The Molecular Basis of JAZ-MYC Coupling, a Protein-Protein Interface Essential for Plant Response to Stressors

The jasmonic acid (JA) signaling pathway is one of the primary mechanisms that allow plants to respond to a variety of biotic and abiotic stressors. Within this pathway, the JAZ repressor proteins and the basic helix-loop-helix (bHLH) transcription factor MYC3 play a critical role. JA is a volatile organic compound with an essential role in plant immunity. The increase in the concentration of JA leads to the decoupling of the JAZ repressor proteins and the bHLH transcription factor MYC3 causing the induction of genes of interest. The primary goal of this study was to identify the molecular basis of JAZ-MYC coupling. For this purpose, we modeled and validated 12 JAZ-MYC3 3D in silico structures and developed a molecular dynamics/machine learning pipeline to obtain two outcomes. First, we calculated the average free binding energy of JAZ-MYC3 complexes, which was predicted to be -10.94 +/-2.67 kJ/mol. Second, we predicted which ones should be the interface residues that make the predominant contribution to the free energy of binding (molecular hotspots). The predicted protein hotspots matched a conserved linear motif SL••FL•••R, which may have a crucial role during MYC3 recognition of JAZ proteins. As a proof of concept, we tested, both in silico and in vitro, the importance of this motif on PEAPOD (PPD) proteins, which also belong to the TIFY protein family, like the JAZ proteins, but cannot bind to MYC3. By mutating these proteins to match the SL••FL•••R motif, we could force PPDs to bind the MYC3 transcription factor. Taken together, modeling protein-protein interactions and using machine learning will help to find essential motifs and molecular mechanisms in the JA pathway.

[1]  Dr. Susumu Ohno Evolution by Gene Duplication , 1970, Springer Berlin Heidelberg.

[2]  C. Sander,et al.  Database of homology‐derived protein structures and the structural meaning of sequence alignment , 1991, Proteins.

[3]  Russell F. Doolittle,et al.  Reconstructing history with amino acid sequences 1 , 1992 .

[4]  C. Sander,et al.  Evaluation of protein models by atomic solvation preference. , 1992, Journal of molecular biology.

[5]  T. Yeates,et al.  Verification of protein structures: Patterns of nonbonded atomic interactions , 1993, Protein science : a publication of the Protein Society.

[6]  Andrew E. Torda,et al.  Local elevation: A method for improving the searching properties of molecular dynamics simulation , 1994, J. Comput. Aided Mol. Des..

[7]  D. Covell,et al.  A role for surface hydrophobicity in protein‐protein recognition , 1994, Protein science : a publication of the Protein Society.

[8]  D. van der Spoel,et al.  GROMACS: A message-passing parallel molecular dynamics implementation , 1995 .

[9]  Marc A. Martí-Renom,et al.  Tools for comparative protein structure modeling and analysis , 2003, Nucleic Acids Res..

[10]  A. Elofsson,et al.  Can correct protein models be identified? , 2003, Protein science : a publication of the Protein Society.

[11]  François Stricher,et al.  The FoldX web server: an online force field , 2005, Nucleic Acids Res..

[12]  Andrej Sali,et al.  Localization of protein‐binding sites within families of proteins , 2005, Protein science : a publication of the Protein Society.

[13]  Paul M G Curmi,et al.  Crystal structure of the soluble form of the redox‐regulated chloride ion channel protein CLIC4 , 2005, The FEBS journal.

[14]  Bryan C Thines,et al.  JAZ repressor proteins are targets of the SCFCOI1 complex during jasmonate signalling , 2007, Nature.

[15]  T. Kohchi,et al.  The tify family previously known as ZIM. , 2007, Trends in plant science.

[16]  M. Pagni,et al.  A Downstream Mediator in the Growth Repression Limb of the Jasmonate Pathway[W][OA] , 2007, The Plant Cell Online.

[17]  J. Micol,et al.  The JAZ family of repressors is the missing link in jasmonate signalling , 2007, Nature.

[18]  J. Turner Stress Responses: JAZ Players Deliver Fusion and Rhythm , 2007, Current Biology.

[19]  Melissa D. Lehti-Shiu,et al.  Importance of Lineage-Specific Expansion of Plant Tandem Duplicates in the Adaptive Response to Environmental Stimuli1[W][OA] , 2008, Plant Physiology.

[20]  G. Howe,et al.  A critical role of two positively charged amino acids in the Jas motif of Arabidopsis JAZ proteins in mediating coronatine- and jasmonoyl isoleucine-dependent interactions with the COI1 F-box protein. , 2008, The Plant journal : for cell and molecular biology.

