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

Title: Automated Transformation of Lignin Topologies into Atomic Structures with LigninBuilder

Abstract

Lignin is an abundant aromatic heteropolymer found in secondary plant cell walls and is a potential feedstock for conversion into bioderived fuels and chemicals. Lignin chemical diversity complicates traditional structural studies, and so, relatively little experimental evidence exists for how lignin structure exists in aqueous solution or how lignin polymers respond to changes in their chemical environment. Molecular modeling can address these concerns; however, prior computational structural lignin models typically did not capture lignin heterogeneity, as only a few polymers were considered. LigninBuilder creates a framework for building structural libraries for lignin from existing topological libraries, permitting significantly greater diversity of lignin structures to be sampled at atomic detail. As a demonstration of its capabilities, LigninBuilder was applied to three libraries of lignin from hardwood, softwood, and grass, and the resulting polymer structures were simulated in an aqueous environment. The lignins adopted compact globular structures, as would be expected for polymers in poor solvents. The differences between the libraries were largest when quantifying the packing of nonadjacent aromatic residues, with greater branching within the polymer resulting in poorer aromatic packing. Individual lignin polymers were also found to undergo rapid conformational changes, with the dwell time within a state growing asmore » the square of the molecular weight. This first application of LigninBuilder demonstrates the potential for atomic-level insight into lignin interactions. LigninBuilder is distributed as a plugin to the visualization software VMD, lowering the barrier for modeling lignin structure in diverse environments.« less

Authors:
 [1];  [2];  [2];  [1];  [1]
  1. National Renewable Energy Lab. (NREL), Golden, CO (United States)
  2. Northwestern Univ., Evanston, IL (United States)
Publication Date:
Research Org.:
National Renewable Energy Lab. (NREL), Golden, CO (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE Office of Energy Efficiency and Renewable Energy (EERE), Sustainable Transportation Office. Bioenergy Technologies Office
OSTI Identifier:
1494729
Report Number(s):
NREL/JA-2700-72983
Journal ID: ISSN 2168-0485
Grant/Contract Number:  
AC36-08GO28308
Resource Type:
Accepted Manuscript
Journal Name:
ACS Sustainable Chemistry & Engineering
Additional Journal Information:
Journal Volume: 7; Journal Issue: 3; Journal ID: ISSN 2168-0485
Publisher:
American Chemical Society (ACS)
Country of Publication:
United States
Language:
English
Subject:
09 BIOMASS FUELS; 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; atomic structure; lignin modeling; molecular dynamics; polymer power laws

Citation Formats

Vermaas, Josh V., Dellon, Lauren D., Broadbelt, Linda J., Beckham, Gregg T., and Crowley, Michael F. Automated Transformation of Lignin Topologies into Atomic Structures with LigninBuilder. United States: N. p., 2018. Web. doi:10.1021/acssuschemeng.8b05665.
Vermaas, Josh V., Dellon, Lauren D., Broadbelt, Linda J., Beckham, Gregg T., & Crowley, Michael F. Automated Transformation of Lignin Topologies into Atomic Structures with LigninBuilder. United States. https://doi.org/10.1021/acssuschemeng.8b05665
Vermaas, Josh V., Dellon, Lauren D., Broadbelt, Linda J., Beckham, Gregg T., and Crowley, Michael F. Tue . "Automated Transformation of Lignin Topologies into Atomic Structures with LigninBuilder". United States. https://doi.org/10.1021/acssuschemeng.8b05665. https://www.osti.gov/servlets/purl/1494729.
@article{osti_1494729,
title = {Automated Transformation of Lignin Topologies into Atomic Structures with LigninBuilder},
author = {Vermaas, Josh V. and Dellon, Lauren D. and Broadbelt, Linda J. and Beckham, Gregg T. and Crowley, Michael F.},
abstractNote = {Lignin is an abundant aromatic heteropolymer found in secondary plant cell walls and is a potential feedstock for conversion into bioderived fuels and chemicals. Lignin chemical diversity complicates traditional structural studies, and so, relatively little experimental evidence exists for how lignin structure exists in aqueous solution or how lignin polymers respond to changes in their chemical environment. Molecular modeling can address these concerns; however, prior computational structural lignin models typically did not capture lignin heterogeneity, as only a few polymers were considered. LigninBuilder creates a framework for building structural libraries for lignin from existing topological libraries, permitting significantly greater diversity of lignin structures to be sampled at atomic detail. As a demonstration of its capabilities, LigninBuilder was applied to three libraries of lignin from hardwood, softwood, and grass, and the resulting polymer structures were simulated in an aqueous environment. The lignins adopted compact globular structures, as would be expected for polymers in poor solvents. The differences between the libraries were largest when quantifying the packing of nonadjacent aromatic residues, with greater branching within the polymer resulting in poorer aromatic packing. Individual lignin polymers were also found to undergo rapid conformational changes, with the dwell time within a state growing as the square of the molecular weight. This first application of LigninBuilder demonstrates the potential for atomic-level insight into lignin interactions. LigninBuilder is distributed as a plugin to the visualization software VMD, lowering the barrier for modeling lignin structure in diverse environments.},
doi = {10.1021/acssuschemeng.8b05665},
journal = {ACS Sustainable Chemistry & Engineering},
number = 3,
volume = 7,
place = {United States},
year = {Tue Dec 11 00:00:00 EST 2018},
month = {Tue Dec 11 00:00:00 EST 2018}
}

