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For: Adhikari B, Hou J, Cheng J. DNCON2: improved protein contact prediction using two-level deep convolutional neural networks. Bioinformatics 2019;34:1466-1472. [PMID: 29228185 PMCID: PMC5925776 DOI: 10.1093/bioinformatics/btx781] [Citation(s) in RCA: 105] [Impact Index Per Article: 17.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2017] [Accepted: 12/07/2017] [Indexed: 12/14/2022]  Open
Number Cited by Other Article(s)
1
Rennie ML, Oliver MR. Emerging frontiers in protein structure prediction following the AlphaFold revolution. J R Soc Interface 2025;22:20240886. [PMID: 40233800 PMCID: PMC11999738 DOI: 10.1098/rsif.2024.0886] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Revised: 02/04/2025] [Accepted: 03/10/2025] [Indexed: 04/17/2025]  Open
2
Srivastava G, Liu M, Ni X, Pu L, Brylinski M. Machine Learning Techniques to Infer Protein Structure and Function from Sequences: A Comprehensive Review. Methods Mol Biol 2025;2867:79-104. [PMID: 39576576 DOI: 10.1007/978-1-0716-4196-5_5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2024]
3
Zhang C, Wang Q, Li Y, Teng A, Hu G, Wuyun Q, Zheng W. The Historical Evolution and Significance of Multiple Sequence Alignment in Molecular Structure and Function Prediction. Biomolecules 2024;14:1531. [PMID: 39766238 PMCID: PMC11673352 DOI: 10.3390/biom14121531] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Revised: 11/24/2024] [Accepted: 11/27/2024] [Indexed: 01/11/2025]  Open
4
Satalkar V, Degaga GD, Li W, Pang YT, McShan AC, Gumbart JC, Mitchell JC, Torres MP. Generative β-hairpin design using a residue-based physicochemical property landscape. Biophys J 2024;123:2790-2806. [PMID: 38297834 PMCID: PMC11393682 DOI: 10.1016/j.bpj.2024.01.029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 12/20/2023] [Accepted: 01/25/2024] [Indexed: 02/02/2024]  Open
5
Jisna VA, Ajay AP, Jayaraj PB. Using Attention-UNet Models to Predict Protein Contact Maps. J Comput Biol 2024;31:691-702. [PMID: 38979621 DOI: 10.1089/cmb.2023.0102] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]  Open
6
Wang M, Li W, Yu X, Luo Y, Han K, Wang C, Jin Q. AffinityVAE: A multi-objective model for protein-ligand affinity prediction and drug design. Comput Biol Chem 2023;107:107971. [PMID: 37852036 DOI: 10.1016/j.compbiolchem.2023.107971] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2023] [Revised: 09/23/2023] [Accepted: 10/08/2023] [Indexed: 10/20/2023]
7
Yue T, Wang Y, Zhang L, Gu C, Xue H, Wang W, Lyu Q, Dun Y. Deep Learning for Genomics: From Early Neural Nets to Modern Large Language Models. Int J Mol Sci 2023;24:15858. [PMID: 37958843 PMCID: PMC10649223 DOI: 10.3390/ijms242115858] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 10/24/2023] [Accepted: 10/30/2023] [Indexed: 11/15/2023]  Open
8
Qin X, Liu M, Liu G. ResCNNT-fold: Combining residual convolutional neural network and Transformer for protein fold recognition from language model embeddings. Comput Biol Med 2023;166:107571. [PMID: 37864911 DOI: 10.1016/j.compbiomed.2023.107571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2023] [Revised: 09/30/2023] [Accepted: 10/11/2023] [Indexed: 10/23/2023]
9
Schneider B, Sweeney BA, Bateman A, Cerny J, Zok T, Szachniuk M. When will RNA get its AlphaFold moment? Nucleic Acids Res 2023;51:9522-9532. [PMID: 37702120 PMCID: PMC10570031 DOI: 10.1093/nar/gkad726] [Citation(s) in RCA: 48] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 08/13/2023] [Accepted: 08/22/2023] [Indexed: 09/14/2023]  Open
