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For: Kavvas ES, Catoiu E, Mih N, Yurkovich JT, Seif Y, Dillon N, Heckmann D, Anand A, Yang L, Nizet V, Monk JM, Palsson BO. Machine learning and structural analysis of Mycobacterium tuberculosis pan-genome identifies genetic signatures of antibiotic resistance. Nat Commun 2018;9:4306. [PMID: 30333483 PMCID: PMC6193043 DOI: 10.1038/s41467-018-06634-y] [Citation(s) in RCA: 108] [Impact Index Per Article: 15.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2018] [Accepted: 09/06/2018] [Indexed: 11/09/2022]  Open
Number Cited by Other Article(s)
1
Wang Y, Zheng S, Guo R, Li Y, Yin H, Qiu X, Chen J, Ni C, Yuan Y, Gong Y. Assessment for antibiotic resistance in Helicobacter pylori: A practical and interpretable machine learning model based on genome-wide genetic variation. Virulence 2025;16:2481503. [PMID: 40119500 PMCID: PMC11934168 DOI: 10.1080/21505594.2025.2481503] [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: 01/11/2024] [Revised: 08/09/2024] [Accepted: 03/06/2025] [Indexed: 03/24/2025]  Open
2
Espinoza ME, Swing AM, Elghraoui A, Modlin SJ, Valafar F. Interred mechanisms of resistance and host immune evasion revealed through network-connectivity analysis of M. tuberculosis complex graph pangenome. mSystems 2025;10:e0049924. [PMID: 40261029 PMCID: PMC12013269 DOI: 10.1128/msystems.00499-24] [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: 04/05/2024] [Accepted: 12/16/2024] [Indexed: 04/24/2025]  Open
3
Khalaf WS, Morgan RN, Elkhatib WF. Clinical microbiology and artificial intelligence: Different applications, challenges, and future prospects. J Microbiol Methods 2025;232-234:107125. [PMID: 40188989 DOI: 10.1016/j.mimet.2025.107125] [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: 11/07/2024] [Revised: 03/10/2025] [Accepted: 04/03/2025] [Indexed: 04/10/2025]
4
Arnold A, McLellan S, Stokes JM. How AI can help us beat AMR. NPJ ANTIMICROBIALS AND RESISTANCE 2025;3:18. [PMID: 40082590 PMCID: PMC11906734 DOI: 10.1038/s44259-025-00085-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Accepted: 02/06/2025] [Indexed: 03/16/2025]
5
Xie F, Wang L, Li S, Hu L, Wen Y, Li X, Ye K, Duan Z, Wang Q, Guan Y, Zhang Y, Shi Q, Yang J, Xia H, Xie L. Large-scale genomic analysis reveals significant role of insertion sequences in antimicrobial resistance of Acinetobacter baumannii. mBio 2025;16:e0285224. [PMID: 39976435 PMCID: PMC11898611 DOI: 10.1128/mbio.02852-24] [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: 09/14/2024] [Accepted: 01/22/2025] [Indexed: 02/21/2025]  Open
6
Pal A, Mohanty D. Machine learning-based approach for identification of new resistance associated mutations from whole genome sequences of Mycobacterium tuberculosis. BIOINFORMATICS ADVANCES 2025;5:vbaf050. [PMID: 40125545 PMCID: PMC11930343 DOI: 10.1093/bioadv/vbaf050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2024] [Revised: 02/27/2025] [Accepted: 03/06/2025] [Indexed: 03/25/2025]
7
Guliaev A, Hjort K, Rossi M, Jonsson S, Nicoloff H, Guy L, Andersson DI. Machine learning detection of heteroresistance in Escherichia coli. EBioMedicine 2025;113:105618. [PMID: 39986174 PMCID: PMC11893328 DOI: 10.1016/j.ebiom.2025.105618] [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: 09/18/2024] [Revised: 02/10/2025] [Accepted: 02/11/2025] [Indexed: 02/24/2025]  Open
8
Yönden Z, Reshadi S, Hayati AF, Hooshiar MH, Ghasemi S, Yönden H, Daemi A. Reviewing on AI-Designed Antibiotic Targeting Drug-Resistant Superbugs by Emphasizing Mechanisms of Action. Drug Dev Res 2025;86:e70066. [PMID: 39932058 DOI: 10.1002/ddr.70066] [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: 11/16/2024] [Revised: 01/15/2025] [Accepted: 02/02/2025] [Indexed: 05/08/2025]
9
