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1.
Arch Cardiovasc Dis ; 2024 May 23.
Article in English | MEDLINE | ID: mdl-38834393

ABSTRACT

BACKGROUND: Intensive cardiac care units (ICCUs) were created to manage ventricular arrhythmias after acute coronary syndromes, but have diversified to include a more heterogeneous population, the characteristics of which are not well depicted by conventional methods. AIMS: To identify ICCU patient subgroups by phenotypic unsupervised clustering integrating clinical, biological, and echocardiographic data to reveal pathophysiological differences. METHODS: During 7-22 April 2021, we recruited all consecutive patients admitted to ICCUs in 39 centers. The primary outcome was in-hospital major adverse events (MAEs; death, resuscitated cardiac arrest or cardiogenic shock). A cluster analysis was performed using a Kamila algorithm. RESULTS: Of 1499 patients admitted to the ICCU (69.6% male, mean age 63.3±14.9 years), 67 (4.5%) experienced MAEs. Four phenogroups were identified: PG1 (n=535), typically patients with non-ST-segment elevation myocardial infarction; PG2 (n=444), younger smokers with ST-segment elevation myocardial infarction; PG3 (n=273), elderly patients with heart failure with preserved ejection fraction and conduction disturbances; PG4 (n=247), patients with acute heart failure with reduced ejection fraction. Compared to PG1, multivariable analysis revealed a higher risk of MAEs in PG2 (odds ratio [OR] 3.13, 95% confidence interval [CI] 1.16-10.0) and PG3 (OR 3.16, 95% CI 1.02-10.8), with the highest risk in PG4 (OR 20.5, 95% CI 8.7-60.8) (all P<0.05). CONCLUSIONS: Cluster analysis of clinical, biological, and echocardiographic variables identified four phenogroups of patients admitted to the ICCU that were associated with distinct prognostic profiles. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT05063097.

2.
Article in English | MEDLINE | ID: mdl-38650518

ABSTRACT

AIMS: Although several studies have shown that the right ventricular to pulmonary artery (RV-PA) coupling, assessed by the ratio between tricuspid annular plane systolic excursion and systolic pulmonary artery pressure (TAPSE/sPAP) using echocardiography, is strongly associated with cardiovascular events, its prognostic value is not established in acute coronary syndrome (ACS). We aimed to assess the in-hospital prognostic value of TAPSE/sPAP among patients hospitalized for ACS in a retrospective analysis from the prospective ADDICT-ICCU study. METHODS AND RESULTS: 481 consecutive patients hospitalized in intensive cardiac care unit (mean age 65±13 years, 73% of male, 46% STEMI) for ACS (either ST-elevation [STEMI] or non-ST-elevation [NSTEMI] myocardial infarction) with TAPSE/sPAP available were included in this prospective French multicentric study (39 centers). The primary outcome was in-hospital major adverse cardiovascular events (MACEs) defined as all-cause death, resuscitated cardiac arrest or cardiogenic shock and occurred in 33 (7%) patients. ROC-curve analysis identified 0.55 mm/mmHg as the best TAPSE/sPAP cut-off to predict in-hospital MACEs. TAPSE/sPAP <0.55 was associated with in-hospital MACEs, even after adjustment with comorbidities (OR:19.1, 95%CI[7.78-54.8]), clinical severity including left ventricular ejection fraction (OR:14.4, 95%CI[5.70-41.7]) and propensity-matched population analysis (OR:22.8, 95%CI[7.83-97.2], all p<0.001). After adjustment, TAPSE/sPAP <0.55 showed the best improvement in model discrimination and reclassification above traditional prognosticators (C-statistic improvement: 0.16; global chi-square improvement: 52.8; LR-test p<0.001) with similar results for both STEMI and NSTEMI subgroups. CONCLUSION: A low RV-PA coupling defined as TAPSE/sPAP ratio <0.55 was independently associated with in-hospital MACEs and provided incremental prognostic value over traditional prognosticators in patients hospitalized for ACS. TRIAL REGISTRATION: ClinicalTrials.gov Identifier: NCT05063097.

