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Mortality Risk Assessment Using CHA(2)DS(2)-VASc Scores in Patients Hospitalized With Coronavirus Disease 2019 Infection

Published:September 26, 2020DOI:https://doi.org/10.1016/j.amjcard.2020.09.029
      Early risk stratification for complications and death related to Coronavirus disease 2019 (COVID-19) infection is needed. Because many patients with COVID-19 who developed acute respiratory distress syndrome have diffuse alveolar inflammatory damage associated with microvessel thrombosis, we aimed to investigate a common clinical tool, the CHA(2)DS(2)-VASc, to aid in the prognostication of outcomes for COVID-19 patients. We analyzed consecutive patients from the multicenter observational CORACLE registry, which contains data of patients hospitalized for COVID-19 infection in 4 regions of Italy, according to data-driven tertiles of CHA(2)DS(2)-VASc score. The primary outcomes were inpatient death and a composite of inpatient death or invasive ventilation. Of 1045 patients in the registry, 864 (82.7%) had data available to calculate CHA(2)DS(2)-VASc score and were included in the analysis. Of these, 167 (19.3%) died, 123 (14.2%) received invasive ventilation, and 249 (28.8%) had the composite outcome. Stratification by CHA(2)DS(2)-VASc tertiles (T1: ≤1; T2: 2 to 3; T3: ≥4) revealed increases in both death (8.1%, 24.3%, 33.3%, respectively; p <0.001) and the composite end point (18.6%, 31.9%, 43.5%, respectively; p <0.001). The odds ratios for mortality and the composite end point for T2 patients versus T1 CHA(2)DS(2)-VASc score were 3.62 (95% CI:2.29 to 5.73,p <0.001) and 2.04 (95% CI:1.42 to 2.93, p <0.001), respectively. Similarly, the odds ratios for mortality and the composite end point for T3 patients versus T1 were 5.65 (95% CI:3.54 to 9.01, p <0.001) and 3.36 (95% CI:2.30 to 4.90,p <0.001), respectively. In conclusion, among Italian patients hospitalized for COVID-19 infection, the CHA(2)DS(2)-VASc risk score for thromboembolic events enhanced the ability to achieve risk stratification for complications and death.
      Coronavirus disease 2019 (COVID-19) is a viral infection causing acute respiratory distress syndrome (ARDS) and was initially observed in December 2019 in Wuhan, China.
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      • Yu H
      • Lin X
      • Wei S
      • Wu T
      Association of public health interventions with the epidemiology of the COVID-19 outbreak in Wuhan, China.
      One of the concerning features of COVID-19 patients is the development of severe coagulopathy. Indeed, a recent report from Wuhan revealed that among patients who died from COVID-19, 71.4% met criteria for disseminated intravascular coagulation. Some researchers argue that thrombotic derangement is related to multiorgan damage disease or that it is a direct effect of infection on hepatic function. Accordingly, recent studies found a high incidence (25%) of venous thromboembolism in COVID-19 patients.
      • Tang N
      • Li D
      • Wang X
      • Sun Z
      Abnormal coagulation parameters are associated with poor prognosis in patients with novel coronavirus pneumonia.
      ,
      • Cui S
      • Chen S
      • Li X
      • Liu S
      • Wang F
      Prevalence of venous thromboembolism in patients with severe novel coronavirus pneumonia.
      Additionally, elevated levels of D-dimer and fibrinogen have been reported in COVID-19 patients, which appear to be associated with negative outcomes.
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      • Yu T
      • Du R
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      • Xu J
      • Tu S
      • Zhang Y
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      • Cao B
      Clinical course and risk factors for mortality of adult inpatients with COVID-19 in Wuhan, China: a retrospective cohort study.
      Further, others have demonstrated that COVID-19 patients treated with tissue plasminogen activator and heparin experienced more favorable outcomes compared to untreated patients, had improvements in respiratory compliance (expressed by PaO2/FiO2 ratio), and had reductions in D-dimer serum levels.
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      • Yaffe MB
      • Moore HB
      • Barrett CD
      Tissue Plasminogen Activator (tPA) Treatment for COVID-19 associated acute respiratory distress syndrome (ARDS): a case series.
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      • Tang N
      • Bai H
      • Chen X
      • Gong J
      • Li D
      • Sun Z
      Anticoagulant treatment is associated with decreased mortality in severe coronavirus disease 2019 patients with coagulopathy.
      These findings may support the hypothesis that the disseminated intravascular coagulation was of a thrombotic origin instead of bleeding diathesis or multiorgan damage.
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      Abnormal coagulation parameters are associated with poor prognosis in patients with novel coronavirus pneumonia.
      However recent data of COVID-19 patients’ autopsies reveal extensive areas of inflammatory infiltration associated with interstitial oedema and thrombotic lesions in microvessels and in some cases, even massive pulmonary embolism.
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      On the basis of these findings, we sought to investigate thromboembolic risk in COVID-19 patients by utilizing CHA(2)DS(2)-VASc. Specifically, in this case series, we explored the relationship between CHA(2)DS(2)-VASc score and the need for mechanical ventilation and/or inpatient mortality.

