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For: Huynh-Thu VA, Sanguinetti G. Combining tree-based and dynamical systems for the inference of gene regulatory networks. Bioinformatics 2015;31:1614-22. [PMID: 25573916 PMCID: PMC4426834 DOI: 10.1093/bioinformatics/btu863] [Citation(s) in RCA: 82] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2014] [Revised: 12/05/2014] [Accepted: 12/23/2014] [Indexed: 12/21/2022]  Open
Number Cited by Other Article(s)
1
Pan Q, Ding L, Hladyshau S, Yao X, Zhou J, Yan L, Dhungana Y, Shi H, Qian C, Dong X, Burdyshaw C, Veloso JP, Khatamian A, Xie Z, Risch I, Yang X, Yang J, Huang X, Fang J, Jain A, Jain A, Rusch M, Brewer M, Peng J, Yan KK, Chi H, Yu J. scMINER: a mutual information-based framework for clustering and hidden driver inference from single-cell transcriptomics data. Nat Commun 2025;16:4305. [PMID: 40341143 PMCID: PMC12062461 DOI: 10.1038/s41467-025-59620-6] [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: 01/17/2025] [Accepted: 04/28/2025] [Indexed: 05/10/2025]  Open
2
Vinoth S, Kingston SL, Srinivasan S, Kumarasamy S, Kapitaniak T. Extreme events in gene regulatory networks with time-delays. Sci Rep 2025;15:13064. [PMID: 40240448 PMCID: PMC12003715 DOI: 10.1038/s41598-025-97268-w] [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: 07/31/2024] [Accepted: 04/03/2025] [Indexed: 04/18/2025]  Open
3
Dong H, Ma B, Meng Y, Wu Y, Liu Y, Zeng T, Huang J. GRNMOPT: Inference of gene regulatory networks based on a multi-objective optimization approach. Comput Biol Chem 2024;113:108223. [PMID: 39340962 DOI: 10.1016/j.compbiolchem.2024.108223] [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: 06/17/2024] [Revised: 08/21/2024] [Accepted: 09/20/2024] [Indexed: 09/30/2024]
4
Karamveer, Uzun Y. Approaches for Benchmarking Single-Cell Gene Regulatory Network Methods. Bioinform Biol Insights 2024;18:11779322241287120. [PMID: 39502448 PMCID: PMC11536393 DOI: 10.1177/11779322241287120] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Accepted: 09/10/2024] [Indexed: 11/08/2024]  Open
5
Wang Y, Zheng P, Cheng YC, Wang Z, Aravkin A. WENDY: Covariance dynamics based gene regulatory network inference. Math Biosci 2024;377:109284. [PMID: 39168402 DOI: 10.1016/j.mbs.2024.109284] [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: 03/25/2024] [Revised: 06/25/2024] [Accepted: 08/16/2024] [Indexed: 08/23/2024]
6
Emadi M, Boroujeni FZ, Pirgazi J. Improved Fuzzy Cognitive Maps for Gene Regulatory Networks Inference Based on Time Series Data. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2024;21:1816-1829. [PMID: 38963747 DOI: 10.1109/tcbb.2024.3423383] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/06/2024]
7
Segura-Ortiz A, García-Nieto J, Aldana-Montes JF, Navas-Delgado I. Multi-objective context-guided consensus of a massive array of techniques for the inference of Gene Regulatory Networks. Comput Biol Med 2024;179:108850. [PMID: 39013340 DOI: 10.1016/j.compbiomed.2024.108850] [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: 02/08/2024] [Revised: 07/03/2024] [Accepted: 07/03/2024] [Indexed: 07/18/2024]
8
Wei PJ, Bao JJ, Gao Z, Tan JY, Cao RF, Su Y, Zheng CH, Deng L. MEFFGRN: Matrix enhancement and feature fusion-based method for reconstructing the gene regulatory network of epithelioma papulosum cyprini cells by spring viremia of carp virus infection. Comput Biol Med 2024;179:108835. [PMID: 38996550 DOI: 10.1016/j.compbiomed.2024.108835] [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: 03/01/2024] [Revised: 06/05/2024] [Accepted: 06/29/2024] [Indexed: 07/14/2024]
9