4.
J Am Heart Assoc ; 13(5): e030975, 2024 Mar 05.
Article in English | MEDLINE | ID: mdl-38390813

ABSTRACT

BACKGROUND: The effects of pharmacological therapy on cardiogenic shock (CS) survivors have not been extensively studied. Thus, this study investigated the association between guideline-directed heart failure (HF) medical therapy (GDMT) and one-year survival rate in patients who are post-CS. METHODS AND RESULTS: FRENSHOCK (French Observatory on the Management of Cardiogenic Shock in 2016) registry was a prospective multicenter observational survey, conducted in metropolitan French intensive care units and intensive cardiac care units. Of 772 patients, 535 patients were enrolled in the present analysis following the exclusion of 217 in-hospital deaths and 20 patients with missing medical records. Patients with triple GDMT (beta-blockers, renin-angiotensin system inhibitors, and mineralocorticoid receptor antagonists) at discharge (n=112) were likely to have lower left ventricular ejection fraction on admission and at discharge compared with those without triple GDMT (n=423) (22% versus 28%, P<0.001 and 29% versus 37%, P<0.001, respectively). In the overall cohort, the one-year mortality rate was 23%. Triple GDMT prescription was significantly associated with a lower one-year all-cause mortality compared with non-triple GDMT (adjusted hazard ratio 0.44 [95% CI, 0.19-0.80]; P=0.007). Similarly, 2:1 propensity score matching and inverse probability treatment weighting based on the propensity score demonstrated a lower incidence of one-year mortality in the triple GDMT group. As the number of HF drugs increased, a stepwise decrease in mortality was observed (log rank; P<0.001). CONCLUSIONS: In survivors of CS, the one-year mortality rate was significantly lower in those with triple GDMT. Therefore, this study suggests that intensive HF therapy should be considered in patients following CS.


Subject(s)
Heart Failure , Shock, Cardiogenic , Humans , Adrenergic beta-Antagonists/therapeutic use , Angiotensin Receptor Antagonists/therapeutic use , Prospective Studies , Registries , Stroke Volume , Ventricular Function, Left , Multicenter Studies as Topic , Observational Studies as Topic
6.
EClinicalMedicine ; 67: 102401, 2024 Jan.
Article in English | MEDLINE | ID: mdl-38261914

ABSTRACT

Background: Smoking cigarettes produces carbon monoxide (CO), which can reduce the oxygen-carrying capacity of the blood. We aimed to determine whether elevated expiratory CO levels would be associated with a worse prognosis in smokers presenting with acute cardiac events. Methods: From 7 to 22 April 2021, expiratory CO levels were measured in a prospective registry including all consecutive patients admitted for acute cardiac event in 39 centres throughout France. The primary outcome was 1-year all-cause death. Initial in-hospital major adverse cardiac events (MAE; death, resuscitated cardiac arrest and cardiogenic shock) were also analysed. The study was registered at ClinicalTrials.gov (NCT05063097). Findings: Among 1379 patients (63 ± 15 years, 70% men), 368 (27%) were active smokers. Expiratory CO levels were significantly raised in active smokers compared to non-smokers. A CO level >11 parts per million (ppm) found in 94 (25.5%) smokers was associated with a significant increase in death (14.9% for CO > 11 ppm vs. 2.9% for CO ≤ 11 ppm; p < 0.001). Similar results were found after adjustment for comorbidities (hazard ratio [HR] [95% confidence interval (CI)]): 5.92 [2.43-14.38]) or parameters of in-hospital severity (HR 6.09, 95% CI [2.51-14.80]) and propensity score matching (HR 7.46, 95% CI [1.70-32.8]). CO > 11 ppm was associated with a significant increase in MAE in smokers during initial hospitalisation after adjustment for comorbidities (odds ratio [OR] 15.75, 95% CI [5.56-44.60]) or parameters of in-hospital severity (OR 10.67, 95% CI [4.06-28.04]). In the overall population, CO > 11 ppm but not smoking was associated with an increased rate of all-cause death (HR 4.03, 95% CI [2.33-6.98] and 1.66 [0.96-2.85] respectively). Interpretation: Elevated CO level is independently associated with a 6-fold increase in 1-year death and 10-fold in-hospital MAE in smokers hospitalized for acute cardiac events. Funding: Grant from Fondation Coeur & Recherche.