      Methods

      We used the CORACLE registry, which include relevant data on COVID-19 patients hospitalized in 4 regions of Italy, to perform this analysis. All patients were at least 18 years old, were admitted to the hospital on or after February 22, 2020, and had COVID-19 infection, confirmed using nose or throat swab testing with real-time reverse transcription polymerase chain reaction. All patients received at least 2 venous administrations of low molecular weight heparin as thromboembolism prophylaxis. We chose to restrict this analysis to patients having data available on admission to calculate CHA(2)DS(2)-VASc score, as well as having a known inpatient mortality status (i.e., discharged alive or died in the hospital) at the time of analysis. At hospital admission, all patients gave their written consent to data collection anonymously. The study was conducted according to the principles outlined in the Declaration of Helsinki. This work was approved by the ethical committee of Turin (CORACLE registry: epidemiology clinical characteristics and therapy in real life patients affected by Sars-Cov-2).
      The CHA(2)DS(2)-VASc score was calculated as follows: 1 or 2 points in each category as follows: age within 65 to 74 years = 1, age ≥75 years = 2, female = 1, presence of hypertension = 1, presence of diabetes = 1, previous myocardial infarct or peripheral artery disease = 1, previous stroke = 2, diagnosis of congestive heart failure (HF) = 1. Hence, CHA(2)DS(2)-VASc scores range from 0 to 9 points and a score ≥2 is associated with thromboembolic risk, indicating the need for anticoagulation in atrial fibrillation patients.
      • Lane DA
      • Lip GY
      Use of the CHA(2)DS(2)-VASc and HAS-BLED scores to aid decision making for thromboprophylaxis in nonvalvular atrial fibrillation.
      We analyzed patients according to data-driven tertiles of CHA(2)DS(2)-VASc scores.
      Age and CHA(2)DS(2)-VASc scores were skewed and are presented as median [25th percentile to 75th percentile]. In order to more clearly evaluate risk, we categorized CHA(2)DS(2)-VASc according to data-driven tertiles. Categorical variables are reported as counts and proportions. Differences in patient characteristics across CHA(2)DS(2)-VASc tertiles were assessed via the Kruskal-Wallis Test and Chi-Square test, as appropriate. Receiver operating characteristic (ROC) curve analysis was employed to quantify the prognostic power of CHA(2)DS(2)-VASc score for death and also for the composite end point (death and/or receiving invasive ventilation). We additionally examined crude odds ratios (OR) for death for individual CHA(2)DS(2)-VASc components: age category, gender, hypertension, diabetes mellitus, ischemic heart disease, stroke, and HF. Analyses were performed using SPSS version 20.0.