[21]  Massimiliano Pontil,et al.  Prediction of hot spot residues at protein-protein interfaces by combining machine learning and energy-based methods , 2009, BMC Bioinformatics.

[22]  D. Inzé,et al.  Expression of the Arabidopsis jasmonate signalling repressor JAZ1/TIFY10A is stimulated by auxin , 2009, EMBO reports.

[23]  Giovanna Zinzalla,et al.  Targeting protein-protein interactions for therapeutic intervention: a challenge for the future. , 2009, Future medicinal chemistry.

[24]  Xiaoli Gao,et al.  A rapid wound signal activates the systemic synthesis of bioactive jasmonates in Arabidopsis. , 2009, The Plant journal : for cell and molecular biology.

[25]  C. Pieterse,et al.  Networking by small-molecule hormones in plant immunity. , 2009, Nature chemical biology.

[26]  N. I. Vasyukova,et al.  Jasmonate-dependent defense signaling in plant tissues , 2009, Russian Journal of Plant Physiology.

[27]  Andras Fiser,et al.  Comparative protein structure modeling of genes and genomes. , 2000, Annual review of biophysics and biomolecular structure.

[28]  G. Howe,et al.  The wound hormone jasmonate. , 2009, Phytochemistry.

[29]  Joshua S Yuan,et al.  Plant Protein-Protein Interaction Network and Interactome , 2010, Current genomics.

[30]  C. Pieterse,et al.  Salicylate-mediated suppression of jasmonate-responsive gene expression in Arabidopsis is targeted downstream of the jasmonate biosynthesis pathway , 2010, Planta.

[31]  J. Franco-Zorrilla,et al.  The Arabidopsis bHLH Transcription Factors MYC3 and MYC4 Are Targets of JAZ Repressors and Act Additively with MYC2 in the Activation of Jasmonate Responses[C][W] , 2011, Plant Cell.

[32]  Marco Biasini,et al.  Toward the estimation of the absolute quality of individual protein structure models , 2010, Bioinform..

[33]  A. Goossens,et al.  The JAZ Proteins: A Crucial Interface in the Jasmonate Signaling Cascade , 2011, Plant Cell.

[34]  Ming Chen,et al.  Origin and evolutionary analysis of the plant-specific TIFY transcription factor family. , 2011, Genomics.

[35]  Yoichiro Fukao,et al.  Protein-protein interactions in plants. , 2012, Plant & cell physiology.

[36]  B. Kunkel,et al.  Analysis of Arabidopsis JAZ gene expression during Pseudomonas syringae pathogenesis. , 2012, Molecular plant pathology.

[37]  G. Howe,et al.  Transcription factor-dependent nuclear localization of a transcriptional repressor in jasmonate hormone signaling , 2012, Proceedings of the National Academy of Sciences.

[38]  R. Roskoski ERK1/2 MAP kinases: structure, function, and regulation. , 2012, Pharmacological research.

[39]  C. Wasternack,et al.  Jasmonates: biosynthesis, perception, signal transduction and action in plant stress response, growth and development. An update to the 2007 review in Annals of Botany. , 2013, Annals of botany.

[40]  S. Bak,et al.  Plant Defense against Insect Herbivores , 2013, International journal of molecular sciences.

[41]  Leonardo Pardo,et al.  Relation between sequence and structure in membrane proteins , 2013, Bioinform..

[42]  A. Goossens,et al.  Jasmonate signalling: a copycat of auxin signalling? , 2013, Plant, cell & environment.

[43]  Sridhar Nadamuni Targeting Protein-Protein Interactions , 2013 .

[44]  Mathew G. Lewsey,et al.  Arabidopsis Basic Helix-Loop-Helix Transcription Factors MYC2, MYC3, and MYC4 Regulate Glucosinolate Biosynthesis, Insect Performance, and Feeding Behavior[W][OPEN] , 2013, Plant Cell.

[45]  Ozlem Keskin,et al.  Hot spots in protein-protein interfaces: towards drug discovery. , 2014, Progress in biophysics and molecular biology.

[46]  Stefan A Rensing,et al.  Gene duplication as a driver of plant morphogenetic evolution. , 2014, Current opinion in plant biology.

[47]  Andrej Sali,et al.  Comparative Protein Structure Modeling Using MODELLER , 2014, Current protocols in bioinformatics.

[48]  C. Pieterse,et al.  The Non-JAZ TIFY Protein TIFY8 from Arabidopsis thaliana Is a Transcriptional Repressor , 2014, PloS one.

[49]  A. Goossens,et al.  Change of a conserved amino acid in the MYC2 and MYC3 transcription factors leads to release of JAZ repression and increased activity. , 2015, The New phytologist.

[50]  D. Inzé,et al.  A Repressor Protein Complex Regulates Leaf Growth in Arabidopsis , 2015, Plant Cell.

