DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Biochemical and structural characterizations of two Dictyostelium cellobiohydrolases from the amoebozoa kingdom reveal a high level of conservation between distant phylogenetic trees of life

Abstract

Glycoside hydrolase family 7 (GH7) cellobiohydrolases (CBHs) are enzymes often employed in plant cell wall degradation across eukaryotic kingdoms of life, as they provide significant hydrolytic potential in cellulose turnover. To date, many fungal GH7 CBHs have been examined, yet many questions regarding structure-activity relationships in these important natural and commercial enzymes remain. Here, we present the crystal structures and a biochemical analysis of two GH7 CBHs from social amoeba: Dictyostelium discoideum Cel7A (DdiCel7A) and Dictyostelium purpureum Cel7A (DpuCel7A). DdiCel7A and DpuCel7A natively consist of a catalytic domain and do not exhibit a carbohydrate-binding module (CBM). The structures of DdiCel7A and DpuCel7A, resolved to 2.1 Å and 2.7 Å, respectively, are homologous to those of other GH7 CBHs with an enclosed active-site tunnel. Two primary differences between the Dictyostelium CBHs and the archetypal model GH7 CBH, Trichoderma reesei Cel7A (TreCel7A), occur near the hydrolytic active site and the product-binding sites. To compare the activities of these enzymes with the activity of TreCel7A, the family 1 TreCel7A CBM and linker were added to the C terminus of each of the Dictyostelium enzymes, creating DdiCel7ACBM and DpuCel7ACBM, which were recombinantly expressed in T. reesei. DdiCel7ACBM and DpuCel7ACBM hydrolyzed Avicel, pretreated corn stover,more » and phosphoric acid-swollen cellulose as efficiently as TreCel7A when hydrolysis was compared at their temperature optima. The Ki of cellobiose was significantly higher for DdiCel7ACBM and DpuCel7ACBM than for TreCel7A: 205, 130, and 29 μM, respectively. Finally, taken together, the present study highlights the remarkable degree of conservation of the activity of these key natural and industrial enzymes across quite distant phylogenetic trees of life.« less

Authors:
 [1];  [2];  [3];  [1];  [3];  [1];  [1];  [1];  [1];  [2];  [3]
  1. National Renewable Energy Lab. (NREL), Golden, CO (United States). Biosciences Center
  2. National Renewable Energy Lab. (NREL), Golden, CO (United States). National Bioenergy Center
  3. Swedish Univ. of Agricultural Sciences, Uppsala, (Sweden). Dept. of Chemistry and Biotechnology
Publication Date:
Research Org.:
National Renewable Energy Lab. (NREL), Golden, CO (United States)
Sponsoring Org.:
USDOE Office of Energy Efficiency and Renewable Energy (EERE), Sustainable Transportation Office. Bioenergy Technologies Office
OSTI Identifier:
1257747
Report Number(s):
NREL/JA-5100-66281
Journal ID: ISSN 0099-2240
Grant/Contract Number:  
AC36-08GO28308
Resource Type:
Accepted Manuscript
Journal Name:
Applied and Environmental Microbiology
Additional Journal Information:
Journal Volume: 82; Journal Issue: 11; Journal ID: ISSN 0099-2240
Publisher:
American Society for Microbiology
Country of Publication:
United States
Language:
English
Subject:
09 BIOMASS FUELS; 59 BASIC BIOLOGICAL SCIENCES; enzymes; plant cell wall degradation; hydrolytic potential