Peng H, Xu J, Liu K, Liu F, Zhang A, Zhang X. EIEPCF: accurate inference of functional gene regulatory networks by eliminating indirect effects from confounding factors. Brief Funct Genomics 2024;23:373-383. [PMID: 37642217 DOI: 10.1093/bfgp/elad040] [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: 05/05/2023] [Revised: 07/07/2023] [Accepted: 08/14/2023] [Indexed: 08/31/2023]  Open
10
Moeckel C, Mouratidis I, Chantzi N, Uzun Y, Georgakopoulos-Soares I. Advances in computational and experimental approaches for deciphering transcriptional regulatory networks: Understanding the roles of cis-regulatory elements is essential, and recent research utilizing MPRAs, STARR-seq, CRISPR-Cas9, and machine learning has yielded valuable insights. Bioessays 2024;46:e2300210. [PMID: 38715516 PMCID: PMC11444527 DOI: 10.1002/bies.202300210] [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: 10/31/2023] [Revised: 04/22/2024] [Accepted: 04/23/2024] [Indexed: 05/16/2024]
11
Wei PJ, Guo Z, Gao Z, Ding Z, Cao RF, Su Y, Zheng CH. Inference of gene regulatory networks based on directed graph convolutional networks. Brief Bioinform 2024;25:bbae309. [PMID: 38935070 PMCID: PMC11209731 DOI: 10.1093/bib/bbae309] [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: 12/26/2023] [Revised: 05/17/2024] [Indexed: 06/28/2024]  Open
12
Gao Z, Su Y, Xia J, Cao RF, Ding Y, Zheng CH, Wei PJ. DeepFGRN: inference of gene regulatory network with regulation type based on directed graph embedding. Brief Bioinform 2024;25:bbae143. [PMID: 38581416 PMCID: PMC10998536 DOI: 10.1093/bib/bbae143] [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: 01/17/2024] [Revised: 03/02/2024] [Accepted: 03/15/2024] [Indexed: 04/08/2024]  Open
13
Gorin G, Vastola JJ, Pachter L. Studying stochastic systems biology of the cell with single-cell genomics data. Cell Syst 2023;14:822-843.e22. [PMID: 37751736 PMCID: PMC10725240 DOI: 10.1016/j.cels.2023.08.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Revised: 08/16/2023] [Accepted: 08/25/2023] [Indexed: 09/28/2023]
14
Gao Z, Tang J, Xia J, Zheng CH, Wei PJ. CNNGRN: A Convolutional Neural Network-Based Method for Gene Regulatory Network Inference From Bulk Time-Series Expression Data. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:2853-2861. [PMID: 37267145 DOI: 10.1109/tcbb.2023.3282212] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
15
Gorin G, Vastola JJ, Pachter L. Studying stochastic systems biology of the cell with single-cell genomics data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.17.541250. [PMID: 37292934 PMCID: PMC10245677 DOI: 10.1101/2023.05.17.541250] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
16
Saint-Antoine M, Singh A. Benchmarking Gene Regulatory Network Inference Methods on Simulated and Experimental Data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.05.12.540581. [PMID: 37215029 PMCID: PMC10197678 DOI: 10.1101/2023.05.12.540581] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/24/2023]
17
Franchini M, Pellecchia S, Viscido G, Gambardella G. Single-cell gene set enrichment analysis and transfer learning for functional annotation of scRNA-seq data. NAR Genom Bioinform 2023;5:lqad024. [PMID: 36879897 PMCID: PMC9985338 DOI: 10.1093/nargab/lqad024] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 01/16/2023] [Accepted: 02/20/2023] [Indexed: 03/07/2023]  Open
18
Yan J, Wang X. Machine learning bridges omics sciences and plant breeding. TRENDS IN PLANT SCIENCE 2023;28:199-210. [PMID: 36153276 DOI: 10.1016/j.tplants.2022.08.018] [Citation(s) in RCA: 32] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2022] [Revised: 08/15/2022] [Accepted: 08/23/2022] [Indexed: 06/16/2023]
