TY - JOUR
T1 - Development of a Risk Model for Pediatric Hospital-Acquired Thrombosis
T2 - A Report from the Children's Hospital-Acquired Thrombosis Consortium
AU - Jaffray, Julie
AU - Branchford, Brian
AU - Goldenberg, Neil
AU - Malvar, Jemily
AU - Croteau, Stacy E.
AU - Silvey, Michael
AU - Fargo, John H.
AU - Cooper, James D.
AU - Bakeer, Nihal
AU - Sposto, Richard
AU - Ji, Lingyun
AU - Zakai, Neil A.
AU - Faustino, E. Vincent S.
AU - Stillings, Amy
AU - Krava, Emily
AU - Young, Guy
AU - Mahajerin, Arash
N1 - Funding Information:
Supported by the National Institutes of Health from the National Center for Advancing Translational Sciences ( UL1TR001855 [to J.J.]); The Hemostasis and Thrombosis Research Society Mentored Research Award, supported by an independent educational grant from Takeda Pharmaceuticals U.S.A. (to A.M. and J.J.); the CHOC Children's Hospital and University of California Irvine Physician-Scientist Research Award program (to A.M.); and the Children's Hospital Saban Research Mentored Career Development Award (to J.J.). Funding sources did not have a role in study design, data analysis, writing or submission of the manuscript. The authors declare no conflicts of interest.
Publisher Copyright:
© 2020 Elsevier Inc.
PY - 2021/1
Y1 - 2021/1
N2 - Objective: To identify pertinent clinical variables discernible on the day of hospital admission that can be used to assess risk for hospital-acquired venous thromboembolism (HA-VTE) in children. Study design: The Children's Hospital-Acquired Thrombosis Registry is a multi-institutional registry for all hospitalized participants aged 0-21 years diagnosed with a HA-VTE and non-VTE controls. A risk assessment model (RAM) for the development of HA-VTE using demographic and clinical VTE risk factors present at hospital admission was derived using weighted logistic regression and the least absolute shrinkage and selection (Lasso) procedure. The models were internally validated using 5-fold cross-validation. Discrimination and calibration were assessed using area under the receiver operating characteristic curve and Hosmer–Lemeshow goodness of fit, respectively. Results: Clinical data from 728 cases with HA-VTE and 839 non-VTE controls, admitted between January 2012 and December 2016, were abstracted. Statistically significant RAM elements included age <1 year and 10-22 years, cancer, congenital heart disease, other high-risk conditions (inflammatory/autoimmune disease, blood-related disorder, protein-losing state, total parental nutrition dependence, thrombophilia/personal history of VTE), recent hospitalization, immobility, platelet count >350 K/μL, central venous catheter, recent surgery, steroids, and mechanical ventilation. The area under the receiver operating characteristic curve was 0.78 (95% CI 0.76-0.80). Conclusions: Once externally validated, this RAM will identify those who are at low-risk as well as the greatest-risk groups of hospitalized children for investigation of prophylactic strategies in future clinical trials.
AB - Objective: To identify pertinent clinical variables discernible on the day of hospital admission that can be used to assess risk for hospital-acquired venous thromboembolism (HA-VTE) in children. Study design: The Children's Hospital-Acquired Thrombosis Registry is a multi-institutional registry for all hospitalized participants aged 0-21 years diagnosed with a HA-VTE and non-VTE controls. A risk assessment model (RAM) for the development of HA-VTE using demographic and clinical VTE risk factors present at hospital admission was derived using weighted logistic regression and the least absolute shrinkage and selection (Lasso) procedure. The models were internally validated using 5-fold cross-validation. Discrimination and calibration were assessed using area under the receiver operating characteristic curve and Hosmer–Lemeshow goodness of fit, respectively. Results: Clinical data from 728 cases with HA-VTE and 839 non-VTE controls, admitted between January 2012 and December 2016, were abstracted. Statistically significant RAM elements included age <1 year and 10-22 years, cancer, congenital heart disease, other high-risk conditions (inflammatory/autoimmune disease, blood-related disorder, protein-losing state, total parental nutrition dependence, thrombophilia/personal history of VTE), recent hospitalization, immobility, platelet count >350 K/μL, central venous catheter, recent surgery, steroids, and mechanical ventilation. The area under the receiver operating characteristic curve was 0.78 (95% CI 0.76-0.80). Conclusions: Once externally validated, this RAM will identify those who are at low-risk as well as the greatest-risk groups of hospitalized children for investigation of prophylactic strategies in future clinical trials.
KW - children
KW - risk assessment model
KW - risk factor
KW - risk prediction
KW - venous thromboembolism
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U2 - 10.1016/j.jpeds.2020.09.016
DO - 10.1016/j.jpeds.2020.09.016
M3 - Article
C2 - 32920105
AN - SCOPUS:85092213515
SN - 0022-3476
VL - 228
SP - 252-259.e1
JO - Journal of Pediatrics
JF - Journal of Pediatrics
ER -