Citation Formats

Hobdey, Sarah E., Knott, Brandon C., Momeni, Majid Haddad, Taylor, II, Larry E., Borisova, Anna S., Podkaminer, Kara K., VanderWall, Todd A., Himmel, Michael E., Decker, Stephen R., Beckham, Gregg T., and Stahlberg, Jerry. Biochemical and structural characterizations of two Dictyostelium cellobiohydrolases from the amoebozoa kingdom reveal a high level of conservation between distant phylogenetic trees of life. United States: N. p., 2016. Web. doi:10.1128/AEM.00163-16.
Hobdey, Sarah E., Knott, Brandon C., Momeni, Majid Haddad, Taylor, II, Larry E., Borisova, Anna S., Podkaminer, Kara K., VanderWall, Todd A., Himmel, Michael E., Decker, Stephen R., Beckham, Gregg T., & Stahlberg, Jerry. Biochemical and structural characterizations of two Dictyostelium cellobiohydrolases from the amoebozoa kingdom reveal a high level of conservation between distant phylogenetic trees of life. United States. https://doi.org/10.1128/AEM.00163-16
Hobdey, Sarah E., Knott, Brandon C., Momeni, Majid Haddad, Taylor, II, Larry E., Borisova, Anna S., Podkaminer, Kara K., VanderWall, Todd A., Himmel, Michael E., Decker, Stephen R., Beckham, Gregg T., and Stahlberg, Jerry. Fri . "Biochemical and structural characterizations of two Dictyostelium cellobiohydrolases from the amoebozoa kingdom reveal a high level of conservation between distant phylogenetic trees of life". United States. https://doi.org/10.1128/AEM.00163-16. https://www.osti.gov/servlets/purl/1257747.
@article{osti_1257747,
title = {Biochemical and structural characterizations of two Dictyostelium cellobiohydrolases from the amoebozoa kingdom reveal a high level of conservation between distant phylogenetic trees of life},
author = {Hobdey, Sarah E. and Knott, Brandon C. and Momeni, Majid Haddad and Taylor, II, Larry E. and Borisova, Anna S. and Podkaminer, Kara K. and VanderWall, Todd A. and Himmel, Michael E. and Decker, Stephen R. and Beckham, Gregg T. and Stahlberg, Jerry},
abstractNote = {Glycoside hydrolase family 7 (GH7) cellobiohydrolases (CBHs) are enzymes often employed in plant cell wall degradation across eukaryotic kingdoms of life, as they provide significant hydrolytic potential in cellulose turnover. To date, many fungal GH7 CBHs have been examined, yet many questions regarding structure-activity relationships in these important natural and commercial enzymes remain. Here, we present the crystal structures and a biochemical analysis of two GH7 CBHs from social amoeba: Dictyostelium discoideum Cel7A (DdiCel7A) and Dictyostelium purpureum Cel7A (DpuCel7A). DdiCel7A and DpuCel7A natively consist of a catalytic domain and do not exhibit a carbohydrate-binding module (CBM). The structures of DdiCel7A and DpuCel7A, resolved to 2.1 Å and 2.7 Å, respectively, are homologous to those of other GH7 CBHs with an enclosed active-site tunnel. Two primary differences between the Dictyostelium CBHs and the archetypal model GH7 CBH, Trichoderma reesei Cel7A (TreCel7A), occur near the hydrolytic active site and the product-binding sites. To compare the activities of these enzymes with the activity of TreCel7A, the family 1 TreCel7A CBM and linker were added to the C terminus of each of the Dictyostelium enzymes, creating DdiCel7ACBM and DpuCel7ACBM, which were recombinantly expressed in T. reesei. DdiCel7ACBM and DpuCel7ACBM hydrolyzed Avicel, pretreated corn stover, and phosphoric acid-swollen cellulose as efficiently as TreCel7A when hydrolysis was compared at their temperature optima. The Ki of cellobiose was significantly higher for DdiCel7ACBM and DpuCel7ACBM than for TreCel7A: 205, 130, and 29 μM, respectively. Finally, taken together, the present study highlights the remarkable degree of conservation of the activity of these key natural and industrial enzymes across quite distant phylogenetic trees of life.},
doi = {10.1128/AEM.00163-16},
journal = {Applied and Environmental Microbiology},
number = 11,
volume = 82,
place = {United States},
year = {Fri Apr 01 00:00:00 EDT 2016},
month = {Fri Apr 01 00:00:00 EDT 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 11 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Comparative genomics of the social amoebae Dictyostelium discoideum and Dictyostelium purpureum
journal, January 2011


Cellulose-binding modules from extracellular matrix proteins of Dictyostelium discoideum stalk and sheath : Cellulose-binding modules of
journal, August 2001


Reactor design for minimizing product inhibition during enzymatic lignocellulose hydrolysis
journal, May 2010


Fungal cellulases and complexed cellulosomal enzymes exhibit synergistic mechanisms in cellulose deconstruction
journal, January 2013

