A parts list for fungal cellulosomes revealed by comparative genomics
Abstract
Cellulosomes are large, multiprotein complexes that tether plant biomass-degrading enzymes together for improved hydrolysis1. These complexes were first described in anaerobic bacteria, where species-specific dockerin domains mediate the assembly of enzymes onto cohesin motifs interspersed within protein scaffolds1. The versatile protein assembly mechanism conferred by the bacterial cohesin-dockerin interaction is now a standard design principle for synthetic biology2,3. For decades, analogous structures have been reported in anaerobic fungi, which are known to assemble by sequence-divergent non-catalytic dockerin domains (NCDDs)4. However, the components, modular assembly mechanism and functional role of fungal cellulosomes remain unknown5,6. Here, we describe a comprehensive set of proteins critical to fungal cellulosome assembly, including conserved scaffolding proteins unique to the Neocallimastigomycota. High-quality genomes of the anaerobic fungi Anaeromyces robustus, Neocallimastix californiae and Piromyces finnis were assembled with long-read, single-molecule technology. Genomic analysis coupled with proteomic validation revealed an average of 312 NCDD-containing proteins per fungal strain, which were overwhelmingly carbohydrate active enzymes (CAZymes), with 95 large fungal scaffoldins identified across four genera that bind to NCDDs. Fungal dockerin and scaffoldin domains have no similarity to their bacterial counterparts, yet several catalytic domains originated via horizontal gene transfer with gut bacteria. However, the biocatalytic activity of anaerobic fungalmore »
- Authors:
-
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- Univ. of California, Santa Barbara, CA (United States)
- Univ. of California, Santa Barbara, CA (United States); Purdue Univ., West Lafayette, IN (United States); Radboud Univ. (The Netherlands)
- USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States)
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Aix-Marseille Univ., Marseille (France); INRA, USC, Marseille (France)
- Radboud Univ. (The Netherlands)
- Radboud Univ. (The Netherlands); Purdue Univ., West Lafayette, IN (United States)
- Aix-Marseille Univ., Marseille (France); INRA, USC, Marseille (France); King Abdulaziz Univ., Jeddah (Saudi Arabia)
- USDOE Joint Genome Institute (JGI), Walnut Creek, CA (United States); Univ. of California, Berkeley, CA (United States)
- Publication Date:
- Research Org.:
- Univ. of California, Santa Barbara, CA (United States); Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER). Biological Systems Science Division
- OSTI Identifier:
- 1485163
- Alternate Identifier(s):
- OSTI ID: 1619077
- Grant/Contract Number:
- SC0010352; AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Microbiology
- Additional Journal Information:
- Journal Volume: 2; Journal ID: ISSN 2058-5276
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 09 BIOMASS FUELS
Citation Formats
Haitjema, Charles H., Gilmore, Sean P., Henske, John K., Solomon, Kevin V., de Groot, Randall, Kuo, Alan, Mondo, Stephen J., Salamov, Asaf A., LaButti, Kurt, Zhao, Zhiying, Chiniquy, Jennifer, Barry, Kerrie, Brewer, Heather M., Purvine, Samuel O., Wright, Aaron T., Hainaut, Matthieu, Boxma, Brigitte, van Alen, Theo, Hackstein, Johannes H. P., Henrissat, Bernard, Baker, Scott E., Grigoriev, Igor V., and O'Malley, Michelle A. A parts list for fungal cellulosomes revealed by comparative genomics. United States: N. p., 2017.
Web. doi:10.1038/nmicrobiol.2017.87.
Haitjema, Charles H., Gilmore, Sean P., Henske, John K., Solomon, Kevin V., de Groot, Randall, Kuo, Alan, Mondo, Stephen J., Salamov, Asaf A., LaButti, Kurt, Zhao, Zhiying, Chiniquy, Jennifer, Barry, Kerrie, Brewer, Heather M., Purvine, Samuel O., Wright, Aaron T., Hainaut, Matthieu, Boxma, Brigitte, van Alen, Theo, Hackstein, Johannes H. P., Henrissat, Bernard, Baker, Scott E., Grigoriev, Igor V., & O'Malley, Michelle A. A parts list for fungal cellulosomes revealed by comparative genomics. United States. https://doi.org/10.1038/nmicrobiol.2017.87
Haitjema, Charles H., Gilmore, Sean P., Henske, John K., Solomon, Kevin V., de Groot, Randall, Kuo, Alan, Mondo, Stephen J., Salamov, Asaf A., LaButti, Kurt, Zhao, Zhiying, Chiniquy, Jennifer, Barry, Kerrie, Brewer, Heather M., Purvine, Samuel O., Wright, Aaron T., Hainaut, Matthieu, Boxma, Brigitte, van Alen, Theo, Hackstein, Johannes H. P., Henrissat, Bernard, Baker, Scott E., Grigoriev, Igor V., and O'Malley, Michelle A. Tue .