Shankar G, Akhter Y. Stealing survival: Iron acquisition strategies of Mycobacteriumtuberculosis. Biochimie 2024;227:37-60. [PMID: 38901792 DOI: 10.1016/j.biochi.2024.06.006] [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: 05/06/2024] [Revised: 06/07/2024] [Accepted: 06/18/2024] [Indexed: 06/22/2024]
10
Hernandez-Velazquez D, Vasquez MK, Petre R, Kyndt JA. Genome sequences of Mycobacterium sp. Elmwood and accompanying phage, isolated from a public swimming pool in Nebraska. Microbiol Resour Announc 2024;13:e0089624. [PMID: 39345178 PMCID: PMC11556037 DOI: 10.1128/mra.00896-24] [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: 08/14/2024] [Accepted: 08/28/2024] [Indexed: 10/01/2024]  Open
11
Verma D, Satyanarayana T, Dias PJ. Editorial: Microbial comparative genomics and pangenomics: new tools, approaches and insights into gene and genome evolution. Front Genet 2024;15:1490645. [PMID: 39512798 PMCID: PMC11540761 DOI: 10.3389/fgene.2024.1490645] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Accepted: 10/10/2024] [Indexed: 11/15/2024]  Open
12
Matthews CA, Watson-Haigh NS, Burton RA, Sheppard AE. A gentle introduction to pangenomics. Brief Bioinform 2024;25:bbae588. [PMID: 39552065 PMCID: PMC11570541 DOI: 10.1093/bib/bbae588] [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: 06/25/2024] [Revised: 09/12/2024] [Accepted: 11/01/2024] [Indexed: 11/19/2024]  Open
13
Atasoy M, Bartkova S, Çetecioğlu-Gürol Z, P Mira N, O'Byrne C, Pérez-Rodríguez F, Possas A, Scheler O, Sedláková-Kaduková J, Sinčák M, Steiger M, Ziv C, Lund PA. Methods for studying microbial acid stress responses: from molecules to populations. FEMS Microbiol Rev 2024;48:fuae015. [PMID: 38760882 PMCID: PMC11418653 DOI: 10.1093/femsre/fuae015] [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: 07/04/2023] [Revised: 03/27/2024] [Accepted: 05/16/2024] [Indexed: 05/20/2024]  Open
14
Le DQ, Nguyen TA, Nguyen SH, Nguyen TT, Nguyen CH, Phung HT, Ho TH, Vo NS, Nguyen T, Nguyen HA, Cao MD. Efficient inference of large prokaryotic pangenomes with PanTA. Genome Biol 2024;25:209. [PMID: 39107817 PMCID: PMC11304767 DOI: 10.1186/s13059-024-03362-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Accepted: 07/30/2024] [Indexed: 08/10/2024]  Open
15
Bhalla N, Nanda RK. Pangenome-wide association study reveals the selective absence of CRISPR genes (Rv2816c-19c) in drug-resistant Mycobacterium tuberculosis. Microbiol Spectr 2024;12:e0052724. [PMID: 38916315 PMCID: PMC11302280 DOI: 10.1128/spectrum.00527-24] [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: 02/27/2024] [Accepted: 05/31/2024] [Indexed: 06/26/2024]  Open
16
Liu CSC, Pandey R. Integrative genomics would strengthen AMR understanding through ONE health approach. Heliyon 2024;10:e34719. [PMID: 39816336 PMCID: PMC11734142 DOI: 10.1016/j.heliyon.2024.e34719] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 07/13/2024] [Accepted: 07/15/2024] [Indexed: 01/18/2025]  Open
17
Deb S, Basu J, Choudhary M. An overview of next generation sequencing strategies and genomics tools used for tuberculosis research. J Appl Microbiol 2024;135:lxae174. [PMID: 39003248 DOI: 10.1093/jambio/lxae174] [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: 04/15/2024] [Revised: 06/07/2024] [Accepted: 07/10/2024] [Indexed: 07/15/2024]
18
Marin MG, Wippel C, Quinones-Olvera N, Behruznia M, Jeffrey BM, Harris M, Mann BC, Rosenthal A, Jacobson KR, Warren RM, Li H, Meehan CJ, Farhat MR. Analysis of the limited M. tuberculosis accessory genome reveals potential pitfalls of pan-genome analysis approaches. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.21.586149. [PMID: 38585972 PMCID: PMC10996470 DOI: 10.1101/2024.03.21.586149] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/09/2024]
19
