Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding

A deuterium oxide dose‐to‐mother (DTM) technique is used to determine if an infant is exclusive breastfeeding (EBF). However, the DTM method is intensive, requiring seven paired mother–infant samples during a 14‐day study period. The purpose of this study was to develop a field‐friendly protocol. Da...

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Main Authors: Zheng Liu, Aly Diana, Christine Slater, Thomas Preston, Rosalind S. Gibson, Lisa Houghton, Stephen B. Duffull
Format: Article
Language:English
Published: Wiley 2019-08-01
Series:CPT: Pharmacometrics & Systems Pharmacology
Online Access:https://doi.org/10.1002/psp4.12428
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spelling doaj-a2cb74be78c440db85261424c743f8362020-11-25T03:15:26ZengWileyCPT: Pharmacometrics & Systems Pharmacology2163-83062019-08-018859660510.1002/psp4.12428Development of a Parsimonious Design for Optimal Classification of Exclusive BreastfeedingZheng Liu0Aly Diana1Christine Slater2Thomas Preston3Rosalind S. Gibson4Lisa Houghton5Stephen B. Duffull6School of Pharmacy University of Otago Dunedin New ZealandDepartment of Human Nutrition University of Otago Dunedin New ZealandIndependent Consultant Cumbria UKScottish Universities Environmental Research Centre University of Glasgow Glasgow UKDepartment of Human Nutrition University of Otago Dunedin New ZealandDepartment of Human Nutrition University of Otago Dunedin New ZealandSchool of Pharmacy University of Otago Dunedin New ZealandA deuterium oxide dose‐to‐mother (DTM) technique is used to determine if an infant is exclusive breastfeeding (EBF). However, the DTM method is intensive, requiring seven paired mother–infant samples during a 14‐day study period. The purpose of this study was to develop a field‐friendly protocol. Data from 790 mother–infant pairs from nine countries were analyzed using a Markov chain Monte Carlo method with Stan. The data were split into (i) model building (565 pairs) and (ii) design evaluation (225 pairs). EBF classification was based on a previously published cut‐off for nonmilk water intake. Classification based on the full design was the reference (gold standard classification). The receiver operating characteristics of parsimonious designs were used to determine an optimal parsimonious classification method. The best two postdose windows (days 7–9 and 13–14) yielded optimal categorization with similar performance in the design evaluation data. This postdose two‐sample design provided 95% sensitivity and specificity when compared with the full design.https://doi.org/10.1002/psp4.12428
collection DOAJ
language English
format Article
sources DOAJ
author Zheng Liu
Aly Diana
Christine Slater
Thomas Preston
Rosalind S. Gibson
Lisa Houghton
Stephen B. Duffull
spellingShingle Zheng Liu
Aly Diana
Christine Slater
Thomas Preston
Rosalind S. Gibson
Lisa Houghton
Stephen B. Duffull
Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
CPT: Pharmacometrics & Systems Pharmacology
author_facet Zheng Liu
Aly Diana
Christine Slater
Thomas Preston
Rosalind S. Gibson
Lisa Houghton
Stephen B. Duffull
author_sort Zheng Liu
title Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_short Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_full Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_fullStr Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_full_unstemmed Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_sort development of a parsimonious design for optimal classification of exclusive breastfeeding
publisher Wiley
series CPT: Pharmacometrics & Systems Pharmacology
issn 2163-8306
publishDate 2019-08-01
description A deuterium oxide dose‐to‐mother (DTM) technique is used to determine if an infant is exclusive breastfeeding (EBF). However, the DTM method is intensive, requiring seven paired mother–infant samples during a 14‐day study period. The purpose of this study was to develop a field‐friendly protocol. Data from 790 mother–infant pairs from nine countries were analyzed using a Markov chain Monte Carlo method with Stan. The data were split into (i) model building (565 pairs) and (ii) design evaluation (225 pairs). EBF classification was based on a previously published cut‐off for nonmilk water intake. Classification based on the full design was the reference (gold standard classification). The receiver operating characteristics of parsimonious designs were used to determine an optimal parsimonious classification method. The best two postdose windows (days 7–9 and 13–14) yielded optimal categorization with similar performance in the design evaluation data. This postdose two‐sample design provided 95% sensitivity and specificity when compared with the full design.
url https://doi.org/10.1002/psp4.12428
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