation to evaluate patients for suspected coronary artery disease. REGISTRATION URL: https://www. CLINICALTRIALS gov; Unique identifier: NCT01174550.
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Egbe AC, Miranda WR, Pellikka PA, DeSimone CV, Connolly HM. Prevalence and Prognostic Implications of Left Ventricular Systolic Dysfunction in Adults With Congenital Heart Disease. J Am Coll Cardiol 2022; 79:1356-1365. [PMID: 35393016 DOI: 10.1016/j.jacc.2022.01.040] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2021] [Revised: 01/13/2022] [Accepted: 01/18/2022] [Indexed: 12/11/2022]
Abstract
BACKGROUND Although the prevalence and prognostic implications of left ventricular systolic dysfunction (LVSD), and the effect of cardiac therapies on LVSD are well described in patients with acquired heart disease, such data are sparse in adults with congenital heart disease (CHD). OBJECTIVES The purpose of this study was to determine the prevalence, risk factors, and prognostic implications of LVSD, and the effect of cardiac therapies (guideline-directed medical therapy [GDMT] and cardiac resynchronization therapy [CRT]) on LVSD in adults with CHD. METHODS This was a retrospective study of adults with CHD with systemic LV (2003-2019). LVSD was defined as left ventricular ejection fraction (LVEF) <52%/<54% (men/women). Cardiovascular event was defined as heart failure hospitalization, heart transplant, and cardiovascular death. RESULTS Of 4,358 patients, 554 (12%) had LVSD, and the prevalence of LVSD was higher in right-sided lesions compared with left-sided lesions (15% vs 10%; P < 0.001). Cardiovascular events occurred in 312 (7%) patients. LVEF was independently associated with cardiovascular events (HR: 0.95; 95% CI: 0.93-0.97; P = 0.009). Of 544 patients with LVSD, 311 received GDMT and 48 patients received CRT. LVEF increased by 6% (95% CI: 2%-10%) and 11% (95% CI: 8%-14%), and N-terminal pro-hormone brain natriuretic peptide decreased by 151 pg/mL (95% CI: 62-289 pg/mL) and 201 pg/mL (95% CI: 119-321 pg/mL) in patients who received GDMT and CRT, respectively. CONCLUSIONS LVSD was present in 12% of adults with CHD, was more common in patients with right-sided lesions, and was associated with cardiovascular events. GDMT and CRT were associated with improvement in LVEF. These results provide a foundation for clinical trials to rigorously test the benefits of these therapies in CHD patients.
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88
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Naser JA, Attia ZI, Pislaru SV, Stan MN, Pellikka PA, Noseworthy PA, Friedman PA, Lin G. Artificial Intelligence Application in Graves Disease: Atrial Fibrillation, Heart Failure and Menstrual Changes. Mayo Clin Proc 2022; 97:730-737. [PMID: 35078654 DOI: 10.1016/j.mayocp.2021.08.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2021] [Revised: 08/02/2021] [Accepted: 08/18/2021] [Indexed: 11/21/2022]
Abstract
OBJECTIVE To study the utility of artificial intelligence (AI)-enabled electrocardiograms (ECGs) in patients with Graves disease (GD) in identifying patients at high risk of atrial fibrillation (AF) and heart failure with reduced ejection fraction (HFrEF), and to study whether AI-ECG can reflect hormonal changes and the resulting menstrual changes in GD. PATIENTS AND METHODS Patients diagnosed with GD between January 1, 2009, and December 31, 2019, were included. We considered AF diagnosed at 30 days or fewer before or any time after GD and de novo HFrEF not explained by ischemia, valve disorder, or other cardiomyopathy at/after GD diagnosis. Electrocardiograms at/after index condition were excluded. A subset analysis included females younger than 45 years of age to study the association between ECG-derived female probability and menstrual changes (shorter, lighter, or newly irregular cycles). RESULTS Among 430 patients (mean age, 50±17 years; 337 (78.4%) female), independent risk factors for AF included ECG probability of AF (hazard ratio [HR], 1.5; 95% CI, 1.2 to 1.6 per 10%; P<.001), older age (HR, 1.05; 95% CI, 1.03 to 1.07 per year; P<.001), and overt hyperthyroidism (HR, 3.9; 95% CI, 1.2 to 12.7; P=.03). The C-statistic was 0.85 for the combined model. Among 495 patients (mean age, 52±17 years; 374 (75.6%) female), independent risk factors for HFrEF were ECG probability of low ejection fraction (HR, 1.4; 95% CI, 1.1 to 1.6 per 10%; P=.001) and presence of AF (HR, 8.3; 95% CI, 2.2 to 30.9; P=.002), and a C-statistic of 0.89 for the combined model. Lastly, of 72 females younger than 45 years, 30 had menstrual changes at time of GD and had a significantly lower AI ECG-derived female probability [median 77.3; (IQR 57.9 to 94.4)% vs. median 97.7 (IQR 92.4 to 99.5)%, P<.001]. CONCLUSION AI-enabled ECG identifies patients at risk for GD-related AF and HFrEF and was associated with menstrual changes in women with GD.