19
Liu Q, Li J, Dong M, Liu M, Chai Y. Identification of Gene Regulatory Networks Using Variational Bayesian Inference in the Presence of Missing Data. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:399-409. [PMID: 35061589 DOI: 10.1109/tcbb.2022.3144418] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
20
Inference of gene regulatory networks based on the Light Gradient Boosting Machine. Comput Biol Chem 2022;101:107769. [DOI: 10.1016/j.compbiolchem.2022.107769] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 08/12/2022] [Accepted: 09/06/2022] [Indexed: 11/23/2022]
21
Cai M, Vesely A, Chen X, Li L, Goeman JJ. NetTDP: permutation-based true discovery proportions for differential co-expression network analysis. Brief Bioinform 2022;23:6754043. [PMID: 36209415 DOI: 10.1093/bib/bbac417] [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: 05/17/2022] [Revised: 08/23/2022] [Accepted: 08/28/2022] [Indexed: 12/14/2022]  Open
22
Yang B, Bao W, Chen B. PGRNIG: novel parallel gene regulatory network identification algorithm based on GPU. Brief Funct Genomics 2022;21:441-454. [PMID: 36064791 DOI: 10.1093/bfgp/elac028] [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: 02/09/2022] [Revised: 07/30/2022] [Accepted: 08/03/2022] [Indexed: 12/14/2022]  Open
23
Chen G, Liu ZP. Inferring causal gene regulatory network via GreyNet: From dynamic grey association to causation. Front Bioeng Biotechnol 2022;10:954610. [PMID: 36237217 PMCID: PMC9551017 DOI: 10.3389/fbioe.2022.954610] [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: 05/27/2022] [Accepted: 08/15/2022] [Indexed: 11/23/2022]  Open
24
Caligola S, De Sanctis F, Canè S, Ugel S. Breaking the Immune Complexity of the Tumor Microenvironment Using Single-Cell Technologies. Front Genet 2022;13:867880. [PMID: 35651929 PMCID: PMC9149246 DOI: 10.3389/fgene.2022.867880] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 04/27/2022] [Indexed: 12/31/2022]  Open
25
Saremi M, Amirmazlaghani M. Reconstruction of Gene Regulatory Networks Using Multiple Datasets. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2022;19:1827-1839. [PMID: 33539303 DOI: 10.1109/tcbb.2021.3057241] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
26
Zhang Y, He Y, Chen Q, Yang Y, Gong M. Fusion prior gene network for high reliable single-cell gene regulatory network inference. Comput Biol Med 2022;143:105279. [PMID: 35134605 DOI: 10.1016/j.compbiomed.2022.105279] [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: 10/26/2021] [Revised: 01/25/2022] [Accepted: 01/29/2022] [Indexed: 11/03/2022]
27
Feng H, Zheng R, Wang J, Wu FX, Li M. NIMCE: A Gene Regulatory Network Inference Approach Based on Multi Time Delays Causal Entropy. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2022;19:1042-1049. [PMID: 33035155 DOI: 10.1109/tcbb.2020.3029846] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
28
Deshpande A, Chu LF, Stewart R, Gitter A. Network inference with Granger causality ensembles on single-cell transcriptomics. Cell Rep 2022;38:110333. [PMID: 35139376 PMCID: PMC9093087 DOI: 10.1016/j.celrep.2022.110333] [Citation(s) in RCA: 50] [Impact Index Per Article: 16.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Revised: 02/19/2021] [Accepted: 01/12/2022] [Indexed: 12/20/2022]  Open
29
Shrivastava H, Zhang X, Song L, Aluru S. GRNUlar: A Deep Learning Framework for Recovering Single-Cell Gene Regulatory Networks. J Comput Biol 2022;29:27-44. [PMID: 35050715 DOI: 10.1089/cmb.2021.0437] [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] [Indexed: 12/20/2022]  Open
30