  • Resch, Michael G.; Donohoe, Bryon S.; Baker, John O.
  • Energy & Environmental Science, Vol. 6, Issue 6
  • DOI: 10.1039/c3ee00019b

Fungal Cellulases
journal, January 2015

  • Payne, Christina M.; Knott, Brandon C.; Mayes, Heather B.
  • Chemical Reviews, Vol. 115, Issue 3
  • DOI: 10.1021/cr500351c

High-resolution crystal structures reveal how a cellulose chain is bound in the 50 Å long tunnel of cellobiohydrolase I from Trichoderma reesei
journal, January 1998

  • Divne, Christina; Ståhlberg, Jerry; Teeri, Tuula T.
  • Journal of Molecular Biology, Vol. 275, Issue 2, p. 309-325
  • DOI: 10.1006/jmbi.1997.1437

Family 7 cellobiohydrolases from Phanerochaete chrysosporium: crystal structure of the catalytic module of Cel7D (CBH58) at 1.32 Å resolution and homology models of the isozymes
journal, December 2001

  • Muñoz, Inés G.; Ubhayasekera, Wimal; Henriksson, Hongbin
  • Journal of Molecular Biology, Vol. 314, Issue 5, p. 1097-1111
  • DOI: 10.1006/jmbi.2000.5180

Applications of computational science for understanding enzymatic deconstruction of cellulose
journal, April 2011

  • Beckham, Gregg T.; Bomble, Yannick J.; Bayer, Edward A.
  • Current Opinion in Biotechnology, Vol. 22, Issue 2
  • DOI: 10.1016/j.copbio.2010.11.005

Heterologous protein expression in Hypocrea jecorina: A historical perspective and new developments
journal, January 2015


The O-Glycosylated Linker from the Trichoderma reesei Family 7 Cellulase Is a Flexible, Disordered Protein
journal, December 2010

  • Beckham, Gregg T.; Bomble, Yannick J.; Matthews, James F.
  • Biophysical Journal, Vol. 99, Issue 11
  • DOI: 10.1016/j.bpj.2010.10.032

Horizontal gene transfer in eukaryotic evolution
journal, August 2008

  • Keeling, Patrick J.; Palmer, Jeffrey D.
  • Nature Reviews Genetics, Vol. 9, Issue 8
  • DOI: 10.1038/nrg2386

Structures of Phanerochaete chrysosporium Cel7D in complex with product and inhibitors: Cel7D/saccharide complex structures
journal, March 2005


Spore coat formation and timely sporulation depend on cellulose in Dictyostelium
journal, March 2001


Proteomic profiling of the extracellular matrix (slime sheath) of Dictyostelium discoideum
journal, August 2015


The Mechanism of Cellulose Hydrolysis by a Two-Step, Retaining Cellobiohydrolase Elucidated by Structural and Transition Path Sampling Studies
journal, December 2013

  • Knott, Brandon C.; Haddad Momeni, Majid; Crowley, Michael F.
  • Journal of the American Chemical Society, Vol. 136, Issue 1
  • DOI: 10.1021/ja410291u

Biomass Recalcitrance: Engineering Plants and Enzymes for Biofuels Production
journal, February 2007

  • Himmel, M. E.; Ding, S.-Y.; Johnson, D. K.
  • Science, Vol. 315, Issue 5813, p. 804-807
  • DOI: 10.1126/science.1137016

Crystal structures of Melanocarpus albomyces cellobiohydrolase Cel7B in complex with cello-oligomers show high flexibility in the substrate binding
journal, August 2008

  • Parkkinen, Tarja; Koivula, Anu; Vehmaanperä, Jari
  • Protein Science, Vol. 17, Issue 8
  • DOI: 10.1110/ps.034488.108

The Genome Portal of the Department of Energy Joint Genome Institute
journal, November 2011

  • Grigoriev, I. V.; Nordberg, H.; Shabalov, I.
  • Nucleic Acids Research, Vol. 40, Issue D1
  • DOI: 10.1093/nar/gkr947

Structural insights into the inhibition of cellobiohydrolase Cel7A by xylo-oligosaccharides
journal, April 2015

  • Momeni, Majid Haddad; Ubhayasekera, Wimal; Sandgren, Mats
  • FEBS Journal, Vol. 282, Issue 11
  • DOI: 10.1111/febs.13265

