Computational models in the service of X-ray and cryo-electron microscopy structure determination.


Journal

Proteins
ISSN: 1097-0134
Titre abrégé: Proteins
Pays: United States
ID NLM: 8700181

Informations de publication

Date de publication:
12 2021
Historique:
revised: 11 08 2021
received: 07 05 2021
accepted: 17 08 2021
pubmed: 28 8 2021
medline: 26 2 2022
entrez: 27 8 2021
Statut: ppublish

Résumé

Critical assessment of structure prediction (CASP) conducts community experiments to determine the state of the art in computing protein structure from amino acid sequence. The process relies on the experimental community providing information about not yet public or about to be solved structures, for use as targets. For some targets, the experimental structure is not solved in time for use in CASP. Calculated structure accuracy improved dramatically in this round, implying that models should now be much more useful for resolving many sorts of experimental difficulties. To test this, selected models for seven unsolved targets were provided to the experimental groups. These models were from the AlphaFold2 group, who overall submitted the most accurate predictions in CASP14. Four targets were solved with the aid of the models, and, additionally, the structure of an already solved target was improved. An a posteriori analysis showed that, in some cases, models from other groups would also be effective. This paper provides accounts of the successful application of models to structure determination, including molecular replacement for X-ray crystallography, backbone tracing and sequence positioning in a cryo-electron microscopy structure, and correction of local features. The results suggest that, in future, there will be greatly increased synergy between computational and experimental approaches to structure determination.

Identifiants

pubmed: 34449113
doi: 10.1002/prot.26223
pmc: PMC8616789
mid: NIHMS1735920
doi:

Substances chimiques

Proteins 0

Types de publication

Journal Article Research Support, N.I.H., Extramural

Langues

eng

Sous-ensembles de citation

IM

Pagination

1633-1646

Subventions

Organisme : Medical Research Council
ID : G0600084
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/N009614/1
Pays : United Kingdom
Organisme : NIGMS NIH HHS
ID : R01 GM100482
Pays : United States
Organisme : NIGMS NIH HHS
ID : R01 GM110202
Pays : United States

Informations de copyright

© 2021 Wiley Periodicals LLC.

Références

Subcell Biochem. 2017;82:63-93
pubmed: 28101859
Proteins. 2021 Dec;89(12):1752-1769
pubmed: 34387010
J Struct Biol. 2014 Jun;186(3):376-9
pubmed: 24681325
Cell Microbiol. 2012 Aug;14(8):1174-82
pubmed: 22519819
Acta Crystallogr D Biol Crystallogr. 2011 Apr;67(Pt 4):338-44
pubmed: 21460452
Proteins. 2018 Mar;86 Suppl 1:7-15
pubmed: 29082672
Nat Commun. 2018 Jan 23;9(1):328
pubmed: 29362354
Viruses. 2020 Sep 23;12(10):
pubmed: 32977622
Acta Crystallogr D Biol Crystallogr. 2010 Jan;66(Pt 1):22-5
pubmed: 20057045
J Mol Biol. 2018 Jul 20;430(15):2237-2243
pubmed: 29258817
Acta Crystallogr D Biol Crystallogr. 2011 Apr;67(Pt 4):355-67
pubmed: 21460454
Nat Protoc. 2015 Jun;10(6):845-58
pubmed: 25950237
J Mol Biol. 2019 Sep 6;431(19):3718-3739
pubmed: 31325442
Nat Methods. 2017 Mar;14(3):290-296
pubmed: 28165473
Proteins. 2019 Dec;87(12):1128-1140
pubmed: 31576602
Proteins. 2021 Dec;89(12):1673-1686
pubmed: 34240477
J Struct Biol. 2014 Jun;186(3):357-66
pubmed: 24568954
Cell. 2006 Sep 8;126(5):929-40
pubmed: 16959572
Front Mol Biosci. 2016 Nov 09;3:73
pubmed: 27882317
J Mol Biol. 1964 Jan;8:65-78
pubmed: 14153515
Chembiochem. 2017 Sep 5;18(17):1735-1742
pubmed: 28603929
Nat Protoc. 2010 Apr;5(4):725-38
pubmed: 20360767
mBio. 2017 Feb 14;8(1):
pubmed: 28196958
PLoS One. 2014 Mar 26;9(3):e93156
pubmed: 24671238
Acta Crystallogr D Biol Crystallogr. 2008 Jan;64(Pt 1):61-9
pubmed: 18094468
Proc Natl Acad Sci U S A. 2012 Jun 19;109(25):9875-80
pubmed: 22665781
Structure. 2004 May;12(5):775-84
pubmed: 15130470
Proteins. 2021 Dec;89(12):1607-1617
pubmed: 34533838
Nat Methods. 2015 Jan;12(1):7-8
pubmed: 25549265
BMC Bioinformatics. 2008 Jan 23;9:40
pubmed: 18215316
Nat Microbiol. 2019 Dec;4(12):2082-2089
pubmed: 31548686
Nucleic Acids Res. 2009 Jan;37(Database issue):D233-8
pubmed: 18838391
FEBS Lett. 2006 May 22;580(12):2928-34
pubmed: 16647064
Curr Opin Struct Biol. 2019 Oct;58:105-114
pubmed: 31394387
Nat Rev Mol Cell Biol. 2019 Nov;20(11):681-697
pubmed: 31417196
Proteins. 2021 Dec;89(12):1711-1721
pubmed: 34599769
J Mol Biol. 2015 Oct 9;427(20):3327-3339
pubmed: 26321252
Nucleic Acids Res. 2017 Jun 2;45(10):5958-5967
pubmed: 28402520
Proc Natl Acad Sci U S A. 2021 Aug 24;118(34):
pubmed: 34417315
Elife. 2019 Aug 06;8:
pubmed: 31385808
Acta Crystallogr D Biol Crystallogr. 2010 Apr;66(Pt 4):486-501
pubmed: 20383002
J Virol. 2014 Sep;88(18):10501-10
pubmed: 24965474
Virology. 2016 Aug;495:185-96
pubmed: 27236306
Subcell Biochem. 2017;82:95-129
pubmed: 28101860
Sci Rep. 2019 May 14;9(1):7349
pubmed: 31089181
Acta Crystallogr D Struct Biol. 2019 Dec 1;75(Pt 12):1051-1062
pubmed: 31793899
Structure. 2011 Mar 9;19(3):378-85
pubmed: 21397188
Structure. 2012 Jan 11;20(1):56-66
pubmed: 22244755
Acta Crystallogr D Biol Crystallogr. 2010 Feb;66(Pt 2):213-21
pubmed: 20124702
Sci Rep. 2020 Sep 21;10(1):15402
pubmed: 32958885
Arch Virol. 2012 Oct;157(10):2035-46
pubmed: 22707043
Biochem Soc Trans. 2016 Feb;44(1):166-75
pubmed: 26862202
Science. 1991 Oct 4;254(5028):51-8
pubmed: 1925561
Structure. 2009 Feb 13;17(2):151-9
pubmed: 19217386
Proteins. 2016 Sep;84 Suppl 1:34-50
pubmed: 26473983
J Appl Crystallogr. 2007 Aug 1;40(Pt 4):658-674
pubmed: 19461840
Methods Enzymol. 1985;115:90-112
pubmed: 4079800
Acta Crystallogr D Biol Crystallogr. 2010 Apr;66(Pt 4):470-8
pubmed: 20383000
Nat Commun. 2019 Mar 11;10(1):1153
pubmed: 30858373
Biophys Chem. 2020 Dec;267:106476
pubmed: 33035752
Nature. 2016 May 18;533(7603):346-52
pubmed: 27193680
Proteins. 2021 Dec;89(12):1687-1699
pubmed: 34218458
Acta Crystallogr D Struct Biol. 2021 Feb 1;77(Pt 2):129-130
pubmed: 33559602
Proteins. 2019 Dec;87(12):1011-1020
pubmed: 31589781
Nucleic Acids Res. 2014 Jan;42(Database issue):D490-5
pubmed: 24270786

