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1.
Article in English | MEDLINE | ID: mdl-38740271

ABSTRACT

BACKGROUND: Age and sex can be estimated by artificial intelligence based on various sources. OBJECTIVES: We aimed to test whether convolutional neural networks could be trained to estimate the age and predict the sex using standard transthoracic echocardiography (TTE), and to evaluate its prognostic implications. METHODS: The algorithm was trained on 76,342 patients, validated in 22,825 patients, and tested in 20,960 patients. It was then externally validated using data from a different hospital (N=556). Finally, a prospective cohort of handheld point-of-care ultrasound (POCUS) devices (N=319; ClinicalTrials.Gov NCT05455541) was used to confirm the findings. Multivariate Cox regression model was used to investigate the association between age-estimation and chronological age with overall survival. RESULTS: The mean average error in age estimation was 4.9 years, with a Pearson correlation coefficient of 0.922. The probabilistic value of sex had an overall accuracy of 96.1% and an area under the curve (AUC) of 0.993. External validation and prospective study cohorts yielded consistent results. Finally, survival analysis demonstrated that age prediction ≥ 5 years of chronological age was associated with an independent 34% increased risk of death during follow-up (p<0.001). CONCLUSIONS: Applying artificial intelligence to the standard TTE allows prediction of sex and estimation of age. Machine-based estimation is an independent predictor of overall survival and, with further evaluation, can be used for risk stratification and estimation of biological age.

2.
Cardiol J ; 31(1): 45-52, 2024.
Article in English | MEDLINE | ID: mdl-37345364

ABSTRACT

BACKGROUND: Transcatheter edge-to-edge mitral valve repair (TEER) has been established as a therapy for severe symptomatic mitral regurgitation (MR) in stable patients, and it has recently emerged as a reasonable option for acutely ill patients. The aim of this study was to evaluate the safety and efficacy of TEER in hospitalized patients with acute decompensated heart failure (ADHF) and severe MR that was deemed to play a major role in their deterioration. METHODS: We included 31 patients who underwent emergent TEER for MR ≥ 3+ from 2012 to 2022 at Sheba Medical Center. Outcomes included procedural safety, procedural success, all-cause mortality, heart failure readmission, and functional improvement. Outcomes were evaluated at 3 months and at 1 year. Data were obtained retrospectively by chart review. RESULTS: Implantation of a TEER device was achieved in 97% of patients, and reduction in MR severity of at least two grades and final MR ≤ 2+ at discharge was achieved in 74%. No intra-procedural mortality or life-threatening complications were noted. Mortality at 30 days was 23%. No excess mortality occurred beyond 6 months, with a total mortality of 41%. At 1 year all survivors had MR ≤ 2+, all were free of heart failure hospitalizations, and 88% were at New York Heart Association class ≤ II. CONCLUSIONS: Mitral valve TEER for patients with ADHF and significant MR is safe, feasible, and achieves substantial reduction in MR severity. Despite high early mortality, procedural success is associated with good long-term clinical outcomes for patients surviving longer than 6 months.


Subject(s)
Heart Failure , Heart Valve Prosthesis Implantation , Mitral Valve Insufficiency , Humans , Mitral Valve/diagnostic imaging , Mitral Valve/surgery , Mitral Valve Insufficiency/complications , Mitral Valve Insufficiency/diagnosis , Treatment Outcome , Retrospective Studies , Heart Failure/complications , Heart Failure/diagnosis , Cardiac Catheterization
3.
Isr Med Assoc J ; 25(10): 655-661, 2023 Oct.
Article in English | MEDLINE | ID: mdl-37846991

ABSTRACT

BACKGROUND: At the beginning of 2020, the coronavirus disease 2019 (COVID-19) pandemic presented a new burden on healthcare systems. OBJECTIVES: To evaluate the impact of the COVID-19 pandemic on the outcome of non-COVID patients in Israel. METHODS: We conducted a retrospective observational cohort study at a tertiary medical center in Israel. From December 2018 until June 2022, 6796 patients were hospitalized in the internal medicine wards. Patients were grouped based on their admission date: admitted during COVID waves (waves group), admitted between waves (interim group), and admitted during the same months in the previous year (former-year group). RESULTS: Mortality during hospitalization and 30-day mortality were higher in the waves group compared to the interim and former-year groups (41.4% vs. 30.5% and 24%, 19.4% vs. 17.9% and 12.9%, P < 0.001). In addition, 1-year mortality was higher in the interim group than in the waves and former-year group (39.1 % vs. 32.5% and 33.4%, P = 0.002). There were significant differences in the readmissions, both at 1 year and total number. The waves group had higher rates of mechanical ventilation and noradrenaline administration during hospitalization. Moreover, the waves group exhibited higher troponin levels, lower hemoglobin levels, and more abnormalities in liver and kidney function. CONCLUSIONS: Hospitalized non-COVID patients experienced worse outcomes during the peaks of the pandemic compared to the nadirs and the preceding year, perhaps due to the limited availability of resources. These results underscore the importance of preparing for large-scale threats and implementing effective resource allocation policies.


