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. Issue 4 (15th April 2022)
- Record Type:
- Journal Article
- Title:
- 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. Issue 4 (15th April 2022)
- Main Title:
- 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
- Authors:
- Rees, Chris A
Colbourn, Tim
Hooli, Shubhada
King, Carina
Lufesi, Norman
McCollum, Eric D
Mwansambo, Charles
Cutland, Clare
Madhi, Shabir Ahmed
Nunes, Marta
Matthew, Joseph L
Addo-Yobo, Emmanuel
Chisaka, Noel
Hassan, Mumtaz
Hibberd, Patricia L
Jeena, Prakash M
Lozano, Juan M
MacLeod, William B
Patel, Archana
Thea, Donald M
Nguyen, Ngoc Tuong Vy
Kartasasmita, Cissy B
Lucero, Marilla
Awasthi, Shally
Bavdekar, Ashish
Chou, Monidarin
Nymadawa, Pagbajabyn
Pape, Jean-William
Paranhos-Baccala, Glaucia
Picot, Valentina S
Rakoto-Andrianarivelo, Mala
Rouzier, Vanessa
Russomando, Graciela
Sylla, Mariam
Vanhems, Philippe
Wang, Jianwei
Asghar, Rai
Banajeh, Salem
Iqbal, Imran
Maulen-Radovan, Irene
Mino-Leon, Greta
Saha, Samir K
Santosham, Mathuram
Singhi, Sunit
Basnet, Sudha
Strand, Tor A
Bhatnagar, Shinjini
Wadhwa, Nitya
Lodha, Rakesh
Aneja, Satinder
Clara, Alexey W
Campbell, Harry
Nair, Harish
Falconer, Jennifer
Qazi, Shamim A
Nisar, Yasir B
Neuman, Mark I
… (more) - Abstract:
- Abstract : 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 underAbstract : 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. … (more)
- Is Part Of:
- BMJ global health. Volume 7:Issue 4(2022)
- Journal:
- BMJ global health
- Issue:
- Volume 7:Issue 4(2022)
- Issue Display:
- Volume 7, Issue 4 (2022)
- Year:
- 2022
- Volume:
- 7
- Issue:
- 4
- Issue Sort Value:
- 2022-0007-0004-0000
- Page Start:
- Page End:
- Publication Date:
- 2022-04-15
- Subjects:
- Pneumonia -- Paediatrics
World health -- Periodicals
362.105 - Journal URLs:
- http://www.bmj.com/archive ↗
http://gh.bmj.com/ ↗ - DOI:
- 10.1136/bmjgh-2021-008143 ↗
- Languages:
- English
- ISSNs:
- 2059-7908
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
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- 26379.xml