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

Citation Metrics:
Cited by: 36 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

Secondary Cell Walls: Biosynthesis, Patterned Deposition and Transcriptional Regulation
journal, October 2014

  • Zhong, Ruiqin; Ye, Zheng-Hua
  • Plant and Cell Physiology, Vol. 56, Issue 2
  • DOI: 10.1093/pcp/pcu140

Involvement of lignin and hormones in the response of woody poplar taproots to mechanical stress
journal, April 2012


Unravelling the impact of lignin on cell wall mechanics: a comprehensive study on young poplar trees downregulated for CINNAMYL ALCOHOL DEHYDROGENASE (CAD)
journal, June 2017

  • Özparpucu, Merve; Rüggeberg, Markus; Gierlinger, Notburga
  • The Plant Journal, Vol. 91, Issue 3
  • DOI: 10.1111/tpj.13584

Lignin in Woody Plants under Water Stress: A Review
journal, September 2016

  • Malavasi, Ubirajara Contro; Davis, Antony Swick; Malavasi, Marlene de Matos
  • Floresta e Ambiente, Vol. 23, Issue 4
  • DOI: 10.1590/2179-8087.143715

The role of the secondary cell wall in plant resistance to pathogens
journal, August 2014


Contribution of both lignin content and sinapyl monomer to disease resistance in tobacco
journal, November 2017

  • Ma, Q. -H.; Zhu, H. -H.; Qiao, M. -Y.
  • Plant Pathology, Vol. 67, Issue 3
  • DOI: 10.1111/ppa.12767

Co-ordination network for lignin—standardisation, production and applications adapted to market requirements (EUROLIGNIN)
journal, September 2004


Lignin Valorization: Improving Lignin Processing in the Biorefinery
journal, May 2014

  • Ragauskas, A. J.; Beckham, G. T.; Biddy, M. J.
  • Science, Vol. 344, Issue 6185, p. 1246843-1246843
  • DOI: 10.1126/science.1246843

Enhancing muconic acid production from glucose and lignin-derived aromatic compounds via increased protocatechuate decarboxylase activity
journal, December 2016

  • Johnson, Christopher W.; Salvachúa, Davinia; Khanna, Payal
  • Metabolic Engineering Communications, Vol. 3
  • DOI: 10.1016/j.meteno.2016.04.002

From Tree to Tape: Direct Synthesis of Pressure Sensitive Adhesives from Depolymerized Raw Lignocellulosic Biomass
journal, May 2018


Electrochemical Conversion of Biologically Produced Muconic Acid: Key Considerations for Scale-Up and Corresponding Technoeconomic Analysis
journal, October 2016

