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PMID: 19412530 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Prediction of protein binding regions in disordered proteins.

PLoS computational biology ·Vol. 5 ·No. 5 ·2009-05-00 ·Pages e1000376

Mészáros B, Simon I, Dosztányi Z

Abstract

Many disordered proteins function via binding to a structured partner and undergo a disorder-to-order transition. The coupled folding and binding can confer several functional advantages such as the precise control of binding specificity without increased affinity. Additionally, the inherent flexibility allows the binding site to adopt various conformations and to bind to multiple partners. These features explain the prevalence of such binding elements in signaling and regulatory processes. In this work, we report ANCHOR, a method for the prediction of disordered binding regions. ANCHOR relies on the pairwise energy estimation approach that is the basis of IUPred, a previous general disorder prediction method. In order to predict disordered binding regions, we seek to identify segments that are in disordered regions, cannot form enough favorable intrachain interactions to fold on their own, and are likely to gain stabilizing energy by interacting with a globular protein partner. The performance of ANCHOR was found to be largely independent from the amino acid composition and adopted secondary structure. Longer binding sites generally were predicted to be segmented, in agreement with available experimentally characterized examples. Scanning several hundred proteomes showed that the occurrence of disordered binding sites increased with the complexity of the organisms even compared to disordered regions in general. Furthermore, the length distribution of binding sites was different from disordered protein regions in general and was dominated by shorter segments. These results underline the importance of disordered proteins and protein segments in establishing new binding regions. Due to their specific biophysical properties, disordered binding sites generally carry a robust sequence signal, and this signal is efficiently captured by our method. Through its generality, ANCHOR opens new ways to study the essential functional sites of disordered proteins.

MeSH Terms
Algorithms Amino Acid Sequence Databases, Protein Humans Pattern Recognition, Automated Protein Binding Protein Conformation Protein Structure, Secondary Proteins/chemistry,genetics,metabolism Proteomics ROC Curve Thermodynamics Tumor Suppressor Protein p53/chemistry,metabolism Wiskott-Aldrich Syndrome Protein/chemistry,metabolism
Chemicals
Proteins Tumor Suppressor Protein p53 Wiskott-Aldrich Syndrome Protein
Authors & Affiliations
3 authors, click to expand affiliations / ORCID
Mészáros Bálint
Institute of Enzymology, Biological Research Center, Hungarian Academy of Sciences, Budapest, Hungary.
Simon István
Dosztányi Zsuzsanna
References (93)
93 references, click to expand
  1. Flexible nets: disorder and induced fit in the associations of p53 and 14-3-3 with their partners.
    BMC Genomics. 2008;9 Suppl 1:S1 PMID: 18366598
  2. Preformed structural elements feature in partner recognition by intrinsically unstructured proteins.
    J Mol Biol. 2004 May 14;338(5):1015-26 PMID: 15111064
  3. Metabolic complementarity and genomics of the dual bacterial symbiosis of sharpshooters.
    PLoS Biol. 2006 Jun;4(6):e188 PMID: 16729848
  4. A psychrophilic crenarchaeon inhabits a marine sponge: Cenarchaeum symbiosum gen. nov., sp. nov.
    Proc Natl Acad Sci U S A. 1996 Jun 25;93(13):6241-6 PMID: 8692799
  5. Intrinsically unstructured proteins: re-assessing the protein structure-function paradigm.
    J Mol Biol. 1999 Oct 22;293(2):321-31 PMID: 10550212
  6. Dictionary of protein secondary structure: pattern recognition of hydrogen-bonded and geometrical features.
    Biopolymers. 1983 Dec;22(12):2577-637 PMID: 6667333
  7. Coupled folding and binding with alpha-helix-forming molecular recognition elements.
    Biochemistry. 2005 Sep 20;44(37):12454-70 PMID: 16156658
  8. Automatic prediction of protein function.
    Cell Mol Life Sci. 2003 Dec;60(12):2637-50 PMID: 14685688
  9. Intrinsically disordered proteins in human diseases: introducing the D2 concept.
    Annu Rev Biophys. 2008;37:215-46 PMID: 18573080
  10. ELM server: A new resource for investigating short functional sites in modular eukaryotic proteins.
    Nucleic Acids Res. 2003 Jul 1;31(13):3625-30 PMID: 12824381
  11. Single-stranded DNA mimicry in the p53 transactivation domain interaction with replication protein A.
    Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15412-7 PMID: 16234232
  12. Scavenger, transducer, RNA chaperone? What ligands of the prion protein teach us about its function.
    Cell Mol Life Sci. 2007 Apr;64(7-8):815-29 PMID: 17256089
  13. Crystal structure of a beta-catenin/BCL9/Tcf4 complex.
    Mol Cell. 2006 Oct 20;24(2):293-300 PMID: 17052462
  14. Predicting Protein Disorder for N-, C-, and Internal Regions.
    Genome Inform Ser Workshop Genome Inform. 1999;10:30-40 PMID: 11072340
  15. Intrinsic disorder is a common feature of hub proteins from four eukaryotic interactomes.
    PLoS Comput Biol. 2006 Aug 4;2(8):e100 PMID: 16884331
  16. Analysis of ordered and disordered protein complexes reveals structural features discriminating between stable and unstable monomers.