7.
J Thromb Haemost ; 22(1): 286-299, 2024 Jan.
Article in English | MEDLINE | ID: mdl-37797691

ABSTRACT

BACKGROUND: COVID-19 is associated with an increased risk of cardiovascular complications. Although cytokines have a predominant role in endothelium damage, the precise molecular mechanisms are far from being elucidated. OBJECTIVES: The present study hypothesized that inflammation in patients with COVID-19 contributes to endothelial dysfunction through redox-sensitive SGLT2 overexpression and investigated the protective effect of SGLT2 inhibition by empagliflozin. METHODS: Human plasma samples were collected from patients with acute, subacute, and long COVID-19 (n = 100), patients with non-COVID-19 and cardiovascular risk factors (n = 50), and healthy volunteers (n = 25). Porcine coronary artery endothelial cells (ECs) were incubated with plasma (10%). Protein expression levels were determined using Western blot analyses and immunofluorescence staining, mRNA expression by quantitative reverse transcription-polymerase chain reaction, and the level of oxidative stress by dihydroethidium staining. Platelet adhesion, aggregation, and thrombin generation were determined. RESULTS: Increased plasma levels of interleukin (IL)-1ß, IL-6, tumor necrosis factor-α, monocyte chemoattractant protein-1, and soluble intercellular adhesion molecule-1 were observed in patients with COVID-19. Exposure of ECs to COVID-19 plasma with high cytokines levels induced redox-sensitive upregulation of SGLT2 expression via proinflammatory cytokines IL-1ß, IL-6, and tumor necrosis factor-α which, in turn, fueled endothelial dysfunction, senescence, NF-κB activation, inflammation, platelet adhesion and aggregation, von Willebrand factor secretion, and thrombin generation. The stimulatory effect of COVID-19 plasma was blunted by neutralizing antibodies against proinflammatory cytokines and empagliflozin. CONCLUSION: In patients with COVID-19, proinflammatory cytokines induced a redox-sensitive upregulation of SGLT2 expression in ECs, which in turn promoted endothelial injury, senescence, platelet adhesion, aggregation, and thrombin generation. SGLT2 inhibition with empagliflozin appeared as an attractive strategy to restore vascular homeostasis in COVID-19.


Subject(s)
COVID-19 , Vascular Diseases , Animals , Humans , COVID-19/metabolism , Cytokines/metabolism , Endothelial Cells/metabolism , Inflammation/metabolism , Intercellular Adhesion Molecule-1/metabolism , Interleukin-1beta/metabolism , Interleukin-6/metabolism , Post-Acute COVID-19 Syndrome , Reactive Oxygen Species/metabolism , Sodium-Glucose Transporter 2/metabolism , Sodium-Glucose Transporter 2/pharmacology , Swine , Thrombin/metabolism , Tumor Necrosis Factor-alpha/metabolism
9.
Arch Cardiovasc Dis ; 2023 Sep 12.
Article in English | MEDLINE | ID: mdl-37758593

ABSTRACT

BACKGROUND: Cardiovascular disease and cancer are the two leading causes of mortality worldwide, and their association presents a therapeutic challenge. Current data regarding the prognosis of active cancer in patients undergoing transcatheter aortic valve replacement are conflicting. AIM: To determine the impact and prognosis of active cancer in transcatheter aortic valve replacement. METHODS: All consecutive patients with severe aortic stenosis treated by transcatheter aortic valve replacement between February 2010 and May 2019 were enrolled in a prospective study. The cohort was divided according to the presence or absence of active cancer at baseline. The primary endpoint was all-cause mortality 1 year after the procedure. RESULTS: A total of 1,125 patients were enrolled: 1,037 (92.2%) without and 88 (7.8%) with active cancer. The most frequent cancers were haematological (36.4%), breast (14.8%) and prostate (14.8%), with 79.5% of patients receiving curative treatment and 17.0% receiving palliative treatment. The 1-year mortality rate was higher in patients with active cancer (27.3% vs. 13.9%; P<0.01), mainly driven by non-cardiovascular causes. An increased cardiovascular mortality rate at 2 years was seen in patients with active cancer (27.5% vs. 15.0%; P=0.03) compared with a similar rate at 1-year follow-up. Active cancer was a strong predictor of 1-year all-cause mortality (hazard ratio 2.46, 95% confidence interval 1.19-4.68; P=0.02). Major/life-threatening bleeding events at 1 year were more frequent in patients with active cancer (P=0.02). CONCLUSIONS: Among patients who undergo transcatheter aortic valve replacement, 1-year all-cause mortality is higher in those with active cancer. We also observed a trend towards increased long-term bleeding events in case of active cancer.

