The Development of a Probabilistic Dose-Response for a Burn Injury Model

被引:3
作者
Iyoho, Anthony [1 ]
Ng, Laurel [1 ]
Chan, Philemon [1 ]
机构
[1] L3 Appl Technol Inc, 10180 Barnes Canyon Rd,Suite 100, San Diego, CA 92121 USA
关键词
D O I
10.7205/MILMED-D-16-00235
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objective: The objective was to augment a burn injury model, BURNSIM, with probabilistic doseresponse risk curves. Methods: To develop the dose-response, we drew on a considerable amount of historical porcine burn injury data collected by U.S. Army Aeromedical Research Laboratory in the 1970s. The experimental parameters of each usable data point served as inputs to BURNSIM to calculate the burn damage integral (i.e., the internal dose) for 4 severities (mild, intermediate, deep second-and third-degree burns). The binary probability response was constructed and logistic regression was applied to generate the respective dose-response. Historic data collected at the University of Rochester in the 1950s were used for validation. Results: Four dose-response curves were generated, ranging from mild to third degree, with tight 95% confidence bands for mild to deep second degree, and slightly wider bands for third degree. Parametric sensitivity analysis revealed that epidermal and whole skin thicknesses, skin temperature, and blood flow rate have a large effect on predicted outcomes. Conclusions: Addition of dose-response curves provides a critical augmentation to BURNSIM to improve operational risk assessments of burn hazard. Future recommendations for BURNSIM include the use of body location-and gender-specific parameters with coupling to a thermoregulatory model.
引用
收藏
页码:202 / 209
页数:8
相关论文
共 25 条
[1]  
[Anonymous], NADCMR6708
[2]  
ASTM, 2012, ASTM STAND TEST METH
[3]   Numerical design of experiment for sensitivity analysis - Application to skin burn. injury prediction [J].
Autrique, Laurent ;
Lormel, Corine .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2008, 55 (04) :1279-1290
[4]  
Avon S L, 2005, J Forensic Odontostomatol, V23, P30
[5]  
Berkley KM, 1954, UR338 U ROCH AT EN
[6]   A mathematical model for skin burn injury induced by radiation heating [J].
Dai, Weizhong ;
Wang, Haojie ;
Jordan, Pedro M. ;
Mickens, Ronald E. ;
Bejan, Adrian .
INTERNATIONAL JOURNAL OF HEAT AND MASS TRANSFER, 2008, 51 (23-24) :5497-5510
[7]   Evidence against a 40°C core temperature threshold for fatigue in humans [J].
Ely, Brett R. ;
Ely, Matthew R. ;
Cheuvront, Samuel N. ;
Kenefick, Robert W. ;
DeGroot, David W. ;
Montain, Scott J. .
JOURNAL OF APPLIED PHYSIOLOGY, 2009, 107 (05) :1519-1525
[8]  
HENRIQUES FC, 1947, ARCH PATHOL, V43, P489
[9]  
Hosmer D.W., 1989, Applied logistic regression
[10]   Prediction of performance reduction in self-paced exercise as modulated by the rating of perceived exertion [J].
Iyoho, Anthony E. ;
MacFadden, Lisa N. ;
Ng, Laurel J. .
EUROPEAN JOURNAL OF APPLIED PHYSIOLOGY, 2015, 115 (04) :675-690