An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum
Gas production profiles typically show a monotonically increasing monophasic pattern. However, atypical gas production profiles exist whereby at least two consecutive phases of gas production or additional extraneous features that distort the typical profile are present. Such profiles are more likel...
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doaj-2bd2fccc83f44ab5a249e995147453942021-04-09T23:05:56ZengMDPI AGAnimals2076-26152021-04-01111069106910.3390/ani11041069An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal InoculumMewa S. Dhanoa0Secundino López1Christopher D. Powell2Ruth Sanderson3Jennifer L. Ellis4Jo-Anne M. D. Murray5Anna Garber6Barbara A. Williams7James France8Department of Animal BioSci.s, University of Guelph, Guelph, ON N1G 2W1, CanadaDepartamento de Producción Animal, Universidad de León, 24007 León, SpainDepartment of Animal BioSci.s, University of Guelph, Guelph, ON N1G 2W1, CanadaInstitute of Biological, Environmental and Rural Sciences, Aberystwyth University, Aberystwyth SY23 3EB, UKDepartment of Animal BioSci.s, University of Guelph, Guelph, ON N1G 2W1, CanadaCollege of Medical, Veterinary and Life Sci.s, School of Veterinary Medicine, University of Glasgow, Glasgow G61 1QH, UKCollege of Medical, Veterinary and Life Sci.s, School of Veterinary Medicine, University of Glasgow, Glasgow G61 1QH, UKCentre for Nutrition and Food Sciences, Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St. Lucia, QLD 4072, AustraliaDepartment of Animal BioSci.s, University of Guelph, Guelph, ON N1G 2W1, CanadaGas production profiles typically show a monotonically increasing monophasic pattern. However, atypical gas production profiles exist whereby at least two consecutive phases of gas production or additional extraneous features that distort the typical profile are present. Such profiles are more likely to occur with the use of a fecal inoculum and are much less well described. The presence of multiple phases or non-descript extraneous features makes it difficult to apply directly recommended modeling approaches such as standard response functions or classical growth functions. To overcome such difficulties, extensions of the Mitscherlich equation and a numerical modeling option also based on the Mitscherlich are explored. The numerical modeling option uses an estimate of relative rate obtained from the smoothed data profile and an estimate of maximum gas produced together with any lag time information drawn from the raw data to construct a simple Mitscherlich equation. In summary, this article illustrates the analysis of atypical gas production profiles obtained using a fecal inoculum and explores the methodology of numerical modeling to reconstruct equivalent typical growth-like trends.https://www.mdpi.com/2076-2615/11/4/1069gas production techniquefeedstuff evaluationMitscherlich equationatypical profilesnumerical modelingequivalent profile construction |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Mewa S. Dhanoa Secundino López Christopher D. Powell Ruth Sanderson Jennifer L. Ellis Jo-Anne M. D. Murray Anna Garber Barbara A. Williams James France |
spellingShingle |
Mewa S. Dhanoa Secundino López Christopher D. Powell Ruth Sanderson Jennifer L. Ellis Jo-Anne M. D. Murray Anna Garber Barbara A. Williams James France An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum Animals gas production technique feedstuff evaluation Mitscherlich equation atypical profiles numerical modeling equivalent profile construction |
author_facet |
Mewa S. Dhanoa Secundino López Christopher D. Powell Ruth Sanderson Jennifer L. Ellis Jo-Anne M. D. Murray Anna Garber Barbara A. Williams James France |
author_sort |
Mewa S. Dhanoa |
title |
An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum |
title_short |
An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum |
title_full |
An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum |
title_fullStr |
An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum |
title_full_unstemmed |
An Illustrative Analysis of Atypical Gas Production Profiles Obtained from In Vitro Digestibility Studies Using Fecal Inoculum |
title_sort |
illustrative analysis of atypical gas production profiles obtained from in vitro digestibility studies using fecal inoculum |
publisher |
MDPI AG |
series |
Animals |
issn |
2076-2615 |
publishDate |
2021-04-01 |
description |
Gas production profiles typically show a monotonically increasing monophasic pattern. However, atypical gas production profiles exist whereby at least two consecutive phases of gas production or additional extraneous features that distort the typical profile are present. Such profiles are more likely to occur with the use of a fecal inoculum and are much less well described. The presence of multiple phases or non-descript extraneous features makes it difficult to apply directly recommended modeling approaches such as standard response functions or classical growth functions. To overcome such difficulties, extensions of the Mitscherlich equation and a numerical modeling option also based on the Mitscherlich are explored. The numerical modeling option uses an estimate of relative rate obtained from the smoothed data profile and an estimate of maximum gas produced together with any lag time information drawn from the raw data to construct a simple Mitscherlich equation. In summary, this article illustrates the analysis of atypical gas production profiles obtained using a fecal inoculum and explores the methodology of numerical modeling to reconstruct equivalent typical growth-like trends. |
topic |
gas production technique feedstuff evaluation Mitscherlich equation atypical profiles numerical modeling equivalent profile construction |
url |
https://www.mdpi.com/2076-2615/11/4/1069 |
work_keys_str_mv |
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