10.
Am J Cardiol ; 207: 229-236, 2023 11 15.
Article in English | MEDLINE | ID: mdl-37769567

ABSTRACT

Transcatheter aortic valve replacement (TAVR) becomes the leading therapeutic choice for severe aortic stenosis. There is a growing body of knowledge on long-term survival outcomes, but available data from real-world observational studies are scarce. An observational cohort study was conducted on 705 consecutive patients who underwent TAVR at Strasbourg University Hospital between February 2010 and June 2017. We observed the living status (dead or alive) for each study participants by March 2023. The primary end point was to evaluate the all-cause mortality rate beyond 5 years after TAVR, compare the survival outcomes according to valve type, and identify predictors of mortality. Of the 705 study participants, 91.8% of the TAVR procedures were performed through the common femoral artery and 60.6% were treated with a balloon-expandable valve. Over a mean study period of 5.4 ± 3 years, the all-cause mortality rate was 45.8%. No difference in survival outcomes according to valve type was observed (p = 0.449). All-cause mortality rate was associated with age ≥90 years (hazard ratio [HR] 1.625, 1.109 to 2.380, p = 0.013), female gender (HR 0.228, 0.176 to 0.294, p <0.001), diabetes mellitus (HR 1.356, 1.070 to 1.719, p = 0.012), post-TAVR stroke (HR = 2.867, 1.690 to 4.865, p <0.001), and post-TAVR acute kidney injury (HR 1.977, 1.445 to 2.703, p <0.001). In conclusion, the present real-world large tertiary center experience showed that more than half of patients who underwent TAVR are alive beyond 5 years from procedure's date. All-cause mortality is mainly determined by advanced age and co-morbid conditions, and valve type has no advantage on the survival outcomes.


Subject(s)
Aortic Valve Stenosis , Heart Valve Prosthesis , Transcatheter Aortic Valve Replacement , Aged, 80 and over , Female , Humans , Aortic Valve/surgery , Aortic Valve Stenosis/surgery , Risk Factors , Time Factors , Transcatheter Aortic Valve Replacement/methods , Treatment Outcome , Male
11.
Heart ; 109(21): 1608-1616, 2023 Oct 12.
Article in English | MEDLINE | ID: mdl-37582633

ABSTRACT

OBJECTIVE: While recreational drug use is a risk factor for cardiovascular events, its exact prevalence and prognostic impact in patients admitted for these events are not established. We aimed to assess the prevalence of recreational drug use and its association with in-hospital major adverse events (MAEs) in patients admitted to intensive cardiac care units (ICCU). METHODS: In the Addiction in Intensive Cardiac Care Units (ADDICT-ICCU) study, systematic screening for recreational drugs was performed by prospective urinary testing all patients admitted to ICCU in 39 French centres from 7 to 22 April 2021. The primary outcome was prevalence of recreational drug detection. In-hospital MAEs were defined by death, resuscitated cardiac arrest, or haemodynamic shock. RESULTS: Of 1499 consecutive patients (63±15 years, 70% male), 161 (11%) had a positive test for recreational drugs (cannabis 9.1%, opioids 2.1%, cocaine 1.7%, amphetamines 0.7%, 3,4-methylenedioxymethamphetamine (MDMA) 0.6%). Only 57% of these patients declared recreational drug use. Patients who used recreational drugs exhibited a higher MAE rate than others (13% vs 3%, respectively, p<0.001). Recreational drugs were associated with a higher rate of in-hospital MAEs after adjustment for comorbidities (OR 8.84, 95% CI 4.68 to 16.7, p<0.001). After adjustment, cannabis, cocaine, and MDMA, assessed separately, were independently associated with in-hospital MAEs. Multiple drug detection was frequent (28% of positive patients) and associated with an even higher incidence of MAEs (OR 12.7, 95% CI 4.80 to 35.6, p<0.001). CONCLUSION: The prevalence of recreational drug use in patients hospitalised in ICCU was 11%. Recreational drug detection was independently associated with worse in-hospital outcomes. CLINICAL TRIAL REGISTRATION: NCT05063097.