"A parts list for fungal cellulosomes revealed by comparative genomics". United States. https://doi.org/10.1038/nmicrobiol.2017.87. https://www.osti.gov/servlets/purl/1485163.
@article{osti_1485163,
title = {A parts list for fungal cellulosomes revealed by comparative genomics},
author = {Haitjema, Charles H. and Gilmore, Sean P. and Henske, John K. and Solomon, Kevin V. and de Groot, Randall and Kuo, Alan and Mondo, Stephen J. and Salamov, Asaf A. and LaButti, Kurt and Zhao, Zhiying and Chiniquy, Jennifer and Barry, Kerrie and Brewer, Heather M. and Purvine, Samuel O. and Wright, Aaron T. and Hainaut, Matthieu and Boxma, Brigitte and van Alen, Theo and Hackstein, Johannes H. P. and Henrissat, Bernard and Baker, Scott E. and Grigoriev, Igor V. and O'Malley, Michelle A.},
abstractNote = {Cellulosomes are large, multiprotein complexes that tether plant biomass-degrading enzymes together for improved hydrolysis1. These complexes were first described in anaerobic bacteria, where species-specific dockerin domains mediate the assembly of enzymes onto cohesin motifs interspersed within protein scaffolds1. The versatile protein assembly mechanism conferred by the bacterial cohesin-dockerin interaction is now a standard design principle for synthetic biology2,3. For decades, analogous structures have been reported in anaerobic fungi, which are known to assemble by sequence-divergent non-catalytic dockerin domains (NCDDs)4. However, the components, modular assembly mechanism and functional role of fungal cellulosomes remain unknown5,6. Here, we describe a comprehensive set of proteins critical to fungal cellulosome assembly, including conserved scaffolding proteins unique to the Neocallimastigomycota. High-quality genomes of the anaerobic fungi Anaeromyces robustus, Neocallimastix californiae and Piromyces finnis were assembled with long-read, single-molecule technology. Genomic analysis coupled with proteomic validation revealed an average of 312 NCDD-containing proteins per fungal strain, which were overwhelmingly carbohydrate active enzymes (CAZymes), with 95 large fungal scaffoldins identified across four genera that bind to NCDDs. Fungal dockerin and scaffoldin domains have no similarity to their bacterial counterparts, yet several catalytic domains originated via horizontal gene transfer with gut bacteria. However, the biocatalytic activity of anaerobic fungal cellulosomes is expanded by the inclusion of GH3, GH6 and GH45 enzymes. These findings suggest that the fungal cellulosome is an evolutionarily chimaeric structure-an independently evolved fungal complex that co-opted useful activities from bacterial neighbours within the gut microbiome.},
doi = {10.1038/nmicrobiol.2017.87},
journal = {Nature Microbiology},
number = ,
volume = 2,
place = {United States},
year = {Tue May 30 00:00:00 EDT 2017},
month = {Tue May 30 00:00:00 EDT 2017}
}
Web of Science
Works referenced in this record:
The Cellulosomes: Multienzyme Machines for Degradation of Plant Cell Wall Polysaccharides
journal, October 2004
- Bayer, Edward A.; Belaich, Jean-Pierre; Shoham, Yuval
- Annual Review of Microbiology, Vol. 58, Issue 1
Horizontal Gene Transfer of Glycosyl Hydrolases of the Rumen Fungi
journal, March 2000
- Garcia-Vallvé, S.; Romeu, A.; Palau, J.
- Molecular Biology and Evolution, Vol. 17, Issue 3
Driving biomass breakdown through engineered cellulosomes
journal, February 2015
- Gilmore, Sean P.; Henske, John K.; O'Malley, Michelle A.