      Results

      We collected data from 1045 patients in the CORACLE registry. Of these patients, 864 (82.7%) had data required to calculate CHA(2)DS(2)-VASc score and were included in this analysis. Our sample had a median age of 65 [53 to 76] years and a median CHA(2)DS(2)-VASc score of 2 [1 to 3]. Males were more prevalent than females (62.2%). The rates of comorbidities were as follows: hypertension 48.6%, diabetes 15.7%, ischemic heart disease 11.2%, chronic obstructive pulmonary disease 9.4%, stroke 7.6% and HF 6.1%. Data-driven tertiles of CHA(2)DS(2)-VASc scores were as follows T1: ≤1, T2: 2 to 3, T3: ≥4. Patient characteristics according to CHA(2)DS(2)-VASc tertiles are shown in Table 1.
      Table 1Clinical characteristics of patients hospitalized for COVID-19 infection in the Italian CORACLE registry according to thromboembolic risk quantified by CHA(2)DS(2)-VASc Score
      CHA(2)DS(2)-VASc scores
      VariableAll patients (n = 864)≤1 (n = 381)2 – 3 (n = 276)≥4 (n = 207)p value
      Age (years)65 [53-76]53 [45-59]71 [65-78]80 [74-85]<0.001
      Men537 (62.2%)281 (73.8%)160 (58%)96 (46.4%)<0.001
      Hypertension420 (48.6%)58 (15.2%)175 (63.4%)187 (90.3%)<0.001
      Diabetes mellitus136 (15.7%)9 (2.4%)45 (16.3%)82 (39.6%)<0.001
      Chronic obstructive pulmonary disease181 (9.4%)11 (2.9%)32 (11.6%)38 (18.4%)<0.001
      Heart failure53 (6.1%)2 (0.5%)5 (1.8%)46 (22.2%)<0.001
      Ischemic heart disease/PAD107 (12.4%)025 (9.15)82 (39.6%)<0.001
      Stroke66 (7.6%)011 (4%)55 (26.6%)<0.001
      Smoker1670.47
       Current65 (9.3%)23 (7.8%)22 (9.8%)20 (11.2%)
       Former48 (6.9%)17 (5.8%)15 (6.7%)16 (8.9%)
      Chronic Kidney Disease543

      Atrial Fibrillation464
      77/321(24%)

      39/400(9.5%)
      18/172(10%)

      5/179(2.8%)

      33/123(27%)

      12/140(8.5%)
      26/103(25%)

      22/115(19%)

      <0.001

      <0.001
      Therapy
       ACEi1156 (18.1%)24 (6.3%)68 (24.7%)64 (30.9%)<0.001
       ARB1127 (14.7%)16 (4.2%)58 (21.1%)53 (25.6%)<0.001
       Beta-blockers1168 (19.4%)20 (5.2%)60 (21.8%)88 (42.5%)<0.001
       Calcium channel blockers1152 (17.6%)22 (5.8%)70 (25.5%)60 (29%)<0.001
       Thiazid diuretics49107 (13.1%)10 (2.8%)34 (13.4%)63 (31.3%)<0.001
       Loop diuretics26893 (15.6%)11 (5.0%)27 (13.6%)55 (30.9%)<0.001
       Acetil salicilic acid178

      Peripheral oxygen saturation (%)487

      Respiratory rate (n)717

      D-dimer (ng/ml)690

      Troponin (ng/ml)690
      105 (15.3%)

      95 [91-97]

      26 [19-28]

      610

      [122-1361]

      19 [9-51]
      11 (3.4%)

      96 [94-98]

      25 [20-27]

      609

      [71-1535]

      11 [7-28]
      41 (19.1%)

      95 [91-97]

      24 [18-30]

      609

      [181-1078]

      22 [9-51]
      53 (34.9%)

      93[89-96]

      27 [20-30]

      620

      [175-1400]

