Abstract
Purpose
The ability to accurately evaluate the severity of inhalation injury can help to optimize patient care. However, there is no accepted severity grading system, especially for inhalation injury.
Methods
We screened a multicenter burn registry and included adult patients who required oxygen treatment or mechanical ventilation. After the patient data were divided into development and validation cohorts, missing values were replaced with multiple imputation. Twelve potential predictors were analyzed using multivariate logistic regression to identify prognostic variables for in-hospital mortality and scores were assigned to each predictor based on odds ratios to develop the Modified Abbreviated Burn Severity Index, mABSI. The mABSI was validated using c-statistics and calibration curves.
Results
We randomly assigned 1377 and 919 patients to the development and validation cohorts, respectively. Age, self-inflicted injury, cutaneous burn area, and mechanical ventilation requirement were identified as independent predictors, and the mABSI (1–17 scale) was, thus, developed. The mABSI has a high discriminatory power (c-statistic = 0.94; 95% CI 0.92–0.97), and both estimated and observed in-hospital mortalities increased from 1% at score ≤ 5 to almost 100% at score ≥ 14 with linear calibration plots.
Conclusions
We developed and validated the mABSI which accurately predicts in-hospital mortality.
Similar content being viewed by others
References
Enkhbaatar P, Pruitt BA Jr, Suman O, Mlcak R, Wolf SE, Sakurai H, et al. Pathophysiology, research challenges, and clinical management of smoke inhalation injury. Lancet. 2016;388:1437–46.
Foster KN, Holmes JH 4th. Inhalation injury: state of the science 2016. J Burn Care Res. 2017;38:137–41.
Colohan SM. Predicting prognosis in thermal burns with associated inhalational injury: a systematic review of prognostic factors in adult burn victims. J Burn Care Res. 2010;31:529–39.
Palmieri TL. Long term outcomes after inhalation injury. J Burn Care Res. 2009;30:156–9.
Davis CS, Janus SE, Mosier MJ, Carter SR, Gibbs JT, Ramirez L, et al. Inhalation injury severity and systemic immune perturbations in burned adults. Ann Surg. 2013;257:1137–46.
Woodson LC. Diagnosis and grading of inhalation injury. J Burn Care Res. 2009;30:143–5.
You K, Yang HT, Kym D, Yoon J, Yim H, Cho YS, et al. Inhalation injury in burn patients: establishing the link between diagnosis and prognosis. Burns. 2014;40:1470–5.
Palmieri TL, Klein MB. Burn research state of the science: introduction. J Burn Care Res. 2007;28:544–5.
Hussain A, Choukairi F, Dunn K. Predicting survival in thermal injury: a systematic review of methodology of composite prediction models. Burns. 2013;39:835–50.
Sheppard NN, Hemington-Gorse S, Shelley OP, Philp B, Dziewulski P. Prognostic scoring systems in burns: a review. Burns. 2011;37:1288–95.
Halgas B, Bay C, Foster K. A comparison of injury scoring systems in predicting burn mortality. Ann Burns Fire Disasters. 2018;31:89–93.
Osler T, Glance LG, Hosmer DW. Simplified estimates of the probability of death after burn injuries: extending and updating the baux score. J Trauma. 2010;68:690–7.
Tagami T, Matsui H, Fushimi K, Yasunaga H. Validation of the prognostic burn index: a nationwide retrospective study. Burns. 2015;41:1169–75.
Tobiasen J, Hiebert JM, Edlich RF. The abbreviated burn severity index. Ann Emerg Med. 1982;11:260–2.
Belgian Outcome in Burn Injury Study Group. Development and validation of a model for prediction of mortality in patients with acute burn injury. Br J Surg. 2009;96:111–7.
Galeiras R, Lorente JA, Pertega S, Vallejo A, Tomicic V, de la Cal MA, et al. A model for predicting mortality among critically ill burn victims. Burns. 2009;35:201–9.
Mackie DP. Inhalation injury or mechanical ventilation: which is the true killer in burn patients? Burns. 2013;39:1329–30.
Liffner G, Bak Z, Reske A, Sjöberg F. Inhalation injury assessed by score does not contribute to the development of acute respiratory distress syndrome in burn victims. Burns. 2005;31:263–8.
Palazon-Bru A, de la Rosa DMF, Cortes-Castell E, Lopez-Cascales MT, Gil-Guillen VF. Sample size calculation to externally validate scoring systems based on logistic regression models. PLoS ONE. 2017;12:e0176726.
