From statistical inference to machine learning: A paradigm shift in contemporary cardiovascular pharmacotherapy.

AIMS: Heart failure with reduced ejection fraction (HFrEF) poses significant challenges for clinicians and researchers, owing to its multifaceted aetiology and complex treatment regimens. In light of this, artificial intelligence methods offer an innovative approach to identifying relationships within complex clinical datasets. Our study aims to explore the potential for machine learning algorithms to provide deeper insights into datasets of HFrEF patients. METHODS: To this end, we analysed a cohort of 386 HFrEF patients who had been initiated on sodium-glucose co-transporter-2 inhibitor treatment and had completed a minimum of a 6-month follow-up. RESULTS: In traditional frequentist statistical analyses, patients receiving the highest doses of beta-blockers (BBs) (chi-square test, P = .036) and those newly initiated on sacubitril-valsartan (chi-square test, P = .023) showed better outcomes. However, none of these pharmacological features stood out as independent predictors of improved outcomes in the Cox proportional hazards model. In contrast, when employing eXtreme Gradient Boosting (XGBoost) algorithms in conjunction with the data using Shapley additive explanations (SHAP), we identified several models with significant predictive power. The XGBoost algorithm inherently accommodates non-linear distribution, multicollinearity and confounding. Within this framework, pharmacological categories like 'newly initiated treatment with sacubitril/valsartan' and 'BB dose escalation' emerged as strong predictors of long-term outcomes. CONCLUSIONS: In this manuscript, we not only emphasize the strengths of this machine learning approach but also discuss its potential limitations and the risk of identifying statistically significant yet clinically irrelevant predictors.

Impella for the Management of Ventricular Septal Defect Complicating Acute Myocardial Infarction: A European Multicenter Registry.

Ventricular septal defect (VSD) is a rare but severe complication of myocardial infarction (MI). Temporary mechanical circulatory support (MCS) can be used as a bridge to VSD closure, heart transplantation, or ventricular assist device. We describe the use of Impella device in this context based on a multicenter European retrospective registry (17 centers responded). Twenty-eight post-MI VSD patients were included (Impella device were 2.5 for 1 patient, CP for 20, 5.0 for 5, and unknown for 2). All patients were in cardiogenic shock with multiple organ failure (SAPS II 41 [interquantile range {IQR} = 27-53], lactate 4.0 ± 3.5 mmol/L) and catecholamine support (dobutamine 55% and norepinephrine 96%). Additional temporary MCS was used in 14 patients (50%), mainly extracorporeal life support (ECLS) (n = 9, 32%). Severe bleedings were frequent (50%). In-hospital and 1 year mortalities were 75%. Ventricular septal defect management was surgical for 36% of patients, percutaneous for 21%, and conservative for 43%. Only surgically managed patients survived (70% in-hospital survival). Type and combination of temporary MCS used were not associated with mortality (Impella alone or in combination with intra-aortic balloon pump [IABP] or ECLS, p = 0.84). Impella use in patients with post-MI VSD is feasible but larger prospective registries are necessary to further elucidate potential benefits of left ventricular unloading in this setting.

Enterobacter cloacae septicemia in a triple-cannula extracorporeal membrane oxygenation circulatory support treated with Seraph-100 Microbind affinity blood filter.

Bloodstream infections (BSI) are frequently encountered during extracorporeal membrane oxygenation (ECMO) support. Once septicemia is observed, treatment should be rapid, adequate, and multifaceted, particularly in advanced ECMO configurations. We report on a case of a 60-year-old male patient with acute-on-chronic heart failure due to ischemic cardiomyopathy. The treatment was complicated by cardiogenic shock requiring veno-arterial ECMO support, and, due to persistent pulmonary congestion, an upgrade with an additional left-atrial drainage cannula. After seven days of ECMO support, septicemia with shock ensued. Ex iuvantibus antibiotic treatment was started promptly. We wanted to minimize the likelihood of bacterial biofilm build-up requiring an exchange of the ECMO circuit and cannula, which was expected to be challenging. Therefore, we added a Seraph-100 Microbind affinity blood filter (providing blood purification with the potential for rapid bacterial clearance) to the ECMO circuit. Initial blood cultures tested positive for Enterobacter cloacae. Following a course of Seraph-100 treatment, bacteremia, septicemia, and shock resolved. There was no need for a circuit or cannula exchange. The additional eleven days of ECMO support were uneventful. The patient was successfully bridged to long-term mechanical circulatory support. We believe that the synergistic effect of early implementation of both broad-spectrum antibiotic treatment and blood purification with the potential for rapid bacterial clearance (such as the one provided with the Seraph-100 Microbind affinity blood filter) is crucial in BSI in patients receiving advanced ECMO.

The impact of earthquakes on the frequency and prognosis of the most common emergency cardiac conditions.

