3D-PAST: Risk Assessment Model for Predicting Venous Thromboembolism in COVID-19

被引:5
作者
Lee, Yi [1 ]
Jehangir, Qasim [1 ]
Lin, Chun-Hui [2 ]
Li, Pin [2 ]
Sule, Anupam A. [1 ,3 ]
Poisson, Laila [2 ]
Balijepally, Venugopal [4 ]
Halabi, Abdul R. [5 ,6 ]
Patel, Kiritkumar [5 ]
Krishnamoorthy, Geetha [1 ]
Nair, Girish B. [6 ,7 ]
机构
[1] St Joseph Mercy Oakland Hosp, Dept Med, Pontiac, MI 48341 USA
[2] Henry Ford Hlth Syst, Dept Publ Hlth Sci, Detroit, MI 48202 USA
[3] St Joseph Mercy Oakland Hosp, Dept Informat, Pontiac, MI 48341 USA
[4] Oakland Univ, Sch Business Adm, Rochester, MI 48307 USA
[5] St Joseph Mercy Oakland Hosp, Div Cardiol, Pontiac, MI 48341 USA
[6] Oakland Univ, William Beaumont Sch Med, Auburn Hills, MI 48307 USA
[7] Beaumont Hlth Syst, Div Pulm & Crit Care Med, Royal Oak, MI 48183 USA
关键词
venous thromboembolism; SARS-CoV-2; COVID-19; risk assessment model; deep vein thrombosis; pulmonary embolism; HOSPITALIZED MEDICAL PATIENTS; PULMONARY-EMBOLISM; PATHOPHYSIOLOGY; ANTICOAGULATION;
D O I
10.3390/jcm11143949
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Hypercoagulability is a recognized feature in SARS-CoV-2 infection. There exists a need for a dedicated risk assessment model (RAM) that can risk-stratify hospitalized COVID-19 patients for venous thromboembolism (VTE) and guide anticoagulation. We aimed to build a simple clinical model to predict VTE in COVID-19 patients. This large-cohort, retrospective study included adult patients admitted to four hospitals with PCR-confirmed SARS-CoV-2 infection. Model training was performed on 3531 patients hospitalized between March and December 2020 and validated on 2508 patients hospitalized between January and September 2021. Diagnosis of VTE was defined as acute deep vein thrombosis (DVT) or pulmonary embolism (PE). The novel RAM was based on commonly available parameters at hospital admission. LASSO regression and logistic regression were performed, risk scores were assigned to the significant variables, and cutoffs were derived. Seven variables with assigned scores were delineated as: DVT History = 2; High D-Dimer (>500-2000 ng/mL) = 2; Very High D-Dimer (>2000 ng/mL) = 5; PE History = 2; Low Albumin (<3.5 g/dL) = 1; Systolic Blood Pressure <120 mmHg = 1, Tachycardia (heart rate >100 bpm) = 1. The model had a sensitivity of 83% and specificity of 53%. This simple, robust clinical tool can help individualize thromboprophylaxis for COVID-19 patients based on their VTE risk category.
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页数:17
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