  • Matthiesen, John E.; Suástegui, Miguel; Wu, Yutong
  • ACS Sustainable Chemistry & Engineering, Vol. 4, Issue 12
  • DOI: 10.1021/acssuschemeng.6b01981

Opportunities and challenges in biological lignin valorization
journal, December 2016


Lignin valorization through integrated biological funneling and chemical catalysis
journal, August 2014

  • Linger, J. G.; Vardon, D. R.; Guarnieri, M. T.
  • Proceedings of the National Academy of Sciences, Vol. 111, Issue 33, p. 12013-12018
  • DOI: 10.1073/pnas.1410657111

Modeling Lignin Polymerization. I. Simulation Model of Dehydrogenation Polymers
journal, May 2010

  • van Parijs, Frederik R. D.; Morreel, Kris; Ralph, John
  • Plant Physiology, Vol. 153, Issue 3
  • DOI: 10.1104/pp.110.154468

Chemical Factors that Control Lignin Polymerization
journal, December 2013

  • Sangha, Amandeep K.; Davison, Brian H.; Standaert, Robert F.
  • The Journal of Physical Chemistry B, Vol. 118, Issue 1
  • DOI: 10.1021/jp411998t

Mathematical models of lignin biosynthesis
journal, February 2018

  • Faraji, Mojdeh; Fonseca, Luis L.; Escamilla-Treviño, Luis
  • Biotechnology for Biofuels, Vol. 11, Issue 1
  • DOI: 10.1186/s13068-018-1028-9

Significance of Lignin S/G Ratio in Biomass Recalcitrance of Populus trichocarpa Variants for Bioethanol Production
journal, December 2017

  • Yoo, Chang Geun; Dumitrache, Alexandru; Muchero, Wellington
  • ACS Sustainable Chemistry & Engineering, Vol. 6, Issue 2
  • DOI: 10.1021/acssuschemeng.7b03586

Genome-Wide Association Mapping and Genomic Selection for Alfalfa (Medicago sativa) Forage Quality Traits
journal, January 2017


Genome-wide association study reveals putative regulators of bioenergy traits in Populus deltoides
journal, September 2016

  • Fahrenkrog, Annette M.; Neves, Leandro G.; Resende, Márcio F. R.
  • New Phytologist, Vol. 213, Issue 2
  • DOI: 10.1111/nph.14154

A Stochastic Method to Generate Libraries of Structural Representations of Lignin
journal, June 2016


Computational Generation of Lignin Libraries from Diverse Biomass Sources
journal, July 2017


Lignin Biosynthesis and Structure
journal, May 2010

  • Vanholme, R.; Demedts, B.; Morreel, K.
  • Plant Physiology, Vol. 153, Issue 3, p. 895-905
  • DOI: 10.1104/pp.110.155119

Variation in susceptibility to microbial lignin oxidation in a set of wheat straw cultivars: influence of genetic, seasonal and environmental factors - OPEN ACCESS
journal, December 2017


Lignin Composition and Structure Differs between Xylem, Phloem and Phellem in Quercus suber L.
journal, October 2016

  • Lourenço, Ana; Rencoret, Jorge; Chemetova, Catarina
  • Frontiers in Plant Science, Vol. 7
  • DOI: 10.3389/fpls.2016.01612

Determining the Composition of Lignins in Different Tissues of Silver Birch
journal, April 2015

  • Fagerstedt, Kurt; Saranpää, Pekka; Tapanila, Tarja
  • Plants, Vol. 4, Issue 2
  • DOI: 10.3390/plants4020183

Paving the Way for Lignin Valorisation: Recent Advances in Bioengineering, Biorefining and Catalysis
journal, June 2016

  • Rinaldi, Roberto; Jastrzebski, Robin; Clough, Matthew T.
  • Angewandte Chemie International Edition, Vol. 55, Issue 29
  • DOI: 10.1002/anie.201510351

Solvent-Driven Preferential Association of Lignin with Regions of Crystalline Cellulose in Molecular Dynamics Simulation
journal, September 2013

  • Lindner, Benjamin; Petridis, Loukas; Schulz, Roland
  • Biomacromolecules, Vol. 14, Issue 10
  • DOI: 10.1021/bm400442n