Subject(s)
COVID-19 , Pandemics , Humans , Israel/epidemiology , Retrospective Studies , Hospitals
5.
Front Cardiovasc Med ; 9: 875204, 2022.
Article in English | MEDLINE | ID: mdl-35557518

ABSTRACT

Background: Left ventricular assist devices (LVADs) may reverse elevated pulmonary vascular resistance (PVR) which is associated with worse prognosis in heart failure (HF) patients. We aim to describe the temporal changes in hemodynamic parameters before and after LVAD implantation among patients with or without elevated PVR. Methods: HF patients who received continuous-flow LVAD (HeartMate 2&3) at a tertiary medical center and underwent right heart catheterization with PVR reversibility study before and after LVAD surgery. Patients were divided into 3 groups: normal PVR (<4WU); reversible PVR (initial PVR ≥4WU with positive reversibility); and non-reversible (persistent PVR ≥4WU). Results: Overall, 85 LVAD patients with a mean age of 58 years (IQR 49-64), 65 patients (76%) were male; 60 patients had normal PVR, 20 patients with reversible and 5 patients with non-reversible PVR pre-LVAD. All patients with elevated PVR (≥4WU) had higher pulmonary pressures (PP) and increased trans-pulmonary gradient (TPG) compared to patients with normal PVR (p < 0.05). Patients with non-reversible PVR were more likely to have a significantly lower baseline cardiac output (CO) compared to all other groups (p ≤ 0.02). Hemodynamic parameters and PVR post LVAD were similar in all study groups. Patients with baseline elevated PVR (reversible and non-reversible) demonstrated a significant improvement in PP and TPG compared to patients with normal baseline PVR (p ≤ 0.05). The improvement in CO and PVR post-LVAD in the non-reversible PVR group was significantly greater compared to all other groups (p < 0.01). There were no significant differences between study groups in post LVAD and post heart transplantation course. Conclusion: Hemodynamic parameters improved after LVAD implantation, regardless of baseline PVR and reversibility, and enabled heart transplantation in patients who were ineligible due to non-reversible elevated PVR. Our findings suggest that mitigation of elevated non-reversible PVR is related to reduction in PP and increase in CO.

6.
Front Immunol ; 13: 880016, 2022.
Article in English | MEDLINE | ID: mdl-35615353

ABSTRACT

Background: Autoimmune neutropenia (AIN) is divided into primary and secondary forms. The former is more prevalent in children and is usually a self-limiting disease. Secondary AIN is more common in adults and often occurs in the setting of another autoimmune disorder or secondary to infections, malignancies or medications. Several viral and bacterial pathogens were described to trigger AIN. Here we report a case of AIN in an adult woman associated with human herpesvirus-6 (HHV-6) infection. Case Presentation: We report a case of AIN in an adult woman associated with HHV-6 infection. The patient presented to the emergency department with fever and painful genital ulcers. Upon arrival, her laboratory workup demonstrated severe neutropenia and elevated inflammatory markers. She was hospitalized and underwent a thorough infectious, hematological, autoimmune and inflammatory workup. Malignancy was also excluded using an advanced whole body radiological scan. Serological tests confirmed the presence of both acute and chronic types of HHV-6 antibodies, at very high titers. Polymerase chain reaction demonstrated a numerous copies of the virus in the patient's blood. Specific immunofluorescence test confirmed the diagnosis of autoimmune neutropenia. Conclusion: Secondary AIN is a rare disease that may affect all range of ages. The adult type is a challenging disorder that has different etiologies and may be triggered by a variable infectious pathogen. The finding of HHV-6 as a possible culprit pathogen may warrant physicians into widening the evaluation and include HHV-6 in the analysis.


Subject(s)
Autoimmune Diseases , Herpesvirus 6, Human , Neutropenia , Roseolovirus Infections , Adult , Autoimmune Diseases/etiology , Autoimmunity , Child , Female , Humans , Neutropenia/diagnosis , Neutropenia/etiology , Roseolovirus Infections/complications , Roseolovirus Infections/diagnosis
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