10
Wang H, Zang Y, Kang Y, Zhang J, Zhang L, Zhang S. ETLD: an encoder-transformation layer-decoder architecture for protein contact and mutation effects prediction. Brief Bioinform 2023;24:bbad290. [PMID: 37598423 DOI: 10.1093/bib/bbad290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Revised: 06/21/2023] [Accepted: 07/26/2023] [Indexed: 08/22/2023]  Open
11
Lin P, Yan Y, Tao H, Huang SY. Deep transfer learning for inter-chain contact predictions of transmembrane protein complexes. Nat Commun 2023;14:4935. [PMID: 37582780 PMCID: PMC10427616 DOI: 10.1038/s41467-023-40426-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Accepted: 07/21/2023] [Indexed: 08/17/2023]  Open
12
Mi Y, Marcu SB, Tabirca S, Yallapragada VVB. PROFASA-a web-based protein fragment and structure analysis workstation. Front Bioeng Biotechnol 2023;11:1192094. [PMID: 37545885 PMCID: PMC10401835 DOI: 10.3389/fbioe.2023.1192094] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Accepted: 07/10/2023] [Indexed: 08/08/2023]  Open
13
Perdiguero B, Marcos-Villar L, López-Bravo M, Sánchez-Cordón PJ, Zamora C, Valverde JR, Sorzano CÓS, Sin L, Álvarez E, Ramos M, Del Val M, Esteban M, Gómez CE. Immunogenicity and efficacy of a novel multi-patch SARS-CoV-2/COVID-19 vaccine candidate. Front Immunol 2023;14:1160065. [PMID: 37404819 PMCID: PMC10316789 DOI: 10.3389/fimmu.2023.1160065] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Accepted: 05/30/2023] [Indexed: 07/06/2023]  Open
14
Zhang O, Haghighatlari M, Li J, Liu ZH, Namini A, Teixeira JMC, Forman-Kay JD, Head-Gordon T. Learning to evolve structural ensembles of unfolded and disordered proteins using experimental solution data. J Chem Phys 2023;158:174113. [PMID: 37144719 PMCID: PMC10163956 DOI: 10.1063/5.0141474] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 04/11/2023] [Indexed: 05/06/2023]  Open
15
Lin P, Yan Y, Huang SY. DeepHomo2.0: improved protein-protein contact prediction of homodimers by transformer-enhanced deep learning. Brief Bioinform 2023;24:6849483. [PMID: 36440949 DOI: 10.1093/bib/bbac499] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 10/08/2022] [Accepted: 10/21/2022] [Indexed: 11/30/2022]  Open
16
Bhattacharya S, Roche R, Shuvo MH, Moussad B, Bhattacharya D. Contact-Assisted Threading in Low-Homology Protein Modeling. Methods Mol Biol 2023;2627:41-59. [PMID: 36959441 DOI: 10.1007/978-1-0716-2974-1_3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/25/2023]
17
Maduranga KDG, Zadorozhnyy V, Ye Q. Symmetry-structured convolutional neural networks. Neural Comput Appl 2022. [DOI: 10.1007/s00521-022-08168-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
18
Mufassirin MMM, Newton MAH, Sattar A. Artificial intelligence for template-free protein structure prediction: a comprehensive review. Artif Intell Rev 2022. [DOI: 10.1007/s10462-022-10350-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
19
Roche R, Bhattacharya S, Shuvo MH, Bhattacharya D. rrQNet: Protein contact map quality estimation by deep evolutionary reconciliation. Proteins 2022;90:2023-2034. [PMID: 35751651 PMCID: PMC9633355 DOI: 10.1002/prot.26394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 05/31/2022] [Accepted: 06/21/2022] [Indexed: 11/10/2022]
20
Guo Z, Liu J, Skolnick J, Cheng J. Prediction of inter-chain distance maps of protein complexes with 2D attention-based deep neural networks. Nat Commun 2022;13:6963. [PMID: 36379943 PMCID: PMC9666547 DOI: 10.1038/s41467-022-34600-2] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Accepted: 10/24/2022] [Indexed: 11/16/2022]  Open
