External validation and clinical usefulness of first‐trimester prediction models for small‐ and large‐for‐gestational‐age infants: a prospective cohort study

Objective To assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of small‐ and large‐for‐gestational‐age (SGA and LGA) infants. Furthermore, the clinical potential of the best‐performing models was evaluated. D...

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Published in:BJOG : an international journal of obstetrics and gynaecology Vol. 126; no. 4; pp. 472 - 484
Main Authors: Meertens, LJE, Smits, LJM, Kuijk, SMJ, Aardenburg, R, Dooren, IMA, Langenveld, J, Zwaan, IM, Spaanderman, MEA, Scheepers, HCJ
Format: Journal Article
Language:English
Published: England Wiley Subscription Services, Inc 01-03-2019
John Wiley and Sons Inc
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Abstract Objective To assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of small‐ and large‐for‐gestational‐age (SGA and LGA) infants. Furthermore, the clinical potential of the best‐performing models was evaluated. Design Multicentre prospective cohort. Setting Thirty‐six midwifery practices and six hospitals (in the Netherlands). Population Pregnant women were recruited at <16 weeks of gestation between 1 July 2013 and 31 December 2015. Methods Prediction models were systematically selected from the literature. Information on predictors was obtained by a web‐based questionnaire. Birthweight centiles were corrected for gestational age, parity, fetal sex, and ethnicity. Main outcome measures Predictive performance was assessed by means of discrimination (C‐statistic) and calibration. Results The validation cohort consisted of 2582 pregnant women. The outcomes of SGA <10th percentile and LGA >90th percentile occurred in 203 and 224 women, respectively. The C‐statistics of the included models ranged from 0.52 to 0.64 for SGA (n = 6), and from 0.60 to 0.69 for LGA (n = 6). All models yielded higher C‐statistics for more severe cases of SGA (<5th percentile) and LGA (>95th percentile). Initial calibration showed poor‐to‐moderate agreement between the predicted probabilities and the observed outcomes, but this improved substantially after recalibration. Conclusion The clinical relevance of the models is limited because of their moderate predictive performance, and because the definitions of SGA and LGA do not exclude constitutionally small or large infants. As most clinically relevant fetal growth deviations are related to ‘vascular’ or ‘metabolic’ factors, models predicting hypertensive disorders and gestational diabetes are likely to be more specific. Tweetable The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited. Tweetable The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited.
AbstractList OBJECTIVETo assess the external validity of all published first-trimester prediction models based on routinely collected maternal predictors for the risk of small- and large-for-gestational-age (SGA and LGA) infants. Furthermore, the clinical potential of the best-performing models was evaluated. DESIGNMulticentre prospective cohort. SETTINGThirty-six midwifery practices and six hospitals (in the Netherlands). POPULATIONPregnant women were recruited at <16 weeks of gestation between 1 July 2013 and 31 December 2015. METHODSPrediction models were systematically selected from the literature. Information on predictors was obtained by a web-based questionnaire. Birthweight centiles were corrected for gestational age, parity, fetal sex, and ethnicity. MAIN OUTCOME MEASURESPredictive performance was assessed by means of discrimination (C-statistic) and calibration. RESULTSThe validation cohort consisted of 2582 pregnant women. The outcomes of SGA <10th percentile and LGA >90th percentile occurred in 203 and 224 women, respectively. The C-statistics of the included models ranged from 0.52 to 0.64 for SGA (n = 6), and from 0.60 to 0.69 for LGA (n = 6). All models yielded higher C-statistics for more severe cases of SGA (<5th percentile) and LGA (>95th percentile). Initial calibration showed poor-to-moderate agreement between the predicted probabilities and the observed outcomes, but this improved substantially after recalibration. CONCLUSIONThe clinical relevance of the models is limited because of their moderate predictive performance, and because the definitions of SGA and LGA do not exclude constitutionally small or large infants. As most clinically relevant fetal growth deviations are related to 'vascular' or 'metabolic' factors, models predicting hypertensive disorders and gestational diabetes are likely to be more specific. TWEETABLE ABSTRACTThe clinical relevance of prediction models for the risk of small- and large-for-gestational-age is limited.