Auteurs

Andriy Kryshtafovych (A)

Genome Center, University of California, Davis, California, USA.

John Moult (J)

Institute for Bioscience and Biotechnology Research, Department of Cell Biology and Molecular genetics, University of Maryland, Rockville, Maryland, USA.

Reinhard Albrecht (R)

Department of Protein Evolution, Max Planck Institute for Developmental Biology, Tübingen, Germany.

Geoffrey A Chang (GA)

Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California-San Diego, La Jolla, California, USA.
Department of Pharmacology, University of California-San Diego, La Jolla, California, USA.

Kinlin Chao (K)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.

Alec Fraser (A)

Department of Biochemistry and Molecular Biology, Sealy Center for Structural Biology and Molecular Biophysics (SCSB), The University of Texas Medical Branch at Galveston, Galveston, Texas, USA.

Julia Greenfield (J)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.

Marcus D Hartmann (MD)

Department of Protein Evolution, Max Planck Institute for Developmental Biology, Tübingen, Germany.

Osnat Herzberg (O)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.
Department of Chemistry and Biochemistry, University of Maryland, Maryland, USA.

Inokentijs Josts (I)

The Hamburg Advanced Research Center for Bioorganic Chemistry (HARBOR) & Department of Chemistry, Institute for Biochemistry and Molecular Biology, University of Hamburg, Hamburg, Germany.

Petr G Leiman (PG)

Department of Biochemistry and Molecular Biology, Sealy Center for Structural Biology and Molecular Biophysics (SCSB), The University of Texas Medical Branch at Galveston, Galveston, Texas, USA.

Sara B Linden (SB)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.

Andrei N Lupas (AN)

Department of Protein Evolution, Max Planck Institute for Developmental Biology, Tübingen, Germany.

Daniel C Nelson (DC)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.
Department of Veterinary Medicine, University of Maryland, College Park, Maryland, USA.

Steven D Rees (SD)

Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California-San Diego, La Jolla, California, USA.

Xiaoran Shang (X)

Institute for Bioscience and Biotechnology Research, University of Maryland, Rockville, Maryland, USA.

Maria L Sokolova (ML)

Center of Life Sciences, Skolkovo Institute of Science and Technology, Moscow, Russia.

Henning Tidow (H)

The Hamburg Advanced Research Center for Bioorganic Chemistry (HARBOR) & Department of Chemistry, Institute for Biochemistry and Molecular Biology, University of Hamburg, Hamburg, Germany.
DeepMind, London, UK.

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