12.
Front Cardiovasc Med ; 10: 1164432, 2023.
Article in English | MEDLINE | ID: mdl-37614940

ABSTRACT

Background: Bioprosthetic valve thrombosis is a complication of transcatheter aortic valve replacement (TAVR). It is believed to be platelet independent, mainly driven by contact phase activation, and more likely to be targeted by oral anticoagulant (OAC). Case summary: We report case of an 86-year-old man with history of TAVR, who presented an early TAVR aortic valve thrombosis occurring in the context of heparin-induced thrombocytopenia (HIT) and pulmonary embolism. The patient rapidly recovered and was discharged 17 days after readmission. OAC by Coumadin was administered for 3 months. Chest tomography after 3 months showed the disappearance of the hypoattenuated leaflet thickening. Discussion: Although HIT has been fully described and is known for being a prothrombotic disorder, this is the first case report of aortic valve thrombosis after TAVR due to HIT. HIT is rare but possibly lethal. Diagnosis is based on pre-test probability evaluation with the 4T clinical score and confirmation with laboratory evidence of anti-PF4/heparin complexes and positivity of a functional test. Management of HIT is based on heparin discontinuation, and treatment of thrombotic complication with direct anti-IIa inhibitor or anti-Xa inhibitor. According to our knowledge, this case represents the first report of bioprosthetic valve thrombosis after TAVR due to HIT.

13.
ESC Heart Fail ; 10(4): 2183-2199, 2023 08.
Article in English | MEDLINE | ID: mdl-37430483

ABSTRACT

Transcatheter aortic valve implantation (TAVI) has become an alternative to surgical aortic valve replacement for patients with symptomatic severe aortic stenosis in elderly and comorbid population. Significant improvement in heart function has been observed in patients undergoing TAVI, but numerous patients are readmitted to hospital for heart failure (HF). Moreover, repeat HF hospitalization is strongly associated with an adverse prognosis and increases the financial burden of health care. Although studies have identified pre-existing and post-procedural factors that contribute to HF hospitalization after TAVI, there is a paucity of data regarding optimal post-procedural pharmacological treatments. This review aims to provide an overview of the current understanding of mechanisms, determinants, and potential treatments of HF following TAVI. We first review the pathophysiology of left ventricular (LV) remodelling, coronary microcirculation disorder, and endothelial dysfunction in patients with aortic stenosis and then examine the impact of TAVI on these conditions. We then present evidence of various factors and complications that may interplay with LV remodelling and contribute to HF events after TAVI. Next, we describe the triggers and predictors of early and late HF rehospitalizations following TAVI. Lastly, we discuss the potential of conventional pharmacological treatments, including renin-angiotensin blockers, beta-blockers, and diuretics in TAVI patients. The paper explores the potential of newer drugs, including sodium-glucose co-transporter 2 inhibitors, anti-inflammatory drugs, and ion supplementation. Comprehensive knowledge in this field may aid in recognizing successful existing therapies, developing effective new treatments, and establishing dedicated patient care strategies during follow-up after TAVI.


Subject(s)
Aortic Valve Stenosis , Heart Failure , Transcatheter Aortic Valve Replacement , Humans , Aged , Transcatheter Aortic Valve Replacement/adverse effects , Aortic Valve/surgery , Aortic Valve Stenosis/surgery , Aortic Valve Stenosis/complications , Treatment Outcome , Heart Failure/etiology , Heart Failure/therapy
15.
TH Open ; 7(2): e117-e127, 2023 Apr.
Article in English | MEDLINE | ID: mdl-37180426

