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For: Abbas Z, Tayara H, Zou Q, Chong KT. TS-m6A-DL: Tissue-specific identification of N6-methyladenosine sites using a universal deep learning model. Comput Struct Biotechnol J 2021;19:4619-4625. [PMID: 34471503 PMCID: PMC8383060 DOI: 10.1016/j.csbj.2021.08.014] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 08/08/2021] [Accepted: 08/09/2021] [Indexed: 01/30/2023]  Open
Number Cited by Other Article(s)
1
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
2
Li M, Li R, Zhang Y, Peng S, Lv Z. Using statistical analysis to explore the influencing factors of data imbalance for machine learning identification methods of human transcriptome m6A modification sites. Comput Biol Chem 2025;115:108351. [PMID: 39837162 DOI: 10.1016/j.compbiolchem.2025.108351] [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: 10/27/2024] [Revised: 12/12/2024] [Accepted: 01/09/2025] [Indexed: 01/23/2025]
3
Chaturvedi M, Rashid MA, Paliwal KK. RNA structure prediction using deep learning - A comprehensive review. Comput Biol Med 2025;188:109845. [PMID: 39983363 DOI: 10.1016/j.compbiomed.2025.109845] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2024] [Revised: 02/09/2025] [Accepted: 02/10/2025] [Indexed: 02/23/2025]
4
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]
5
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]
6
Yu Y, Xiang S, Wu M. Injecting structure-aware insights for the learning of RNA sequence representations to identify m6A modification sites. PeerJ 2025;13:e18878. [PMID: 40017651 PMCID: PMC11867033 DOI: 10.7717/peerj.18878] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Accepted: 12/28/2024] [Indexed: 03/01/2025]  Open
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
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]
9
Huang G, Huang X, Jiang J. Deepm6A-MT: A deep learning-based method for identifying RNA N6-methyladenosine sites in multiple tissues. Methods 2024;226:1-8. [PMID: 38485031 DOI: 10.1016/j.ymeth.2024.03.004] [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: 11/06/2023] [Revised: 02/20/2024] [Accepted: 03/11/2024] [Indexed: 04/13/2024]  Open
10
Wang M, Ali H, Xu Y, Xie J, Xu S. BiPSTP: Sequence feature encoding method for identifying different RNA modifications with bidirectional position-specific trinucleotides propensities. J Biol Chem 2024;300:107140. [PMID: 38447795 PMCID: PMC10997841 DOI: 10.1016/j.jbc.2024.107140] [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: 12/21/2023] [Revised: 02/17/2024] [Accepted: 02/25/2024] [Indexed: 03/08/2024]  Open
11
Li G, Zhao B, Su X, Yang Y, Hu P, Zhou X, Hu L. Discovering Consensus Regions for Interpretable Identification of RNA N6-Methyladenosine Modification Sites via Graph Contrastive Clustering. IEEE J Biomed Health Inform 2024;28:2362-2372. [PMID: 38265898 DOI: 10.1109/jbhi.2024.3357979] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2024]
12
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]
13
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
14
Le NQK, Xu L. Optimizing Hyperparameter Tuning in Machine Learning to Improve the Predictive Performance of Cross-Species N6-Methyladenosine Sites. ACS OMEGA 2023;8:39420-39426. [PMID: 37901522 PMCID: PMC10600906 DOI: 10.1021/acsomega.3c05074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 09/28/2023] [Indexed: 10/31/2023]
15
Qiu S, Liu R, Liang Y. GR-m6A: Prediction of N6-methyladenosine sites in mammals with molecular graph and residual network. Comput Biol Med 2023;163:107202. [PMID: 37450964 DOI: 10.1016/j.compbiomed.2023.107202] [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: 05/08/2023] [Revised: 06/14/2023] [Accepted: 06/25/2023] [Indexed: 07/18/2023]
16
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]
17
Meng Q, Schatten H, Zhou Q, Chen J. Crosstalk between m6A and coding/non-coding RNA in cancer and detection methods of m6A modification residues. Aging (Albany NY) 2023;15:6577-6619. [PMID: 37437245 PMCID: PMC10373953 DOI: 10.18632/aging.204836] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Accepted: 06/15/2023] [Indexed: 07/14/2023]
18
M6A-BERT-Stacking: A Tissue-Specific Predictor for Identifying RNA N6-Methyladenosine Sites Based on BERT and Stacking Strategy. Symmetry (Basel) 2023. [DOI: 10.3390/sym15030731] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/17/2023]  Open
19
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
20
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
21
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
22
Liao J, Wang Q, Wu F, Huang Z. In Silico Methods for Identification of Potential Active Sites of Therapeutic Targets. Molecules 2022;27:7103. [PMID: 36296697 PMCID: PMC9609013 DOI: 10.3390/molecules27207103] [Citation(s) in RCA: 27] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 08/12/2022] [Accepted: 08/25/2022] [Indexed: 07/30/2023]  Open
23
Huang D, Chen K, Song B, Wei Z, Su J, Coenen F, de Magalhães JP, Rigden DJ, Meng J. Geographic encoding of transcripts enabled high-accuracy and isoform-aware deep learning of RNA methylation. Nucleic Acids Res 2022;50:10290-10310. [PMID: 36155798 PMCID: PMC9561283 DOI: 10.1093/nar/gkac830] [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: 03/21/2022] [Revised: 08/26/2022] [Accepted: 09/15/2022] [Indexed: 12/25/2022]  Open
24
Rehman MU, Tayara H, Zou Q, Chong KT. i6mA-Caps: a CapsuleNet-based framework for identifying DNA N6-methyladenine sites. Bioinformatics 2022;38:3885-3891. [PMID: 35771648 DOI: 10.1093/bioinformatics/btac434] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Revised: 05/19/2022] [Accepted: 06/28/2022] [Indexed: 12/24/2022]  Open
25
ENet-6mA: Identification of 6mA Modification Sites in Plant Genomes Using ElasticNet and Neural Networks. Int J Mol Sci 2022;23:ijms23158314. [PMID: 35955447 PMCID: PMC9369089 DOI: 10.3390/ijms23158314] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Revised: 07/22/2022] [Accepted: 07/24/2022] [Indexed: 02/01/2023]  Open
26
CNNLSTMac4CPred: A Hybrid Model for N4-Acetylcytidine Prediction. Interdiscip Sci 2022;14:439-451. [PMID: 35106702 DOI: 10.1007/s12539-021-00500-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 12/04/2021] [Accepted: 12/13/2021] [Indexed: 12/23/2022]
27
Le NQK, Ho QT. Deep transformers and convolutional neural network in identifying DNA N6-methyladenine sites in cross-species genomes. Methods 2021;204:199-206. [PMID: 34915158 DOI: 10.1016/j.ymeth.2021.12.004] [Citation(s) in RCA: 49] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2021] [Revised: 11/30/2021] [Accepted: 12/09/2021] [Indexed: 12/19/2022]  Open
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