Abstract
The ability to predict how mutations affect protein structure, folding, and flexibility can elucidate the molecular mechanisms leading to disruption of supersecondary structures, the emergence of phenotypes, as well guiding rational protein engineering. The advent of fast and accurate computational tools has enabled us to comprehensively explore the landscape of mutation effects on protein structures, prioritizing mutations for rational experimental validation.
Here we describe the use of two complementary web-based in silico methods, DUET and DynaMut, developed to infer the effects of mutations on folding, stability, and flexibility and how they can be used to explore and interpret these effects on protein supersecondary structures.
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References
Andrews KA, Ascher DB, Pires DEV, Barnes DR, Vialard L, Casey RT, Bradshaw N, Adlard J, Aylwin S, Brennan P, Brewer C, Cole T, Cook JA, Davidson R, Donaldson A, Fryer A, Greenhalgh L, Hodgson SV, Irving R, Lalloo F, McConachie M, McConnell VPM, Morrison PJ, Murday V, Park SM, Simpson HL, Snape K, Stewart S, Tomkins SE, Wallis Y, Izatt L, Goudie D, Lindsay RS, Perry CG, Woodward ER, Antoniou AC, Maher ER (2018) Tumour risks and genotype-phenotype correlations associated with germline variants in succinate dehydrogenase subunit genes SDHB, SDHC and SDHD. J Med Genet 55(6):384–394. https://doi.org/10.1136/jmedgenet-2017-105127
Trezza A, Bernini A, Langella A, Ascher DB, Pires DEV, Sodi A, Passerini I, Pelo E, Rizzo S, Niccolai N, Spiga O (2017) A computational approach from gene to structure analysis of the human ABCA4 transporter involved in genetic retinal diseases. Invest Ophthalmol Vis Sci 58(12):5320–5328. https://doi.org/10.1167/iovs.17-22158
Traynelis J, Silk M, Wang Q, Berkovic SF, Liu L, Ascher DB, Balding DJ, Petrovski S (2017) Optimizing genomic medicine in epilepsy through a gene-customized approach to missense variant interpretation. Genome Res 27(10):1715–1729. https://doi.org/10.1101/gr.226589.117
Soardi FC, Machado-Silva A, Linhares ND, Zheng G, Qu Q, Pena HB, Martins TMM, Vieira HGS, Pereira NB, Melo-Minardi RC, Gomes CC, Gomez RS, Gomes DA, Pires DEV, Ascher DB, Yu H, Pena SDJ (2017) Familial STAG2 germline mutation defines a new human cohesinopathy. NPJ Genom Med 2:7. https://doi.org/10.1038/s41525-017-0009-4
Ramdzan YM, Trubetskov MM, Ormsby AR, Newcombe EA, Sui X, Tobin MJ, Bongiovanni MN, Gras SL, Dewson G, Miller JML, Finkbeiner S, Moily NS, Niclis J, Parish CL, Purcell AW, Baker MJ, Wilce JA, Waris S, Stojanovski D, Bocking T, Ang CS, Ascher DB, Reid GE, Hatters DM (2017) Huntingtin inclusions trigger cellular quiescence, deactivate apoptosis, and lead to delayed necrosis. Cell Rep 19(5):919–927. https://doi.org/10.1016/j.celrep.2017.04.029
Jubb HC, Pandurangan AP, Turner MA, Ochoa-Montano B, Blundell TL, Ascher DB (2017) Mutations at protein-protein interfaces: small changes over big surfaces have large impacts on human health. Prog Biophys Mol Biol 128:3–13. https://doi.org/10.1016/j.pbiomolbio.2016.10.002
Chirgadze DY, Ascher DB, Blundell TL, Sibanda BL (2017) DNA-PKcs, allostery, and DNA double-strand break repair: defining the structure and setting the stage. Methods Enzymol 592:145–157. https://doi.org/10.1016/bs.mie.2017.04.001
Casey RT, Ascher DB, Rattenberry E, Izatt L, Andrews KA, Simpson HL, Challis B, Park SM, Bulusu VR, Lalloo F, Pires DEV, West H, Clark GR, Smith PS, Whitworth J, Papathomas TG, Taniere P, Savisaar R, Hurst LD, Woodward ER, Maher ER (2017) SDHA related tumorigenesis: a new case series and literature review for variant interpretation and pathogenicity. Mol Genet Genomic Med 5(3):237–250. https://doi.org/10.1002/mgg3.279