ABSTRACT

Background Patients with atrial fibrillation (AF) are likely to have a poor prognosis including bleedings following transcatheter aortic valve replacement (TAVR). Closure time of adenosine diphosphate (CT-ADP) is a primary hemostasis point-of-care test and is a predictor of bleeding events following TAVR. We aimed to evaluate the impact of ongoing primary hemostatic disorders on bleeding events in TAVR patients with AF. Methods We enrolled 878 patients from our prospective registry. The primary endpoint was VARC-2 major/life-threatening bleeding complications (MLBCs) at 1 year after TAVR and secondary endpoint was major adverse cardiac and cerebrovascular events (MACCEs) at 1 year, defined as a composite of all-cause death, myocardial infarction, stroke, and heart failure hospitalization. Ongoing primary hemostatic disorder was defined by a postprocedural CT-ADP >180 seconds. Results Patients with AF had a higher incidence of MLBCs (20 vs. 12%, p = 0.002), MACCE (29 vs. 20%, p = 0.002), and all-cause mortality (15 vs. 8%, p = 0.002) within 1 year compared to non-AF patients. When the cohort was split into four subgroups according to AF and CT-ADP >180 seconds, patients with AF and CT-ADP >180 seconds had the highest risk of MLBCs and MACCE. Multivariate Cox regression analysis confirmed that the patients with AF and CT-ADP >180 seconds had 3.9-fold higher risk of MLBCs, whereas those patients were no longer associated with MACCE after the adjustment. Conclusion In TAVR patients, AF with postprocedural CT-ADP >180 seconds was strongly associated with MLBCs following TAVR. Our study suggests that persistent primary hemostatic disorders contribute to a higher risk of bleeding events particularly in AF patients.

18.
Cardiovasc Res ; 119(6): 1310-1323, 2023 06 13.
Article in English | MEDLINE | ID: mdl-36537038

ABSTRACT

Aortic stenosis (AS) affects more than 10% of the population over 80 years of age and constitutes a major risk factor for heart failure, thromboembolic stroke, and death. A better understanding of the disease, including its interaction with the haemostatic system, is a prerequisite to develop prophylactic treatments. AS pathogenesis is a dynamic process involving endothelial dysfunction, inflammation, fibrosis, and calcification. Several studies support the interplay between the components of the haemostatic system such as platelets, the coagulation system, von Willebrand factor, and extracellular micro-particles at each pathophysiological stage of AS. Previous reports have evidenced persistent biological activity of the native valve after transcatheter aortic valve replacement and the subsequent development of microthrombosis that may impact the function of the newly implanted valve. Here, we review the current evidence on the interplay between AS and prothrombotic activity, and we emphasize the clinical consequences of these interactions after aortic valve replacement.


Subject(s)
Aortic Valve Stenosis , Hemostatics , Transcatheter Aortic Valve Replacement , Humans , Aged, 80 and over , Aortic Valve/pathology , von Willebrand Factor , Risk Factors , Treatment Outcome
20.
Arch Cardiovasc Dis ; 115(12): 617-626, 2022 Dec.
Article in English | MEDLINE | ID: mdl-36376208

ABSTRACT

BACKGROUND: The evolution of patients hospitalized with coronavirus disease 2019 (COVID-19) is still hard to predict, even after several months of dealing with the pandemic. AIMS: To develop and validate a score to predict outcomes in patients hospitalized with COVID-19. METHODS: All consecutive adults hospitalized for COVID-19 from February to April 2020 were included in a nationwide observational study. Primary composite outcome was transfer to an intensive care unit from an emergency department or conventional ward, or in-hospital death. A score that estimates the risk of experiencing the primary outcome was constructed from a derivation cohort using stacked LASSO (Least Absolute Shrinkage and Selection Operator), and was tested in a validation cohort. RESULTS: Among 2873 patients analysed (57.9% men; 66.6±17.0 years), the primary outcome occurred in 838 (29.2%) patients: 551 (19.2%) were transferred to an intensive care unit; and 287 (10.0%) died in-hospital without transfer to an intensive care unit. Using stacked LASSO, we identified 11 variables independently associated with the primary outcome in multivariable analysis in the derivation cohort (n=2313), including demographics (sex), triage vitals (body temperature, dyspnoea, respiratory rate, fraction of inspired oxygen, blood oxygen saturation) and biological variables (pH, platelets, C-reactive protein, aspartate aminotransferase, estimated glomerular filtration rate). The Critical COVID-19 France (CCF) risk score was then developed, and displayed accurate calibration and discrimination in the derivation cohort, with C-statistics of 0.78 (95% confidence interval 0.75-0.80). The CCF risk score performed significantly better (i.e. higher C-statistics) than the usual critical care risk scores. CONCLUSIONS: The CCF risk score was built using data collected routinely at hospital admission to predict outcomes in patients with COVID-19. This score holds promise to improve early triage of patients and allocation of healthcare resources.


Subject(s)
COVID-19 , Adult , Male , Humans , Female , COVID-19/diagnosis , COVID-19/therapy , SARS-CoV-2 , Hospital Mortality , Hospitalization , Machine Learning , Hospitals , Retrospective Studies
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