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Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania.

Publication ,  Journal Article
Keating, EM; Mitao, M; Kozhumam, A; Souza, JV; Anthony, CS; Costa, DB; Staton, CA; Mmbaga, BT; Vissoci, JRN
Published in: BMJ Open
April 5, 2023

INTRODUCTION: Sub-Saharan Africa has the highest rate of unintentional paediatric injury deaths. The Pediatric Resuscitation and Trauma Outcome (PRESTO) model predicts mortality using patient variables available in low-resource settings: age, systolic blood pressure (SBP), heart rate (HR), oxygen saturation, need for supplemental oxygen (SO) and neurologic status (Alert Verbal Painful Unresponsive (AVPU)). We sought to validate and assess the prognostic performance of PRESTO for paediatric injury patients at a tertiary referral hospital in Northern Tanzania. METHODS: This is a cross-sectional study from a prospective trauma registry from November 2020 to April 2022. We performed exploratory analysis of sociodemographic variables and developed a logistic regression model to predict mortality using R (V.4.1). The logistic regression model was evaluated using area under the receiver operating curve (AUC). RESULTS: 499 patients were enrolled with a median age of 7 years (IQR 3.41-11.18). 65% were boys, and in-hospital mortality was 7.1%. Most were classified as alert on AVPU Scale (n=326, 86%) and had normal SBP (n=351, 98%). Median HR was 107 (IQR 88.5-124). The logistic regression model based on the original PRESTO model revealed that AVPU, HR and SO were statistically significant to predict in-hospital mortality. The model fit to our population revealed AUC=0.81, sensitivity=0.71 and specificity=0.79. CONCLUSION: This is the first validation of a model to predict mortality for paediatric injury patients in Tanzania. Despite the low number of participants, our results show good predictive potential. Further research with a larger injury population should be done to improve the model for our population, such as through calibration.

Duke Scholars

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

April 5, 2023

Volume

13

Issue

4

Start / End Page

e070747

Location

England

Related Subject Headings

  • Wounds and Injuries
  • Tanzania
  • Registries
  • Prognosis
  • Male
  • Logistic Models
  • Humans
  • Female
  • Cross-Sectional Studies
  • Child, Preschool
 

Citation

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Keating, E. M., Mitao, M., Kozhumam, A., Souza, J. V., Anthony, C. S., Costa, D. B., … Vissoci, J. R. N. (2023). Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania. BMJ Open, 13(4), e070747. https://doi.org/10.1136/bmjopen-2022-070747
Keating, Elizabeth M., Modesta Mitao, Arthi Kozhumam, Joao Vitor Souza, Cecilia S. Anthony, Dalton Breno Costa, Catherine A. Staton, Blandina T. Mmbaga, and Joao Ricardo Nickenig Vissoci. “Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania.BMJ Open 13, no. 4 (April 5, 2023): e070747. https://doi.org/10.1136/bmjopen-2022-070747.
Keating EM, Mitao M, Kozhumam A, Souza JV, Anthony CS, Costa DB, et al. Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania. BMJ Open. 2023 Apr 5;13(4):e070747.
Keating, Elizabeth M., et al. “Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania.BMJ Open, vol. 13, no. 4, Apr. 2023, p. e070747. Pubmed, doi:10.1136/bmjopen-2022-070747.
Keating EM, Mitao M, Kozhumam A, Souza JV, Anthony CS, Costa DB, Staton CA, Mmbaga BT, Vissoci JRN. Validation of the Pediatric Resuscitation and Trauma Outcome (PRESTO) model in injury patients in Tanzania. BMJ Open. 2023 Apr 5;13(4):e070747.

Published In

BMJ Open

DOI

EISSN

2044-6055

Publication Date

April 5, 2023

Volume

13

Issue

4

Start / End Page

e070747

Location

England

Related Subject Headings

  • Wounds and Injuries
  • Tanzania
  • Registries
  • Prognosis
  • Male
  • Logistic Models
  • Humans
  • Female
  • Cross-Sectional Studies
  • Child, Preschool