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For: Song Z, Huang D, Song B, Chen K, Song Y, Liu G, Su J, Magalhães JPD, Rigden DJ, Meng J. Attention-based multi-label neural networks for integrated prediction and interpretation of twelve widely occurring RNA modifications. Nat Commun 2021;12:4011. [PMID: 34188054 PMCID: PMC8242015 DOI: 10.1038/s41467-021-24313-3] [Citation(s) in RCA: 58] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2020] [Accepted: 06/07/2021] [Indexed: 02/08/2023]  Open
Number Cited by Other Article(s)
1
Shin H, Yoon T, Yoon S. Fatigue life predictor: predicting fatigue life of metallic material using LSTM with a contextual attention model. RSC Adv 2025;15:15781-15795. [PMID: 40365199 PMCID: PMC12070260 DOI: 10.1039/d5ra01578b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2025] [Accepted: 05/05/2025] [Indexed: 05/15/2025]  Open
2
Huang H, Zhou F, Jia J, Zhang H. DTC-m6Am: A Framework for Recognizing N6,2'-O-dimethyladenosine Sites in Unbalanced Classification Patterns Based on DenseNet and Attention Mechanisms. FRONT BIOSCI-LANDMRK 2025;30:36603. [PMID: 40302345 DOI: 10.31083/fbl36603] [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: 12/26/2024] [Revised: 03/12/2025] [Accepted: 03/25/2025] [Indexed: 05/02/2025]
3
Sheng N, Qiao J, Wei L, Shi H, Guo H, Yang C. Computational models for prediction of m6A sites using deep learning. Methods 2025;240:113-124. [PMID: 40268153 DOI: 10.1016/j.ymeth.2025.04.011] [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: 01/07/2025] [Revised: 04/02/2025] [Accepted: 04/07/2025] [Indexed: 04/25/2025]  Open
4
Liu Q, Zhou BM, Wang LJ, Zhang CY. Construction of a hierarchical DNA circuit for single-molecule profiling of locus-specific N6-methyladenosine-MALAT1 in clinical tissues. Biosens Bioelectron 2025;274:117198. [PMID: 39893948 DOI: 10.1016/j.bios.2025.117198] [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: 12/16/2024] [Revised: 01/16/2025] [Accepted: 01/25/2025] [Indexed: 02/04/2025]
5
Su Q, Phan LT, Pham NT, Wei L, Manavalan B. MST-m6A: A Novel Multi-Scale Transformer-based Framework for Accurate Prediction of m6A Modification Sites Across Diverse Cellular Contexts. J Mol Biol 2025;437:168856. [PMID: 39510345 DOI: 10.1016/j.jmb.2024.168856] [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: 07/16/2024] [Revised: 10/23/2024] [Accepted: 11/02/2024] [Indexed: 11/15/2024]
6
Li G, Zhao B, Su X, Yang Y, Zeng Z, Hu P, Hu L. Capturing short-range and long-range dependencies of nucleotides for identifying RNA N6-methyladenosine modification sites. Comput Biol Med 2025;186:109625. [PMID: 39756188 DOI: 10.1016/j.compbiomed.2024.109625] [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: 02/20/2024] [Revised: 11/17/2024] [Accepted: 12/23/2024] [Indexed: 01/07/2025]
7
Pilala KM, Panoutsopoulou K, Papadimitriou MA, Soureas K, Scorilas A, Avgeris M. Exploring the methyl-verse: Dynamic interplay of epigenome and m6A epitranscriptome. Mol Ther 2025;33:447-464. [PMID: 39659016 PMCID: PMC11852398 DOI: 10.1016/j.ymthe.2024.12.003] [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: 07/23/2024] [Revised: 11/19/2024] [Accepted: 12/05/2024] [Indexed: 12/12/2024]  Open
8
Huang Y, Zhang L, Mu W, Zheng M, Bao X, Li H, Luo X, Ren J, Zuo Z. RMVar 2.0: an updated database of functional variants in RNA modifications. Nucleic Acids Res 2025;53:D275-D283. [PMID: 39436017 PMCID: PMC11701541 DOI: 10.1093/nar/gkae924] [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: 09/09/2024] [Revised: 10/01/2024] [Accepted: 10/08/2024] [Indexed: 10/23/2024]  Open
9
Xia R, Yin X, Huang J, Chen K, Ma J, Wei Z, Su J, Blake N, Rigden DJ, Meng J, Song B. Interpretable deep cross networks unveiled common signatures of dysregulated epitranscriptomes across 12 cancer types. MOLECULAR THERAPY. NUCLEIC ACIDS 2024;35:102376. [PMID: 39618823 PMCID: PMC11605186 DOI: 10.1016/j.omtn.2024.102376] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Accepted: 10/25/2024] [Indexed: 01/12/2025]