Rusic D, Kumric M, Seselja Perisin A, Leskur D, Bukic J, Modun D, Vilovic M, Vrdoljak J, Martinovic D, Grahovac M, Bozic J. Tackling the Antimicrobial Resistance "Pandemic" with Machine Learning Tools: A Summary of Available Evidence. Microorganisms 2024;12:842. [PMID: 38792673 PMCID: PMC11123121 DOI: 10.3390/microorganisms12050842] [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: 03/16/2024] [Revised: 04/16/2024] [Accepted: 04/19/2024] [Indexed: 05/26/2024]  Open
20
Asnicar F, Thomas AM, Passerini A, Waldron L, Segata N. Machine learning for microbiologists. Nat Rev Microbiol 2024;22:191-205. [PMID: 37968359 PMCID: PMC11980903 DOI: 10.1038/s41579-023-00984-1] [Citation(s) in RCA: 44] [Impact Index Per Article: 44.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/03/2023] [Indexed: 11/17/2023]
21
Hu K, Meyer F, Deng ZL, Asgari E, Kuo TH, Münch PC, McHardy AC. Assessing computational predictions of antimicrobial resistance phenotypes from microbial genomes. Brief Bioinform 2024;25:bbae206. [PMID: 38706320 PMCID: PMC11070729 DOI: 10.1093/bib/bbae206] [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: 11/10/2023] [Revised: 04/08/2024] [Accepted: 04/11/2024] [Indexed: 05/07/2024]  Open
22
Bundhoo E, Ghoorah AW, Jaufeerally-Fakim Y. Large-scale Pan Genomic Analysis of Mycobacterium tuberculosis Reveals Key Insights Into Molecular Evolutionary Rate of Specific Processes and Functions. Evol Bioinform Online 2024;20:11769343241239463. [PMID: 38532808 PMCID: PMC10964447 DOI: 10.1177/11769343241239463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 02/28/2024] [Indexed: 03/28/2024]  Open
23
Silva-Pereira TT, Soler-Camargo NC, Guimarães AMS. Diversification of gene content in the Mycobacterium tuberculosis complex is determined by phylogenetic and ecological signatures. Microbiol Spectr 2024;12:e0228923. [PMID: 38230932 PMCID: PMC10871547 DOI: 10.1128/spectrum.02289-23] [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: 06/12/2023] [Accepted: 12/19/2023] [Indexed: 01/18/2024]  Open
24
Coenye T. Biofilm antimicrobial susceptibility testing: where are we and where could we be going? Clin Microbiol Rev 2023;36:e0002423. [PMID: 37812003 PMCID: PMC10732061 DOI: 10.1128/cmr.00024-23] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Accepted: 07/27/2023] [Indexed: 10/10/2023]  Open
25
Li T, Huang J, Yang S, Chen J, Yao Z, Zhong M, Zhong X, Ye X. Pan-Genome-Wide Association Study of Serotype 19A Pneumococci Identifies Disease-Associated Genes. Microbiol Spectr 2023;11:e0407322. [PMID: 37358412 PMCID: PMC10433855 DOI: 10.1128/spectrum.04073-22] [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: 10/06/2022] [Accepted: 06/04/2023] [Indexed: 06/27/2023]  Open
26
Yang Z, Guarracino A, Biggs PJ, Black MA, Ismail N, Wold JR, Merriman TR, Prins P, Garrison E, de Ligt J. Pangenome graphs in infectious disease: a comprehensive genetic variation analysis of Neisseria meningitidis leveraging Oxford Nanopore long reads. Front Genet 2023;14:1225248. [PMID: 37636268 PMCID: PMC10448961 DOI: 10.3389/fgene.2023.1225248] [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: 05/19/2023] [Accepted: 08/01/2023] [Indexed: 08/29/2023]  Open
27
Baker M, Zhang X, Maciel-Guerra A, Dong Y, Wang W, Hu Y, Renney D, Hu Y, Liu L, Li H, Tong Z, Zhang M, Geng Y, Zhao L, Hao Z, Senin N, Chen J, Peng Z, Li F, Dottorini T. Machine learning and metagenomics reveal shared antimicrobial resistance profiles across multiple chicken farms and abattoirs in China. NATURE FOOD 2023;4:707-720. [PMID: 37563495 PMCID: PMC10444626 DOI: 10.1038/s43016-023-00814-w] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/09/2023] [Accepted: 07/07/2023] [Indexed: 08/12/2023]
28
Perea-Jacobo R, Paredes-Gutiérrez GR, Guerrero-Chevannier MÁ, Flores DL, Muñiz-Salazar R. Machine Learning of the Whole Genome Sequence of Mycobacterium tuberculosis: A Scoping PRISMA-Based Review. Microorganisms 2023;11:1872. [PMID: 37630431 PMCID: PMC10456961 DOI: 10.3390/microorganisms11081872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 07/13/2023] [Accepted: 07/14/2023] [Indexed: 08/27/2023]  Open