      50[13-115]
      <0.001

      <0.001

      0.25

      0.90

      <0.001
      ACEi = angiotensin II converting-enzyme inhibitor; ARB = aldosterone receptor blocker; PAD = peripheral artery disease (2.5% of total population).
      Continuous variables: median [quartile 1, quartile 3].
      Superscripts indicate missing data.
      A total of 167 patients (19.3%) died and 123 (14.2%) received invasive ventilation. There were 41 (33.3%) of the ventilated patients who died, whereas 126 (17%) of the 741 nonventilated patients died. The composite outcome of death and/or receiving invasive ventilation was observed in 249 (28.8%) patients. We observed a statistically significant increasing percentage of death (8.1%, 24.3%, 33.3%, respectively; p <0.001) and composite end point (18.6%, 31.9%, 43.5%, respectively; p <0.001) according to tertiles (Figure 1). The ORs for mortality and the composite end point for patients with the second versus first tertile of CHA(2)DS(2)-VASc score were 3.62 (95% CI: 2.29 to 5.73, p <0.001) and 2.04 (95% CI: 1.42 to 2.93, p <0.001), respectively. Similarly, the ORs for mortality and the composite end point for patients with the third versus first tertile were 5.65 (95% CI: 3.54 to 9.01, p <0.001) and 3.36 (95% CI: 2.30 to 4.90, p <0.001), respectively. ROC curve analysis confirmed that CHA(2)DS(2)-VASc was significantly able to prognosticate both mortality (area under the ROC curve [AUC] = 0.69, 95% CI: 0.65 to 0.73, p <0.001) and the composite end point (AUC = 0.64, 95% CI: 0.60 to 0.68, p <0.001) (Figure 2).
      Figure 1
      Figure 1Rates of death and composite end point (death or invasive ventilation) according to tertiles of CHA(2)DS(2)-VASc scores (Differences in adverse events rate across CHA(2)DS(2)-VASc tertiles were assessed via the chi-square test).
      Figure 2
      Figure 2Receiver Operating Characteristic curves for death and the composite end point of death or invasive ventilation for the predictor of CHA(2)DS(2)-VASc score (ROC curve analysis was employed to quantify the prognostic power of CHA(2)DS(2)-VASc score for death and also for the composite end point (death and/or receiving invasive ventilation).
      Moreover, we analysed the crude OR of individual CHA(2)DS(2)-VASc components. Gender did not significantly alter the risk of death (female versus male OR: 0.77, 95% CI: 0.42 to 1.10, p = 0.145). Similarly, neither diabetes mellitus (OR: 1.10, 95% CI: 0.70 to 1.73, p = 0.685) nor HF (OR: 1.39, 95% CI: 0.72 to 2.66, p = 0.322) were significantly associated to mortality. Conversely, age demonstrated a strong association with mortality (65 to 74 vs <65 years OR: 2.45, 95% CI: 1.49 to 4.02, p <0.001; 75+ vs <65 years OR: 6.36, 95% CI: 4.16 to 9.71, p <0.001). Further, hypertension (OR: 2.57, 95% CI: 1.80 to 3.67, p <0.001), stroke (OR: 2.43, 95% CI: 1.42 to 4.16, p = 0.001) and ischemic heart disease and/or peripheral artery disease (OR: 2.42, 95% CI: 1.56 to 3.77, p <0.001) were all significantly associated with death (Figure 3).
      Figure 3
      Figure 3Forest plot of odds ratios for mortality of individual CHA(2)DS(2)-VASc components (crude OR for death for individual CHA(2)DS(2)-VASc components: age category, gender, hypertension, diabetes mellitus, ischemic heart disease, stroke, and heart failure).

