Derivation and validation of a novel risk assessment tool to identify children aged 2-59 months at risk of hospitalised pneumonia-related mortality in 20 countries

Introduction Existing risk assessment tools to identify children at risk of hospitalised pneumonia-related mortality have shown suboptimal discriminatory value during external validation. Our objective was to derive and validate a novel risk assessment tool to identify children aged 2-59 months at r...

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Main Authors: Addo-Yobo, E. (Author), Aneja, S. (Author), Asghar, R. (Author), Awasthi, S. (Author), Banajeh, S. (Author), Basnet, S. (Author), Bavdekar, A. (Author), Bhatnagar, S. (Author), Campbell, H. (Author), Chisaka, N. (Author), Chou, M. (Author), Clara, A.W (Author), Colbourn, T. (Author), Cutland, C. (Author), Falconer, J. (Author), Hassan, M. (Author), Hibberd, P.L (Author), Hooli, S. (Author), Iqbal, I. (Author), Jeena, P.M (Author), Kartasasmita, C.B (Author), King, C. (Author), Lodha, R. (Author), Lozano, J.M (Author), Lucero, M. (Author), Lufesi, N. (Author), MacLeod, W.B (Author), Madhi, S.A (Author), Matthew, J.L (Author), Maulen-Radovan, I. (Author), McCollum, E.D (Author), Mino-Leon, G. (Author), Mwansambo, C. (Author), Nair, H. (Author), Neuman, M.I (Author), Nguyen, N.T.V (Author), Nisar, Y.B (Author), Nunes, M. (Author), Nymadawa, P. (Author), Pape, J.-W (Author), Paranhos-Baccala, G. (Author), Patel, A. (Author), Picot, V.S (Author), Qazi, S.A (Author), Rakoto-Andrianarivelo, M. (Author), Rees, C.A (Author), Rouzier, V. (Author), Russomando, G. (Author), Saha, S.K (Author), Santosham, M. (Author), Singhi, S. (Author), Strand, T.A (Author), Sylla, M. (Author), Thea, D.M (Author), Vanhems, P. (Author), Wadhwa, N. (Author), Wang, J. (Author)
Format: Article
Language:English
Published: BMJ Publishing Group 2022
Subjects:
Online Access:View Fulltext in Publisher
LEADER 04584nam a2200829Ia 4500
001 10.1136-bmjgh-2021-008143
008 220510s2022 CNT 000 0 und d
020 |a 20597908 (ISSN) 
245 1 0 |a Derivation and validation of a novel risk assessment tool to identify children aged 2-59 months at risk of hospitalised pneumonia-related mortality in 20 countries 
260 0 |b BMJ Publishing Group  |c 2022 
856 |z View Fulltext in Publisher  |u https://doi.org/10.1136/bmjgh-2021-008143 
520 3 |a Introduction Existing risk assessment tools to identify children at risk of hospitalised pneumonia-related mortality have shown suboptimal discriminatory value during external validation. Our objective was to derive and validate a novel risk assessment tool to identify children aged 2-59 months at risk of hospitalised pneumonia-related mortality across various settings. Methods We used primary, baseline, patient-level data from 11 studies, including children evaluated for pneumonia in 20 low-income and middle-income countries. Patients with complete data were included in a logistic regression model to assess the association of candidate variables with the outcome hospitalised pneumonia-related mortality. Adjusted log coefficients were calculated for each candidate variable and assigned weighted points to derive the Pneumonia Research Partnership to Assess WHO Recommendations (PREPARE) risk assessment tool. We used bootstrapped selection with 200 repetitions to internally validate the PREPARE risk assessment tool. Results A total of 27 388 children were included in the analysis (mean age 14.0 months, pneumonia-related case fatality ratio 3.1%). The PREPARE risk assessment tool included patient age, sex, weight-for-age z-score, body temperature, respiratory rate, unconsciousness or decreased level of consciousness, convulsions, cyanosis and hypoxaemia at baseline. The PREPARE risk assessment tool had good discriminatory value when internally validated (area under the curve 0.83, 95% CI 0.81 to 0.84). Conclusions The PREPARE risk assessment tool had good discriminatory ability for identifying children at risk of hospitalised pneumonia-related mortality in a large, geographically diverse dataset. After external validation, this tool may be implemented in various settings to identify children at risk of hospitalised pneumonia-related mortality. © 2022 American Institute of Physics Inc.. All rights reserved. 
650 0 4 |a Paediatrics 
650 0 4 |a Pneumonia 
700 1 |a Addo-Yobo, E.  |e author 
700 1 |a Aneja, S.  |e author 
700 1 |a Asghar, R.  |e author 
700 1 |a Awasthi, S.  |e author 
700 1 |a Banajeh, S.  |e author 
700 1 |a Basnet, S.  |e author 
700 1 |a Bavdekar, A.  |e author 
700 1 |a Bhatnagar, S.  |e author 
700 1 |a Campbell, H.  |e author 
700 1 |a Chisaka, N.  |e author 
700 1 |a Chou, M.  |e author 
700 1 |a Clara, A.W.  |e author 
700 1 |a Colbourn, T.  |e author 
700 1 |a Cutland, C.  |e author 
700 1 |a Falconer, J.  |e author 
700 1 |a Hassan, M.  |e author 
700 1 |a Hibberd, P.L.  |e author 
700 1 |a Hooli, S.  |e author 
700 1 |a Iqbal, I.  |e author 
700 1 |a Jeena, P.M.  |e author 
700 1 |a Kartasasmita, C.B.  |e author 
700 1 |a King, C.  |e author 
700 1 |a Lodha, R.  |e author 
700 1 |a Lozano, J.M.  |e author 
700 1 |a Lucero, M.  |e author 
700 1 |a Lufesi, N.  |e author 
700 1 |a MacLeod, W.B.  |e author 
700 1 |a Madhi, S.A.  |e author 
700 1 |a Matthew, J.L.  |e author 
700 1 |a Maulen-Radovan, I.  |e author 
700 1 |a McCollum, E.D.  |e author 
700 1 |a Mino-Leon, G.  |e author 
700 1 |a Mwansambo, C.  |e author 
700 1 |a Nair, H.  |e author 
700 1 |a Neuman, M.I.  |e author 
700 1 |a Nguyen, N.T.V.  |e author 
700 1 |a Nisar, Y.B.  |e author 
700 1 |a Nunes, M.  |e author 
700 1 |a Nymadawa, P.  |e author 
700 1 |a Pape, J.-W.  |e author 
700 1 |a Paranhos-Baccala, G.  |e author 
700 1 |a Patel, A.  |e author 
700 1 |a Picot, V.S.  |e author 
700 1 |a Qazi, S.A.  |e author 
700 1 |a Rakoto-Andrianarivelo, M.  |e author 
700 1 |a Rees, C.A.  |e author 
700 1 |a Rouzier, V.  |e author 
700 1 |a Russomando, G.  |e author 
700 1 |a Saha, S.K.  |e author 
700 1 |a Santosham, M.  |e author 
700 1 |a Singhi, S.  |e author 
700 1 |a Strand, T.A.  |e author 
700 1 |a Sylla, M.  |e author 
700 1 |a Thea, D.M.  |e author 
700 1 |a Vanhems, P.  |e author 
700 1 |a Wadhwa, N.  |e author 
700 1 |a Wang, J.  |e author 
773 |t BMJ Global Health