Protein aggregation predictors
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Computational methods that use protein sequence and/ or protein structure to predict protein aggregation. The table below, shows the main features of software for prediction of protein aggregation.
Method | Last Update | Acess (Web server/downloadable) | Principle | Input | Output | |
---|---|---|---|---|---|---|
Sequence / 3D Structure | Additional parameters | |||||
Amyloidogenic Patten[1] | 2004 | Web Server- AMYLPRED2 | Structure-related
Amyloidogenic pattern Submissions are scanned for the existence of this pattern {P}-{PKRHW}-[VLSCWFNQE]-[ILTYWFNE]-[FIY]-{PKRH} at identity level, with the use of a simple custom script. |
sequence | - | Amyloidogenic regions |
Tango [2][3][4] | 2004 | Web Server-TANGO | Phenomenological
Based on physico-chemical principles of secondary structure formation extended by the assumption that the core regions of an aggregate are fully buried. |
sequence | pH/ionic strength | Overall aggregation and amyloidoidogenic regions |
Zipper DB [5][6][7][8] | 2010 | Web Server- Zipper DB | Structure-related
Structure based prediction of fribrillation propoensities, using crystal strucutrue of the fibril forming peptide NNQQNY from the sup 35 prion protein of Saccharomyces cerevisiae. |
sequence | - | Amyloidogenic regions and, energy and beta-sheet conformation |
Average Packing Density[9] | 2006 | Web Server-AMYLPRED2 | Structure-related
Relates average packing density of residues to the formation of amyloid fibrils. |
sequence | - | Amyloidogenic regions |
Beta-strand contiguity[10] | 2007 | Web Server- AMYLPRED2 | Phenomenological
Prediction of B-strand propensity score to locate in the amyloid fibril. |
sequence | - | beta-strand formation |
Hexapeptide Conformational Energy /Pre-amyl[11] | 2007 | Web Server- AMYLPRED2 | Structure-related
Hexapeptides of a submitted protein are threaded onto over 2500 templates of microcrystallic structure of NNQQNY, energy values below -27.00 are considered as hits. |
sequence | - | Amyloidogenic regions and energy |
CamSol intrinsic[12][13] | 2017 | Web Server- Chemistry of Health | Phenomenological
Sequence-based method of predicting protein solubility and generic aggregation propensity |
sequence | pH | Calculation of the overall intrinsic solubility score and solubility profile |
AGGRESCAN[14] | 2007 | Web Servers -AMLYLPRED2 & AGGRESCAN | Phenomenological
Prediction of 'aggregation-prone' in protein sequences, based on an aggregation propensity scale for natural amino acids derived from in vivo experiments. |
sequence | - | Overall aggregation and amyloidogenic regions |
Salsa[15] | 2007 | Web server - AMYPdb[16] | Phenomenological
Prediction of the aggregation proposities of a single or multiple sequences |
sequence | hot spot lenght | Amyloidogenic regions |
Pafig[17] | 2009 | Web server- AMYPRED2 | Phenomenological
Identification of Hexapeptides associated to amyloid fibrillar aggregates. |
sequence | - | Amyloidogenic regions |
Net-CSSP[18][19][20][21] | 2009 | Web Server - Net-CSSP | Structure-related
Quantification of the influence of the tertiary interation on seconday structural preference |
sequence/pdb | single/dual network-treshold | Amyloidogenic propensity regions |
PAGE | 2009 | - | Structure-related | sequence | - | Generic or beta-aggregation prone regions |
Betascan | 2009 | web server/downloadable | Structure-related | sequence | length | Amyloidogenic regions |
SAP | 2009 | - | 3D structure | pdb file | - | Dynamic exposed hydrophobic pathces |
FoldAmyloid | 2010 | web server/Metamyl | Structure-related | sequence | scale, treshold, averaging frame | Amyloidogenic regions |
Waltz | 2010 | web server/AmylPred/Metamyl | Structure-related | sequence | pH, specificity, sensitivity | Amyloidogenic regions |
STITCHER | 2012 | - | Structure-related | sequence | - | Amyloidogenic regions |
MetAmyl | 2013 | web server | Consensus method | sequence | treshold | Overall generic and amyloidogenic regions based on the consensus |
AmylPred2 | 2013 | web server | Consensus method | sequence | - | Overall generic and amyloidogenic regions based on the consensus |
PASTA 2.0 | 2014 | web server/downloadable | Structure-related | sequence | top pairings and energies, mutations and protein-protein | Amyloidogenic regions, energy, and beta-sheet orientation in aggregates |
FISH Amyloid | 2014 | web server/downloadable | Structure-related | sequence | treshold | Amyloidogenic regions |
GAP | 2014 | web server | Structure-related | sequence | - | Overall aggregation and amyloidogenic regions |
APPNN | 2015 | downloable | Phenomenological | sequence | - | Amyloidogenic regions |
ArchCandy | 2015 | downloable | Structure-related | sequence | - | Amyloidogenic regions |
Amyload | 2015 | web server | Consensus method | sequence | - | Overall generic and amyloidogenic regions |
CamSol Structurally Corrected | 2015 | webserver | 3D structure | pdb file | pH, patch radius | Exposed aggregation-prone patches and mutated variants design |
Solubis | 2016 | web server | 3D structure | pdb file | chain, treshold, gatekeeper | Aggregation propensity and stability vs mutations |
AmyloGram | 2017 | web server | Phenomenological | sequence | - | Overall aggregation and amyloidogenic regions |
AggScore | 2018 | downloable | Structure-related | sequence | - | Amyloidogenic regions |
AGGRESCAN 3D 2.0 | 2019 | web server | 3D structure | pdb file | dynamic mode, mutations, patch radius, stability, enhance solubility | Dynamic exposed aggregation-prone patches and mutated variants design |
References
- ^ Paz, Manuela López de la; Serrano, Luis (2004-01-06). "Sequence determinants of amyloid fibril formation". Proceedings of the National Academy of Sciences. 101 (1): 87–92. doi:10.1073/pnas.2634884100. ISSN 0027-8424. PMC 314143. PMID 14691246.