10
Huang J, Wang X, Xia R, Yang D, Liu J, Lv Q, Yu X, Meng J, Chen K, Song B, Wang Y. Domain-knowledge enabled ensemble learning of 5-formylcytosine (f5C) modification sites. Comput Struct Biotechnol J 2024;23:3175-3185. [PMID: 39253057 PMCID: PMC11381828 DOI: 10.1016/j.csbj.2024.08.004] [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: 05/11/2024] [Revised: 08/07/2024] [Accepted: 08/07/2024] [Indexed: 09/11/2024]  Open
11
Yang Z, Shao W, Matsuda Y, Song L. iResNetDM: An interpretable deep learning approach for four types of DNA methylation modification prediction. Comput Struct Biotechnol J 2024;23:4214-4221. [PMID: 39650332 PMCID: PMC11621598 DOI: 10.1016/j.csbj.2024.11.006] [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: 07/26/2024] [Revised: 10/11/2024] [Accepted: 11/02/2024] [Indexed: 12/11/2024]  Open
12
Yuge CC, Hang ES, Mamtha MRN, Vishwakarma S, Wang S, Wang C, Le NQK. RNA-ModX: a multilabel prediction and interpretation framework for RNA modifications. Brief Bioinform 2024;26:bbae688. [PMID: 39737566 DOI: 10.1093/bib/bbae688] [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: 07/29/2024] [Revised: 11/18/2024] [Accepted: 12/16/2024] [Indexed: 01/01/2025]  Open
13
Xia Y, Zhang Y, Liu D, Zhu YH, Wang Z, Song J, Yu DJ. BLAM6A-Merge: Leveraging Attention Mechanisms and Feature Fusion Strategies to Improve the Identification of RNA N6-Methyladenosine Sites. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2024;21:1803-1815. [PMID: 38913512 DOI: 10.1109/tcbb.2024.3418490] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/26/2024]
14
Luo Z, Yu L, Xu Z, Liu K, Gu L. Comprehensive Review and Assessment of Computational Methods for Prediction of N6-Methyladenosine Sites. BIOLOGY 2024;13:777. [PMID: 39452086 PMCID: PMC11504118 DOI: 10.3390/biology13100777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Revised: 09/19/2024] [Accepted: 09/23/2024] [Indexed: 10/26/2024]
15
Zheng Y, Li H, Lin S. m7GRegpred: substrate prediction of N7-methylguanosine (m7G) writers and readers based on sequencing features. Front Genet 2024;15:1469011. [PMID: 39262420 PMCID: PMC11387174 DOI: 10.3389/fgene.2024.1469011] [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: 07/23/2024] [Accepted: 08/19/2024] [Indexed: 09/13/2024]  Open
16
Zhao J, Chen Z, Zhang M, Zou L, He S, Liu J, Wang Q, Song X, Wu J. DeepIRES: a hybrid deep learning model for accurate identification of internal ribosome entry sites in cellular and viral mRNAs. Brief Bioinform 2024;25:bbae439. [PMID: 39234953 PMCID: PMC11375421 DOI: 10.1093/bib/bbae439] [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: 06/17/2024] [Revised: 08/03/2024] [Accepted: 08/21/2024] [Indexed: 09/06/2024]  Open
17
Hwang H, Jeon H, Yeo N, Baek D. Big data and deep learning for RNA biology. Exp Mol Med 2024;56:1293-1321. [PMID: 38871816 PMCID: PMC11263376 DOI: 10.1038/s12276-024-01243-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 02/27/2024] [Accepted: 03/05/2024] [Indexed: 06/15/2024]  Open
18
Song M, Zhao J, Zhang C, Jia C, Yang J, Zhao H, Zhai J, Lei B, Tao S, Chen S, Su R, Ma C. PEA-m6A: an ensemble learning framework for accurately predicting N6-methyladenosine modifications in plants. PLANT PHYSIOLOGY 2024;195:1200-1213. [PMID: 38428981 DOI: 10.1093/plphys/kiae120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Revised: 01/11/2024] [Accepted: 02/01/2024] [Indexed: 03/03/2024]
19
Wu Y, Shao W, Yan M, Wang Y, Xu P, Huang G, Li X, Gregory BD, Yang J, Wang H, Yu X. Transfer learning enables identification of multiple types of RNA modifications using nanopore direct RNA sequencing. Nat Commun 2024;15:4049. [PMID: 38744925 PMCID: PMC11094168 DOI: 10.1038/s41467-024-48437-4] [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: 11/08/2023] [Accepted: 04/26/2024] [Indexed: 05/16/2024]  Open