Mechanism of lignin inhibition of enzymatic biomass deconstruction
journal, December 2015

  • Vermaas, Josh V.; Petridis, Loukas; Qi, Xianghong
  • Biotechnology for Biofuels, Vol. 8, Issue 1
  • DOI: 10.1186/s13068-015-0379-8

Pyrolysis reaction networks for lignin model compounds: unraveling thermal deconstruction of β-O-4 and α-O-4 compounds
journal, January 2016

  • Choi, Yong S.; Singh, Rahul; Zhang, Jing
  • Green Chemistry, Vol. 18, Issue 6
  • DOI: 10.1039/C5GC02268A

Initial Reactivity of Linkages and Monomer Rings in Lignin Pyrolysis Revealed by ReaxFF Molecular Dynamics
journal, September 2017


Ab Initio Screening Approach for the Discovery of Lignin Polymer Breaking Pathways
journal, May 2015

  • Mar, Brendan D.; Qi, Helena W.; Liu, Fang
  • The Journal of Physical Chemistry A, Vol. 119, Issue 24
  • DOI: 10.1021/acs.jpca.5b03503

Depolymerization Pathways for Branching Lignin Spirodienone Units Revealed with ab Initio Steered Molecular Dynamics
journal, January 2017

  • Mar, Brendan D.; Kulik, Heather J.
  • The Journal of Physical Chemistry A, Vol. 121, Issue 2
  • DOI: 10.1021/acs.jpca.6b11414

ReaxFF Study of the Oxidation of Softwood Lignin in View of Carbon Fiber Production
journal, October 2014


Why genetic modification of lignin leads to low-recalcitrance biomass
journal, January 2015

  • Carmona, Christopher; Langan, Paul; Smith, Jeremy C.
  • Physical Chemistry Chemical Physics, Vol. 17, Issue 1
  • DOI: 10.1039/C4CP05004E

Radical Nature of C-Lignin
journal, May 2016


Self-similar multiscale structure of lignin revealed by neutron scattering and molecular dynamics simulation
journal, June 2011


Organosolv-Water Cosolvent Phase Separation on Cellulose and its Influence on the Physical Deconstruction of Cellulose: A Molecular Dynamics Analysis
journal, November 2017


Lignin Composition and Structure in Young versus Adult Eucalyptus globulus Plants
journal, November 2010

  • Rencoret, Jorge; Gutiérrez, Ana; Nieto, Lidia
  • Plant Physiology, Vol. 155, Issue 2
  • DOI: 10.1104/pp.110.167254

VMD: Visual molecular dynamics
journal, February 1996


Systematic parameterization of lignin for the CHARMM force field
journal, January 2019

  • Vermaas, Josh V.; Petridis, Loukas; Ralph, John
  • Green Chemistry, Vol. 21, Issue 1
  • DOI: 10.1039/C8GC03209B

The Solvent Properties of Liquids and Their Relation to the Solubility, Swelling, Isolation and Fractionation of Lignin
journal, October 1952

  • Schuerch, Conrad
  • Journal of the American Chemical Society, Vol. 74, Issue 20
  • DOI: 10.1021/ja01140a020

Theory of Polymer Chains in Poor Solvent: Single-Chain Structure, Solution Thermodynamics, and Θ Point
journal, June 2014

  • Wang, Rui; Wang, Zhen-Gang
  • Macromolecules, Vol. 47, Issue 12
  • DOI: 10.1021/ma5003968

Reptation of a Polymer Chain in the Presence of Fixed Obstacles
journal, July 1971

  • de Gennes, P. G.
  • The Journal of Chemical Physics, Vol. 55, Issue 2
  • DOI: 10.1063/1.1675789

The Configuration of Real Polymer Chains
journal, March 1949

  • Flory, Paul J.
  • The Journal of Chemical Physics, Vol. 17, Issue 3
  • DOI: 10.1063/1.1747243

Conformations of Low-Molecular-Weight Lignin Polymers in Water
journal, January 2016


Simulation Analysis of the Temperature Dependence of Lignin Structure and Dynamics
journal, December 2011

