Early‐life childhood obesity risk prediction: A Danish register‐based cohort study exploring the predictive value of infancy weight gain. Issue 10 (29th March 2021)
- Record Type:
- Journal Article
- Title:
- Early‐life childhood obesity risk prediction: A Danish register‐based cohort study exploring the predictive value of infancy weight gain. Issue 10 (29th March 2021)
- Main Title:
- Early‐life childhood obesity risk prediction: A Danish register‐based cohort study exploring the predictive value of infancy weight gain
- Authors:
- Rotevatn, Torill Alise
Mortensen, Rikke Nørmark
Ullits, Line Rosenkilde
Torp‐Pedersen, Christian
Overgaard, Charlotte
Høstgaard, Anna Marie Balling
Bøggild, Henrik - Abstract:
- Summary: Background: Information on postnatal weight gain is important for predicting later overweight and obesity, but it is unclear whether inclusion of this postnatal predictor improves the predictive performance of a comprehensive model based on prenatal and birth‐related predictors. Objectives: To compare performance of prediction models based on predictors available at birth, with and without information on infancy weight gain during the first year when predicting childhood obesity risk. Methods: A Danish register‐based cohort study including 55.041 term children born between January 2004 and July 2011 with birthweight >2500 g registered in The Children's Database was used to compare model discrimination, reclassification, sensitivity and specificity of two models predicting risk of childhood obesity at school age. Each model consisted of eight predictors available at birth, one additionally including information on weight gain during the first 12 months of life. Results: The area under the receiving operating characteristic curve increased from 0.785 (95% confidence interval (CI) [0.773‐0.798]) to 0.812 (95% CI [0.801‐0.824]) after adding weight gain information when predicting childhood obesity. Adding this information correctly classified 30% more children without obesity and 21% with obesity and improved sensitivity from 0.42 to 0.48. Specificity remained unchanged at 0.91. Conclusion: Adding infancy weight gain information improves discrimination, reclassificationSummary: Background: Information on postnatal weight gain is important for predicting later overweight and obesity, but it is unclear whether inclusion of this postnatal predictor improves the predictive performance of a comprehensive model based on prenatal and birth‐related predictors. Objectives: To compare performance of prediction models based on predictors available at birth, with and without information on infancy weight gain during the first year when predicting childhood obesity risk. Methods: A Danish register‐based cohort study including 55.041 term children born between January 2004 and July 2011 with birthweight >2500 g registered in The Children's Database was used to compare model discrimination, reclassification, sensitivity and specificity of two models predicting risk of childhood obesity at school age. Each model consisted of eight predictors available at birth, one additionally including information on weight gain during the first 12 months of life. Results: The area under the receiving operating characteristic curve increased from 0.785 (95% confidence interval (CI) [0.773‐0.798]) to 0.812 (95% CI [0.801‐0.824]) after adding weight gain information when predicting childhood obesity. Adding this information correctly classified 30% more children without obesity and 21% with obesity and improved sensitivity from 0.42 to 0.48. Specificity remained unchanged at 0.91. Conclusion: Adding infancy weight gain information improves discrimination, reclassification and sensitivity of a comprehensive prediction model based on predictors available at birth. … (more)
- Is Part Of:
- Pediatric obesity. Volume 16:Issue 10(2021)
- Journal:
- Pediatric obesity
- Issue:
- Volume 16:Issue 10(2021)
- Issue Display:
- Volume 16, Issue 10 (2021)
- Year:
- 2021
- Volume:
- 16
- Issue:
- 10
- Issue Sort Value:
- 2021-0016-0010-0000
- Page Start:
- n/a
- Page End:
- n/a
- Publication Date:
- 2021-03-29
- Subjects:
- childhood obesity -- infancy weight gain -- overweight -- prediction -- risk factors
Obesity in children -- Periodicals
Obesity in adolescence -- Periodicals
Obesity -- Periodicals
Overweight children -- Periodicals
618.92398 - Journal URLs:
- http://onlinelibrary.wiley.com/journal/10.1111/(ISSN)2047-6310 ↗
http://onlinelibrary.wiley.com/ ↗ - DOI:
- 10.1111/ijpo.12790 ↗
- Languages:
- English
- ISSNs:
- 1747-7174
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 18918.xml