Davis-Marcisak EF, Deshpande A, Stein-O'Brien GL, Ho WJ, Laheru D, Jaffee EM, Fertig EJ, Kagohara LT. From bench to bedside: Single-cell analysis for cancer immunotherapy. Cancer Cell 2021;39:1062-1080. [PMID: 34329587 PMCID: PMC8406623 DOI: 10.1016/j.ccell.2021.07.004] [Citation(s) in RCA: 64] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 06/16/2021] [Accepted: 07/02/2021] [Indexed: 01/04/2023]
31
Mousavi R, Konuru SH, Lobo D. Inference of dynamic spatial GRN models with multi-GPU evolutionary computation. Brief Bioinform 2021;22:6217729. [PMID: 33834216 DOI: 10.1093/bib/bbab104] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2020] [Revised: 02/15/2021] [Accepted: 03/09/2021] [Indexed: 02/06/2023]  Open
32
Reconstruction of gene regulatory networks with multi-objective particle swarm optimisers. APPL INTELL 2021. [DOI: 10.1007/s10489-020-01891-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
33
Pirgazi J, Olyaee MH, Khanteymoori A. KFGRNI: A robust method to inference gene regulatory network from time-course gene data based on ensemble Kalman filter. J Bioinform Comput Biol 2021;19:2150002. [PMID: 33657986 DOI: 10.1142/s0219720021500025] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
34
Sun X, Zhang J, Nie Q. Inferring latent temporal progression and regulatory networks from cross-sectional transcriptomic data of cancer samples. PLoS Comput Biol 2021;17:e1008379. [PMID: 33667222 PMCID: PMC7968745 DOI: 10.1371/journal.pcbi.1008379] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2020] [Revised: 03/17/2021] [Accepted: 02/15/2021] [Indexed: 12/19/2022]  Open
35
Zhao M, He W, Tang J, Zou Q, Guo F. A comprehensive overview and critical evaluation of gene regulatory network inference technologies. Brief Bioinform 2021;22:6128842. [PMID: 33539514 DOI: 10.1093/bib/bbab009] [Citation(s) in RCA: 40] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2020] [Revised: 12/11/2020] [Accepted: 01/06/2021] [Indexed: 12/12/2022]  Open
36
Gene Regulatory Network Inference. SYSTEMS MEDICINE 2021. [DOI: 10.1016/b978-0-12-801238-3.11346-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]  Open
37
Zheng R, Li M, Chen X, Zhao S, Wu FX, Pan Y, Wang J. An Ensemble Method to Reconstruct Gene Regulatory Networks Based on Multivariate Adaptive Regression Splines. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2021;18:347-354. [PMID: 30794516 DOI: 10.1109/tcbb.2019.2900614] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
38
Lu J, Dumitrascu B, McDowell IC, Jo B, Barrera A, Hong LK, Leichter SM, Reddy TE, Engelhardt BE. Causal network inference from gene transcriptional time-series response to glucocorticoids. PLoS Comput Biol 2021;17:e1008223. [PMID: 33513136 PMCID: PMC7875426 DOI: 10.1371/journal.pcbi.1008223] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2019] [Revised: 02/10/2021] [Accepted: 08/07/2020] [Indexed: 11/19/2022]  Open
39
Dai H, Jin QQ, Li L, Chen LN. Reconstructing gene regulatory networks in single-cell transcriptomic data analysis. Zool Res 2020;41:599-604. [PMID: 33124218 PMCID: PMC7671911 DOI: 10.24272/j.issn.2095-8137.2020.215] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2020] [Accepted: 10/20/2020] [Indexed: 11/07/2022]  Open
40
Liu W, Sun X, Peng L, Zhou L, Lin H, Jiang Y. RWRNET: A Gene Regulatory Network Inference Algorithm Using Random Walk With Restart. Front Genet 2020;11:591461. [PMID: 33101398 PMCID: PMC7545090 DOI: 10.3389/fgene.2020.591461] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2020] [Accepted: 09/02/2020] [Indexed: 11/30/2022]  Open
41