[51]  R. Parkesh,et al.  Structure, Dynamics, and Interaction of Mycobacterium tuberculosis (Mtb) DprE1 and DprE2 Examined by Molecular Modeling, Simulation, and Electrostatic Studies , 2015, PloS one.

[52]  Debmalya Barh,et al.  In Silico Protein-Protein Interactions: Avoiding Data and Method Biases Over Sensitivity and Specificity. , 2015, Current protein & peptide science.

[53]  K. Veeramah,et al.  Genealogical Relationships between Early Medieval and Modern Inhabitants of Piedmont , 2015, PloS one.

[54]  P. Griffin,et al.  Structural basis of JAZ repression of MYC transcription factors in jasmonate signaling , 2015, Nature.

[55]  Shin-Han Shiu,et al.  Evolution of Gene Duplication in Plants1[OPEN] , 2016, Plant Physiology.

[56]  Joshua S. Yuan,et al.  JAZ7 negatively regulates dark-induced leaf senescence in Arabidopsis , 2015, Journal of experimental botany.

[57]  H. Hsieh,et al.  Disruption of protein–protein interactions: hot spot detection, structure-based virtual screening and in vitro testing for the anti-cancer drug target – survivin , 2016 .

[58]  K. Berendzen,et al.  Techniques for the Analysis of Protein-Protein Interactions in Vivo1[OPEN] , 2016, Plant Physiology.

[59]  P. Reymond,et al.  Arabidopsis MYC Transcription Factors Are the Target of Hormonal Salicylic Acid/Jasmonic Acid Cross Talk in Response to Pieris brassicae Egg Extract1[OPEN] , 2016, Plant Physiology.

[60]  Stefan Wuchty,et al.  Structure-based prediction of host-pathogen protein interactions. , 2017, Current opinion in structural biology.

[61]  Daisuke Kihara,et al.  In silico structure-based approaches to discover protein-protein interaction-targeting drugs. , 2017, Methods.

[62]  Benjamin A. Shoemaker,et al.  Exploring Protein-Protein Interactions as Drug Targets for Anti-cancer Therapy with In Silico Workflows. , 2017, Methods in molecular biology.

[63]  M. A. Méndez,et al.  Structure and sequence based functional annotation of Zika virus NS2b protein: Computational insights. , 2017, Biochemical and biophysical research communications.

[64]  Björn Usadel,et al.  Plant genome and transcriptome annotations: from misconceptions to simple solutions , 2017, Briefings Bioinform..

[65]  S. Keyse,et al.  Dual-specificity MAP kinase phosphatases in health and disease☆ , 2019, Biochimica et biophysica acta. Molecular cell research.

[66]  G. Howe,et al.  Modularity in Jasmonate Signaling for Multistress Resilience. , 2018, Annual review of plant biology.

[67]  Lei Deng,et al.  Machine Learning Approaches for Protein–Protein Interaction Hot Spot Prediction: Progress and Comparative Assessment , 2018, Molecules.

[68]  Andrea Montero-Oleas,et al.  Protein detection in blood via a chimeric aptafluorescence assay: toward point-of-care diagnostic devices , 2018, Journal of biomedical optics.

[69]  Stephani Joy Y Macalino,et al.  Evolution of In Silico Strategies for Protein-Protein Interaction Drug Discovery , 2018, Molecules.

[70]  J. Chory,et al.  Stressed Out About Hormones: How Plants Orchestrate Immunity. , 2019, Cell host & microbe.

[71]  Jillian L. Goldfarb,et al.  Designing heterogeneous hierarchical material systems: a holistic approach to structural and materials design , 2019, MRS Communications.

[72]  Junzhi Wang,et al.  Responsive Cells for rhEGF bioassay Obtained through Screening of a CRISPR/Cas9 Library , 2019, Scientific Reports.

[73]  Kara Dolinski,et al.  Proteome-wide, Structure-Based Prediction of Protein-Protein Interactions/New Molecular Interactions Viewer1[OPEN] , 2019, Plant Physiology.

[74]  Daisuke Kihara,et al.  Computational identification of protein-protein interactions in model plant proteomes , 2019, Scientific Reports.

[75]  G. Howe,et al.  Evolutionary Origin of JAZ Proteins and Jasmonate Signaling. , 2019, Molecular plant.

[76]  S. Keyse,et al.  Dual-specificity MAP kinase phosphatases in health and disease☆ , 2019, Biochimica et biophysica acta. Molecular cell research.

[77]  K. Nadarajah,et al.  Elicitor and Receptor Molecules: Orchestrators of Plant Defense and Immunity , 2020, International journal of molecular sciences.