29
Wong F, de la Fuente-Nunez C, Collins JJ. Leveraging artificial intelligence in the fight against infectious diseases. Science 2023;381:164-170. [PMID: 37440620 PMCID: PMC10663167 DOI: 10.1126/science.adh1114] [Citation(s) in RCA: 96] [Impact Index Per Article: 48.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2023] [Accepted: 06/05/2023] [Indexed: 07/15/2023]
30
Karlsen ST, Rau MH, Sánchez BJ, Jensen K, Zeidan AA. From genotype to phenotype: computational approaches for inferring microbial traits relevant to the food industry. FEMS Microbiol Rev 2023;47:fuad030. [PMID: 37286882 PMCID: PMC10337747 DOI: 10.1093/femsre/fuad030] [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: 02/28/2023] [Revised: 05/31/2023] [Accepted: 06/06/2023] [Indexed: 06/09/2023]  Open
31
Negrete-Paz AM, Vázquez-Marrufo G, Gutiérrez-Moraga A, Vázquez-Garcidueñas MS. Pangenome Reconstruction of Mycobacterium tuberculosis as a Guide to Reveal Genomic Features Associated with Strain Clinical Phenotype. Microorganisms 2023;11:1495. [PMID: 37374997 DOI: 10.3390/microorganisms11061495] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 05/31/2023] [Accepted: 06/02/2023] [Indexed: 06/29/2023]  Open
32
Green AG, Vargas R, Marin MG, Freschi L, Xie J, Farhat MR. Analysis of Genome-Wide Mutational Dependence in Naturally Evolving Mycobacterium tuberculosis Populations. Mol Biol Evol 2023;40:msad131. [PMID: 37352142 PMCID: PMC10292908 DOI: 10.1093/molbev/msad131] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Revised: 05/12/2023] [Accepted: 05/23/2023] [Indexed: 06/25/2023]  Open
33
Yang MR, Su SF, Wu YW. Using bacterial pan-genome-based feature selection approach to improve the prediction of minimum inhibitory concentration (MIC). Front Genet 2023;14:1054032. [PMID: 37323667 PMCID: PMC10267731 DOI: 10.3389/fgene.2023.1054032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 05/16/2023] [Indexed: 06/17/2023]  Open
34
Eisenstein M. Every base everywhere all at once: pangenomics comes of age. Nature 2023;616:618-620. [PMID: 37072518 DOI: 10.1038/d41586-023-01300-w] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2023]
35
Tharmakulasingam M, Gardner B, La Ragione R, Fernando A. Rectified Classifier Chains for Prediction of Antibiotic Resistance From Multi-Labelled Data With Missing Labels. IEEE/ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS 2023;20:625-636. [PMID: 35130168 DOI: 10.1109/tcbb.2022.3148577] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
36
Maciel-Guerra A, Baker M, Hu Y, Wang W, Zhang X, Rong J, Zhang Y, Zhang J, Kaler J, Renney D, Loose M, Emes RD, Liu L, Chen J, Peng Z, Li F, Dottorini T. Dissecting microbial communities and resistomes for interconnected humans, soil, and livestock. THE ISME JOURNAL 2023;17:21-35. [PMID: 36151458 PMCID: PMC9751072 DOI: 10.1038/s41396-022-01315-7] [Citation(s) in RCA: 27] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 08/26/2022] [Accepted: 09/01/2022] [Indexed: 12/24/2022]
37
Khan MA, Amin A, Farid A, Ullah A, Waris A, Shinwari K, Hussain Y, Alsharif KF, Alzahrani KJ, Khan H. Recent Advances in Genomics-Based Approaches for the Development of Intracellular Bacterial Pathogen Vaccines. Pharmaceutics 2022;15:pharmaceutics15010152. [PMID: 36678781 PMCID: PMC9863128 DOI: 10.3390/pharmaceutics15010152] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Revised: 12/12/2022] [Accepted: 12/19/2022] [Indexed: 01/04/2023]  Open
38
Kim JI, Maguire F, Tsang KK, Gouliouris T, Peacock SJ, McAllister TA, McArthur AG, Beiko RG. Machine Learning for Antimicrobial Resistance Prediction: Current Practice, Limitations, and Clinical Perspective. Clin Microbiol Rev 2022;35:e0017921. [PMID: 35612324 PMCID: PMC9491192 DOI: 10.1128/cmr.00179-21] [Citation(s) in RCA: 41] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]  Open