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: CS1 maint: PMC format (link) - ^ Rousseau, F; Schymkowitz, J; Serrano, L (2006-02). "Protein aggregation and amyloidosis: confusion of the kinds?". Current Opinion in Structural Biology. 16 (1): 118–126. doi:10.1016/j.sbi.2006.01.011.
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(help) - ^ Fernandez-Escamilla, Ana-Maria; Rousseau, Frederic; Schymkowitz, Joost; Serrano, Luis (2004-10). "Prediction of sequence-dependent and mutational effects on the aggregation of peptides and proteins". Nature Biotechnology. 22 (10): 1302–1306. doi:10.1038/nbt1012. ISSN 1087-0156.
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(help) - ^ Linding, Rune; Schymkowitz, Joost; Rousseau, Frederic; Diella, Francesca; Serrano, Luis (2004-09). "A Comparative Study of the Relationship Between Protein Structure and β-Aggregation in Globular and Intrinsically Disordered Proteins". Journal of Molecular Biology. 342 (1): 345–353. doi:10.1016/j.jmb.2004.06.088.
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(help) - ^ Thompson, Michael J.; Sievers, Stuart A.; Karanicolas, John; Ivanova, Magdalena I.; Baker, David; Eisenberg, David (2006-03-14). "The 3D profile method for identifying fibril-forming segments of proteins". Proceedings of the National Academy of Sciences. 103 (11): 4074–4078. doi:10.1073/pnas.0511295103. ISSN 0027-8424. PMC 1449648. PMID 16537487.
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: CS1 maint: PMC format (link) - ^ Nelson, Rebecca; Sawaya, Michael R.; Balbirnie, Melinda; Madsen, Anders Ø; Riekel, Christian; Grothe, Robert; Eisenberg, David (2005-06). "Structure of the cross-β spine of amyloid-like fibrils". Nature. 435 (7043): 773–778. doi:10.1038/nature03680. ISSN 1476-4687. PMC 1479801. PMID 15944695.
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(help)CS1 maint: PMC format (link) - ^ Kuhlman, Brian; Baker, David (2000-09-12). "Native protein sequences are close to optimal for their structures". Proceedings of the National Academy of Sciences. 97 (19): 10383–10388. doi:10.1073/pnas.97.19.10383. ISSN 0027-8424. PMC 27033. PMID 10984534.
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: CS1 maint: PMC format (link) - ^ Sawaya, Michael R.; Sambashivan, Shilpa; Nelson, Rebecca; Ivanova, Magdalena I.; Sievers, Stuart A.; Apostol, Marcin I.; Thompson, Michael J.; Balbirnie, Melinda; Wiltzius, Jed J. W.; McFarlane, Heather T.; Madsen, Anders Ø. (2007-05). "Atomic structures of amyloid cross-β spines reveal varied steric zippers". Nature. 447 (7143): 453–457. doi:10.1038/nature05695. ISSN 0028-0836.
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(help) - ^ Galzitskaya, Oxana V.; Garbuzynskiy, Sergiy O.; Lobanov, Michail Yurievich (2006-12-29). "Prediction of Amyloidogenic and Disordered Regions in Protein Chains". PLOS Computational Biology. 2 (12): e177. doi:10.1371/journal.pcbi.0020177. ISSN 1553-7358. PMC 1761655. PMID 17196033.