20
Wang R, Chung CR, Lee TY. Interpretable Multi-Scale Deep Learning for RNA Methylation Analysis across Multiple Species. Int J Mol Sci 2024;25:2869. [PMID: 38474116 DOI: 10.3390/ijms25052869] [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: 01/29/2024] [Revised: 02/19/2024] [Accepted: 02/28/2024] [Indexed: 03/14/2024]  Open
21
Jiang J, Song B, Meng J, Zhou J. Tissue-specific RNA methylation prediction from gene expression data using sparse regression models. Comput Biol Med 2024;169:107892. [PMID: 38171264 DOI: 10.1016/j.compbiomed.2023.107892] [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: 07/20/2023] [Revised: 12/19/2023] [Accepted: 12/20/2023] [Indexed: 01/05/2024]
22
Liu R, Wang Q, Zhang X. Identification of prognostic coagulation-related signatures in clear cell renal cell carcinoma through integrated multi-omics analysis and machine learning. Comput Biol Med 2024;168:107779. [PMID: 38061153 DOI: 10.1016/j.compbiomed.2023.107779] [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: 07/27/2023] [Revised: 10/30/2023] [Accepted: 11/28/2023] [Indexed: 01/10/2024]
23
Ji Y, Sun J, Xie J, Wu W, Shuai SC, Zhao Q, Chen W. m5UMCB: Prediction of RNA 5-methyluridine sites using multi-scale convolutional neural network with BiLSTM. Comput Biol Med 2024;168:107793. [PMID: 38048661 DOI: 10.1016/j.compbiomed.2023.107793] [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: 10/19/2023] [Revised: 11/20/2023] [Accepted: 11/28/2023] [Indexed: 12/06/2023]
24
Wang L, Zhou Y. MRM-BERT: a novel deep neural network predictor of multiple RNA modifications by fusing BERT representation and sequence features. RNA Biol 2024;21:1-10. [PMID: 38357904 PMCID: PMC10877979 DOI: 10.1080/15476286.2024.2315384] [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] [Revised: 12/26/2023] [Accepted: 02/02/2024] [Indexed: 02/16/2024]  Open
25
Aslam I, Shah S, Jabeen S, ELAffendi M, A Abdel Latif A, Ul Haq N, Ali G. A CNN based m5c RNA methylation predictor. Sci Rep 2023;13:21885. [PMID: 38081880 PMCID: PMC10713599 DOI: 10.1038/s41598-023-48751-9] [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: 06/11/2023] [Accepted: 11/29/2023] [Indexed: 12/18/2023]  Open
26
Zhang Y, Wang Z, Zhang Y, Li S, Guo Y, Song J, Yu DJ. Interpretable prediction models for widespread m6A RNA modification across cell lines and tissues. Bioinformatics 2023;39:btad709. [PMID: 37995291 PMCID: PMC10697738 DOI: 10.1093/bioinformatics/btad709] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2023] [Revised: 11/01/2023] [Accepted: 11/22/2023] [Indexed: 11/25/2023]  Open
27
Yang Y, Liu Z, Lu J, Sun Y, Fu Y, Pan M, Xie X, Ge Q. Analysis approaches for the identification and prediction of N6-methyladenosine sites. Epigenetics 2023;18:2158284. [PMID: 36562485 PMCID: PMC9980620 DOI: 10.1080/15592294.2022.2158284] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]  Open
28
Benak D, Kolar F, Zhang L, Devaux Y, Hlavackova M. RNA modification m6Am: the role in cardiac biology. Epigenetics 2023;18:2218771. [PMID: 37331009 DOI: 10.1080/15592294.2023.2218771] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 05/19/2023] [Accepted: 05/23/2023] [Indexed: 06/20/2023]  Open
29
Jia J, Wei Z, Sun M. EMDL_m6Am: identifying N6,2'-O-dimethyladenosine sites based on stacking ensemble deep learning. BMC Bioinformatics 2023;24:397. [PMID: 37880673 PMCID: PMC10598967 DOI: 10.1186/s12859-023-05543-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 10/20/2023] [Indexed: 10/27/2023]  Open
30
Shi M, Li X, Li M, Si Y. Attention-based generative adversarial networks improve prognostic outcome prediction of cancer from multimodal data. Brief Bioinform 2023;24:bbad329. [PMID: 37756592 DOI: 10.1093/bib/bbad329] [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: 02/20/2023] [Revised: 08/20/2023] [Accepted: 08/28/2023] [Indexed: 09/29/2023]  Open