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Tseng AS, Lopez-Jimenez F, Pellikka PA. Future Guidelines for Artificial Intelligence in Echocardiography. J Am Soc Echocardiogr 2022; 35:878-882. [DOI: 10.1016/j.echo.2022.04.005] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Revised: 04/14/2022] [Accepted: 04/16/2022] [Indexed: 11/28/2022]
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90
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Edvardsen T, Asch FM, Davidson B, Delgado V, DeMaria A, Dilsizian V, Gaemperli O, Garcia MJ, Kamp O, Lee DC, Neglia D, Neskovic AN, Pellikka PA, Plein S, Sechtem U, Shea E, Sicari R, Villines TC, Lindner JR, Popescu BA. Non-Invasive Imaging in Coronary Syndromes: Recommendations of The European Association of Cardiovascular Imaging and the American Society of Echocardiography, in Collaboration with The American Society of Nuclear Cardiology, Society of Cardiovascular Computed Tomography, and Society for Cardiovascular Magnetic Resonance. J Am Soc Echocardiogr 2022; 35:329-354. [PMID: 35379446 DOI: 10.1016/j.echo.2021.12.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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91
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Pellikka PA, Dudzinski DM, Lubitz SA, Tsang TSM, Tower-Rader A, Karaa A. Case 10-2022: A 78-Year-Old Man with Marked Ventricular Wall Thickening. N Engl J Med 2022; 386:1266-1276. [PMID: 35353965 DOI: 10.1056/nejmcpc2201230] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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92
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Mogollon R, Jadav RS, Badawy M, Garcia-Arango M, Quintero-Martinez JA, Cordova-Madera S, Dichak AL, Pislaru SV, Pellikka PA, Kane GC, Villarraga HR. VARIABILITY OF LEFT VENTRICULAR GLOBAL LONGITUDINAL STRAIN AND RIGHT VENTRICULAR FREE WALL STRAIN IN PATIENTS WITH OBESITY AND CARDIOVASCULAR RISK FACTORS. J Am Coll Cardiol 2022. [DOI: 10.1016/s0735-1097(22)02273-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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93
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Hawkes W, Keane MG, Khazan B, QAMRUDDIN SALIMA, Tutor A, Thamman R, Naqvi TZ, Mandale D, Strom JB, Hurtado GP, Peterson E, Gul FI, Watson S, Tilkes K, Davidson H, Scott C, Piotrowska H, Hansen WH, Woodward G, Pellikka PA. FULLY AUTOMATED ANALYSIS OF CARDIAC POINT OF CARE ULTRASOUND: FEASIBILITY AND CLINICAL RELEVANCE IN COVID-19 PATIENTS. J Am Coll Cardiol 2022. [PMCID: PMC8972461 DOI: 10.1016/s0735-1097(22)02998-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Quinn E, Mahowald M, Pellikka PA, GO RONALD, Anavekar NS, Goyal G, Bennani N, Shah MV, Abeykoon JP, Acosta-Medina AA, Zanwar SS, Young JR. MULTI-MODALITY CARDIAC IMAGING OF ERDHEIM-CHESTER DISEASE. J Am Coll Cardiol 2022. [DOI: 10.1016/s0735-1097(22)02336-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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95
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Wen S, Pislaru SV, Lin G, Scott CG, Lee AT, Asirvatham SJ, Pellikka PA, Kane GC, Pislaru C. Association of Post-procedural Left Atrial Volume and Reservoir Function with Outcomes in Patients with Atrial Fibrillation Undergoing Catheter Ablation. J Am Soc Echocardiogr 2022; 35:818-828.e3. [DOI: 10.1016/j.echo.2022.03.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 02/04/2022] [Accepted: 03/17/2022] [Indexed: 10/18/2022]
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Anand V, Hu H, Weston AD, Scott CG, Michelena HI, Pislaru SV, Carter RE, Pellikka PA. Machine learning predicts all-cause mortality in patients with severe aortic regurgitation. Eur Heart J Cardiovasc Imaging 2022. [DOI: 10.1093/ehjci/jeab289.243] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
Funding Acknowledgements
Type of funding sources: None.