    J Mol Biol. 2004 Aug 27;341(5):1327-41 PMID: 15321724
  17. Interaction of WASP/Scar proteins with actin and vertebrate Arp2/3 complex.
    Nat Cell Biol. 2001 Jan;3(1):76-82 PMID: 11146629
  18. Sequence Data Analysis for Long Disordered Regions Prediction in the Calcineurin Family.
    Genome Inform Ser Workshop Genome Inform. 1997;8:110-124 PMID: 11072311
  19. Structure of the MDM2 oncoprotein bound to the p53 tumor suppressor transactivation domain.
    Science. 1996 Nov 8;274(5289):948-53 PMID: 8875929
  20. The N-terminal domain of p53 is natively unfolded.
    J Mol Biol. 2003 Oct 3;332(5):1131-41 PMID: 14499615
  21. Abundance of intrinsic disorder in protein associated with cardiovascular disease.
    Biochemistry. 2006 Sep 5;45(35):10448-60 PMID: 16939197
  22. Intrinsic protein disorder, amino acid composition, and histone terminal domains.
    J Biol Chem. 2006 Jan 27;281(4):1853-6 PMID: 16301309
  23. A practical overview of protein disorder prediction methods.
    Proteins. 2006 Oct 1;65(1):1-14 PMID: 16856179
  24. Flavors of protein disorder.
    Proteins. 2003 Sep 1;52(4):573-84 PMID: 12910457
  25. Intrinsically unstructured proteins and their functions.
    Nat Rev Mol Cell Biol. 2005 Mar;6(3):197-208 PMID: 15738986
  26. Coupling of local folding to site-specific binding of proteins to DNA.
    Science. 1994 Feb 11;263(5148):777-84 PMID: 8303294
  27. Structure of the Tfb1/p53 complex: Insights into the interaction between the p62/Tfb1 subunit of TFIIH and the activation domain of p53.
    Mol Cell. 2006 Jun 23;22(6):731-740 PMID: 16793543
  28. The molecular architecture of the nuclear pore complex.
    Nature. 2007 Nov 29;450(7170):695-701 PMID: 18046406
  29. Role of intrinsic flexibility in signal transduction mediated by the cell cycle regulator, p27 Kip1.
    J Mol Biol. 2008 Feb 22;376(3):827-38 PMID: 18177895
  30. Mining alpha-helix-forming molecular recognition features with cross species sequence alignments.
    Biochemistry. 2007 Nov 27;46(47):13468-77 PMID: 17973494
  31. Functional protein domains from the thermally driven motion of polypeptide chains: a proposal.
    Proteins. 1998 Aug 1;32(2):223-8 PMID: 9714161
  32. Structure of Cdc42 in complex with the GTPase-binding domain of the 'Wiskott-Aldrich syndrome' protein.
    Nature. 1999 May 27;399(6734):379-83 PMID: 10360578
  33. Prediction and functional analysis of native disorder in proteins from the three kingdoms of life.
    J Mol Biol. 2004 Mar 26;337(3):635-45 PMID: 15019783
  34. Rational drug design via intrinsically disordered protein.
    Trends Biotechnol. 2006 Oct;24(10):435-42 PMID: 16876893
  35. Error and attack tolerance of complex networks
    Nature. 2000 Jul 27;406(6794):378-82 PMID: 10935628
  36. Molecular principles of the interactions of disordered proteins.
    J Mol Biol. 2007 Sep 14;372(2):549-61 PMID: 17681540
  37. The Protein Data Bank.
    Nucleic Acids Res. 2000 Jan 1;28(1):235-42 PMID: 10592235
  38. Molecular mechanisms for organizing the neuronal cytoskeleton.
    Bioessays. 2004 Sep;26(9):1017-25 PMID: 15351972
  39. Molecular mechanisms of alpha-synuclein neurodegeneration.
    Biochim Biophys Acta. 2009 Jul;1792(7):616-24 PMID: 18955133
  40. Intrinsic disorder in transcription factors.
    Biochemistry. 2006 Jun 6;45(22):6873-88 PMID: 16734424
  41. Local structural preferences of calpastatin, the intrinsically unstructured protein inhibitor of calpain.
    Biochemistry. 2008 Jul 1;47(26):6936-45 PMID: 18537264
  42. The interplay between structure and function in intrinsically unstructured proteins.
    FEBS Lett. 2005 Jun 13;579(15):3346-54 PMID: 15943980
  43. Disorder and sequence repeats in hub proteins and their implications for network evolution.
    J Proteome Res. 2006 Nov;5(11):2985-95 PMID: 17081050
  44. A combined experimental and computational strategy to define protein interaction networks for peptide recognition modules.