- Bioengineered, Vol. 6, Issue 4
Microplate-based carboxymethylcellulose assay for endoglucanase activity
journal, July 2005
- Xiao, Zhizhuang; Storms, Reginald; Tsang, Adrian
- Analytical Biochemistry, Vol. 342, Issue 1
IMG/M 4 version of the integrated metagenome comparative analysis system
journal, October 2013
- Markowitz, Victor M.; Chen, I-Min A.; Chu, Ken
- Nucleic Acids Research, Vol. 42, Issue D1, p. D568-D573
MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform
journal, July 2002
- Katoh, K.
- Nucleic Acids Research, Vol. 30, Issue 14
Clustal W and Clustal X version 2.0
journal, September 2007
- Larkin, M. A.; Blackshields, G.; Brown, N. P.
- Bioinformatics, Vol. 23, Issue 21, p. 2947-2948
Early-branching gut fungi possess a large, comprehensive array of biomass-degrading enzymes
journal, February 2016
- Solomon, Kevin V.; Haitjema, Charles H.; Henske, John K.
- Science, Vol. 351, Issue 6278
trimAl: a tool for automated alignment trimming in large-scale phylogenetic analyses
journal, June 2009
- Capella-Gutierrez, S.; Silla-Martinez, J. M.; Gabaldon, T.
- Bioinformatics, Vol. 25, Issue 15
Robust and effective methodologies for cryopreservation and DNA extraction from anaerobic gut fungi
journal, April 2016
- Solomon, Kevin V.; Henske, John K.; Theodorou, Michael K.
- Anaerobe, Vol. 38
2016 update of the PRIDE database and its related tools
journal, November 2015
- Vizcaíno, Juan Antonio; Csordas, Attila; del-Toro, Noemi
- Nucleic Acids Research, Vol. 44, Issue D1
Characterization of a Double Dockerin from the Cellulosome of the Anaerobic Fungus Piromyces equi
journal, October 2007
- Nagy, Tibor; Tunnicliffe, Richard B.; Higgins, Lee D.
- Journal of Molecular Biology, Vol. 373, Issue 3
Nonhybrid, finished microbial genome assemblies from long-read SMRT sequencing data
journal, May 2013
- Chin, Chen-Shan; Alexander, David H.; Marks, Patrick
- Nature Methods, Vol. 10, Issue 6
Facilitated Substrate Channeling in a Self-Assembled Trifunctional Enzyme Complex
journal, July 2012
- You, Chun; Myung, Suwan; Zhang, Y. -H. Percival
- Angewandte Chemie International Edition, Vol. 51, Issue 35
Anaerobic gut fungi: Advances in isolation, culture, and cellulolytic enzyme discovery for biofuel production: Anaerobic Gut Fungi
journal, May 2014
- Haitjema, Charles H.; Solomon, Kevin V.; Henske, John K.
- Biotechnology and Bioengineering, Vol. 111, Issue 8
Basic Local Alignment Search Tool
journal, October 1990
- Altschul, S.
- Journal of Molecular Biology, Vol. 215, Issue 3
The Conserved Noncatalytic 40-Residue Sequence in Cellulases and Hemicellulases from Anaerobic Fungi Functions as a Protein Docking Domain
journal, December 1995
- Fanutti, Cristina; Ponyi, Tamás; Black, Gary W.
- Journal of Biological Chemistry, Vol. 270, Issue 49
Basic local alignment search tool
journal, October 1990
- Altschul, Stephen F.; Gish, Warren; Miller, Webb
- Journal of Molecular Biology, Vol. 215, Issue 3, p. 403-410
FinisherSC: a repeat-aware tool for upgrading de novo assembly using long reads
journal, June 2015
- Lam, Ka-Kit; LaButti, Kurt; Khalak, Asif
- Bioinformatics, Vol. 31, Issue 19
The Genome of the Anaerobic Fungus Orpinomyces sp. Strain C1A Reveals the Unique Evolutionary History of a Remarkable Plant Biomass Degrader
journal, May 2013
- Youssef, Noha H.; Couger, M. B.; Struchtemeyer, Christopher G.
