Identifying the ecological forces that structure root-associated microbial communities is an essential step toward more sustainable agriculture. Legumes are widely utilized as model plants to study selective forces and their functioning in plant-microbial interactions owing to their ability to establish mutualism with rhizobia. Root nodules act as symbiotic organs to optimize the cost-benefit balance in this mutualistic relationship by modulating the number of nodules. However, it is not known whether the number of nodules is related to the structure of root-associated bacterial communities. Here, the root-associated bacterial communities of soybean grown in native soil by means of soybean cultivars with super- or normal nodulation were investigated across four developmental stages. We compared ecological processes between communities and found decreased relative importance of neutral processes for super-nodulating soybean, although the overall structures resembled those of normal-nodulating soybean. We identified the generalist core bacterial populations in each root-associated compartment, that are shared across root-associated niches, and persist through developmental stages. Within core bacterial species, the relative abundances of bacterial species in the rhizosphere microbiome were linked to host-plant functional traits and can be used to predict these traits from microbes using machine learning algorithms. These findings broaden the comprehensive understanding of the ecological forces and associations of microbiotas in various root-associated compartments and provide novel insights to integrate beneficial plant microbiomes into agricultural production to enhance plant performance.
机构:
Univ Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, BrazilUniv Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, Brazil
Maxwell, Melina Forgiarini
Secretti, Elisangela
论文数: 0引用数: 0
h-index: 0
机构:
Inst Fed Farroupilha, 2616 Vinte de Setembro St, BR-97420000 Sao Vicente Do Sul, RS, BrazilUniv Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, Brazil
Secretti, Elisangela
Pires, Mateus Marques
论文数: 0引用数: 0
h-index: 0
机构:
Univ Vale Rio Sinos UNISINOS, 950 Unisinos Av, BR-93022750 Sao Leopoldo, RS, BrazilUniv Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, Brazil
Pires, Mateus Marques
Kotzian, Carla Bender
论文数: 0引用数: 0
h-index: 0
机构:
Univ Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, BrazilUniv Fed Santa Maria, Programa Posgrad Biodiversidade Anim, 1000 Roraima Av, BR-97105900 Santa Maria, RS, Brazil
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Wen, Zhongling
Yao, Weixuan
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Yao, Weixuan
Han, Mi
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Han, Mi
Xu, Xinhong
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Xu, Xinhong
Wu, Fengci
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Acad Agr Sci, Agrobiotechnol Res Inst, Jilin Prov Key Lab Agr Biotechnol, Changchun, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Wu, Fengci
Yang, Minkai
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Yang, Minkai
Fazal, Aliya
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Fazal, Aliya
Yin, Tongming
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Yin, Tongming
Qi, Jinliang
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Qi, Jinliang
Lu, Guihua
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R China
Huaiyin Normal Univ, Sch Life Sci, Huaian, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Lu, Guihua
Yang, Rongwu
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Yang, Rongwu
Song, Xinyuan
论文数: 0引用数: 0
h-index: 0
机构:
Jilin Acad Agr Sci, Agrobiotechnol Res Inst, Jilin Prov Key Lab Agr Biotechnol, Changchun, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Song, Xinyuan
Yang, Yonghua
论文数: 0引用数: 0
h-index: 0
机构:
Nanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China
Nanjing Forestry Univ, Coinnovat Ctr Sustainable Forestry Southern China, Nanjing, Peoples R ChinaNanjing Univ, Inst Plant Mol Biol, Sch Life Sci, State Key Lab Pharmaceut Biotechnol, Nanjing, Peoples R China