  • Petridis, Loukas; Schulz, Roland; Smith, Jeremy C.
  • Journal of the American Chemical Society, Vol. 133, Issue 50
  • DOI: 10.1021/ja206839u

Scalable molecular dynamics with NAMD
journal, January 2005

  • Phillips, James C.; Braun, Rosemary; Wang, Wei
  • Journal of Computational Chemistry, Vol. 26, Issue 16, p. 1781-1802
  • DOI: 10.1002/jcc.20289

Flexible Fitting of Atomic Structures into Electron Microscopy Maps Using Molecular Dynamics
journal, May 2008


Constant pressure molecular dynamics simulation: The Langevin piston method
journal, September 1995

  • Feller, Scott E.; Zhang, Yuhong; Pastor, Richard W.
  • The Journal of Chemical Physics, Vol. 103, Issue 11
  • DOI: 10.1063/1.470648

Constant pressure molecular dynamics algorithms
journal, September 1994

  • Martyna, Glenn J.; Tobias, Douglas J.; Klein, Michael L.
  • The Journal of Chemical Physics, Vol. 101, Issue 5
  • DOI: 10.1063/1.467468

Settle: An analytical version of the SHAKE and RATTLE algorithm for rigid water models
journal, October 1992

  • Miyamoto, Shuichi; Kollman, Peter A.
  • Journal of Computational Chemistry, Vol. 13, Issue 8
  • DOI: 10.1002/jcc.540130805

Particle mesh Ewald: An N ⋅log( N ) method for Ewald sums in large systems
journal, June 1993

  • Darden, Tom; York, Darrin; Pedersen, Lee
  • The Journal of Chemical Physics, Vol. 98, Issue 12
  • DOI: 10.1063/1.464397

A smooth particle mesh Ewald method
journal, November 1995

  • Essmann, Ulrich; Perera, Lalith; Berkowitz, Max L.
  • The Journal of Chemical Physics, Vol. 103, Issue 19
  • DOI: 10.1063/1.470117

TopoGromacs: Automated Topology Conversion from CHARMM to GROMACS within VMD
journal, May 2016

  • Vermaas, Josh V.; Hardy, David J.; Stone, John E.
  • Journal of Chemical Information and Modeling, Vol. 56, Issue 6
  • DOI: 10.1021/acs.jcim.6b00103

GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers
journal, September 2015


GROMACS: Fast, flexible, and free
journal, January 2005

  • Van Der Spoel, David; Lindahl, Erik; Hess, Berk
  • Journal of Computational Chemistry, Vol. 26, Issue 16
  • DOI: 10.1002/jcc.20291

P-LINCS:  A Parallel Linear Constraint Solver for Molecular Simulation
journal, December 2007

  • Hess, Berk
  • Journal of Chemical Theory and Computation, Vol. 4, Issue 1
  • DOI: 10.1021/ct700200b

The Nose–Hoover thermostat
journal, October 1985

  • Evans, D. J.; Holian, B. L.
  • The Journal of Chemical Physics, Vol. 83, Issue 8
  • DOI: 10.1063/1.449071

The NumPy Array: A Structure for Efficient Numerical Computation
journal, March 2011

  • van der Walt, Stéfan; Colbert, S. Chris; Varoquaux, Gaël
  • Computing in Science & Engineering, Vol. 13, Issue 2
  • DOI: 10.1109/MCSE.2011.37

Matplotlib: A 2D Graphics Environment
journal, January 2007


Intrinsic Viscosity-Molecular Weight Relationships for Polyisobutylene.
journal, February 1949

  • Fox, Thomas G.; Flory, Paul J.
  • The Journal of Physical and Colloid Chemistry, Vol. 53, Issue 2
  • DOI: 10.1021/j150467a001

fastcluster : Fast Hierarchical, Agglomerative Clustering Routines for R and Python
journal, January 2013


Determination of lignin by size exclusion chromatography using multi angle laser light scattering
journal, May 2006


Morphology of Dry Lignins and Size and Shape of Dissolved Kraft Lignin Particles by X-ray Scattering
journal, October 2004

