Predicting Amyloidogenic Proteins in the Proteomes of Plants

Amyloids are protein fibrils with characteristic spatial structure. Though amyloids were long perceived to be pathogens that cause dozens of incurable pathologies in humans and mammals, it is currently clear that amyloids also represent a functionally important form of protein structure implicated in a variety of biological processes in organisms ranging from archaea and bacteria to fungi and animals. Despite their social significance, plants remain the most poorly studied group of organisms in the field of amyloid biology. To date, amyloid properties have only been demonstrated in vitro or in heterologous systems for a small number of plant proteins. Here, for the first time, we performed a comprehensive analysis of the distribution of potentially amyloidogenic proteins in the proteomes of approximately 70 species of land plants using the Waltz and SARP (Sequence Analysis based on the Ranking of Probabilities) bioinformatic algorithms. We analyzed more than 2.9 million protein sequences and found that potentially amyloidogenic proteins are abundant in plant proteomes. We found that such proteins are overrepresented among membrane as well as DNA- and RNA-binding proteins of plants. Moreover, seed storage and defense proteins of most plant species are rich in amyloidogenic regions. Taken together, our data demonstrate the diversity of potentially amyloidogenic proteins in plant proteomes and suggest biological processes where formation of amyloids might be functionally important.

[1]  Scott J. Hultgren,et al.  Role of Escherichia coli Curli Operons in Directing Amyloid Fiber Formation , 2002, Science.

[2]  D. Otzen,et al.  The Tubular Sheaths Encasing Methanosaeta thermophila Filaments Are Functional Amyloids* , 2015, The Journal of Biological Chemistry.

[3]  Atanas V Koulov,et al.  Functional Amyloid Formation within Mammalian Tissue , 2005, PLoS biology.

[4]  Filipa L. Sousa,et al.  YCF1: A Green TIC? , 2015, Plant Cell.

[5]  Hans Lehrach,et al.  Huntingtin-Encoded Polyglutamine Expansions Form Amyloid-like Protein Aggregates In Vitro and In Vivo , 1997, Cell.

[6]  S. Lindquist,et al.  Heritable Remodeling of Yeast Multicellularity by an Environmentally Responsive Prion , 2013, Cell.

[7]  Eric R. Kandel,et al.  A Neuronal Isoform of CPEB Regulates Local Protein Synthesis and Stabilizes Synapse-Specific Long-Term Facilitation in Aplysia , 2003, Cell.

[8]  E. Mandelkow,et al.  Assembly of tau protein into Alzheimer paired helical filaments depends on a local sequence motif ((306)VQIVYK(311)) forming beta structure. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[9]  S. Ignacimuthu,et al.  Outer membrane protein C (OmpC) of Escherichia coli induces neurodegeneration in mice by acting as an amyloid , 2015, Biotechnology Letters.

[10]  Brian D. Slaughter,et al.  Critical Role of Amyloid-like Oligomers of Drosophila Orb2 in the Persistence of Memory , 2012, Cell.

[11]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[12]  Masato Nakai,et al.  Uncovering the Protein Translocon at the Chloroplast Inner Envelope Membrane , 2013, Science.

[13]  D. Craik,et al.  A radish seed antifungal peptide with a high amyloid fibril-forming propensity. , 2013, Biochimica et biophysica acta.

[14]  M. Benson,et al.  Nomenclature 2014: Amyloid fibril proteins and clinical classification of the amyloidosis , 2014, Amyloid : the international journal of experimental and clinical investigation : the official journal of the International Society of Amyloidosis.

[15]  A. Nizhnikov,et al.  Proteomic Screening for Amyloid Proteins , 2014, PloS one.

[16]  Quan Zou,et al.  HPSLPred: An Ensemble Multi‐Label Classifier for Human Protein Subcellular Location Prediction with Imbalanced Source , 2017, Proteomics.

[17]  J. Wendel New World tetraploid cottons contain Old World cytoplasm. , 1989, Proceedings of the National Academy of Sciences of the United States of America.

[18]  D. Boulter,et al.  A COMPARISON OF SOME PROPERTIES OF VICILIN AND LEGUMIN ISOLATED FROM SEEDS OF PISUM SATIVUM, VICIA FABA AND CICER ARIETINUM , 1969 .

[19]  J. Buxbaum,et al.  A molecular history of the amyloidoses. , 2012, Journal of molecular biology.

[20]  J. Sipe,et al.  Review: history of the amyloid fibril. , 2000, Journal of structural biology.