      Discussion

      To our knowledge, this is the first study to stratify COVID-19 patients according to CHA(2)DS(2)-VASc score. Our findings indicate that in this Italian population, patients with higher CHA(2)DS(2)-VASc scores had higher likelihoods of adverse outcomes. Patients with CHA(2)DS(2)-VASc score = 2 to 3 and CHA(2)DS(2)-VASc score ≥ 4 had a higher rate of adverse events in terms of both mortality and the composite end point of invasive ventilation and/or mortality than those with CHA(2)DS(2)-VASc score ≤1. ROC curve analysis confirmed the prognostic ability of CHA(2)DS(2)-VASc score. Additionally, individual components of the CHA(2)DS(2)-VASc score, such as age, hypertension, stroke, and ischemic heart disease and/or peripheral artery disease impacted patient outcomes. In this hospitalized sample, approximately 12% presented with severe respiratory distress or sudden oxygen desaturation requiring invasive ventilation and intensive care unit (ICU) admission. Although many clinical variables included in CHA(2)DS(2)-VASc such as age, hypertension, and Cardiovascular (CV) diseases, were demonstrated to increase the risk in this setting, until now a precise scale and weight of each variable were lacking. Indeed several studies demonstrated that patients with high CV risk and history of CAD, ictus, HF experienced a worse prognosis. Whereas female gender that is included in CHA(2)DS(2)-VASc appears to be a protective factor in COVID patients.
      The most commonly recognized features characterizing COVID infection are low oxygen saturation and high respiratory rate. Both clinical manifestations are likely suggestive of extensive lung infection diffusion, bilateral involvement, and increased alveolar permeability with severe tissue damage. In this scenario, patients admitted to the ICU undergoing to noninvasive or invasive mechanic ventilation, often died.
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      Notably, others have attempted to build prediction models in order to better risk stratify COVID-19 patients. Two Chinese reports identified the following the following variables as being related to a poorer prognosis: advanced age, high C-Reactive Protein levels, and large comorbidity burden.
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      Other laboratory markers such as PAI-I, platelet counts, interleukins, have been analysed in order to initially identify patients with higher risk of complications. Unfortunately, none of these variables are recognized in most common scores used for thromboembolic events prediction. Our approach using the CHA(2)DS(2)-VASc score has the advantages over these prior attempts of risk stratification in that it is simple, can be done upon admission, and is not dependent on or confounded by laboratory or other measurements. However, we cannot assert that current score may be applicable in all COVID populations presenting with different clinical characteristics, CV risk, and respiratory disease involvement. Accordingly, a larger sample size from the UK showed some discrepancies in terms of baseline risk profile and mortality rate compared to our sample size, and CHA(2)DS(2)-VASc should be tested in a larger population before being systematically applied.
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      COVID-19 Lombardy ICU Network
      Baseline Characteristics and Outcomes of 1591 Patients Infected With SARS-CoV-2 Admitted to ICUs of the Lombardy Region, Italy.
      It should be biologically plausible that the CHA(2)DS(2)-VASc score would predict outcomes for patients with COVID-19 infection. Some reports demonstrated that sudden clinical deterioration is often linked to increased intravascular coagulation, and several concerns were recently raised regarding the possible relation between COVID-19 infection and blood-clotting alteration.
      • Phua J
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      • Koh Y
      • Du B
      Asian Critical Care Clinical Trials Group
      Intensive care management of coronavirus disease 2019 (COVID-19): challenges and recommendations.
      However, no data exist regarding the prophylactic use of anticoagulant drugs, although COVID-19 patients are prone to thromboembolic events and DIC.
      • Tang N
      • Li D
      • Wang X
      • Sun Z
      Abnormal coagulation parameters are associated with poor prognosis in patients with novel coronavirus pneumonia.
      ,
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      • Li X
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      • Wang F
      Prevalence of venous thromboembolism in patients with severe novel coronavirus pneumonia.
      ,
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      Prevention Treatment of VTE Associated with COVID-19 Infection Consensus Statement GroupPulmonary Embolism Pulmonary Vascular Diseases Group of the Chinese Thoracic SocietyPulmonary Embolism Pulmonary Vascular Disease Working Committee of Chinese Association of Chest PhysiciansNational Cooperation Group on Prevention Treatment of Pulmonary Embolism Pulmonary Vascular DiseaseNational Program Office for Prevention Treatment of Pulmonary Embolism Deep Vein ThrombosisChina Grade CenterEvidence-based Medicine Center of School of Basic Medical Sciences of Lanzhou University
      Prevention and treatment of venous thromboembolism associated with coronavirus disease 2019 infection: a consensus statement before guidelines.
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      • Li S