To assess the external validity of all published first-trimester prediction models based on routinely collected maternal predictors for the risk of small- and large-for-gestational-age (SGA and LGA) infants. Furthermore, the clinical potential of the best-performing models was evaluated. Multicentre prospective cohort. Thirty-six midwifery practices and six hospitals (in the Netherlands). Pregnant women were recruited at <16 weeks of gestation between 1 July 2013 and 31 December 2015. Prediction models were systematically selected from the literature. Information on predictors was obtained by a web-based questionnaire. Birthweight centiles were corrected for gestational age, parity, fetal sex, and ethnicity. Predictive performance was assessed by means of discrimination (C-statistic) and calibration. The validation cohort consisted of 2582 pregnant women. The outcomes of SGA <10th percentile and LGA >90th percentile occurred in 203 and 224 women, respectively. The C-statistics of the included models ranged from 0.52 to 0.64 for SGA (n = 6), and from 0.60 to 0.69 for LGA (n = 6). All models yielded higher C-statistics for more severe cases of SGA (<5th percentile) and LGA (>95th percentile). Initial calibration showed poor-to-moderate agreement between the predicted probabilities and the observed outcomes, but this improved substantially after recalibration. The clinical relevance of the models is limited because of their moderate predictive performance, and because the definitions of SGA and LGA do not exclude constitutionally small or large infants. As most clinically relevant fetal growth deviations are related to 'vascular' or 'metabolic' factors, models predicting hypertensive disorders and gestational diabetes are likely to be more specific. The clinical relevance of prediction models for the risk of small- and large-for-gestational-age is limited.
The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited.
Objective To assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of small‐ and large‐for‐gestational‐age (SGA and LGA) infants. Furthermore, the clinical potential of the best‐performing models was evaluated. Design Multicentre prospective cohort. Setting Thirty‐six midwifery practices and six hospitals (in the Netherlands). Population Pregnant women were recruited at <16 weeks of gestation between 1 July 2013 and 31 December 2015. Methods Prediction models were systematically selected from the literature. Information on predictors was obtained by a web‐based questionnaire. Birthweight centiles were corrected for gestational age, parity, fetal sex, and ethnicity. Main outcome measures Predictive performance was assessed by means of discrimination (C‐statistic) and calibration. Results The validation cohort consisted of 2582 pregnant women. The outcomes of SGA <10th percentile and LGA >90th percentile occurred in 203 and 224 women, respectively. The C‐statistics of the included models ranged from 0.52 to 0.64 for SGA (n = 6), and from 0.60 to 0.69 for LGA (n = 6). All models yielded higher C‐statistics for more severe cases of SGA (<5th percentile) and LGA (>95th percentile). Initial calibration showed poor‐to‐moderate agreement between the predicted probabilities and the observed outcomes, but this improved substantially after recalibration. Conclusion The clinical relevance of the models is limited because of their moderate predictive performance, and because the definitions of SGA and LGA do not exclude constitutionally small or large infants. As most clinically relevant fetal growth deviations are related to ‘vascular’ or ‘metabolic’ factors, models predicting hypertensive disorders and gestational diabetes are likely to be more specific. Tweetable The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited. Tweetable The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited.
Objective To assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of small‐ and large‐for‐gestational‐age ( SGA and LGA ) infants. Furthermore, the clinical potential of the best‐performing models was evaluated. Design Multicentre prospective cohort. Setting Thirty‐six midwifery practices and six hospitals (in the Netherlands). Population Pregnant women were recruited at <16 weeks of gestation between 1 July 2013 and 31 December 2015. Methods Prediction models were systematically selected from the literature. Information on predictors was obtained by a web‐based questionnaire. Birthweight centiles were corrected for gestational age, parity, fetal sex, and ethnicity. Main outcome measures Predictive performance was assessed by means of discrimination (C‐statistic) and calibration. Results The validation cohort consisted of 2582 pregnant women. The outcomes of SGA <10th percentile and LGA >90th percentile occurred in 203 and 224 women, respectively. The C‐statistics of the included models ranged from 0.52 to 0.64 for SGA ( n  = 6), and from 0.60 to 0.69 for LGA ( n  = 6). All models yielded higher C‐statistics for more severe cases of SGA (<5th percentile) and LGA (>95th percentile). Initial calibration showed poor‐to‐moderate agreement between the predicted probabilities and the observed outcomes, but this improved substantially after recalibration. Conclusion The clinical relevance of the models is limited because of their moderate predictive performance, and because the definitions of SGA and LGA do not exclude constitutionally small or large infants. As most clinically relevant fetal growth deviations are related to ‘vascular’ or ‘metabolic’ factors, models predicting hypertensive disorders and gestational diabetes are likely to be more specific. Tweetable abstract The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited. Tweetable abstract The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited.