AIM: To assess whether the number of patients with a cardiac chief complaint and their characteristics differed between before and after two major earthquakes that struck Croatia in 2020. METHODS: We collected data on all visits of patients with a cardiac chief complaint examined in the emergency departments of six hospitals nearest to the epicenters. Patients seen during the 7 days before the earthquake were compared with those seen on the day and during the 6 days after the earthquake. RESULTS: Patients seen after the earthquake were younger (68 [59-79] vs 72.5 [65-80]; P<0.001) and less frequently had cardiovascular disease (32.9% vs 42.8%; P<0.001). This group less frequently had the primary diagnosis of acute myocardial infarction (AMI) (15.6% vs 21.9%; P=0.005), heart failure (9.3% vs 19.4%; P<0.001), dysregulated hypertension (13.9% vs 19.4%; P=0.01), but more frequently had non-anginal chest discomfort (28.8% vs 18.0%; P<0.001). In a subgroup analysis of patients seen in hospitals located within 20 km from the epicenter, significantly more patients seen after the earthquake compared with those seen before the earthquake presented with AMI (14.5% vs 22.8%; P=0.028), acute elevation of blood pressure (10% vs 21.8%, P=0.001), and paroxysmal arrhythmias treated with electrocardioversion (0.9% vs 4.5%, P=0.022). CONCLUSION: After two moderately strong earthquakes, hospitals within 20 km from the epicenter saw a significant increase in acute cardiac conditions such as elevated blood pressure, AMI, and cardioverted arrhythmias. Eventually, these earthquakes had no impact on the outcomes of the studied population.

Percutaneous Coronary Intervention for Left Main Chronic Total Occlusion: Unprotected or Protected Case?

A 60-year-old male with chronic obstructive pulmonary disease and active smoking was admitted for positive treadmill test. He reported exertional chest pain 4 months ago; however, since then he had been symptom free. Echocardiography showed severe anteroseptal and mild inferoposterior hypokinesia, preserved wall thickness and moderately reduced left-ventricular ejection fraction. Coronary angiography revealed non-calcified chronic total occlusion (CTO) of the left main (LM) with microchannel toward the left circumflex artery (Cx). Oligosymptomatic or asymptomatic patients with unprotected LM-CTO are rarely encountered.

Does shifting to professional emergency department staffing affect the decision for chest radiography?

BACKGROUND: The study aims to determine whether shifting to professional emergency department (ED) teams leads to a higher rate of radiologic workup. METHODS: We retrospectively analyzed a total of 2,000 patients presenting to the ED of a tertiary teaching hospital in two time periods: group 1 (G1) comprised 1,000 consecutive patients enrolled from December 21, 2012 to January 5, 2013 (all patients were examined by an internal medicine specialist); group 2 (G2) comprised 1,000 consecutive patients enrolled from December 21, 2018 to January 3, 2019 (all patients were examined by an emergency physician). RESULTS: The chest X-ray (CXR) was performed in 40.6% of all patients. There was no difference in the frequency of CXR (38.9% in G1 vs. 42.3% in G2, P=0.152). More CXRs were performed in G2 patients older than 65 years, in female patients older than 65 years, in patients presenting during the evening and night shifts or off-hours, in patients with a history of malignancy, in patients with gastrointestinal bleeding, and in patients with bradycardia, but fewer in patients presenting with arrhythmia. No difference in the rates of pathological CXR was found (47.3% in G1 vs. 52.2% in G2, P=0.186). Compared with G2, higher sensitivity and specificity were obtained for the binary logistic regression model predicting pathological findings in G1. CONCLUSIONS: Shifting to professional ED teams does not increase radiologic workup. By implementing deliberate usage of ultrasound, some self-governing procedures, case-oriented investigations, and center-specific recommendations, unnecessary radiologic workup can be avoided. Professional ED teams could lead to a higher standard of emergency care.

The influence of therapeutic hypothermia on the outcomes of cardiac arrest survivors: a retrospective cohort study.

AIM: To determine whether therapeutic hypothermia (TH) improves survival and neurological outcomes in out-of-hospital cardiac arrest (OHCA) survivors. METHODS: This retrospective cohort study enrolled patients treated for OHCA with a return of spontaneous circulation admitted to the Cardiac Intensive Care Unit from October 2000 until March 2019. Data were collected from medical archives. Propensity score matching was used. The primary endpoint was death during hospital stay and secondary endpoint was cerebral performance category (CPC) score at discharge. RESULTS: Out of 152 patients included in the study, 58 (38.7%) underwent TH treatment. After matching (which left 70 patients in the analysis), death during hospital stay occurred less often in TH group (28.6% vs 57.1%, P=0.029), while the difference in CPC score was not significant. Cox proportional hazards model showed the predictors of death during hospital stay to be TH (hazard ratio [HR] 0.29, 95% confidence interval [CI] 0.13-0.68, P=0.004), initial Glasgow Coma Scale score of 3 (HR 7.55, 95% CI 1.44-39.63, P=0.017), and heart failure (HR 2.35, 95% CI 1.02-5.34, P=0.045). TH was not an independent predictor of CPC score. Mann-Whitney U test and linear regression model showed that TH was associated with higher gain in GCS. CONCLUSION: TH was associated with better survival and certain variables suggesting improved neurological outcomes, suggesting that TH is a vital treatment option for comatose OHCA survivors.