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      The mechanisms underlying infection, inflammation and coagulopathy in COVID-19 disease are poorly understood, but likely reflect the course of similar viral infections, such as SARS and ebola.
      • Tang N
      • Li D
      • Wang X
      • Sun Z
      Abnormal coagulation parameters are associated with poor prognosis in patients with novel coronavirus pneumonia.
      In normal conditions, the coagulation cascade activation recognizes 3 different pathways: the antithrombin system, the endothelial protein C system, and tissue factor pathway inhibitor. In acute sepsis, all these pathways are inhibited due to of impaired synthesis, ongoing consumption and proteolytic degradation leading to a complete derangement of endothelial function in peripheral vessels and capillary district. Overexpression of tissue factor, activation of C protein system, and the inhibition of physiological fibrinolysis processes represent the key mechanisms involved in this coagulopathy. Indeed, viral infection and subsequent immune response mediated by macrophages and T lymphocytes generate an overexpression of immune mediators such as cytokines and chemokines (interleukin (IL)-1,IL-6,IL-8, IL-21, TNF-β and Monocyte chemoattractant protein-1). which activate endothelium. Therefore, Tumor necrosis factor, IL-6 and IL-1 amplify the procoagulant activity stimulating both thrombi formation and increased vascular permeability due to its endothelial effects.
      • Li G
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      Coagulation and sepsis.
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      • Zhao Y-Y
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      In the lung, excretion of fibrin is related to alveolar damage through hyaline membrane deposition, which lead to alveolar collapse. Together with alveolar collapse, microvascular thrombi impair gas exchange, which results in ARDS and acute lung injury. Although, the CHA(2)DS(2)-VASc is primary designed for embolic risk prevention in atrial fibrillation, the prothrombotic state related to COVID-19 infection likely involves both micro and macro vascular pulmonary district reflecting diffuse endothelial dysfunction. This procoagulant activity may also be systematically present in several organs, and it could also facilitate the risk of large vessel thrombo-embolic disease.
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      Therefore, the clinical scenario includes an initial viral infection of the respiratory tract experiencing the first host immune response. In specific conditions in which inflammation is associated with the cytokine storm and the immune response upregulation, a pro-coagulation state prevails.
      • Guzik TJ
      • Mohiddin SA
      • Dimarco A
      • Patel V
      • Savvatis K
      • Marelli-Berg FM
      • Madhur MS
      • Tomaszewski M
      • Maffia P
      • D'Acquisto F
      • Nicklin SA
      • Marian AJ
      • Nosalski R
      • Murray EC
      • Guzik B
      • Berry C
      • Touyz RM
      • Kreutz R
      • Wang DW
      • Bhella D
      • Sagliocco O
      • Crea F
      • Thomson EC
      • McInnes IB
      COVID-19 and the cardiovascular system: implications for risk assessment, diagnosis, and treatment options.
      Our study has all the limitations of retrospective studies of prospectively collected data. A detailed laboratory analysis contemporarily investigating D-dimer, fibrinogen, and plasminogen levels was not available for study. Accordingly, a more detailed score including both clinical and laboratory variables deserve a specific analysis and validation and it could become much more appropriate for risk assessment definition in this setting. CHA(2)DS(2)-VASc could reasonably forecast thromboembolic complications, but other CV complications such as acute coronary syndrome, acute HF, myocarditis, and arrhythmic event, could be underestimated. Our population did not include any data regarding baseline physical activity, cardiorespiratory fitness and body mass index. Moreover, this analysis lacks of some data about clinical data, laboratory analysis variables, comorbidities and therapy. Moreover, external validation of our analysis in a separate cohort is required to better understand the model's ability to prognosticate outcomes for COVID-19 patients. Our results have been validated in hospitalized patients in Italy with bed positioning and cannot be generalized to nonhospitalized patients with less severe conditions in other countries. Finally, we do not know whether additional heparin treatment or other anticoagulant drugs could potentially prevent hypercoagulation.
      In conclusion, patients hospitalized for COVID-19 infection are at high risk for systemic and pulmonary embolization. We found that in this case series of Italian patients, those with higher CHA(2)DS(2)-VASc scores had higher rates of mechanical ventilation or death; CHA(2)DS(2)-VASc scores could be easily calculated at admission in order to initially discern patients with increased thromboembolic risk. It is plausible that clinicians may wish to choose a specific anticoagulant treatment for such high risk patients. At present, whether patients hospitalized with COVID-19 with higher CHA(2)DS(2)-VASc scores should be considered for a specific anticoagulant treatment as well as other hypotheses generated by these descriptive data, require direct testing in analytic studies designed a priori to do so.