    Science. 2002 Jan 11;295(5553):321-4 PMID: 11743162
  45. The beta-thymosin/WH2 domain; structural basis for the switch from inhibition to promotion of actin assembly.
    Cell. 2004 May 28;117(5):611-23 PMID: 15163409
  46. Intrinsic disorder in cell-signaling and cancer-associated proteins.
    J Mol Biol. 2002 Oct 25;323(3):573-84 PMID: 12381310
  47. Coupling of folding and binding for unstructured proteins.
    Curr Opin Struct Biol. 2002 Feb;12(1):54-60 PMID: 11839490
  48. MUC1: the polymorphic appearance of a human mucin.
    Glycobiology. 2000 May;10(5):439-49 PMID: 10764832
  49. Prediction of protein disorder.
    Methods Mol Biol. 2008;426:103-15 PMID: 18542859
  50. Regulation of cell division by intrinsically unstructured proteins: intrinsic flexibility, modularity, and signaling conduits.
    Biochemistry. 2008 Jul 22;47(29):7598-609 PMID: 18627125
  51. Between order and disorder in protein structures: analysis of "dual personality" fragments in proteins.
    Structure. 2007 Sep;15(9):1141-7 PMID: 17850753
  52. Sequence complexity of disordered protein.
    Proteins. 2001 Jan 1;42(1):38-48 PMID: 11093259
  53. p27 binds cyclin-CDK complexes through a sequential mechanism involving binding-induced protein folding.
    Nat Struct Mol Biol. 2004 Apr;11(4):358-64 PMID: 15024385
  54. IUPred: web server for the prediction of intrinsically unstructured regions of proteins based on estimated energy content.
    Bioinformatics. 2005 Aug 15;21(16):3433-4 PMID: 15955779
  55. The importance of intrinsic disorder for protein phosphorylation.
    Nucleic Acids Res. 2004 Feb 11;32(3):1037-49 PMID: 14960716
  56. Crystal structure of the flagellar sigma/anti-sigma complex sigma(28)/FlgM reveals an intact sigma factor in an inactive conformation.
    Mol Cell. 2004 Apr 9;14(1):127-38 PMID: 15068809
  57. Long-range motional restrictions in a multidomain zinc-finger protein from anisotropic tumbling.
    Science. 1995 May 12;268(5212):886-9 PMID: 7754375
  58. Projection domains of MAP2 and tau determine spacings between microtubules in dendrites and axons.
    Nature. 1992 Dec 17;360(6405):674-7 PMID: 1465130
  59. Homooligomerization of the cytoplasmic domain of the T cell receptor zeta chain and of other proteins containing the immunoreceptor tyrosine-based activation motif.
    Biochemistry. 2004 Feb 24;43(7):2049-61 PMID: 14967045
  60. Functional anthology of intrinsic disorder. 1. Biological processes and functions of proteins with long disordered regions.
    J Proteome Res. 2007 May;6(5):1882-98 PMID: 17391014
  61. Malleable machines take shape in eukaryotic transcriptional regulation.
    Nat Chem Biol. 2008 Dec;4(12):728-37 PMID: 19008886
  62. The pairwise energy content estimated from amino acid composition discriminates between folded and intrinsically unstructured proteins.
    J Mol Biol. 2005 Apr 8;347(4):827-39 PMID: 15769473
  63. DisProt: the Database of Disordered Proteins.
    Nucleic Acids Res. 2007 Jan;35(Database issue):D786-93 PMID: 17145717
  64. Protein disorder and the evolution of molecular recognition: theory, predictions and observations.
    Pac Symp Biocomput. 1998;:473-84 PMID: 9697205
  65. Predicting Binding Regions within Disordered Proteins.
    Genome Inform Ser Workshop Genome Inform. 1999;10:41-50 PMID: 11072341
  66. Structural studies of p21Waf1/Cip1/Sdi1 in the free and Cdk2-bound state: conformational disorder mediates binding diversity.