[21]  F. Shewmaker,et al.  Non-targeted Identification of Prions and Amyloid-forming Proteins from Yeast and Mammalian Cells* , 2013, The Journal of Biological Chemistry.

[22]  Priyanka Bhat,et al.  Antimicrobial peptide (Cn‐AMP2) from liquid endosperm of Cocos nucifera forms amyloid‐like fibrillar structure , 2016, Journal of peptide science : an official publication of the European Peptide Society.

[23]  Maria Jesus Martin,et al.  The Proteins API: accessing key integrated protein and genome information , 2017, Nucleic Acids Res..

[24]  Joost J. J. van Durme,et al.  WALTZ-DB: a benchmark database of amyloidogenic hexapeptides , 2015, Bioinform..

[25]  I. Kanazawa,et al.  Formic acid dissolves aggregates of an N-terminal huntingtin fragment containing an expanded polyglutamine tract: applying to quantification of protein components of the aggregates. , 2000, Biochemical and biophysical research communications.

[26]  Dennis Claessen,et al.  A novel class of secreted hydrophobic proteins is involved in aerial hyphae formation in Streptomyces coelicolor by forming amyloid-like fibrils. , 2003, Genes & development.

[27]  I. Derkatch,et al.  Distinct Type of Transmission Barrier Revealed by Study of Multiple Prion Determinants of Rnq1 , 2010, PLoS genetics.

[28]  A. Nizhnikov,et al.  Interaction of Prions Causes Heritable Traits in Saccharomyces cerevisiae , 2016, PLoS genetics.

[29]  R. Kyle Amyloidosis: a convoluted story , 2001 .

[30]  H. Blanch,et al.  The kinetics of aggregation of poly-glutamic acid based polypeptides. , 2008, Biophysical chemistry.

[31]  V. Coustou,et al.  The protein product of the het-s heterokaryon incompatibility gene of the fungus Podospora anserina behaves as a prion analog. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[32]  D. Selkoe,et al.  Alzheimer's disease: insolubility of partially purified paired helical filaments in sodium dodecyl sulfate and urea. , 1982, Science.

[33]  David Eisenberg,et al.  In Brief , 2009, Nature Reviews Neuroscience.

[34]  C. Dobson,et al.  Protein Misfolding, Amyloid Formation, and Human Disease: A Summary of Progress Over the Last Decade. , 2017, Annual review of biochemistry.

[35]  K. G. Fleming,et al.  Aqueous, Unfolded OmpA Forms Amyloid-Like Fibrils upon Self-Association , 2015, PloS one.

[36]  Kirill S. Antonets,et al.  SARP: A Novel Algorithm to Assess Compositional Biases in Protein Sequences , 2013, Evolutionary bioinformatics online.

[37]  J. Carpenter,et al.  Survival of water stress in annual fish embryos: dehydration avoidance and egg envelope amyloid fibers. , 2001, American journal of physiology. Regulatory, integrative and comparative physiology.

[38]  R. Fisher,et al.  The Logic of Inductive Inference , 1935 .

[39]  Claudio Soto,et al.  Amyloid Formation Modulates the Biological Activity of a Bacterial Protein* , 2005, Journal of Biological Chemistry.

[40]  R. Papke,et al.  Biofilms formed by the archaeon Haloferax volcaniiexhibit cellular differentiation and social motility, and facilitate horizontal gene transfer , 2014, BMC Biology.

[41]  A. Kajava,et al.  Breaking the amyloidogenicity code: Methods to predict amyloids from amino acid sequence , 2013, FEBS letters.

[42]  S. Habelitz,et al.  Amyloid-like ribbons of amelogenins in enamel mineralization , 2016, Scientific Reports.

[43]  J. Weissman,et al.  A census of glutamine/asparagine-rich regions: implications for their conserved function and the prediction of novel prions. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[44]  A. Nizhnikov,et al.  Proteomic analysis of Escherichia coli protein fractions resistant to solubilization by ionic detergents , 2016, Biochemistry (Moscow).

[45]  M. Gerstein,et al.  A method to assess compositional bias in biological sequences and its application to prion-like glutamine/asparagine-rich domains in eukaryotic proteomes , 2003, Genome Biology.

[46]  O. King,et al.  A Systematic Survey Identifies Prions and Illuminates Sequence Features of Prionogenic Proteins , 2009, Cell.

[47]  J. Willemse,et al.  The propensity of the bacterial rodlin protein RdlB to form amyloid fibrils determines its function in Streptomyces coelicolor , 2017, Scientific Reports.

