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Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels

INTRODUCTION: In many parts of the developing world procurement of antenatal gestational age estimates is not possible, challenging provision of appropriate perinatal care. This study aimed to develop a model for postnatal gestational age estimation utilizing measures of the newborn hemoglobin level...

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Autores principales: Wilson, Kumanan, Hawken, Steven, Murphy, Malia S.Q., Atkinson, Katherine M., Potter, Beth K., Sprague, Ann, Walker, Mark, Chakraborty, Pranesh, Little, Julian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5233807/
https://www.ncbi.nlm.nih.gov/pubmed/27939425
http://dx.doi.org/10.1016/j.ebiom.2016.11.032
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author Wilson, Kumanan
Hawken, Steven
Murphy, Malia S.Q.
Atkinson, Katherine M.
Potter, Beth K.
Sprague, Ann
Walker, Mark
Chakraborty, Pranesh
Little, Julian
author_facet Wilson, Kumanan
Hawken, Steven
Murphy, Malia S.Q.
Atkinson, Katherine M.
Potter, Beth K.
Sprague, Ann
Walker, Mark
Chakraborty, Pranesh
Little, Julian
author_sort Wilson, Kumanan
collection PubMed
description INTRODUCTION: In many parts of the developing world procurement of antenatal gestational age estimates is not possible, challenging provision of appropriate perinatal care. This study aimed to develop a model for postnatal gestational age estimation utilizing measures of the newborn hemoglobin levels and other metabolic analyte data derived from newborn blood spot samples. METHODS: We conducted a retrospective cohort analysis of 159,215 infants born January 2012–December 2014 in Ontario, Canada. Multivariable linear and logistic regression analyses were used to evaluate the precision of developed models. RESULTS: Models derived from a combination of hemoglobin ratios and birthweight were more precise at predicting gestational age (RMSE1·23 weeks) than models limited to birthweight (RMSE1·34). Models including birthweight, hemoglobin, TSH and 17-OHP levels were able to accurately estimate gestational age to ± 2 weeks in 95·3% of the cohort and discriminate ≤ 34 versus > 34 (c-statistic, 0·98). This model also performed well in small for gestational age infants (c-statistic, 0·998). DISCUSSION: The development of a point-of-care mechanism to allow widespread implementation of postnatal gestational age prediction tools that make use of hemoglobin or non-mass spectromietry-derived metabolites could serve areas where antenatal gestational age dating is not routinely available.
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spelling pubmed-52338072017-01-23 Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels Wilson, Kumanan Hawken, Steven Murphy, Malia S.Q. Atkinson, Katherine M. Potter, Beth K. Sprague, Ann Walker, Mark Chakraborty, Pranesh Little, Julian EBioMedicine Research Paper INTRODUCTION: In many parts of the developing world procurement of antenatal gestational age estimates is not possible, challenging provision of appropriate perinatal care. This study aimed to develop a model for postnatal gestational age estimation utilizing measures of the newborn hemoglobin levels and other metabolic analyte data derived from newborn blood spot samples. METHODS: We conducted a retrospective cohort analysis of 159,215 infants born January 2012–December 2014 in Ontario, Canada. Multivariable linear and logistic regression analyses were used to evaluate the precision of developed models. RESULTS: Models derived from a combination of hemoglobin ratios and birthweight were more precise at predicting gestational age (RMSE1·23 weeks) than models limited to birthweight (RMSE1·34). Models including birthweight, hemoglobin, TSH and 17-OHP levels were able to accurately estimate gestational age to ± 2 weeks in 95·3% of the cohort and discriminate ≤ 34 versus > 34 (c-statistic, 0·98). This model also performed well in small for gestational age infants (c-statistic, 0·998). DISCUSSION: The development of a point-of-care mechanism to allow widespread implementation of postnatal gestational age prediction tools that make use of hemoglobin or non-mass spectromietry-derived metabolites could serve areas where antenatal gestational age dating is not routinely available. Elsevier 2016-12-01 /pmc/articles/PMC5233807/ /pubmed/27939425 http://dx.doi.org/10.1016/j.ebiom.2016.11.032 Text en © 2016 The Authors http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Research Paper
Wilson, Kumanan
Hawken, Steven
Murphy, Malia S.Q.
Atkinson, Katherine M.
Potter, Beth K.
Sprague, Ann
Walker, Mark
Chakraborty, Pranesh
Little, Julian
Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title_full Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title_fullStr Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title_full_unstemmed Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title_short Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels
title_sort postnatal prediction of gestational age using newborn fetal hemoglobin levels
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5233807/
https://www.ncbi.nlm.nih.gov/pubmed/27939425
http://dx.doi.org/10.1016/j.ebiom.2016.11.032
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