21
An J, Weng X. Collectively encoding protein properties enriches protein language models. BMC Bioinformatics 2022;23:467. [DOI: 10.1186/s12859-022-05031-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Accepted: 10/31/2022] [Indexed: 11/10/2022]  Open
22
Wang L, Zhong H, Xue Z, Wang Y. Res-Dom: predicting protein domain boundary from sequence using deep residual network and Bi-LSTM. BIOINFORMATICS ADVANCES 2022;2:vbac060. [PMID: 36699417 PMCID: PMC9710680 DOI: 10.1093/bioadv/vbac060] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Revised: 07/01/2022] [Accepted: 08/30/2022] [Indexed: 01/28/2023]
23
Improved Protein Real-Valued Distance Prediction Using Deep Residual Dense Network (DRDN). Protein J 2022;41:468-476. [PMID: 36008645 DOI: 10.1007/s10930-022-10067-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/15/2022] [Indexed: 10/15/2022]
24
Villalobos-Alva J, Ochoa-Toledo L, Villalobos-Alva MJ, Aliseda A, Pérez-Escamirosa F, Altamirano-Bustamante NF, Ochoa-Fernández F, Zamora-Solís R, Villalobos-Alva S, Revilla-Monsalve C, Kemper-Valverde N, Altamirano-Bustamante MM. Protein Science Meets Artificial Intelligence: A Systematic Review and a Biochemical Meta-Analysis of an Inter-Field. Front Bioeng Biotechnol 2022;10:788300. [PMID: 35875501 PMCID: PMC9301016 DOI: 10.3389/fbioe.2022.788300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2021] [Accepted: 05/25/2022] [Indexed: 11/23/2022]  Open
25
Nguyen TTD, Chen S, Ho QT, Ou YY. Using multiple convolutional window scanning of convolutional neural network for an efficient prediction of ATP-binding sites in transport proteins. Proteins 2022;90:1486-1492. [PMID: 35246878 DOI: 10.1002/prot.26329] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2021] [Revised: 02/23/2022] [Accepted: 02/25/2022] [Indexed: 12/31/2022]
26
Zhang H, Huang Y, Bei Z, Ju Z, Meng J, Hao M, Zhang J, Zhang H, Xi W. Inter-Residue Distance Prediction From Duet Deep Learning Models. Front Genet 2022;13:887491. [PMID: 35651930 PMCID: PMC9148999 DOI: 10.3389/fgene.2022.887491] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 03/30/2022] [Indexed: 12/04/2022]  Open
27
Gu J, Zhang T, Wu C, Liang Y, Shi X. Refined Contact Map Prediction of Peptides Based on GCN and ResNet. Front Genet 2022;13:859626. [PMID: 35571037 PMCID: PMC9092020 DOI: 10.3389/fgene.2022.859626] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2022] [Accepted: 03/23/2022] [Indexed: 11/13/2022]  Open
28
Han K, Liu Y, Xu J, Song J, Yu DJ. Performing protein fold recognition by exploiting a stack convolutional neural network with the attention mechanism. Anal Biochem 2022;651:114695. [PMID: 35487269 DOI: 10.1016/j.ab.2022.114695] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2022] [Revised: 04/18/2022] [Accepted: 04/19/2022] [Indexed: 11/01/2022]
29
Lee D, Xiong D, Wierbowski S, Li L, Liang S, Yu H. Deep learning methods for 3D structural proteome and interactome modeling. Curr Opin Struct Biol 2022;73:102329. [PMID: 35139457 PMCID: PMC8957610 DOI: 10.1016/j.sbi.2022.102329] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 12/05/2021] [Accepted: 12/31/2021] [Indexed: 12/19/2022]
30
Nguyen TTD, Ho QT, Tarn YC, Ou YY. MFPS_CNN: Multi-filter pattern scanning from position-specific scoring matrix with convolutional neural network for efficient prediction of ion transporters. Mol Inform 2022;41:e2100271. [PMID: 35322557 DOI: 10.1002/minf.202100271] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2021] [Accepted: 03/23/2022] [Indexed: 11/08/2022]
31