[48]  R. Tycko,et al.  Molecular structures of amyloid and prion fibrils: consensus versus controversy. , 2013, Accounts of chemical research.

[49]  Chuan-he Tang,et al.  Formation and characterization of amyloid-like fibrils from soy β-conglycinin and glycinin. , 2010, Journal of agricultural and food chemistry.

[50]  S. Prusiner,et al.  Identification of a protein that purifies with the scrapie prion. , 1982, Science.

[51]  A. Esteras-Chopo,et al.  The amyloid stretch hypothesis: recruiting proteins toward the dark side. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[52]  Gregory A. Newby,et al.  Luminidependens (LD) is an Arabidopsis protein with prion behavior , 2016, Proceedings of the National Academy of Sciences.

[53]  A. Zamyatnin,et al.  Properties of Gluten Intolerance: Gluten Structure, Evolution, Pathogenicity and Detoxification Capabilities , 2016, Nutrients.

[54]  C. Portugal,et al.  Plant antimicrobial peptides , 2015 .

[55]  R. Wickner,et al.  Yeast Prions: Structure, Biology, and Prion-Handling Systems , 2015, Microbiology and Molecular Reviews.

[56]  A. Nizhnikov,et al.  Amyloids and prions in plants: Facts and perspectives , 2017, Prion.

[57]  Uttam Pal,et al.  Sequence Complexity of Amyloidogenic Regions in Intrinsically Disordered Human Proteins , 2014, PloS one.

[58]  B. Kobe,et al.  The leucine-rich repeat as a protein recognition motif. , 2001, Current opinion in structural biology.

[59]  David Eisenberg,et al.  Short protein segments can drive a non-fibrillizing protein into the amyloid state. , 2009, Protein engineering, design & selection : PEDS.

[60]  A. Nizhnikov,et al.  Prions, amyloids, and RNA: Pieces of a puzzle , 2016, Prion.

[61]  Atanas V Koulov,et al.  Functional amyloid--from bacteria to humans. , 2007, Trends in biochemical sciences.

[62]  M. Sunde,et al.  Functional amyloid: widespread in Nature, diverse in purpose. , 2014, Essays in biochemistry.

[63]  R. Virchow Ueber eine im Gehirn und Rückenmark des Menschen aufgefundene Substanz mit der chemischen Reaction der Cellulose , 1854, Archiv für pathologische Anatomie und Physiologie und für klinische Medicin.

[64]  Joel P. Mackay,et al.  Self-assembly of functional, amphipathic amyloid monolayers by the fungal hydrophobin EAS , 2012, Proceedings of the National Academy of Sciences.

[65]  Quan Zou,et al.  Identification of DEP domain-containing proteins by a machine learning method and experimental analysis of their expression in human HCC tissues , 2016, Scientific Reports.

[66]  Robert D. Finn,et al.  The Pfam protein families database: towards a more sustainable future , 2015, Nucleic Acids Res..

[67]  G. Glenner,et al.  X-RAY DIFFRACTION STUDIES ON AMYLOID FILAMENTS , 1968, The journal of histochemistry and cytochemistry : official journal of the Histochemistry Society.

[68]  S. Maiti,et al.  Effect of amyloids on the vesicular machinery: implications for somatic neurotransmission , 2015, Philosophical Transactions of the Royal Society B: Biological Sciences.

[69]  A. Nizhnikov,et al.  Amyloids: from pathogenesis to function , 2015, Biochemistry (Moscow).

[70]  Zhijian J. Chen,et al.  Prion-like Polymerization Underlies Signal Transduction in Antiviral Immune Defense and Inflammasome Activation , 2014, Cell.

[71]  J. B. Davidson,et al.  The evolution of chloroplast genes and genomes in ferns , 2011, Plant Molecular Biology.

[72]  R. Wiggins Prion Stability and Infectivity in the Environment , 2008, Neurochemical Research.

[73]  H. D. de Jongh,et al.  Fibril formation from pea protein and subsequent gel formation. , 2014, Journal of agricultural and food chemistry.

[74]  D. Ridgley,et al.  Peptide mixtures can self-assemble into large amyloid fibers of varying size and morphology. , 2011, Biomacromolecules.

[75]  S. Lecomte,et al.  Hevea brasiliensis prohevein possesses a conserved C-terminal domain with amyloid-like properties in vitro. , 2016, Biochimica et biophysica acta.

[76]  Dennis Claessen,et al.  Amyloids — a functional coat for microorganisms , 2005, Nature Reviews Microbiology.

[77]  J. Kelly,et al.  Amyloid as a natural product , 2003, The Journal of cell biology.