31
Zhang Y, Ge F, Li F, Yang X, Song J, Yu DJ. Prediction of Multiple Types of RNA Modifications via Biological Language Model. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:3205-3214. [PMID: 37289599 DOI: 10.1109/tcbb.2023.3283985] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
32
Liang S, Zhao Y, Jin J, Qiao J, Wang D, Wang Y, Wei L. Rm-LR: A long-range-based deep learning model for predicting multiple types of RNA modifications. Comput Biol Med 2023;164:107238. [PMID: 37515874 DOI: 10.1016/j.compbiomed.2023.107238] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Revised: 06/16/2023] [Accepted: 07/07/2023] [Indexed: 07/31/2023]
33
Zhou Y, Wu J, Yao S, Xu Y, Zhao W, Tong Y, Zhou Z. DeepCIP: A multimodal deep learning method for the prediction of internal ribosome entry sites of circRNAs. Comput Biol Med 2023;164:107288. [PMID: 37542919 DOI: 10.1016/j.compbiomed.2023.107288] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 07/05/2023] [Accepted: 07/28/2023] [Indexed: 08/07/2023]
34
Abbas Z, Rehman MU, Tayara H, Zou Q, Chong KT. XGBoost framework with feature selection for the prediction of RNA N5-methylcytosine sites. Mol Ther 2023;31:2543-2551. [PMID: 37271991 PMCID: PMC10422016 DOI: 10.1016/j.ymthe.2023.05.016] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 01/06/2023] [Accepted: 05/31/2023] [Indexed: 06/06/2023]  Open
35
Song B, Huang D, Zhang Y, Wei Z, Su J, Pedro de Magalhães J, Rigden DJ, Meng J, Chen K. m6A-TSHub: Unveiling the Context-specific m6A Methylation and m6A-affecting Mutations in 23 Human Tissues. GENOMICS, PROTEOMICS & BIOINFORMATICS 2023;21:678-694. [PMID: 36096444 PMCID: PMC10787194 DOI: 10.1016/j.gpb.2022.09.001] [Citation(s) in RCA: 19] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Revised: 08/19/2022] [Accepted: 09/02/2022] [Indexed: 06/15/2023]
36
Choi SR, Lee M. Transformer Architecture and Attention Mechanisms in Genome Data Analysis: A Comprehensive Review. BIOLOGY 2023;12:1033. [PMID: 37508462 PMCID: PMC10376273 DOI: 10.3390/biology12071033] [Citation(s) in RCA: 36] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2023] [Revised: 07/18/2023] [Accepted: 07/21/2023] [Indexed: 07/30/2023]
37
Jia J, Wei Z, Cao X. EMDL-ac4C: identifying N4-acetylcytidine based on ensemble two-branch residual connection DenseNet and attention. Front Genet 2023;14:1232038. [PMID: 37519885 PMCID: PMC10372626 DOI: 10.3389/fgene.2023.1232038] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2023] [Accepted: 06/29/2023] [Indexed: 08/01/2023]  Open
38
Kong Y, Yu J, Ge S, Fan X. Novel insight into RNA modifications in tumor immunity: Promising targets to prevent tumor immune escape. Innovation (N Y) 2023;4:100452. [PMID: 37485079 PMCID: PMC10362524 DOI: 10.1016/j.xinn.2023.100452] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 05/23/2023] [Indexed: 07/25/2023]  Open
39
Chen R, Li F, Guo X, Bi Y, Li C, Pan S, Coin LJM, Song J. ATTIC is an integrated approach for predicting A-to-I RNA editing sites in three species. Brief Bioinform 2023;24:bbad170. [PMID: 37150785 PMCID: PMC10565902 DOI: 10.1093/bib/bbad170] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Revised: 04/12/2023] [Accepted: 04/14/2023] [Indexed: 05/09/2023]  Open
40
Li F, Liu S, Li K, Zhang Y, Duan M, Yao Z, Zhu G, Guo Y, Wang Y, Huang L, Zhou F. EpiTEAmDNA: Sequence feature representation via transfer learning and ensemble learning for identifying multiple DNA epigenetic modification types across species. Comput Biol Med 2023;160:107030. [PMID: 37196456 DOI: 10.1016/j.compbiomed.2023.107030] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 04/21/2023] [Accepted: 05/10/2023] [Indexed: 05/19/2023]