    Proc Natl Acad Sci U S A. 1996 Oct 15;93(21):11504-9 PMID: 8876165
  67. A small microbial genome: the end of a long symbiotic relationship?
    Science. 2006 Oct 13;314(5797):312-3 PMID: 17038625
  68. Showing your ID: intrinsic disorder as an ID for recognition, regulation and cell signaling.
    J Mol Recognit. 2005 Sep-Oct;18(5):343-84 PMID: 16094605
  69. Intrinsic protein disorder in complete genomes.
    Genome Inform Ser Workshop Genome Inform. 2000;11:161-71 PMID: 11700597
  70. Versatile functions of p53 protein in multicellular organisms.
    Biochemistry (Mosc). 2007 Dec;72(13):1399-421 PMID: 18282133
  71. Amyloid beta protein and tau in cerebrospinal fluid and plasma as biomarkers for dementia: a review of recent literature.
    Curr Clin Pharmacol. 2008 May;3(2):123-31 PMID: 18700307
  72. Mutual synergistic folding in recruitment of CBP/p300 by p160 nuclear receptor coactivators.
    Nature. 2002 Jan 31;415(6871):549-53 PMID: 11823864
  73. PEVK domain of titin: an entropic spring with actin-binding properties.
    J Struct Biol. 2002 Jan-Feb;137(1-2):194-205 PMID: 12064946
  74. Linear motifs: evolutionary interaction switches.
    FEBS Lett. 2005 Jun 13;579(15):3342-5 PMID: 15943979
  75. Fuzzy complexes: polymorphism and structural disorder in protein-protein interactions.
    Trends Biochem Sci. 2008 Jan;33(1):2-8 PMID: 18054235
  76. Natively unstructured regions in proteins identified from contact predictions.
    Bioinformatics. 2007 Sep 15;23(18):2376-84 PMID: 17709338
  77. Characterization of molecular recognition features, MoRFs, and their binding partners.
    J Proteome Res. 2007 Jun;6(6):2351-66 PMID: 17488107
  78. Structure and function of the Wiskott-Aldrich syndrome protein.
    Curr Opin Hematol. 2005 Jul;12(4):284-91 PMID: 15928485
  79. Intrinsically unstructured proteins.
    Trends Biochem Sci. 2002 Oct;27(10):527-33 PMID: 12368089
  80. Structural basis for regulation of protein phosphatase 1 by inhibitor-2.
    J Biol Chem. 2007 Sep 28;282(39):28874-28883 PMID: 17636256
  81. Analysis of molecular recognition features (MoRFs).
    J Mol Biol. 2006 Oct 6;362(5):1043-59 PMID: 16935303
  82. Functional consequences of preorganized helical structure in the intrinsically disordered cell-cycle inhibitor p27(Kip1).
    Biochemistry. 2002 Jan 22;41(3):752-9 PMID: 11790096
  83. Local structural disorder imparts plasticity on linear motifs.
    Bioinformatics. 2007 Apr 15;23(8):950-6 PMID: 17387114
  84. The 160-kilobase genome of the bacterial endosymbiont Carsonella.
    Science. 2006 Oct 13;314(5797):267 PMID: 17038615
  85. Surfing the p53 network.
    Nature. 2000 Nov 16;408(6810):307-10 PMID: 11099028
  86. The structure of the beta-catenin/E-cadherin complex and the molecular basis of diverse ligand recognition by beta-catenin.
    Cell. 2001 May 4;105(3):391-402 PMID: 11348595
  87. Prevalence of intrinsic disorder in the intracellular region of human single-pass type I proteins: the case of the notch ligand Delta-4.
    J Proteome Res. 2008 Jun;7(6):2496-506 PMID: 18435556
  88. Amino acid side chain parameters for correlation studies in biology and pharmacology.
    Int J Pept Protein Res. 1988 Oct;32(4):269-78 PMID: 3209351
  89. Prediction of protein disorder at the domain level.
    Curr Protein Pept Sci. 2007 Apr;8(2):161-71 PMID: 17430197
  90. Autoinhibition and activation mechanisms of the Wiskott-Aldrich syndrome protein.
    Nature. 2000 Mar 9;404(6774):151-8 PMID: 10724160
  91. Natively unfolded proteins: a point where biology waits for physics.
    Protein Sci. 2002 Apr;11(4):739-56 PMID: 11910019
  92. Intrinsically disordered protein.
    J Mol Graph Model. 2001;19(1):26-59 PMID: 11381529
  93. Crystal structure of the p27Kip1 cyclin-dependent-kinase inhibitor bound to the cyclin A-Cdk2 complex.
    Nature. 1996 Jul 25;382(6589):325-31 PMID: 8684460
Article Info
Journal
PLoS computational biology
Abbr.
PLoS Comput Biol
ISSN
1553-7358
Published
2009-05-00
Epub
2009-00-01
Pages
e1000376
Language
English
Region
United States
NLM ID
101238922
PMCID
PMC2671142
Subset
IM
Grants
NLM NIH HHS · R01 LM007329 · United States
NLM NIH HHS · 2R01-LM07329-01 · United States
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