Ma B, Fang M, Jiao X. Inference of gene regulatory networks based on nonlinear ordinary differential equations. Bioinformatics 2020;36:4885-4893. [DOI: 10.1093/bioinformatics/btaa032] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2019] [Revised: 12/30/2019] [Accepted: 01/15/2020] [Indexed: 01/05/2023]  Open
42
Ko DK, Brandizzi F. Network-based approaches for understanding gene regulation and function in plants. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2020;104:302-317. [PMID: 32717108 PMCID: PMC8922287 DOI: 10.1111/tpj.14940] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2020] [Accepted: 07/14/2020] [Indexed: 05/03/2023]
43
Møller AF, Natarajan KN. Predicting gene regulatory networks from cell atlases. Life Sci Alliance 2020;3:3/11/e202000658. [PMID: 32958603 PMCID: PMC7536823 DOI: 10.26508/lsa.202000658] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Revised: 08/24/2020] [Accepted: 08/31/2020] [Indexed: 12/17/2022]  Open
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Li Y, Ma A, Mathé EA, Li L, Liu B, Ma Q. Elucidation of Biological Networks across Complex Diseases Using Single-Cell Omics. Trends Genet 2020;36:951-966. [PMID: 32868128 DOI: 10.1016/j.tig.2020.08.004] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2020] [Revised: 07/29/2020] [Accepted: 08/04/2020] [Indexed: 12/14/2022]
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Che D, Guo S, Jiang Q, Chen L. PFBNet: a priori-fused boosting method for gene regulatory network inference. BMC Bioinformatics 2020;21:308. [PMID: 32664870 PMCID: PMC7362553 DOI: 10.1186/s12859-020-03639-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2019] [Accepted: 07/02/2020] [Indexed: 02/08/2023]  Open
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Saint-Antoine MM, Singh A. Network inference in systems biology: recent developments, challenges, and applications. Curr Opin Biotechnol 2020;63:89-98. [PMID: 31927423 PMCID: PMC7308210 DOI: 10.1016/j.copbio.2019.12.002] [Citation(s) in RCA: 47] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 12/03/2019] [Indexed: 12/12/2022]
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Tsai MJ, Wang JR, Ho SJ, Shu LS, Huang WL, Ho SY. GREMA: modelling of emulated gene regulatory networks with confidence levels based on evolutionary intelligence to cope with the underdetermined problem. Bioinformatics 2020;36:3833-3840. [DOI: 10.1093/bioinformatics/btaa267] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2019] [Revised: 04/14/2020] [Accepted: 05/09/2020] [Indexed: 11/12/2022]  Open
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Zhang Y, Zhang X, Lane AN, Fan TWM, Liu J. Inferring Gene Regulatory Networks of Metabolic Enzymes Using Gradient Boosted Trees. IEEE J Biomed Health Inform 2020;24:1528-1536. [DOI: 10.1109/jbhi.2019.2931997] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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Wang H, Lian Y, Li C, Ma Y, Yan Z, Dong C. SIN-KNO: A method of gene regulatory network inference using single-cell transcription and gene knockout data. J Bioinform Comput Biol 2020;17:1950035. [PMID: 32019417 DOI: 10.1142/s0219720019500355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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Pratapa A, Jalihal AP, Law JN, Bharadwaj A, Murali TM. Benchmarking algorithms for gene regulatory network inference from single-cell transcriptomic data. Nat Methods 2020;17:147-154. [PMID: 31907445 PMCID: PMC7098173 DOI: 10.1038/s41592-019-0690-6] [Citation(s) in RCA: 387] [Impact Index Per Article: 77.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2019] [Accepted: 11/22/2019] [Indexed: 01/10/2023]
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