  • Vainio, Ulla; Maximova, Natalia; Hortling, Bo
  • Langmuir, Vol. 20, Issue 22
  • DOI: 10.1021/la048407v

Empirical power laws for the radii of gyration of protein oligomers
journal, September 2016


Molecular weight–gyration radius relation of globular proteins: a comparison of light scattering, small-angle X-ray scattering and structure-based data
journal, September 2015

  • Smilgies, Detlef-M.; Folta-Stogniew, Ewa
  • Journal of Applied Crystallography, Vol. 48, Issue 5
  • DOI: 10.1107/S1600576715015551

A comparison of reduced coordinate sets for describing protein structure
journal, September 2013

  • Hinsen, Konrad; Hu, Shuangwei; Kneller, Gerald R.
  • The Journal of Chemical Physics, Vol. 139, Issue 12
  • DOI: 10.1063/1.4821598

Polymer scaling laws of unfolded and intrinsically disordered proteins quantified with single-molecule spectroscopy
journal, September 2012

  • Hofmann, H.; Soranno, A.; Borgia, A.
  • Proceedings of the National Academy of Sciences, Vol. 109, Issue 40
  • DOI: 10.1073/pnas.1207719109

Dynamic light scattering as a relative tool for assessing the molecular integrity and stability of monoclonal antibodies
journal, January 2007


Characterization and analysis of the molecular weight of lignin for biorefining studies
journal, June 2014

  • Tolbert, Allison; Akinosho, Hannah; Khunsupat, Ratayakorn
  • Biofuels, Bioproducts and Biorefining, Vol. 8, Issue 6
  • DOI: 10.1002/bbb.1500

Molecular weight determination of lignosulfonates by size-exclusion chromatography and multi-angle laser light scattering
journal, January 2002

  • Fredheim, Guro Elise; Braaten, Svein Magne; Christensen, Bjørn E.
  • Journal of Chromatography A, Vol. 942, Issue 1-2
  • DOI: 10.1016/S0021-9673(01)01377-2

Everything you wanted to know about Markov State Models but were afraid to ask
journal, September 2010


PyEMMA 2: A Software Package for Estimation, Validation, and Analysis of Markov Models
journal, October 2015

  • Scherer, Martin K.; Trendelkamp-Schroer, Benjamin; Paul, Fabian
  • Journal of Chemical Theory and Computation, Vol. 11, Issue 11
  • DOI: 10.1021/acs.jctc.5b00743

MSMBuilder: Statistical Models for Biomolecular Dynamics
journal, January 2017

  • Harrigan, Matthew P.; Sultan, Mohammad M.; Hernández, Carlos X.
  • Biophysical Journal, Vol. 112, Issue 1
  • DOI: 10.1016/j.bpj.2016.10.042

Production of lignin based insoluble polymers (anionic hydrogels) by C. versicolor
journal, December 2017

  • Brzonova, Ivana; Kozliak, Evguenii I.; Andrianova, Anastasia A.
  • Scientific Reports, Vol. 7, Issue 1
  • DOI: 10.1038/s41598-017-17696-1

Lignin-Containing Cellulose Nanofibril-Reinforced Polyvinyl Alcohol Hydrogels
journal, March 2018


Hyaluronan hydrogels modified by glycinated Kraft lignin: Morphology, swelling, viscoelastic properties and biocompatibility
journal, February 2018


Greener transformation of lignin into ultralight multifunctional materials
journal, January 2018

  • Cho, Mijung; Karaaslan, Muzaffer; Wang, Han
  • Journal of Materials Chemistry A, Vol. 6, Issue 42
  • DOI: 10.1039/C8TA07802E

Electrospinning of aqueous lignin/poly(ethylene oxide) complexes
journal, August 2014

  • Poursorkhabi, Vida; Mohanty, Amar K.; Misra, Manjusri
  • Journal of Applied Polymer Science, Vol. 132, Issue 2
  • DOI: 10.1002/app.41260

High bio-content polyurethane composites with urethane modified lignin as filler
journal, July 2015


Works referencing / citing this record:

Lignin – An underutilized, renewable and valuable material for food industry
journal, June 2019