Postnatal Prediction of Gestational Age Using Newborn Fetal Hemoglobin Levels

被引:21
|
作者
Wilson, Kumanan [1 ,2 ,3 ]
Hawken, Steven [1 ,3 ,4 ]
Murphy, Malia S. Q. [1 ]
Atkinson, Katherine M. [1 ,5 ]
Potter, Beth K. [4 ]
Sprague, Ann [6 ]
Walker, Mark [1 ,6 ,7 ]
Chakraborty, Pranesh [6 ,8 ,9 ]
Little, Julian [4 ]
机构
[1] Ottawa Hosp, Res Inst, Clin Epidemiol Program, Ottawa, ON, Canada
[2] Univ Ottawa, Dept Med, Ottawa, ON, Canada
[3] uOttawa Site, Inst Clin Evaluat Sci, Ottawa, ON, Canada
[4] Univ Ottawa, Sch Epidemiol Publ Hlth & Prevent Med, Ottawa, ON, Canada
[5] Karolinska Inst, Dept Publ Hlth Sci, Stockholm, Sweden
[6] Better Outcomes Registry & Network, Ottawa, ON, Canada
[7] Ottawa Hosp, Dept Obstet Gynecol & Newborn Care, Ottawa, ON, Canada
[8] Newborn Screening Ontario, Ottawa, ON, Canada
[9] Childrens Hosp Eastern Ontario, Dept Pediat, Ottawa, ON, Canada
来源
EBIOMEDICINE | 2017年 / 15卷
基金
比尔及梅琳达.盖茨基金会;
关键词
Preterm birth; Gestational age; Metabolomics; Newborn screening; Prediction modelling; GENE;
D O I
10.1016/j.ebiom.2016.11.032
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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 (RMSE1.23weeks) 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. (C) 2016 The Authors. Published by Elsevier B.V. This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
引用
收藏
页码:203 / 209
页数:7
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