The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes
The feeding regime of early, supplementary solid diet improved rumen development and production in goat kids. However, the signature microbiota responsible for linking dietary regimes to rumen function shifts are still unclear. This work analyzed the rumen microbiome and functions affected by an ear...
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doaj-aa2b4baf761f4cec90fbf47d38a46d742020-11-25T01:12:25ZengMDPI AGMicroorganisms2076-26072019-10-0171151610.3390/microorganisms7110516microorganisms7110516The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet RegimesXiaokang Lv0Jianmin Chai1Qiyu Diao2Wenqin Huang3Yimin Zhuang4Naifeng Zhang5Feed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaFeed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaFeed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaFeed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaFeed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaFeed Research Institute, Chinese Academy of Agricultural Sciences, Key Laboratory of Feed Biotechnology of the Ministry of Agriculture, Beijing 100081, ChinaThe feeding regime of early, supplementary solid diet improved rumen development and production in goat kids. However, the signature microbiota responsible for linking dietary regimes to rumen function shifts are still unclear. This work analyzed the rumen microbiome and functions affected by an early solid diet regime using a combination of machine learning algorithms. Volatile fatty acids (i.e., acetate, propionate and butyrate) fermented by microbes were found to increase significantly in the supplementary solid diet groups. Predominant genera were found to alter significantly from unclassified <i>Sphingobacteriaceae</i> (non-supplementary group) to <i>Prevotella</i> (supplementary solid diet groups). Random Forest classification model revealed signature microbiota for solid diet that positively correlated with macronutrient intake, and linearly increased with volatile fatty acid production. Bacteria associated with carbohydrate and protein metabolism were also identified. Utilization of a Fish Taco analysis portrayed a set of intersecting core species contributed to rumen function shifts by the solid diet regime. The core community structures consisted of the specific, signature microbiota and the manipulation of their symbiotic partners are manipulated by extra nutrients from concentrate and/or forage, and then produce more volatile fatty acids to promote rumen development and functions eventually host development. Our study provides mechanisms of the microbiome governed by a solid diet regime early in life, and highlights the signature microbiota involved in animal health and production.https://www.mdpi.com/2076-2607/7/11/516goatsrumen microbiotasolid dietrumen developmentneutral detergent fibersvolatile fatty acids |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Xiaokang Lv Jianmin Chai Qiyu Diao Wenqin Huang Yimin Zhuang Naifeng Zhang |
spellingShingle |
Xiaokang Lv Jianmin Chai Qiyu Diao Wenqin Huang Yimin Zhuang Naifeng Zhang The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes Microorganisms goats rumen microbiota solid diet rumen development neutral detergent fibers volatile fatty acids |
author_facet |
Xiaokang Lv Jianmin Chai Qiyu Diao Wenqin Huang Yimin Zhuang Naifeng Zhang |
author_sort |
Xiaokang Lv |
title |
The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes |
title_short |
The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes |
title_full |
The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes |
title_fullStr |
The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes |
title_full_unstemmed |
The Signature Microbiota Drive Rumen Function Shifts in Goat Kids Introduced to Solid Diet Regimes |
title_sort |
signature microbiota drive rumen function shifts in goat kids introduced to solid diet regimes |
publisher |
MDPI AG |
series |
Microorganisms |
issn |
2076-2607 |
publishDate |
2019-10-01 |
description |
The feeding regime of early, supplementary solid diet improved rumen development and production in goat kids. However, the signature microbiota responsible for linking dietary regimes to rumen function shifts are still unclear. This work analyzed the rumen microbiome and functions affected by an early solid diet regime using a combination of machine learning algorithms. Volatile fatty acids (i.e., acetate, propionate and butyrate) fermented by microbes were found to increase significantly in the supplementary solid diet groups. Predominant genera were found to alter significantly from unclassified <i>Sphingobacteriaceae</i> (non-supplementary group) to <i>Prevotella</i> (supplementary solid diet groups). Random Forest classification model revealed signature microbiota for solid diet that positively correlated with macronutrient intake, and linearly increased with volatile fatty acid production. Bacteria associated with carbohydrate and protein metabolism were also identified. Utilization of a Fish Taco analysis portrayed a set of intersecting core species contributed to rumen function shifts by the solid diet regime. The core community structures consisted of the specific, signature microbiota and the manipulation of their symbiotic partners are manipulated by extra nutrients from concentrate and/or forage, and then produce more volatile fatty acids to promote rumen development and functions eventually host development. Our study provides mechanisms of the microbiome governed by a solid diet regime early in life, and highlights the signature microbiota involved in animal health and production. |
topic |
goats rumen microbiota solid diet rumen development neutral detergent fibers volatile fatty acids |
url |
https://www.mdpi.com/2076-2607/7/11/516 |
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