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: CS1 maint: PMC format (link) CS1 maint: unflagged free DOI (link) - ^ Zibaee, Shahin; Makin, O. Sumner; Goedert, Michel; Serpell, Louise C. (2007-05). "A simple algorithm locates β-strands in the amyloid fibril core of α-synuclein, Aβ, and tau using the amino acid sequence alone". Protein Science. 16 (5): 906–918. doi:10.1110/ps.062624507. PMC 2206631. PMID 17456743.
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(help)CS1 maint: PMC format (link) - ^ Zhang, Zhuqing; Chen, Hao; Lai, Luhua (2007-09-01). "Identification of amyloid fibril-forming segments based on structure and residue-based statistical potential". Bioinformatics. 23 (17): 2218–2225. doi:10.1093/bioinformatics/btm325. ISSN 1367-4803.
- ^ Sormanni, Pietro; Aprile, Francesco A.; Vendruscolo, Michele (2015-01). "The CamSol Method of Rational Design of Protein Mutants with Enhanced Solubility". Journal of Molecular Biology. 427 (2): 478–490. doi:10.1016/j.jmb.2014.09.026.
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(help) - ^ Sormanni, Pietro; Amery, Leanne; Ekizoglou, Sofia; Vendruscolo, Michele; Popovic, Bojana (2017-12). "Rapid and accurate in silico solubility screening of a monoclonal antibody library". Scientific Reports. 7 (1): 8200. doi:10.1038/s41598-017-07800-w. ISSN 2045-2322.
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(help) - ^ Conchillo-Solé, Oscar; de Groot, Natalia S.; Avilés, Francesc X.; Vendrell, Josep; Daura, Xavier; Ventura, Salvador (2007-02-27). "AGGRESCAN: a server for the prediction and evaluation of "hot spots" of aggregation in polypeptides". BMC Bioinformatics. 8 (1): 65. doi:10.1186/1471-2105-8-65. ISSN 1471-2105. PMC 1828741. PMID 17324296.
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: CS1 maint: PMC format (link) CS1 maint: unflagged free DOI (link) - ^ Zibaee, Shahin; Makin, O. Sumner; Goedert, Michel; Serpell, Louise C. (2007). "A simple algorithm locates β-strands in the amyloid fibril core of α-synuclein, Aβ, and tau using the amino acid sequence alone". Protein Science. 16 (5): 906–918. doi:10.1110/ps.062624507. ISSN 1469-896X. PMC 2206631. PMID 17456743.
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: CS1 maint: PMC format (link) - ^ Pawlicki, Sandrine; Le Béchec, Antony; Delamarche, Christian (2008-06-10). "AMYPdb: A database dedicated to amyloid precursor proteins". BMC Bioinformatics. 9 (1): 273. doi:10.1186/1471-2105-9-273. ISSN 1471-2105. PMC 2442844. PMID 18544157.
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: CS1 maint: PMC format (link) CS1 maint: unflagged free DOI (link) - ^ Tian, Jian; Wu, Ningfeng; Guo, Jun; Fan, Yunliu (2009-01-30). "Prediction of amyloid fibril-forming segments based on a support vector machine". BMC Bioinformatics. 10 (1): S45. doi:10.1186/1471-2105-10-S1-S45. ISSN 1471-2105. PMC 2648769. PMID 19208147.
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: CS1 maint: PMC format (link) CS1 maint: unflagged free DOI (link) - ^ Kim, C.; Choi, J.; Lee, S. J.; Welsh, W. J.; Yoon, S. (2009-07-01). "NetCSSP: web application for predicting chameleon sequences and amyloid fibril formation". Nucleic Acids Research. 37 (Web Server): W469 – W473. doi:10.1093/nar/gkp351. ISSN 0305-1048. PMC 2703942. PMID 19468045.
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: CS1 maint: PMC format (link) - ^ Yoon, Sukjoon; Welsh, William J.; Jung, Heeyoung; Yoo, Young Do (2007-10). "CSSP2: An improved method for predicting contact-dependent secondary structure propensity". Computational Biology and Chemistry. 31 (5–6): 373–377. doi:10.1016/j.compbiolchem.2007.06.002.
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(help) - ^ Yoon, Sukjoon; Welsh, William J. (2005-04-22). "Rapid assessment of contact-dependent secondary structure propensity: Relevance to amyloidogenic sequences". Proteins: Structure, Function, and Bioinformatics. 60 (1): 110–117. doi:10.1002/prot.20477.
- ^ Yoon, Sukjoon; Welsh, William J. (2004-08). "Detecting hidden sequence propensity for amyloid fibril formation". Protein Science. 13 (8): 2149–2160. doi:10.1110/ps.04790604. ISSN 0961-8368.
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