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Burst-pause criterion derivation for drinkometer measurements of ingestive behavior

The drinkometer is a promising device for the study of ingestive behavior of liquid meals in humans. It can be used to investigate behavior in different target populations. However, ingestive behavior has a great variability across study participants. Therefore, a new analytical approach is required...

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Autores principales: Serra, Michele, File, Bálint, Alceste, Daniela, Raguz, Ivana, Gero, Daniel, Thalheimer, Andreas, Widmer, Jeannette, Ismaeil, Aiman, Steinert, Robert E., Spector, Alan C., Bueter, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127353/
https://www.ncbi.nlm.nih.gov/pubmed/35620756
http://dx.doi.org/10.1016/j.mex.2022.101726
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author Serra, Michele
File, Bálint
Alceste, Daniela
Raguz, Ivana
Gero, Daniel
Thalheimer, Andreas
Widmer, Jeannette
Ismaeil, Aiman
Steinert, Robert E.
Spector, Alan C.
Bueter, Marco
author_facet Serra, Michele
File, Bálint
Alceste, Daniela
Raguz, Ivana
Gero, Daniel
Thalheimer, Andreas
Widmer, Jeannette
Ismaeil, Aiman
Steinert, Robert E.
Spector, Alan C.
Bueter, Marco
author_sort Serra, Michele
collection PubMed
description The drinkometer is a promising device for the study of ingestive behavior of liquid meals in humans. It can be used to investigate behavior in different target populations. However, ingestive behavior has a great variability across study participants. Therefore, a new analytical approach is required for the extraction and analysis of drinkometer-derived data that could account for this variability. We developed an optimized protocol to predict an optimal burst-pause criterion (PC) for the extraction of PC-dependent microstructural parameters of ingestive behavior. These describe the microstructure of bursts, while PC-independent parameters describe the microstructure of sucks. Therefore, a PC is required to analyze separately two physiologically different parts of behavior. To accomplish this burst-pause criterion derivation (BPCD), a Gaussian Mixture Model (GMM) was built for estimation of two probability density functions (PDFs). These model the distribution of inter-suck intervals (ISIs) and inter-burst intervals (IBIs), respectively. The PC is defined at the intersection point of the two density functions. A Kaplan-Meier (KM) survival analysis was performed for post-hoc verification of the fit of the predicted optimal PC to the ISI distribution. In this protocol paper, we present a walkthrough of the data analysis of drinkometer-derived data for the measurement of microstructure of ingestive behavior based on previous results published by our group [1]. • Standardization of the burst-pause criterion derivation for drinkometer measurements of ingestive behavior. • All codes are publicly available in a repository. • The method can be easily adapted to studies with larger sample size or more than one study stimulus.
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spelling pubmed-91273532022-05-25 Burst-pause criterion derivation for drinkometer measurements of ingestive behavior Serra, Michele File, Bálint Alceste, Daniela Raguz, Ivana Gero, Daniel Thalheimer, Andreas Widmer, Jeannette Ismaeil, Aiman Steinert, Robert E. Spector, Alan C. Bueter, Marco MethodsX Method Article The drinkometer is a promising device for the study of ingestive behavior of liquid meals in humans. It can be used to investigate behavior in different target populations. However, ingestive behavior has a great variability across study participants. Therefore, a new analytical approach is required for the extraction and analysis of drinkometer-derived data that could account for this variability. We developed an optimized protocol to predict an optimal burst-pause criterion (PC) for the extraction of PC-dependent microstructural parameters of ingestive behavior. These describe the microstructure of bursts, while PC-independent parameters describe the microstructure of sucks. Therefore, a PC is required to analyze separately two physiologically different parts of behavior. To accomplish this burst-pause criterion derivation (BPCD), a Gaussian Mixture Model (GMM) was built for estimation of two probability density functions (PDFs). These model the distribution of inter-suck intervals (ISIs) and inter-burst intervals (IBIs), respectively. The PC is defined at the intersection point of the two density functions. A Kaplan-Meier (KM) survival analysis was performed for post-hoc verification of the fit of the predicted optimal PC to the ISI distribution. In this protocol paper, we present a walkthrough of the data analysis of drinkometer-derived data for the measurement of microstructure of ingestive behavior based on previous results published by our group [1]. • Standardization of the burst-pause criterion derivation for drinkometer measurements of ingestive behavior. • All codes are publicly available in a repository. • The method can be easily adapted to studies with larger sample size or more than one study stimulus. Elsevier 2022-05-11 /pmc/articles/PMC9127353/ /pubmed/35620756 http://dx.doi.org/10.1016/j.mex.2022.101726 Text en © 2022 Published by Elsevier B.V. https://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 Method Article
Serra, Michele
File, Bálint
Alceste, Daniela
Raguz, Ivana
Gero, Daniel
Thalheimer, Andreas
Widmer, Jeannette
Ismaeil, Aiman
Steinert, Robert E.
Spector, Alan C.
Bueter, Marco
Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title_full Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title_fullStr Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title_full_unstemmed Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title_short Burst-pause criterion derivation for drinkometer measurements of ingestive behavior
title_sort burst-pause criterion derivation for drinkometer measurements of ingestive behavior
topic Method Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9127353/
https://www.ncbi.nlm.nih.gov/pubmed/35620756
http://dx.doi.org/10.1016/j.mex.2022.101726
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