Pires DE, Chen J, Blundell TL, Ascher DB (2016) In silico functional dissection of saturation mutagenesis: Interpreting the relationship between phenotypes and changes in protein stability, interactions and activity. Sci Rep 6:19848. https://doi.org/10.1038/srep19848
Nemethova M, Radvanszky J, Kadasi L, Ascher DB, Pires DE, Blundell TL, Porfirio B, Mannoni A, Santucci A, Milucci L, Sestini S, Biolcati G, Sorge F, Aurizi C, Aquaron R, Alsbou M, Lourenco CM, Ramadevi K, Ranganath LR, Gallagher JA, van Kan C, Hall AK, Olsson B, Sireau N, Ayoob H, Timmis OG, Sang KH, Genovese F, Imrich R, Rovensky J, Srinivasaraghavan R, Bharadwaj SK, Spiegel R, Zatkova A (2016) Twelve novel HGD gene variants identified in 99 alkaptonuria patients: focus on ‘black bone disease’ in Italy. Eur J Hum Genet 24(1):66–72. https://doi.org/10.1038/ejhg.2015.60
Usher JL, Ascher DB, Pires DE, Milan AM, Blundell TL, Ranganath LR (2015) Analysis of HGD gene mutations in patients with alkaptonuria from the United Kingdom: identification of novel mutations. JIMD Rep 24:3–11. https://doi.org/10.1007/8904_2014_380
Jafri M, Wake NC, Ascher DB, Pires DE, Gentle D, Morris MR, Rattenberry E, Simpson MA, Trembath RC, Weber A, Woodward ER, Donaldson A, Blundell TL, Latif F, Maher ER (2015) Germline mutations in the CDKN2B tumor suppressor gene predispose to renal cell carcinoma. Cancer Discov 5(7):723–729. https://doi.org/10.1158/2159-8290.CD-14-1096
Hnizda A, Fabry M, Moriyama T, Pachl P, Kugler M, Brinsa V, Ascher DB, Carroll WL, Novak P, Zaliova M, Trka J, Rezacova P, Yang JJ, Veverka V (2018) Relapsed acute lymphoblastic leukemia-specific mutations in NT5C2 cluster into hotspots driving intersubunit stimulation. Leukemia. https://doi.org/10.1038/s41375-018-0073-5
Sibanda BL, Chirgadze DY, Ascher DB, Blundell TL (2017) DNA-PKcs structure suggests an allosteric mechanism modulating DNA double-strand break repair. Science 355(6324):520–524. https://doi.org/10.1126/science.aak9654
Vedithi SC, Malhotra S, Das M, Daniel S, Kishore N, George A, Arumugam S, Rajan L, Ebenezer M, Ascher DB, Arnold E, Blundell TL (2018) Structural implications of mutations conferring rifampin resistance in mycobacterium leprae. Sci Rep 8(1):5016. https://doi.org/10.1038/s41598-018-23423-1
Karmakar M, Globan M, Fyfe JAM, Stinear TP, Johnson PDR, Holmes NE, Denholm JT, Ascher DB (2018) Analysis of a novel pncA mutation for susceptibility to pyrazinamide therapy. Am J Respir Crit Care Med. https://doi.org/10.1164/rccm.201712-2572LE
Holt KE, McAdam P, Thai PVK, Thuong NTT, Ha DTMH, Lan NN, Lan NH, Nhu NTQ, Hai HT, Ha VTN, Thwaites G, Edwards DJ, Nath AP, Pham K, Ascher DB, Farrar J, Khor CC, Teo YY, Inouye M, Caws M, Dunstan SJ (2018) Frequent transmission of the Mycobacterium tuberculosis Beijing lineage and positive selection for EsxW Beijing variant in Vietnam. Nat Genet 50:849–856
Singh V, Donini S, Pacitto A, Sala C, Hartkoorn RC, Dhar N, Keri G, Ascher DB, Mondesert G, Vocat A, Lupien A, Sommer R, Vermet H, Lagrange S, Buechler J, Warner DF, McKinney JD, Pato J, Cole ST, Blundell TL, Rizzi M, Mizrahi V (2017) The inosine monophosphate dehydrogenase, GuaB2, is a vulnerable new bactericidal drug target for tuberculosis. ACS Infect Dis 3(1):5–17. https://doi.org/10.1021/acsinfecdis.6b00102