The CCP4 suite programs for protein crystallography
journal, September 1994


Deconstruction of Lignocellulosic Biomass to Fuels and Chemicals
journal, July 2011


Expression, crystal structure and cellulase activity of the thermostable cellobiohydrolase Cel7A from the fungus Humicola grisea var. thermoidea
journal, August 2014

  • Momeni, Majid Haddad; Goedegebuur, Frits; Hansson, Henrik
  • Acta Crystallographica Section D Biological Crystallography, Vol. 70, Issue 9
  • DOI: 10.1107/S1399004714013844

The three-dimensional crystal structure of the catalytic core of cellobiohydrolase I from Trichoderma reesei
journal, July 1994


Sequencing, biochemical characterization, crystal structure and molecular dynamics of cellobiohydrolase Cel7A from Geotrichum candidum 3C
journal, October 2015

  • Borisova, Anna S.; Eneyskaya, Elena V.; Bobrov, Kirill S.
  • FEBS Journal, Vol. 282, Issue 23
  • DOI: 10.1111/febs.13509

Glycosylated linkers in multimodular lignocellulose-degrading enzymes dynamically bind to cellulose
journal, August 2013

  • Payne, Christina M.; Resch, Michael G.; Chen, Liqun
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 36
  • DOI: 10.1073/pnas.1309106110

Horizontal gene transfer facilitated the evolution of plant parasitic mechanisms in the oomycetes
journal, August 2011

  • Richards, T. A.; Soanes, D. M.; Jones, M. D. M.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 37
  • DOI: 10.1073/pnas.1105100108

Broadly Sampled Multigene Analyses Yield a Well-Resolved Eukaryotic Tree of Life
journal, July 2010

  • Parfrey, Laura Wegener; Grant, Jessica; Tekle, Yonas I.
  • Systematic Biology, Vol. 59, Issue 5
  • DOI: 10.1093/sysbio/syq037

A constitutive expression system for glycosyl hydrolase family 7 cellobiohydrolases in Hypocrea jecorina
journal, March 2015

  • Linger, Jeffrey G.; Taylor, Larry E.; Baker, John O.
  • Biotechnology for Biofuels, Vol. 8, Issue 1
  • DOI: 10.1186/s13068-015-0230-2

Structural characterization of a unique marine animal family 7 cellobiohydrolase suggests a mechanism of cellulase salt tolerance
journal, June 2013

  • Kern, M.; McGeehan, J. E.; Streeter, S. D.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 25
  • DOI: 10.1073/pnas.1301502110

Exhaustive matching of the entire protein sequence database
journal, June 1992


Multi-Mode Binding of Cellobiohydrolase Cel7A from Trichoderma reesei to Cellulose
journal, September 2014


Probing Carbohydrate Product Expulsion from a Processive Cellulase with Multiple Absolute Binding Free Energy Methods
journal, March 2011

  • Bu, Lintao; Beckham, Gregg T.; Shirts, Michael R.
  • Journal of Biological Chemistry, Vol. 286, Issue 20
  • DOI: 10.1074/jbc.M110.212076

Confidence Limits on Phylogenies: An Approach Using the Bootstrap
journal, July 1985

  • Felsenstein, Joseph
  • Evolution, Vol. 39, Issue 4, p. 783-791
  • DOI: 10.2307/2408678

The cellobiohydrolase I from Trichoderma reesei QM 9414: action on cello-oligosaccharides
journal, April 1992


Engineering the Exo-loop of Trichoderma reesei Cellobiohydrolase, Cel7A. A comparison with Phanerochaete chrysosporium Cel7D
journal, October 2003

  • von Ossowski, Ingemar; Ståhlberg, Jerry; Koivula, Anu
  • Journal of Molecular Biology, Vol. 333, Issue 4, p. 817-829
  • DOI: 10.1016/S0022-2836(03)00881-7

Design and operation of an integrated membrane reactor for enzymatic cellulose hydrolysis
journal, December 2002


Coot model-building tools for molecular graphics
journal, November 2004

  • Emsley, Paul; Cowtan, Kevin
  • Acta Crystallographica Section D Biological Crystallography, Vol. 60, Issue 12, p. 2126-2132
  • DOI: 10.1107/S0907444904019158