Background
Aortic regurgitation (AR) is a common valvular lesion associated with left ventricular (LV) enlargement and dysfunction and increased risk of death with onset of symptoms, significant LV enlargement, or systolic dysfunction. The current guidelines are based on symptoms, LV size and LV function to evaluate the candidacy for surgery in patients with severe AR.
Purpose
We propose a machine-learning (ML) based algorithm to identify patients at risk for death from AR independent of aortic valve replacement (AVR) surgery (patients were censored at AVR event unless the operation occurred within 100 days of the first visit, in which case baseline AVR is included as a predictor).
Methods
The model was trained with 5-fold cross-validation on a dataset of 1035 patients. Model performance is reported on an independent dataset of 207 patients. Optimal predictive performance was observed with a Conditional Random Survival Forest model. A subset of 19 / 41 variables were selected for inclusion in the final model. Variable selection was performed with 10-fold cross validation using Random Survival Forest model; variables that were on an average selected by less than 6/10 splits were excluded.
Results
The mean age of patients was 60 ± 17 years and 198 (18%) were females. The variables included in the models were age, end-diastolic volume, end systolic dimension, body surface area, ejection fraction, NYHA class, body mass index, diastolic blood pressure, bicuspid valve, regurgitant volume, filling pressure, mid ascending aorta diameter, mitral tissue early relaxation velocity, pulmonary artery systolic pressure, and comorbidities, and the relative variable importances averaged across five splits of cross validation in each repeat were evaluated (Figure). The predictive AUC for predicting survival of the best-performing model was 0.84 at 1 year, 0.86 at 2 years, and 0.87 overall, respectively.
Conclusion
Using commonly observed echo parameters and patient characteristics we successfully trained a ML model to predict survival in patients with severe AR. This technique could identify high-risk patients who would benefit from early intervention, thereby improving patient outcomes. Abstract Figure.
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Zagatina A, Ciampi Q, Cortigiani L, Wierzbowska-Drabik K, Haberka M, Djordjevic-Dikic A, Boshchenko A, Rigo F, Simova I, Dodi C, Gaibazzi N, Morrone D, Barbieri A, Pellikka PA, Picano E. The ischemic cascades in contemporary patients: five distinct phenotypes assessed by ABCDE stress echocardiography. Eur Heart J Cardiovasc Imaging 2022. [DOI: 10.1093/ehjci/jeab289.111] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Abstract
Funding Acknowledgements
Type of funding sources: None.
OnBehalf
Stress Echo 2020 study group of the Italian Society of Echocardiography and Cardiovascular Imaging (SIECVI)
Background
The classical pathophysiological cornerstone of stress cardiac imaging is the ischemic cascade: alterations in coronary flow velocity reserve (CFVR) come first, regional wall motion abnormalities (RWMA) second, and global alterations of left ventricular diastolic and systolic function last.
Aim
To evaluate the ischemic cascade with stress echo (SE) assessed with ABCDE protocol.
Methods
We analyzed 1616 patients (age 66 ± 10 years, 1156, 72% males) with chest pain and angiographically documented coronary artery disease (CAD): 928 (57.4%) with previous myocardial infarction and 1451 (89.8%) with previous coronary revascularization. CAD patients were studied with ABCDE-SE protocol by 13 certified laboratories of 5 countries. Stress modality was exercise in 427 (26.4%) dobutamine in 173 (10.7%) and vasodilator stress in 1016 (62.9%) patients (dipyridamole in 982 – 60.8% and adenosine in 34 – 2.1% patients). Step A assessed RWMA; step B, B-lines (diastolic function); step C, left ventricular contractile reserve based on force; step D, CFVR in left anterior descending artery; step E, heart rate reserve. SE response ranged from score 0 (all steps normal) to score 5 (all steps abnormal). Follow up was obtained in all patients.
