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 |
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Main Authors: | , , , , , , , , |
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Language: | English |
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01-03-2019
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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. |
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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 |
Author_xml | – sequence: 1 givenname: LJE surname: Meertens fullname: Meertens, LJE email: linda.meertens@maastrichtuniversity.nl organization: Maastricht University – sequence: 2 givenname: LJM surname: Smits fullname: Smits, LJM organization: Maastricht University – sequence: 3 givenname: SMJ surname: Kuijk fullname: Kuijk, SMJ organization: Maastricht University Medical Centre – sequence: 4 givenname: R surname: Aardenburg fullname: Aardenburg, R organization: Zuyderland Medical Centre – sequence: 5 givenname: IMA surname: Dooren fullname: Dooren, IMA organization: Sint Jans Gasthuis Weert – sequence: 6 givenname: J surname: Langenveld fullname: Langenveld, J organization: Zuyderland Medical Centre – sequence: 7 givenname: IM surname: Zwaan fullname: Zwaan, IM organization: Laurentius Hospital – sequence: 8 givenname: MEA surname: Spaanderman fullname: Spaanderman, MEA organization: Maastricht University Medical Centre – sequence: 9 givenname: HCJ surname: Scheepers fullname: Scheepers, HCJ organization: Maastricht University Medical Centre |
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 |
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Keywords | risk assessment externsal validation first trimester small for gestational age prediction large for gestational age Decision curve analysis fetal growth |
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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. |
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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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