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Acera Mateos P, Zhou Y, Zarnack K, Eyras E. Concepts and methods for transcriptome-wide prediction of chemical messenger RNA modifications with machine learning. Brief Bioinform 2023;24:7150742. [PMID: 37139545 DOI: 10.1093/bib/bbad163] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2023] [Revised: 03/03/2023] [Indexed: 05/05/2023]  Open
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Soylu NN, Sefer E. BERT2OME: Prediction of 2'-O-Methylation Modifications From RNA Sequence by Transformer Architecture Based on BERT. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:2177-2189. [PMID: 37819796 DOI: 10.1109/tcbb.2023.3237769] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/13/2023]
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Wang R, Chung CR, Huang HD, Lee TY. Identification of species-specific RNA N6-methyladinosine modification sites from RNA sequences. Brief Bioinform 2023;24:7008797. [PMID: 36715277 DOI: 10.1093/bib/bbac573] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 11/11/2022] [Accepted: 11/24/2022] [Indexed: 01/31/2023]  Open
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Fan Y, Sun G, Pan X. ELMo4m6A: A Contextual Language Embedding-Based Predictor for Detecting RNA N6-Methyladenosine Sites. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:944-954. [PMID: 35536814 DOI: 10.1109/tcbb.2022.3173323] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
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Liu T, Zou B, He M, Hu Y, Dou Y, Cui T, Tan P, Li S, Rao S, Huang Y, Liu S, Cai K, Wang D. LncReader: identification of dual functional long noncoding RNAs using a multi-head self-attention mechanism. Brief Bioinform 2023;24:6961607. [PMID: 36575567 DOI: 10.1093/bib/bbac579] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Revised: 11/11/2022] [Accepted: 11/28/2022] [Indexed: 12/29/2022]  Open
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Zou J, Liu H, Tan W, Chen YQ, Dong J, Bai SY, Wu ZX, Zeng Y. Dynamic regulation and key roles of ribonucleic acid methylation. Front Cell Neurosci 2022;16:1058083. [PMID: 36601431 PMCID: PMC9806184 DOI: 10.3389/fncel.2022.1058083] [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: 09/30/2022] [Accepted: 11/28/2022] [Indexed: 12/23/2022]  Open
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Ao C, Jiao S, Wang Y, Yu L, Zou Q. Biological Sequence Classification: A Review on Data and General Methods. RESEARCH (WASHINGTON, D.C.) 2022;2022:0011. [PMID: 39285948 PMCID: PMC11404319 DOI: 10.34133/research.0011] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 10/25/2022] [Indexed: 09/19/2024]
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Luo Z, Lou L, Qiu W, Xu Z, Xiao X. Predicting N6-Methyladenosine Sites in Multiple Tissues of Mammals through Ensemble Deep Learning. Int J Mol Sci 2022;23:15490. [PMID: 36555143 PMCID: PMC9778682 DOI: 10.3390/ijms232415490] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 12/03/2022] [Accepted: 12/05/2022] [Indexed: 12/13/2022]  Open
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Zhou J, Wang X, Wei Z, Meng J, Huang D. 4acCPred: Weakly supervised prediction of N4-acetyldeoxycytosine DNA modification from sequences. MOLECULAR THERAPY - NUCLEIC ACIDS 2022;30:337-345. [DOI: 10.1016/j.omtn.2022.10.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 10/12/2022] [Indexed: 11/06/2022]
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RNADSN: Transfer-Learning 5-Methyluridine (m5U) Modification on mRNAs from Common Features of tRNA. Int J Mol Sci 2022;23:ijms232113493. [PMID: 36362279 PMCID: PMC9655583 DOI: 10.3390/ijms232113493] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 09/24/2022] [Accepted: 09/29/2022] [Indexed: 11/06/2022]  Open
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