Results
Results were abnormal in 350 (21.7) % for step A, 572 (35.4%) for B, 666 (41.2%) for C, 546 (33.5%) for D and 643 (39.8%) for E. The distribution of positivity is shown in figure. The dominant "solitary phenotype" (only one biomarker abnormal during the test) was step A in 10 (0.6%), step B in 124 (7.7%) step C in 100 (6.2%), step D in 64 (4.0%) and step E in 157 (9.7%) patients. The overall sensitivity for CAD detection including each step of ABCDE score (≥1) was 95.7%. During median follow-up of 22 months [IQ range: 13-37 months] 279 coronary revascularizations occurred. ABCDE score predicted coronary revascularization with score 1: HR: 3.182, 95% CI: 1.699-6.067; score 2: HR: 4.921, 95% CI: 2.571-9.420; score 3: HR: 7.234, 95% CI: 3.743-13.979; score 4: HR: 24.570, 95% CI: 13.390-45.086; and score 5: HR: 38.720, 95% CI: 20.975-71.478
Conclusion
Inducible ischemia with CAD is characterized by the complexity and multiplicity of diagnostic phenotypes. The overall ABCDE score predicts clinically driven revascularization. Abstract Figure. The 5 circles of ischemia biomarkers
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Roslan AB, Naser JA, Nkomo VT, Padang R, Lin G, Pislaru C, Greason KL, Pellikka PA, Eleid MF, Thaden JJ, Miller FA, Pislaru SV. Performance of Echocardiographic Algorithms for Assessment of High Aortic Bioprosthetic Valve Gradients. J Am Soc Echocardiogr 2022; 35:682-691.e2. [DOI: 10.1016/j.echo.2022.01.019] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/11/2021] [Revised: 01/28/2022] [Accepted: 01/30/2022] [Indexed: 11/26/2022]
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Kato N, Pellikka PA, Scott CG, Lee AT, Jain V, Eleid MF, Alkhouli MA, Reeder GS, Michelena HI, Pislaru SV, Bagameri G, Crestanello JA, Rihal CS, Guerrero M. Impact of mitral intervention on outcomes of patients with mitral valve dysfunction and annulus calcification. Catheter Cardiovasc Interv 2022; 99:1807-1816. [DOI: 10.1002/ccd.30093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2021] [Revised: 12/14/2021] [Accepted: 01/07/2022] [Indexed: 11/07/2022]
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Egbe AC, Oh JK, Pellikka PA. Cardiac Remodeling and Disease Progression in Patients With Repaired Coarctation of Aorta and Aortic Stenosis. Circ Cardiovasc Imaging 2021; 14:1091-1099. [PMID: 34932381 DOI: 10.1161/circimaging.121.013383] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BACKGROUND Valvulo-arterial impedance (Zva) is used for assessment of left ventricular (LV) global pressure load in patients with aortic stenosis (AS) and impaired arterial compliance. Because patients with repaired coarctation of aorta (COA) have impaired arterial compliance, we hypothesized that COA patients with greater than or equal to moderate AS (AS-COA group) will have higher Zva, symptomatic progression, and cardiovascular events, as compared to non-COA patients with similar AS severity (AS group). METHODS Propensity matching (1:1) of 71 AS-COA and 71 AS patients based on age, sex, body mass index, and aortic valve mean gradient (cohort 1). Of 172 patients, 117 patients (AS-COA [n=62]; AS [n=55]) underwent aortic valve replacement, cohort 2. Cohort 1 was used to assess the relationship between preoperative Zva, cardiac remodeling, and symptomatic progression, while cohort 2 was used to assess the relationship between postoperative Zva, LV mass index regression (reduction in LV mass index after aortic valve replacement), and cardiovascular events. RESULTS The AS-COA group had higher Zva (4.2±0.6 versus 3.5±0.4 mm Hg/mL·m2, P<0.001), more advanced cardiac remodeling, and higher 5-year incidence of symptomatic progression (85% versus 51%, P<0.001). Preoperative Zva was independently associated with cardiac remodeling (r=0.66, P<0.001) and symptomatic progression (hazard ratio, 1.06 [1.02-1.10], per mm Hg/mL·m2 increase in Zva). The AS-COA group had higher postoperative Zva (3.3±0.5 versus 2.4±0.4 mm Hg/mL·m2, P<0.001), less robust LV mass index regression at 1-year post-aortic valve replacement, and higher 5-year incidence of cardiovascular events. Postoperative Zva was independently associated with LV mass index regression (r=-0.46, P<0.001) and cardiovascular events (hazard ratio, 1.06 [1.02-1.10], per mm Hg/mL·m2 increase in Zva). CONCLUSIONS Adults with AS-COA had higher LV global pressure load, cardiac remodeling, symptomatic progression, and cardiovascular events as compared to non-COA patients with similar severity of AS. Zva can identify patients at risk for adverse outcomes, and perhaps should be used for risk stratification with regards to timing of aortic valve replacement.
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