Park Y, Pacitto A, Bayliss T, Cleghorn LA, Wang Z, Hartman T, Arora K, Ioerger TR, Sacchettini J, Rizzi M, Donini S, Blundell TL, Ascher DB, Rhee K, Breda A, Zhou N, Dartois V, Jonnala SR, Via LE, Mizrahi V, Epemolu O, Stojanovski L, Simeons F, Osuna-Cabello M, Ellis L, MacKenzie CJ, Smith AR, Davis SH, Murugesan D, Buchanan KI, Turner PA, Huggett M, Zuccotto F, Rebollo-Lopez MJ, Lafuente-Monasterio MJ, Sanz O, Diaz GS, Lelievre J, Ballell L, Selenski C, Axtman M, Ghidelli-Disse S, Pflaumer H, Bosche M, Drewes G, Freiberg GM, Kurnick MD, Srikumaran M, Kempf DJ, Green SR, Ray PC, Read K, Wyatt P, Barry CE 3rd, Boshoff HI (2017) Essential but not vulnerable: indazole sulfonamides targeting inosine monophosphate dehydrogenase as potential leads against mycobacterium tuberculosis. ACS Infect Dis 3(1):18–33. https://doi.org/10.1021/acsinfecdis.6b00103
Pandurangan AP, Ascher DB, Thomas SE, Blundell TL (2017) Genomes, structural biology and drug discovery: combating the impacts of mutations in genetic disease and antibiotic resistance. Biochem Soc Trans 45(2):303–311. https://doi.org/10.1042/BST20160422
Albanaz ATS, Rodrigues CHM, Pires DEV, Ascher DB (2017) Combating mutations in genetic disease and drug resistance: understanding molecular mechanisms to guide drug design. Expert Opin Drug Discov 12(6):553–563. https://doi.org/10.1080/17460441.2017.1322579
White RR, Ponsford AH, Weekes MP, Rodrigues RB, Ascher DB, Mol M, Selkirk ME, Gygi SP, Sanderson CM, Artavanis-Tsakonas K (2016) Ubiquitin-dependent modification of skeletal muscle by the parasitic nematode, Trichinella spiralis. PLoS Pathog 12(11):e1005977. https://doi.org/10.1371/journal.ppat.1005977
Silvino AC, Costa GL, Araujo FC, Ascher DB, Pires DE, Fontes CJ, Carvalho LH, Brito CF, Sousa TN (2016) Variation in human cytochrome P-450 drug-metabolism genes: a gateway to the understanding of Plasmodium vivax relapses. PLoS One 11(7):e0160172. https://doi.org/10.1371/journal.pone.0160172
Phelan J, Coll F, McNerney R, Ascher DB, Pires DE, Furnham N, Coeck N, Hill-Cawthorne GA, Nair MB, Mallard K, Ramsay A, Campino S, Hibberd ML, Pain A, Rigouts L, Clark TG (2016) Mycobacterium tuberculosis whole genome sequencing and protein structure modelling provides insights into anti-tuberculosis drug resistance. BMC Med 14:31. https://doi.org/10.1186/s12916-016-0575-9
Kano FS, Souza-Silva FA, Torres LM, Lima BA, Sousa TN, Alves JR, Rocha RS, Fontes CJ, Sanchez BA, Adams JH, Brito CF, Pires DE, Ascher DB, Sell AM, Carvalho LH (2016) The presence, persistence and functional properties of Plasmodium vivax duffy binding protein II antibodies are influenced by HLA class II allelic variants. PLoS Negl Trop Dis 10(12):e0005177. https://doi.org/10.1371/journal.pntd.0005177
Ascher DB, Wielens J, Nero TL, Doughty L, Morton CJ, Parker MW (2014) Potent hepatitis C inhibitors bind directly to NS5A and reduce its affinity for RNA. Sci Rep 4:4765. https://doi.org/10.1038/srep04765
Hawkey J, Ascher DB, Judd LM, Wick RR, Kostoulias X, Cleland H, Spelman DW, Padiglione A, Peleg AY, Holt KE (2018) Evolution of carbapenem resistance in Acinetobacter baumannii during a prolonged infection. Microb Genom. https://doi.org/10.1099/mgen.0.000165
Rodrigues CHM, Pires DEV, Ascher DB (2018) DynaMut: predicting the impact of mutations on protein conformation, flexibility and stability. Nucleic Acids Res. https://doi.org/10.1093/nar/gky300
Pires DE, Ascher DB (2017) mCSM-NA: predicting the effects of mutations on protein-nucleic acids interactions. Nucleic Acids Res 45:W241–W246. https://doi.org/10.1093/nar/gkx236
Jubb HC, Higueruelo AP, Ochoa-Montano B, Pitt WR, Ascher DB, Blundell TL (2017) Arpeggio: a web server for calculating and visualising interatomic interactions in protein structures. J Mol Biol 429(3):365–371. https://doi.org/10.1016/j.jmb.2016.12.004
