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Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models
Tackling the childhood obesity epidemic can potentially be facilitated by risk-stratifying families at an early-stage to receive prevention interventions and extra support. Using data from the Born in Bradford (BiB) cohort, this analysis aimed to externally validate prediction models for childhood o...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10022097/ https://www.ncbi.nlm.nih.gov/pubmed/36962365 http://dx.doi.org/10.1371/journal.pgph.0000258 |
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author | Ziauddeen, Nida Roderick, Paul J. Santorelli, Gillian Wright, John Alwan, Nisreen A. |
author_facet | Ziauddeen, Nida Roderick, Paul J. Santorelli, Gillian Wright, John Alwan, Nisreen A. |
author_sort | Ziauddeen, Nida |
collection | PubMed |
description | Tackling the childhood obesity epidemic can potentially be facilitated by risk-stratifying families at an early-stage to receive prevention interventions and extra support. Using data from the Born in Bradford (BiB) cohort, this analysis aimed to externally validate prediction models for childhood overweight and obesity developed as part of the Studying Lifecourse Obesity PrEdictors (SLOPE) study in Hampshire. BiB is a longitudinal multi-ethnic birth cohort study which recruited women at around 28 weeks gestation between 2007 and 2010 in Bradford. The outcome was body mass index (BMI) ≥91(st) centile for overweight/obesity at 4–5 years. Discrimination was assessed using the area under the receiver operating curve (AUC). Calibration was assessed for each tenth of predicted risk by calculating the ratio of predicted to observed risk and plotting observed proportions versus predicted probabilities. Data were available for 8003 children. The AUC on external validation was comparable to that on development at all stages (early pregnancy, birth, ~1 year and ~2 years). The AUC on external validation ranged between 0.64 (95% confidence interval (CI) 0.62 to 0.66) at early pregnancy and 0.82 (95% CI 0.81 to 0.84) at ~2 years compared to 0.66 (95% CI 0.65 to 0.67) and 0.83 (95% CI 0.82 to 0.84) on model development in SLOPE. Calibration was better in the later model stages (early life ~1 year and ~2 years). The SLOPE models developed for predicting childhood overweight and obesity risk performed well on external validation in a UK birth cohort with a different geographical location and ethnic composition. |
format | Online Article Text |
id | pubmed-10022097 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-100220972023-03-17 Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models Ziauddeen, Nida Roderick, Paul J. Santorelli, Gillian Wright, John Alwan, Nisreen A. PLOS Glob Public Health Research Article Tackling the childhood obesity epidemic can potentially be facilitated by risk-stratifying families at an early-stage to receive prevention interventions and extra support. Using data from the Born in Bradford (BiB) cohort, this analysis aimed to externally validate prediction models for childhood overweight and obesity developed as part of the Studying Lifecourse Obesity PrEdictors (SLOPE) study in Hampshire. BiB is a longitudinal multi-ethnic birth cohort study which recruited women at around 28 weeks gestation between 2007 and 2010 in Bradford. The outcome was body mass index (BMI) ≥91(st) centile for overweight/obesity at 4–5 years. Discrimination was assessed using the area under the receiver operating curve (AUC). Calibration was assessed for each tenth of predicted risk by calculating the ratio of predicted to observed risk and plotting observed proportions versus predicted probabilities. Data were available for 8003 children. The AUC on external validation was comparable to that on development at all stages (early pregnancy, birth, ~1 year and ~2 years). The AUC on external validation ranged between 0.64 (95% confidence interval (CI) 0.62 to 0.66) at early pregnancy and 0.82 (95% CI 0.81 to 0.84) at ~2 years compared to 0.66 (95% CI 0.65 to 0.67) and 0.83 (95% CI 0.82 to 0.84) on model development in SLOPE. Calibration was better in the later model stages (early life ~1 year and ~2 years). The SLOPE models developed for predicting childhood overweight and obesity risk performed well on external validation in a UK birth cohort with a different geographical location and ethnic composition. Public Library of Science 2022-06-09 /pmc/articles/PMC10022097/ /pubmed/36962365 http://dx.doi.org/10.1371/journal.pgph.0000258 Text en © 2022 Ziauddeen et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ziauddeen, Nida Roderick, Paul J. Santorelli, Gillian Wright, John Alwan, Nisreen A. Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title | Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title_full | Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title_fullStr | Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title_full_unstemmed | Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title_short | Childhood overweight and obesity at the start of primary school: External validation of pregnancy and early-life prediction models |
title_sort | childhood overweight and obesity at the start of primary school: external validation of pregnancy and early-life prediction models |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10022097/ https://www.ncbi.nlm.nih.gov/pubmed/36962365 http://dx.doi.org/10.1371/journal.pgph.0000258 |
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