- Applied and Environmental Microbiology, Vol. 79, Issue 15
Functional Display of Complex Cellulosomes on the Yeast Surface via Adaptive Assembly
journal, July 2012
- Tsai, Shen-Long; DaSilva, Nancy A.; Chen, Wilfred
- ACS Synthetic Biology, Vol. 2, Issue 1
Phytozome: a comparative platform for green plant genomics
journal, November 2011
- Goodstein, David M.; Shu, Shengqiang; Howson, Russell
- Nucleic Acids Research, Vol. 40, Issue D1
Genome sequencing in microfabricated high-density picolitre reactors
journal, July 2005
- Margulies, Marcel; Egholm, Michael; Altman, William E.
- Nature, Vol. 437, Issue 7057, p. 376-380
Functional Assembly of Minicellulosomes on the Saccharomyces cerevisiae Cell Surface for Cellulose Hydrolysis and Ethanol Production
journal, August 2009
- Tsai, S. -L.; Oh, J.; Singh, S.
- Applied and Environmental Microbiology, Vol. 75, Issue 19
MUSCLE: multiple sequence alignment with high accuracy and high throughput
journal, March 2004
- Edgar, R. C.
- Nucleic Acids Research, Vol. 32, Issue 5, p. 1792-1797
RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models
journal, August 2006
- Stamatakis, Alexandros
- Bioinformatics, Vol. 22, Issue 21
Conserved Repeat Motifs and Glucan Binding by Glucansucrases of Oral Streptococci and Leuconostoc mesenteroides
journal, December 2004
- Shah, D. S. H.; Joucla, G.; Remaud-Simeon, M.
- Journal of Bacteriology, Vol. 186, Issue 24
beta-Glucosidase in cellulosome of the anaerobic fungus Piromyces sp. strain E2 is a family 3 glycoside hydrolase
journal, March 2003
- Steenbakkers, Peter J. M.; Harhangi, Harry R.; Bosscher, Mirjam W.
- Biochemical Journal, Vol. 370, Issue 3
Cellulosomes: Highly Efficient Nanomachines Designed to Deconstruct Plant Cell Wall Complex Carbohydrates
journal, June 2010
- Fontes, Carlos M. G. A.; Gilbert, Harry J.
- Annual Review of Biochemistry, Vol. 79, Issue 1
Rnnotator: an automated de novo transcriptome assembly pipeline from stranded RNA-Seq reads
journal, January 2010
- Martin, Jeffrey; Bruno, Vincent M.; Fang, Zhide
- BMC Genomics, Vol. 11, Issue 1
Noncatalytic Docking Domains of Cellulosomes of Anaerobic Fungi
journal, September 2001
- Steenbakkers, P. J. M.; Li, X. -L.; Ximenes, E. A.
- Journal of Bacteriology, Vol. 183, Issue 18
The anaerobic fungus Neocallimastix frontalis: isolation and properties of a cellulosome-type enzyme fraction with the capacity to solubilize hydrogen-bond-ordered cellulose
journal, April 1992
- Wilson, CatrionaA.; Wood, ThomasM.
- Applied Microbiology and Biotechnology, Vol. 37, Issue 1
MycoCosm portal: gearing up for 1000 fungal genomes
journal, December 2013
- Grigoriev, Igor V.; Nikitin, Roman; Haridas, Sajeet
- Nucleic Acids Research, Vol. 42, Issue D1
Functional assembly of a multi-enzyme methanol oxidation cascade on a surface-displayed trifunctional scaffold for enhanced NADH production
journal, January 2013
- Liu, Fang; Banta, Scott; Chen, Wilfred
- Chemical Communications, Vol. 49, Issue 36
Velvet: Algorithms for de novo short read assembly using de Bruijn graphs
journal, February 2008
- Zerbino, D. R.; Birney, E.
- Genome Research, Vol. 18, Issue 5
Cellulases and hemicellulases of the anaerobic fungus Piromyces constitute a multiprotein cellulose-binding complex and are encoded by multigene families
journal, January 1995
- Ali, B.
- FEMS Microbiology Letters, Vol. 125, Issue 1
Cellulases and hemicellulases of the anaerobic fungus Piromyces constitute a multiprotein cellulose-binding complex and are encoded by multigene families
journal, January 1995
- Ali, Bassam R. S.; Zhou, Liqing; Graves, Fiona M.