Pires DE, Blundell TL, Ascher DB (2016) mCSM-lig: quantifying the effects of mutations on protein-small molecule affinity in genetic disease and emergence of drug resistance. Sci Rep 6:29575. https://doi.org/10.1038/srep29575
Pires DE, Ascher DB (2016) CSM-lig: a web server for assessing and comparing protein-small molecule affinities. Nucleic Acids Res 44(W1):W557–W561. https://doi.org/10.1093/nar/gkw390
Pires DE, Ascher DB (2016) mCSM-AB: a web server for predicting antibody-antigen affinity changes upon mutation with graph-based signatures. Nucleic Acids Res 44(W1):W469–W473. https://doi.org/10.1093/nar/gkw458
Pires DE, Blundell TL, Ascher DB (2015) Platinum: a database of experimentally measured effects of mutations on structurally defined protein-ligand complexes. Nucleic Acids Res 43(Database issue):D387–D391. https://doi.org/10.1093/nar/gku966
Pires DE, Blundell TL, Ascher DB (2015) pkCSM: predicting small-molecule pharmacokinetic and toxicity properties using graph-based signatures. J Med Chem 58(9):4066–4072. https://doi.org/10.1021/acs.jmedchem.5b00104
Pires DE, Ascher DB, Blundell TL (2014) mCSM: predicting the effects of mutations in proteins using graph-based signatures. Bioinformatics 30(3):335–342. https://doi.org/10.1093/bioinformatics/btt691
Pires DE, Ascher DB, Blundell TL (2014) DUET: a server for predicting effects of mutations on protein stability using an integrated computational approach. Nucleic Acids Res 42. (Web Server issue:W314–W319. https://doi.org/10.1093/nar/gku411
Pandurangan AP, Ochoa-Montano B, Ascher DB, Blundell TL (2017) SDM: a server for predicting effects of mutations on protein stability. Nucleic Acids Res 45:W229–W235. https://doi.org/10.1093/nar/gkx439
Berman HM, Westbrook J, Feng Z, Gilliland G, Bhat TN, Weissig H, Shindyalov IN, Bourne PE (2000) The protein data bank. Nucleic Acids Res 28(1):235–242
Goncalves WR, Goncalves-Almeida VM, Arruda AL, Meira W Jr, da Silveira CH, Pires DE, de Melo-Minardi RC (2015) PDBest: a user-friendly platform for manipulating and enhancing protein structures. Bioinformatics 31(17):2894–2896. https://doi.org/10.1093/bioinformatics/btv223
Acknowledgments
This work was supported by the Australian Government Research Training Program Scholarship [to Y.M., M.K., C.H.M.R. and S.P.]; the Jack Brockhoff Foundation [JBF 4186, 2016 to D.B.A.]; a Newton Fund RCUK-CONFAP Grant awarded by The Medical Research Council (MRC) and Fundação de Amparo à Pesquisa do Estado de Minas Gerais (FAPEMIG) [MR/M026302/1 to D.B.A. and D.E.V.P.]; the National Health and Medical Research Council of Australia [APP1072476 to D.B.A.]; the Victorian Life Sciences Computation Initiative (VLSCI), an initiative of the Victorian Government, Australia, on its Facility hosted at the University of Melbourne [UOM0017]; the Instituto René Rachou (IRR/FIOCRUZ Minas), Brazil, and Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) [to D.E.V.P.]; and the Department of Biochemistry and Molecular Biology, University of Melbourne [to D.B.A.].
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Pires, D.E.V. et al. (2019). Exploring Protein Supersecondary Structure Through Changes in Protein Folding, Stability, and Flexibility. In: Kister, A. (eds) Protein Supersecondary Structures. Methods in Molecular Biology, vol 1958. Humana Press, New York, NY. https://doi.org/10.1007/978-1-4939-9161-7_9
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DOI: https://doi.org/10.1007/978-1-4939-9161-7_9
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