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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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Autores principales: Liu, Zheng, Diana, Aly, Slater, Christine, Preston, Thomas, Gibson, Rosalind S., Houghton, Lisa, Duffull, Stephen B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6709417/
https://www.ncbi.nlm.nih.gov/pubmed/31215140
http://dx.doi.org/10.1002/psp4.12428
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author Liu, Zheng
Diana, Aly
Slater, Christine
Preston, Thomas
Gibson, Rosalind S.
Houghton, Lisa
Duffull, Stephen B.
author_facet Liu, Zheng
Diana, Aly
Slater, Christine
Preston, Thomas
Gibson, Rosalind S.
Houghton, Lisa
Duffull, Stephen B.
author_sort Liu, Zheng
collection PubMed
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.
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spelling pubmed-67094172019-08-28 Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding Liu, Zheng Diana, Aly Slater, Christine Preston, Thomas Gibson, Rosalind S. Houghton, Lisa Duffull, Stephen B. CPT Pharmacometrics Syst Pharmacol Research 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. John Wiley and Sons Inc. 2019-07-03 2019-08 /pmc/articles/PMC6709417/ /pubmed/31215140 http://dx.doi.org/10.1002/psp4.12428 Text en © 2019 The Authors CPT: Pharmacometrics & Systems Pharmacology published by Wiley Periodicals, Inc. on behalf of the American Society for Clinical Pharmacology and Therapeutics This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Liu, Zheng
Diana, Aly
Slater, Christine
Preston, Thomas
Gibson, Rosalind S.
Houghton, Lisa
Duffull, Stephen B.
Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title 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_short Development of a Parsimonious Design for Optimal Classification of Exclusive Breastfeeding
title_sort development of a parsimonious design for optimal classification of exclusive breastfeeding
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6709417/
https://www.ncbi.nlm.nih.gov/pubmed/31215140
http://dx.doi.org/10.1002/psp4.12428
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