Wang L, Zhang J, Wang D, Song C. Membrane contact probability: An essential and predictive character for the structural and functional studies of membrane proteins. PLoS Comput Biol 2022;18:e1009972. [PMID: 35353812 PMCID: PMC9000120 DOI: 10.1371/journal.pcbi.1009972] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2021] [Revised: 04/11/2022] [Accepted: 02/25/2022] [Indexed: 11/20/2022]  Open
32
Lin E, Lin CH, Lane HY. De Novo Peptide and Protein Design Using Generative Adversarial Networks: An Update. J Chem Inf Model 2022;62:761-774. [DOI: 10.1021/acs.jcim.1c01361] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
33
Yaish O, Orenstein Y. Computational modeling of mRNA degradation dynamics using deep neural networks. Bioinformatics 2022;38:1087-1101. [PMID: 34849591 DOI: 10.1093/bioinformatics/btab800] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 11/12/2021] [Accepted: 11/22/2021] [Indexed: 02/04/2023]  Open
34
Roy RS, Quadir F, Soltanikazemi E, Cheng J. OUP accepted manuscript. Bioinformatics 2022;38:1904-1910. [PMID: 35134816 PMCID: PMC8963319 DOI: 10.1093/bioinformatics/btac063] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Revised: 01/17/2022] [Accepted: 01/31/2022] [Indexed: 11/23/2022]  Open
35
Schwarz D, Georges G, Kelm S, Shi J, Vangone A, Deane CM. Co-evolutionary distance predictions contain flexibility information. Bioinformatics 2021;38:65-72. [PMID: 34383892 DOI: 10.1093/bioinformatics/btab562] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Revised: 06/19/2021] [Accepted: 08/10/2021] [Indexed: 02/03/2023]  Open
36
Li Y, Zhang C, Zheng W, Zhou X, Bell EW, Yu DJ, Zhang Y. Protein inter-residue contact and distance prediction by coupling complementary coevolution features with deep residual networks in CASP14. Proteins 2021;89:1911-1921. [PMID: 34382712 PMCID: PMC8616805 DOI: 10.1002/prot.26211] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2021] [Revised: 07/24/2021] [Accepted: 08/05/2021] [Indexed: 01/12/2023]
37
Hou M, Peng C, Zhou X, Zhang B, Zhang G. Multi contact-based folding method for de novo protein structure prediction. Brief Bioinform 2021;23:6445108. [PMID: 34849573 DOI: 10.1093/bib/bbab463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2021] [Revised: 09/21/2021] [Accepted: 10/10/2021] [Indexed: 11/12/2022]  Open
38
Alshammari M, He J. Combining Cryo-EM Density Map and Residue Contact for Protein Secondary Structure Topologies. Molecules 2021;26:7049. [PMID: 34834140 PMCID: PMC8624718 DOI: 10.3390/molecules26227049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 11/01/2021] [Accepted: 11/15/2021] [Indexed: 11/23/2022]  Open
39
Si Y, Yan C. Improved protein contact prediction using dimensional hybrid residual networks and singularity enhanced loss function. Brief Bioinform 2021;22:6357883. [PMID: 34448830 DOI: 10.1093/bib/bbab341] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 07/10/2021] [Accepted: 08/02/2021] [Indexed: 11/12/2022]  Open
40
Geethu S, Vimina ER. Improved 3-D Protein Structure Predictions using Deep ResNet Model. Protein J 2021;40:669-681. [PMID: 34510309 DOI: 10.1007/s10930-021-10016-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/09/2021] [Indexed: 10/20/2022]
41
Yan Y, Huang SY. Accurate prediction of inter-protein residue-residue contacts for homo-oligomeric protein complexes. Brief Bioinform 2021;22:bbab038. [PMID: 33693482 PMCID: PMC8425427 DOI: 10.1093/bib/bbab038] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2020] [Revised: 01/09/2021] [Indexed: 12/14/2022]  Open
42