- FEMS Microbiology Letters, Vol. 125, Issue 1
Phosphorylation of spore coat proteins by a family of atypical protein kinases
journal, May 2016
- Nguyen, Kim B.; Sreelatha, Anju; Durrant, Eric S.
- Proceedings of the National Academy of Sciences, Vol. 113, Issue 25
2016 update of the PRIDE database and its related tools
journal, September 2016
- Vizcaíno, Juan Antonio; Csordas, Attila; del-Toro, Noemi
- Nucleic Acids Research, Vol. 44, Issue 22
Facilitated Substrate Channeling in a Self-Assembled Trifunctional Enzyme Complex
journal, July 2012
- You, Chun; Myung, Suwan; Zhang, Y. -H. Percival
- Angewandte Chemie, Vol. 124, Issue 35
Complete Genome Sequence of Clostridium botulinum CJ0611A1, a Type A(B) Isolate Associated with an International Outbreak of Botulism from Commercial Carrot Juice
journal, January 2021
- Harris, Richard; Dussault, Forest; Flint, Annika
- Microbiology Resource Announcements, Vol. 10, Issue 1
Genome-scale model reconstruction of the methylotrophic yeast Ogataea polymorpha
text, January 2021
- Liebal, Ulf Winfried; Fabry, Brigida A.; Ravikrishnan, Aarthi
- RWTH Aachen University
Works referencing / citing this record:
Biomass-degrading enzymes are catabolite repressed in anaerobic gut fungi
journal, October 2018
- Henske, John K.; Gilmore, Sean P.; Haitjema, Charles H.
- AIChE Journal, Vol. 64, Issue 12
Insect Gut Bacteria and Their Potential Application in Degradation of Lignocellulosic Biomass: A Review
book, December 2017
- Prasad, Rajesh Kumar; Chatterjee, Soumya; Sharma, Sonika
- Energy, Environment, and Sustainability
Function, distribution, and annotation of characterized cellulases, xylanases, and chitinases from CAZy
journal, January 2018
- Nguyen, Stanley T. C.; Freund, Hannah L.; Kasanjian, Joshua
- Applied Microbiology and Biotechnology, Vol. 102, Issue 4
Enzymes of early-diverging, zoosporic fungi
journal, July 2019
- Lange, Lene; Barrett, Kristian; Pilgaard, Bo
- Applied Microbiology and Biotechnology, Vol. 103, Issue 17
Co-cultivation of the anaerobic fungus Anaeromyces robustus with Methanobacterium bryantii enhances transcription of carbohydrate active enzymes
journal, May 2019
- Swift, Candice L.; Brown, Jennifer L.; Seppälä, Susanna
- Journal of Industrial Microbiology & Biotechnology, Vol. 46, Issue 9-10
The biotechnological potential of anaerobic fungi on fiber degradation and methane production
journal, October 2018
- Cheng, Yanfen; Shi, Qicheng; Sun, Ruolin
- World Journal of Microbiology and Biotechnology, Vol. 34, Issue 10
The amazing potential of fungi: 50 ways we can exploit fungi industrially
journal, July 2019
- Hyde, Kevin D.; Xu, Jianchu; Rapior, Sylvie
- Fungal Diversity, Vol. 97, Issue 1
Review: The application of omics to rumen microbiota function
journal, September 2018
- Denman, S. E.; Morgavi, D. P.; McSweeney, C. S.
- animal, Vol. 12, Issue s2
Islands in the stream: from individual to communal fiber degradation in the rumen ecosystem
journal, April 2019
- Moraïs, Sarah; Mizrahi, Itzhak
- FEMS Microbiology Reviews, Vol. 43, Issue 4
Genomic analysis of methanogenic archaea reveals a shift towards energy conservation
journal, August 2017
- Gilmore, Sean P.; Henske, John K.; Sexton, Jessica A.
- BMC Genomics, Vol. 18, Issue 1
Transcriptomic characterization of Caecomyces churrovis: a novel, non-rhizoid-forming lignocellulolytic anaerobic fungus
journal, December 2017
- Henske, John K.; Gilmore, Sean P.; Knop, Doriv
- Biotechnology for Biofuels, Vol. 10, Issue 1
Hydrolysis of untreated lignocellulosic feedstock is independent of S-lignin composition in newly classified anaerobic fungal isolate, Piromyces sp. UH3-1
journal, October 2018
- Hooker, Casey A.; Hillman, Ethan T.; Overton, Jonathan C.