Harnessing glycosylation to improve cellulase activity
journal, June 2012


A Dictyostelium cellobiohydrolase orthologue that affects developmental timing
journal, November 2013

  • Kunii, Mizuho; Yasuno, Mami; Shindo, Yuki
  • Development Genes and Evolution, Vol. 224, Issue 1
  • DOI: 10.1007/s00427-013-0460-x

REFMAC 5 for the refinement of macromolecular crystal structures
journal, March 2011

  • Murshudov, Garib N.; Skubák, Pavol; Lebedev, Andrey A.
  • Acta Crystallographica Section D Biological Crystallography, Vol. 67, Issue 4
  • DOI: 10.1107/S0907444911001314

Three-dimensional structure of a thermostable native cellobiohydrolase, CBH IB, and molecular characterization of the cel7 gene from the filamentous fungus, Talaromyces emersonii
journal, November 2004

  • Grassick, Alice; Murray, Patrick G.; Thompson, Roisin
  • European Journal of Biochemistry, Vol. 271, Issue 22, p. 4495-4506
  • DOI: 10.1111/j.1432-1033.2004.04409.x

Structural basis for enantiomer binding and separation of a common β-blocker: crystal structure of cellobiohydrolase Cel7A with bound (S)-propranolol at 1.9 Å resolution
journal, January 2001

  • Ståhlberg, Jerry; Henriksson, Hongbin; Divne, Christina
  • Journal of Molecular Biology, Vol. 305, Issue 1
  • DOI: 10.1006/jmbi.2000.4237

SWISS-MODEL and the Swiss-Pdb Viewer: An environment for comparative protein modeling
journal, January 1997


Carbohydrate-binding modules (CBMs) revisited: reduced amount of water counterbalances the need for CBMs
journal, January 2013

  • Várnai, Anikó; Siika-aho, Matti; Viikari, Liisa
  • Biotechnology for Biofuels, Vol. 6, Issue 1
  • DOI: 10.1186/1754-6834-6-30

The crystal structure of the catalytic core domain of endoglucanase I from Trichoderma reesei at 3.6 Å resolution, and a comparison with related enzymes
journal, September 1997

  • Kleywegt, Gerard J.; Zou, Jin-Yu; Divne, Christina
  • Journal of Molecular Biology, Vol. 272, Issue 3, p. 383-397
  • DOI: 10.1006/jmbi.1997.1243

Limited proteolysis of the cellobiohydrolase I from Trichoderma reesei: Separation of functional domains
journal, August 1986


Molecular insight into lignocellulose digestion by a marine isopod in the absence of gut microbes
journal, March 2010

  • King, A. J.; Cragg, S. M.; Li, Y.
  • Proceedings of the National Academy of Sciences, Vol. 107, Issue 12
  • DOI: 10.1073/pnas.0914228107

The three-dimensional structure of the cellobiohydrolase Cel7A from Aspergillus fumigatus at 1.5 Å resolution
journal, January 2015

  • Moroz, Olga V.; Maranta, Michelle; Shaghasi, Tarana
  • Acta Crystallographica Section F Structural Biology Communications, Vol. 71, Issue 1
  • DOI: 10.1107/S2053230X14027307

Chemical analysis of stalk components of Dictyostelium discoideum
journal, April 1978

  • Freeze, Hud; Loomis, William F.
  • Biochimica et Biophysica Acta (BBA) - General Subjects, Vol. 539, Issue 4
  • DOI: 10.1016/0304-4165(78)90086-7

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
  • DOI: 10.1093/nar/gkh340

The genome portal of the Department of Energy Joint Genome Institute: 2014 updates
journal, November 2013

  • Nordberg, Henrik; Cantor, Michael; Dusheyko, Serge
  • Nucleic Acids Research, Vol. 42, Issue D1
  • DOI: 10.1093/nar/gkt1069

Lignocellulose degradation mechanisms across the Tree of Life
journal, December 2015


Jalview Version 2--a multiple sequence alignment editor and analysis workbench
journal, January 2009


Processivity of Cellobiohydrolases Is Limited by the Substrate
journal, November 2010