Smith DL, Cairns BA, Ramadan F, Dalston JS, Fakhry SM, Rutledge R, et al. Effect of inhalation injury, burn size, and age on mortality: a study of 1447 consecutive burn patients. J Trauma. 1994;37:655–9.
Kerby JD, McGwin G Jr, George RL, Cross JA, Chaudry IH, Rue LW 3rd. Sex differences in mortality after burn injury: results of analysis of the National Burn Repository of the American Burn Association. J Burn Care Res. 2006;27:452–6.
Chang EJ, Edelman LS, Morris SE, Saffle JR. Gender influences on burn outcomes in the elderly. Burns. 2005;31:31–5.
Lundgren RS, Kramer CB, Rivara FP, Wang J, Heimbach DM, Gibran NS, et al. Influence of comorbidities and age on outcome following burn injury in older adults. J Burn Care Res. 2009;30:307–14.
American Burn Association. Inhalation injury: diagnosis. J Am Coll Surg. 2003;196:307–12.
Forster NA, Nuñez DG, Zingg M, Haile SR, Künzi W, Giovanoli P, et al. Attempted suicide by self-immolation is a powerful predictive variable for survival of burn injuries. J Burn Care Res. 2012;33:642–8.
Sangji NF, Bohnen JD, Ramly EP, Yeh DD, King DR, DeMoya M, et al. Derivation and validation of a novel Emergency Surgery Acuity Score (ESAS). J Trauma Acute Care Surg. 2016;81:213–20.
Azrak C, Palazon-Bru A, Baeza-Diaz MV, de la Rosa DMF, Hernandez-Martinez C, MartõÂnez-Toldos JJ, et al. A predictive screening tool to detect diabetic retinopathy or macular edema in primary health care: construction, validation and implementation on a mobile application. PeerJ. 2015;3:e1404.
Janssen KJ, Donders AR, Harrell FE Jr, Vergouwe Y, Chen Q, Grobbee DE, et al. Missing covariate data in medical research: to impute is better than to ignore. J Clin Epidemiol. 2010;63:721–7.
Little RJ, D'Agostino R, Cohen ML, Dickersin K, Emerson SS, Farrar JT, et al. The prevention and treatment of missing data in clinical trials. N Eng J Med. 2012;367:1355–60.
Bagley SC, White H, Golomb BA. Logistic regression in the medical literature: standards for use and reporting, with particular attention to one medical domain. J Clin Epidemiol. 2001;54:979–85.
Walker PF, Buehner MF, Wood LA, Boyer NL, Driscoll IR, Lundy JB, et al. Diagnosis and management of inhalation injury: an updated review. Crit Care. 2015;19:351.
Albright JM, Davis CS, Bird MD, Ramirez L, Kim H, Burnham EL, et al. The acute pulmonary inflammatory response to the graded severity of smoke inhalation injury. Crit Care Med. 2012;40:1113–21.
Ryan CM, Fagan SP, Goverman J, Sheridan RL. Grading inhalation injury by admission bronchoscopy. Crit Care Med. 2012;40:1345–6.
Spano S, Hanna S, Li Z, Wood D, Cartotto R. Does bronchoscopic evaluation of inhalation injury severity predict outcome? J Burn Care Res. 2016;37:1–11.
Ikonomidis C, Lang F, Radu A, Berger MM. Standardizing the diagnosis of inhalation injury using a descriptive score based on mucosal injury criteria. Burns. 2012;38:513–9.
Chiao HY, Chou CY, Tzeng YS, Wang CH, Chen SG, Dai NT. Goal-directed fluid resuscitation protocol based on arterial waveform analysis of major burn patients in a mass burn casualty. Ann Plast Surg. 2018;80:S21–S2525.
Toon MH, Maybauer MO, Greenwood JE, Maybauer DM, Fraser JF. Management of acute smoke inhalation injury. Crit Care Resusc. 2010;12:53–61.
Funding
The authors have no sources of funding.
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Conflict of interest statement
The authors have no conflicts of interest to report.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Yamamoto, R., Shibusawa, T., Aikawa, N. et al. Modified abbreviated burn severity index as a predictor of in-hospital mortality in patients with inhalation injury: development and validation using independent cohorts. Surg Today 51, 242–249 (2021). https://doi.org/10.1007/s00595-020-02085-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00595-020-02085-5