- Biotechnology for Biofuels, Vol. 11, Issue 1
Genome expansion by allopolyploidization in the fungal strain Coniochaeta 2T2.1 and its exceptional lignocellulolytic machinery
journal, September 2019
- Mondo, Stephen J.; Jiménez, Diego Javier; Hector, Ronald E.
- Biotechnology for Biofuels, Vol. 12, Issue 1
PCR and Omics Based Techniques to Study the Diversity, Ecology and Biology of Anaerobic Fungi: Insights, Challenges and Opportunities
journal, September 2017
- Edwards, Joan E.; Forster, Robert J.; Callaghan, Tony M.
- Frontiers in Microbiology, Vol. 8
Application of Transcriptomics to Compare the Carbohydrate Active Enzymes That Are Expressed by Diverse Genera of Anaerobic Fungi to Degrade Plant Cell Wall Carbohydrates
journal, July 2018
- Gruninger, Robert J.; Nguyen, Thi T. M.; Reid, Ian D.
- Frontiers in Microbiology, Vol. 9
Combined Genomic, Transcriptomic, Proteomic, and Physiological Characterization of the Growth of Pecoramyces sp. F1 in Monoculture and Co-culture With a Syntrophic Methanogen
journal, March 2019
- Li, Yuanfei; Li, Yuqi; Jin, Wei
- Frontiers in Microbiology, Vol. 10
Microbial competition reduces interaction distances to the low μm-range
text, January 2020
- Tatenhove-Pel, Rinke J. Van; Rijavec, Tomaž; Lapanje, Aleš
- Zenodo
Microbial competition reduces interaction distances to the low μm-range
text, January 2020
- Tatenhove-Pel, Rinke J. Van; Rijavec, Tomaž; Lapanje, Aleš
- Zenodo
Designing chimeric enzymes inspired by fungal cellulosomes
journal, March 2020
- Gilmore, Sean P.; Lillington, Stephen P.; Haitjema, Charles H.
- Synthetic and Systems Biotechnology, Vol. 5, Issue 1
Comparative Studies of White-Rot Fungal Strains (Trametes hirsuta MTCC-1171 and Phanerochaete chrysosporium NCIM-1106) for Effective Degradation and Bioconversion of Ferulic Acid
journal, November 2018
- Patil, Pravin D.; Yadav, Ganapati D.
- ACS Omega, Vol. 3, Issue 11
Transcriptomic characterization of Caecomyces churrovis: a novel, non-rhizoid-forming lignocellulolytic anaerobic fungus
journal, December 2017
- Henske, John K.; Gilmore, Sean P.; Knop, Doriv
- Biotechnology for Biofuels, Vol. 10, Issue 1
Genome expansion by allopolyploidization in the fungal strain Coniochaeta 2T2.1 and its exceptional lignocellulolytic machinery
journal, September 2019
- Mondo, Stephen J.; Jiménez, Diego Javier; Hector, Ronald E.
- Biotechnology for Biofuels, Vol. 12, Issue 1
PCR and Omics Based Techniques to Study the Diversity, Ecology and Biology of Anaerobic Fungi: Insights, Challenges and Opportunities
journal, September 2017
- Edwards, Joan E.; Forster, Robert J.; Callaghan, Tony M.
- Frontiers in Microbiology, Vol. 8
Application of Transcriptomics to Compare the Carbohydrate Active Enzymes That Are Expressed by Diverse Genera of Anaerobic Fungi to Degrade Plant Cell Wall Carbohydrates
journal, July 2018
- Gruninger, Robert J.; Nguyen, Thi T. M.; Reid, Ian D.
- Frontiers in Microbiology, Vol. 9
Metagenomic Insights into Effects of Thiamine Supplementation on Carbohydrate-Active Enzymes’ Profile in Dairy Cows Fed High-Concentrate Diets
journal, February 2020
- Zhao, Yiguang; Xue, Fuguang; Hua, Dengke
- Animals, Vol. 10, Issue 2