  • Kurašin, Mihhail; Väljamäe, Priit
  • Journal of Biological Chemistry, Vol. 286, Issue 1
  • DOI: 10.1074/jbc.M110.161059

The genome of the social amoeba Dictyostelium discoideum
journal, May 2005

  • Eichinger, L.; Pachebat, J. A.; Glöckner, G.
  • Nature, Vol. 435, Issue 7038
  • DOI: 10.1038/nature03481

A 1,4-?-D-glucan-synthase system fromDictyostelium discoideum
journal, September 1990


Crystal Structure and Hydrogen-Bonding System in Cellulose Iβ from Synchrotron X-ray and Neutron Fiber Diffraction
journal, August 2002

  • Nishiyama, Yoshiharu; Langan, Paul; Chanzy, Henri
  • Journal of the American Chemical Society, Vol. 124, Issue 31
  • DOI: 10.1021/ja0257319

A molecular time-scale for eukaryote evolution recalibrated with the continuous microfossil record
journal, April 2006

  • Berney, Cédric; Pawlowski, Jan
  • Proceedings of the Royal Society B: Biological Sciences, Vol. 273, Issue 1596
  • DOI: 10.1098/rspb.2006.3537

Traffic Jams Reduce Hydrolytic Efficiency of Cellulase on Cellulose Surface
journal, September 2011


Phaser crystallographic software
journal, July 2007

  • McCoy, Airlie J.; Grosse-Kunstleve, Ralf W.; Adams, Paul D.
  • Journal of Applied Crystallography, Vol. 40, Issue 4
  • DOI: 10.1107/S0021889807021206

Structural, Biochemical, and Computational Characterization of the Glycoside Hydrolase Family 7 Cellobiohydrolase of the Tree-killing Fungus Heterobasidion irregulare
journal, January 2013

  • Momeni, Majid Haddad; Payne, Christina M.; Hansson, Henrik
  • Journal of Biological Chemistry, Vol. 288, Issue 8
  • DOI: 10.1074/jbc.M112.440891

Isolation and characterization of a component of the surface sheath of Dictyostelium discoideum.
journal, February 1977


Hydrolysis of cellulose using ternary mixtures of purified celluloses
journal, March 1998

  • Baker, John O.; Ehrman, Christine I.; Adney, William S.
  • Applied Biochemistry and Biotechnology, Vol. 70-72, Issue 1, p. 395-403
  • DOI: 10.1007/BF02920154

Works referencing / citing this record:

Structural and biochemical characterization of a family 7 highly thermostable endoglucanase from the fungus Rasamsonia emersonii
journal, December 2019

  • Schiano‐di‐Cola, Corinna; Kołaczkowski, Bartłomiej; Sørensen, Trine Holst
  • The FEBS Journal, Vol. 287, Issue 12
  • DOI: 10.1111/febs.15151

Comparative insights into the saccharification potentials of a relatively unexplored but robust Penicillium funiculosum glycoside hydrolase 7 cellobiohydrolase
journal, March 2017

  • Ogunmolu, Funso Emmanuel; Jagadeesha, Navya Bhatt Kammachi; Kumar, Rakesh
  • Biotechnology for Biofuels, Vol. 10, Issue 1
  • DOI: 10.1186/s13068-017-0752-x

Cellulases from Thermophiles Found by Metagenomics
journal, July 2018

  • Escuder-Rodríguez, Juan-José; DeCastro, María-Eugenia; Cerdán, María-Esperanza
  • Microorganisms, Vol. 6, Issue 3
  • DOI: 10.3390/microorganisms6030066

pH profiles of cellulases depend on the substrate and architecture of the binding region
journal, November 2019

  • Røjel, Nanna; Kari, Jeppe; Sørensen, Trine H.
  • Biotechnology and Bioengineering, Vol. 117, Issue 2
  • DOI: 10.1002/bit.27206

Correlation of structure, function and protein dynamics in GH7 cellobiohydrolases from Trichoderma atroviride, T. reesei and T. harzianum
journal, January 2018

  • Borisova, Anna S.; Eneyskaya, Elena V.; Jana, Suvamay
  • Biotechnology for Biofuels, Vol. 11, Issue 1
  • DOI: 10.1186/s13068-017-1006-7