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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Main Authors: Xiaokang Lv, Jianmin Chai, Qiyu Diao, Wenqin Huang, Yimin Zhuang, Naifeng Zhang
Format: Article
Language:English
Published: MDPI AG 2019-10-01
Series:Microorganisms
Subjects:
Online Access:https://www.mdpi.com/2076-2607/7/11/516
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spelling 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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