Transfer Learning Video Classification of Preserved, Mid-Range, and Reduced Left Ventricular Ejection Fraction in Echocardiography.

Identifying patients with left ventricular ejection fraction (EF), either reduced [EF < 40% (rEF)], mid-range [EF 40-50% (mEF)], or preserved [EF > 50% (pEF)], is considered of primary clinical importance. An end-to-end video classification using AutoML in Google Vertex AI was applied to echocardiographic recordings. Datasets balanced by majority undersampling, each corresponding to one out of three possible classifications, were obtained from the Standford EchoNet-Dynamic repository. A train-test split of 75/25 was applied. A binary video classification of rEF vs. not rEF demonstrated good performance (test dataset: ROC AUC score 0.939, accuracy 0.863, sensitivity 0.894, specificity 0.831, positive predicting value 0.842). A second binary classification of not pEF vs. pEF was slightly less performing (test dataset: ROC AUC score 0.917, accuracy 0.829, sensitivity 0.761, specificity 0.891, positive predicting value 0.888). A ternary classification was also explored, and lower performance was observed, mainly for the mEF class. A non-AutoML PyTorch implementation in open access confirmed the feasibility of our approach. With this proof of concept, end-to-end video classification based on transfer learning to categorize EF merits consideration for further evaluation in prospective clinical studies.

Beware of the LASP! A structure with thrombogenic potential.

The left atrial septal pouch (LASP) is a recently identified anatomical variant of the interatrial septum. It is the result of the incomplete fusion of septum primum and septum secundum and defined as a recessus communicating with the left atrium without interatrial shunt. Such anatomical feature has been suspected representing a potential thrombogenic source, but its actual role as risk factor for cryptogenic stroke still remains unclear. In this case report, we show two distinct thrombotic masses emerging from the LASP and its related areas.

On-Pump Coronary Artery Bypass Graft: The State of the Art.

BACKGROUND: Coronary artery bypass grafting (CABG) remains the standard of care for patients with coronary artery disease (CAD). Debate exists concerning several factors, which include percutaneous coronary intervention (PCI) vs. CABG, single vs. bilateral mammary artery grafts, radial artery vs. saphenous vein grafts, right internal mammary artery vs. radial artery grafts, endoscopic vs. open vein-graft harvesting, and on-pump vs. off- pump surgery. Moreover, challenging is the management of diabetic patients with CAD undergoing CABG. This review reports current indications, practice patterns, and outcomes of CABG. METHODS: Randomized controlled trials comparing CABG to other therapeutical strategies for CAD were searched through MEDLINE, EMBASE, Cochrane databases, and proceedings of international meetings. RESULTS: Large multicenter randomized and observational studies (SYNTAX, BEST, PRECOMBAT, ASCERT) have reported excellent outcomes in CABG patients, with always fewer rates of operative mortality and major morbidity, than PCI. The 10-year follow-up of ARTS II trial showed no difference between single and bilateral mammary artery. BARI 2D, MASS II, CARDia, FREEDOM trials showed that CABG is the best choice for diabetic patients. CONCLUSION: CABG still represents one of the most widespread major surgeries, with well-known benefits on symptoms and prognosis in patients with CAD. However, further studies and follow-up data are needed to validate these evidences.

Electrolyte Disorders as Triggers for Takotsubo Cardiomyopathy.

A 56-year-old woman presented with cognitive impairment, confusion and slowed speech, muscle cramps and peripheral paraesthesia preceded by vomiting. Blood tests revealed severe hypokalaemia, hyponatremia, hypomagnesemia and hypocalcaemia. Following a diagnosis of Takotsubo cardiomyopathy based on ultrasonography, the patient was treated with electrolyte supplementation and recovered within 48h. When heart failure is suspected, electrolyte abnormalities should be carefully ruled out as they can affect cardiac function. LEARNING POINTS: The association between electrolyte abnormalities and Takotsubo cardiomyopathy has still not been well established in the literature.Hypomagnesemia and hypocalcaemia can contribute to cardiac akinesia and so should be ruled out in heart failure.Correction of hypomagnesemia and hypocalcaemia is an important and an under-estimated part of the optimal treatment of cardiac failure.