Antoniak A, Biskupek I, Bojarski KK, Czaplewski C, Giełdoń A, Kogut M, Kogut MM, Krupa P, Lipska AG, Liwo A, Lubecka EA, Marcisz M, Maszota-Zieleniak M, Samsonov SA, Sieradzan AK, Ślusarz MJ, Ślusarz R, Wesołowski PA, Ziȩba K. Modeling protein structures with the coarse-grained UNRES force field in the CASP14 experiment. J Mol Graph Model 2021;108:108008. [PMID: 34419932 DOI: 10.1016/j.jmgm.2021.108008] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2021] [Revised: 08/12/2021] [Accepted: 08/13/2021] [Indexed: 12/31/2022]
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Hong Z, Liu J, Chen Y. An interpretable machine learning method for homo-trimeric protein interface residue-residue interaction prediction. Biophys Chem 2021;278:106666. [PMID: 34418678 DOI: 10.1016/j.bpc.2021.106666] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 08/09/2021] [Accepted: 08/09/2021] [Indexed: 12/29/2022]
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Mortuza SM, Zheng W, Zhang C, Li Y, Pearce R, Zhang Y. Improving fragment-based ab initio protein structure assembly using low-accuracy contact-map predictions. Nat Commun 2021;12:5011. [PMID: 34408149 PMCID: PMC8373938 DOI: 10.1038/s41467-021-25316-w] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Accepted: 08/04/2021] [Indexed: 11/28/2022]  Open
45
Zheng W, Zhang C, Li Y, Pearce R, Bell EW, Zhang Y. Folding non-homologous proteins by coupling deep-learning contact maps with I-TASSER assembly simulations. CELL REPORTS METHODS 2021;1:100014. [PMID: 34355210 PMCID: PMC8336924 DOI: 10.1016/j.crmeth.2021.100014] [Citation(s) in RCA: 299] [Impact Index Per Article: 74.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2021] [Revised: 04/22/2021] [Accepted: 05/03/2021] [Indexed: 12/23/2022]
46
Liu J, Wu T, Guo Z, Hou J, Cheng J. Improving protein tertiary structure prediction by deep learning and distance prediction in CASP14. Proteins 2021;90:58-72. [PMID: 34291486 PMCID: PMC8671168 DOI: 10.1002/prot.26186] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Revised: 06/21/2021] [Accepted: 07/12/2021] [Indexed: 12/15/2022]
47
Mulnaes D, Golchin P, Koenig F, Gohlke H. TopDomain: Exhaustive Protein Domain Boundary Metaprediction Combining Multisource Information and Deep Learning. J Chem Theory Comput 2021;17:4599-4613. [PMID: 34161735 DOI: 10.1021/acs.jctc.1c00129] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
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Reza MS, Zhang H, Hossain MT, Jin L, Feng S, Wei Y. COMTOP: Protein Residue-Residue Contact Prediction through Mixed Integer Linear Optimization. MEMBRANES 2021;11:membranes11070503. [PMID: 34209399 PMCID: PMC8305966 DOI: 10.3390/membranes11070503] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Revised: 06/24/2021] [Accepted: 06/25/2021] [Indexed: 11/17/2022]
49
DNCON2_Inter: predicting interchain contacts for homodimeric and homomultimeric protein complexes using multiple sequence alignments of monomers and deep learning. Sci Rep 2021;11:12295. [PMID: 34112907 PMCID: PMC8192766 DOI: 10.1038/s41598-021-91827-7] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 05/28/2021] [Indexed: 12/13/2022]  Open
50
Bottino GF, Ferrari AJR, Gozzo FC, Martínez L. Structural discrimination analysis for constraint selection in protein modeling. Bioinformatics 2021;37:3766-3773. [PMID: 34086840 DOI: 10.1093/bioinformatics/btab425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 05/07/2021] [Accepted: 06/03/2021] [Indexed: 11/12/2022]  Open
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