      Authors Contribution

      Gaetano Ruocco: Conceptualization, Methodology, Writing- Original draft preparation, Reviewing and Editing. Peter A. McCullough, Kristen M. Tecson: Writing- Original draft preparation, Reviewing and Editing. Massimo Mancone, Gaetano M. De Ferrari, Fabrizio D'Ascenzo, Francesco G. De Rosa: Visualization, Investigation, Reviewing and Editing. Anita Paggi, Giovanni Forleo, Gioel G. Secco, Gianfranco Pistis, Silvia Monticone, Marco Vicenzi, Irene Rota, Francesco Blasi, Francesco Pugliese; Visualization, Investigation. Francesco Fedele: Visualization, Investigation, Reviewing and Editing. Alberto Palazzuoli: Conceptualization, Methodology, Writing- Original draft preparation, Reviewing and Editing.

      Acknowledgment

      The authors are indebted to the following individuals for their contribution to this work: Anna G Palazzo, MD (Infectious Disease, Department of Medical Sciences, University of Torino, AOU Città della salute e della Scienza, 10126 Torino, Italy); Maurizio Landolina, MD, Erika Taravelli, MD (Cardiology Division, Ospedale Maggiore of Crema, 26013 Crema, Italy); Francesco Mojoli, MD, Guido Tavazzi, MD (Intensive Care University of Pavia, Fondazione IRCCS Policlinico San Matteo, Pavia, Italy); Alex Di Nizio, MD, (Department of Medicine, Surgery and Neuroscience, Anesthesiology and Intensive Care, University Hospital of Siena, Siena, Italy); Francesca Montagnani, MD (Hospital Department of Specialized and Internal Medicine, Infectious Diseases Unit, University Hospital of Siena, Siena, Italy; Department of Medical Biotechnologies, University of Siena, Italy); Marco Schiavone, MD, Gianfranco Mitacchione, MD (Azienda Ospedaliera - Polo Universitario - "Luigi Sacco" Milano Italy); Gabriella D'Ettorre, MD, Giancarlo Ceccarelli, MD (Department of public health and infectious diseases, Sapienza, University of Rome, Italy); Paolo Severino, MD, Lucia Ilaria Birtolo, MD, Fabio Infusino, MD, Carlo Lavalle, MD (Department of Clinical, Internal, Anesthesiological and Cardiovascular Sciences, Sapienza, University of Rome, Italy); Franco Ruberto, MD, Francesco Alessandri, MD (Department of General Surgery, Surgical Specialities "Paride Stefanini" Rome Italy); Maria Chiara Colaiacomo, MD, Gioacchino Galardo, MD (Department of Emergency, Sapienza University of Rome, Italy); Alessio Mattei, MD (Division of Pneumology University of Torino, AOU Città della salute e della Scienza, Torino, Italy); Monica Andriani, MD (Division of Cardiology University of Torino, AOU Città della salute e della Scienza, Torino, Italy).

      Disclosures

      The authors have no conflicts of interest to disclose.

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