Percutaneous edge-to-edge mitral valve repair for the treatment of acute mitral regurgitation complicating myocardial infarction: A single centre experience.

BACKGROUND: Limited evidence is available about MitraClip therapy in patients with acute mitral regurgitation (MR) complicating myocardial infarction (MI). METHODS AND RESULTS: Among 80 consecutive patients undergoing MitraClip treatment, 5 (6.3%) had been admitted for acute MI complicated by severe MR. Mean age was 73±6years and 3 were males. At the time of admission they were in cardiogenic shock (80%) or pulmonary oedema (20%), with severe MR, left ventricular dysfunction and pulmonary hypertension. The indication to MitraClip treatment was based on severe hemodynamic instability with dependence on intravenous therapy and mechanical supports despite percutaneous coronary revascularization and on high surgical risk of 27.1±13% and 10.2±6% using Euroscore II and STS score respectively. MitraClip procedure was performed at 53±33days from admission. One or two clips were employed in 2 and 3 patients respectively. Procedural success (MR≤2+) was achieved in all patients without complications and with successful weaning from mechanical supports and intravenous drugs in all but one patient who underwent left ventricular assist device implantation at 60days from MitraClip procedure. MR recurrence occurred at 30-day follow-up in one patient who had concomitant aortic regurgitation. One patient died during follow-up for non-cardiovascular cause. However, recovery of hemodynamic balance with significant and persistent pulmonary pressure reduction and functional status improvement up to 2-year follow-up was observed in most of the patients. CONCLUSIONS: Critical patients with acute ischemic MR post-MI with persistence of hemodynamic instability after coronary revascularization may benefit from MitraClip therapy acutely with favourable long-term follow-up results.

Mitraclip therapy in patients with functional mitral regurgitation and missing leaflet coaptation: is it still an exclusion criterion?

AIMS: The aim of this study was to investigate the feasibility, safety, and efficacy of Mitraclip therapy in patients with functional mitral regurgitation (MR) and missing leaflet coaptation (MLC). METHODS AND RESULTS: Out of 62 consecutive patients with functional MR undergoing Mitraclip implantation, 22 had MLC defined as the presence of a 'gap' between two mitral leaflets or insufficient coaptation length (<2 mm), according to the EVEREST II criterion. Compared with the control group, the MLC population had a significantly higher effective regurgitant orifice area (0.67 ± 0.31 vs. 0.41 ± 0.13 cm2 ; P = 0.019) and sphericity index (0.80 ± 0.11 vs. 0.71 ± 0.10; P = 0.003). MLC patients were treated with pharmacological/mechanical support in order to improve leaflet coaptation and to prepare the mitral valve apparatus for grasping. Implantation of >1 clip and device time were comparable in patients with and without MLC (61.9% vs. 47.5%; P = 0.284 and 101 ± 39 vs. 108 ± 69 min; P = 0.646, respectively). No significant differences were observed between the two cohorts in technical success (95.5% vs. 97.5%, P = 0.667), 30-day device success (85.7% vs. 78.9%; P = 0.525), procedural success (81.8% vs. 75%; P = 0.842), and 1-year patient success (52.9% vs. 44.1%; P = 0.261), defined according to the MVARC (Mitral Valve Academic Research Consortium) criteria. The long-term composite endpoint of cardiovascular death and heart failure hospitalization was similar in the two groups (49.9% vs. 44.4%; P = 0.348). A significant improvement of MR and NYHA functional class and a lack of reverse remodelling were observed up to 2 years in both arms. CONCLUSION: The Mitraclip procedure could be extended to patients with functional MR who do not fulfil the coaptation length EVEREST II criterion and who would otherwise be excluded from this treatment.