Author Kuijk, SMJ
Scheepers, HCJ
Meertens, LJE
Smits, LJM
Aardenburg, R
Langenveld, J
Spaanderman, MEA
Zwaan, IM
Dooren, IMA
AuthorAffiliation 4 Department of Obstetrics and Gynaecology Sint Jans Gasthuis Weert Weert the Netherlands
6 Department of Obstetrics and Gynaecology School for Oncology and Developmental Biology (GROW) Maastricht University Medical Centre Maastricht the Netherlands
5 Department of Obstetrics and Gynaecology Laurentius Hospital Roermond the Netherlands
2 Department of Clinical Epidemiology and Medical Technology Assessment (KEMTA) Maastricht University Medical Centre Maastricht the Netherlands
1 Department of Epidemiology, Care and Public Health Research Institute (CAPHRI) Maastricht University Maastricht the Netherlands
3 Department of Obstetrics and Gynaecology Zuyderland Medical Centre Heerlen the Netherlands
AuthorAffiliation_xml – name: 3 Department of Obstetrics and Gynaecology Zuyderland Medical Centre Heerlen the Netherlands
– name: 4 Department of Obstetrics and Gynaecology Sint Jans Gasthuis Weert Weert the Netherlands
– name: 5 Department of Obstetrics and Gynaecology Laurentius Hospital Roermond the Netherlands
– name: 1 Department of Epidemiology, Care and Public Health Research Institute (CAPHRI) Maastricht University Maastricht the Netherlands
– name: 6 Department of Obstetrics and Gynaecology School for Oncology and Developmental Biology (GROW) Maastricht University Medical Centre Maastricht the Netherlands
– name: 2 Department of Clinical Epidemiology and Medical Technology Assessment (KEMTA) Maastricht University Medical Centre Maastricht the Netherlands
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/30358080$$D View this record in MEDLINE/PubMed
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Copyright 2018 The Authors BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd on behalf of Royal College of Obstetricians and Gynaecologists
2018 The Authors BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd on behalf of Royal College of Obstetricians and Gynaecologists.
Copyright © 2019 Royal College of Obstetricians and Gynaecologists
Copyright_xml – notice: 2018 The Authors BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd on behalf of Royal College of Obstetricians and Gynaecologists
– notice: 2018 The Authors BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd on behalf of Royal College of Obstetricians and Gynaecologists.
– notice: Copyright © 2019 Royal College of Obstetricians and Gynaecologists
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Issue 4
Keywords risk assessment
externsal validation
first trimester
small for gestational age
prediction
large for gestational age
Decision curve analysis
fetal growth
Language English
License Attribution-NonCommercial
2018 The Authors BJOG: An International Journal of Obstetrics and Gynaecology published by John Wiley & Sons Ltd on behalf of Royal College of Obstetricians and Gynaecologists.
This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
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Linked article This article is commented on by J Allotey and S Thangaratinam, p. 485 in this issue. To view this mini commentary visit https://doi.org/10.1111/1471-0528.15564.
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2016; 123
2011; 32
2007; 50
2012; 39
2017; 295
2018; 23
2017; 212
2014; 43
2017; 216
2017; 217
2010; 89
2009; 33
2012; 91
2013; 33
2004; 191
2013; 30
2017; 12
2015; 351
2003; 27
2014; 35
2016
2015
2003; 20
2005; 58
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Snippet Objective To assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of...
To assess the external validity of all published first-trimester prediction models based on routinely collected maternal predictors for the risk of small- and...
ObjectiveTo assess the external validity of all published first‐trimester prediction models based on routinely collected maternal predictors for the risk of...
OBJECTIVETo assess the external validity of all published first-trimester prediction models based on routinely collected maternal predictors for the risk of...
The clinical relevance of prediction models for the risk of small‐ and large‐for‐gestational‐age is limited.
SourceID pubmedcentral
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wiley
SourceType Open Access Repository
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Index Database
Publisher
StartPage 472
SubjectTerms Adult
Age
Birth weight
Cohort analysis
Cohort Studies
Decision curve analysis
Diabetes mellitus
Epidemiology
externsal validation
Female
fetal growth
Fetal Macrosomia - epidemiology
Fetuses
first trimester
Gestational age
Gestational diabetes
Health risk assessment
Humans
Infant, Newborn
Infant, Small for Gestational Age
Infants
large for gestational age
Minority & ethnic groups
Models, Statistical
Netherlands - epidemiology
prediction
Prediction models
Pregnancy
Pregnancy Trimester, First
Prospective Studies
Reproducibility of Results
risk assessment
small for gestational age
Statistical analysis
Statistics
Title External validation and clinical usefulness of first‐trimester prediction models for small‐ and large‐for‐gestational‐age infants: a prospective cohort study
URI https://onlinelibrary.wiley.com/doi/abs/10.1111%2F1471-0528.15516
https://www.ncbi.nlm.nih.gov/pubmed/30358080
https://www.proquest.com/docview/2176556485
https://search.proquest.com/docview/2125298055
https://pubmed.ncbi.nlm.nih.gov/PMC6590121
Volume 126
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