39
Romano GE, Silva-Pereira TT, de Melo FM, Sisco MC, Banari AC, Zimpel CK, Soler-Camargo NC, Guimarães AMDS. Unraveling the metabolism of Mycobacterium caprae using comparative genomics. Tuberculosis (Edinb) 2022;136:102254. [PMID: 36126496 DOI: 10.1016/j.tube.2022.102254] [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: 02/27/2022] [Revised: 08/01/2022] [Accepted: 08/25/2022] [Indexed: 11/19/2022]
40
Aljeldah MM. Antimicrobial Resistance and Its Spread Is a Global Threat. Antibiotics (Basel) 2022;11:antibiotics11081082. [PMID: 36009948 PMCID: PMC9405321 DOI: 10.3390/antibiotics11081082] [Citation(s) in RCA: 97] [Impact Index Per Article: 32.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2022] [Revised: 07/20/2022] [Accepted: 07/27/2022] [Indexed: 02/07/2023]  Open
41
Li J, Zhu Y, Ma Z, Yang F. Genome sequence and pathogenicity of Vibrio vulnificus strain MCCC 1A08743 isolated from contaminated prawns. Biol Open 2022;11:275848. [PMID: 35766638 PMCID: PMC9253834 DOI: 10.1242/bio.059299] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Accepted: 05/19/2022] [Indexed: 12/17/2022]  Open
42
Ceres KM, Stanhope MJ, Gröhn YT. A critical evaluation of Mycobacterium bovis pangenomics, with reference to its utility in outbreak investigation. Microb Genom 2022;8:mgen000839. [PMID: 35763423 PMCID: PMC9455707 DOI: 10.1099/mgen.0.000839] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2021] [Accepted: 04/29/2022] [Indexed: 11/18/2022]  Open
43
Posada-Reyes AB, Balderas-Martínez YI, Ávila-Ríos S, Vinuesa P, Fonseca-Coronado S. An Epistatic Network Describes oppA and glgB as Relevant Genes for Mycobacterium tuberculosis. Front Mol Biosci 2022;9:856212. [PMID: 35712352 PMCID: PMC9194097 DOI: 10.3389/fmolb.2022.856212] [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: 01/16/2022] [Accepted: 03/11/2022] [Indexed: 11/18/2022]  Open
44
Marini S, Oliva M, Slizovskiy IB, Das RA, Noyes NR, Kahveci T, Boucher C, Prosperi M. AMR-meta: a k-mer and metafeature approach to classify antimicrobial resistance from high-throughput short-read metagenomics data. Gigascience 2022;11:giac029. [PMID: 35583675 PMCID: PMC9116207 DOI: 10.1093/gigascience/giac029] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 01/27/2022] [Indexed: 12/15/2022]  Open
45
Distribution of Common and Rare Genetic Markers of Second-Line-Injectable-Drug Resistance in Mycobacterium tuberculosis Revealed by a Genome-Wide Association Study. Antimicrob Agents Chemother 2022;66:e0207521. [PMID: 35532237 DOI: 10.1128/aac.02075-21] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]  Open
46
Systems biology approach to functionally assess the Clostridioides difficile pangenome reveals genetic diversity with discriminatory power. Proc Natl Acad Sci U S A 2022;119:e2119396119. [PMID: 35476524 PMCID: PMC9170149 DOI: 10.1073/pnas.2119396119] [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] [Indexed: 11/18/2022]  Open
47
Aytan-Aktug D, Clausen PTLC, Szarvas J, Munk P, Otani S, Nguyen M, Davis JJ, Lund O, Aarestrup FM. PlasmidHostFinder: Prediction of Plasmid Hosts Using Random Forest. mSystems 2022;7:e0118021. [PMID: 35382558 PMCID: PMC9040769 DOI: 10.1128/msystems.01180-21] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Accepted: 03/16/2022] [Indexed: 11/20/2022]  Open
48
Zhang Z, Cheng S, Solis-Lemus C. Towards a robust out-of-the-box neural network model for genomic data. BMC Bioinformatics 2022;23:125. [PMID: 35397517 PMCID: PMC8994362 DOI: 10.1186/s12859-022-04660-8] [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: 05/11/2021] [Accepted: 03/21/2022] [Indexed: 11/10/2022]  Open
49
Li J, Li X, Li M, Qiu H, Saad C, Zhao B, Li F, Wu X, Kuang D, Tang F, Chen Y, Shu H, Zhang J, Wang Q, Huang H, Qi S, Ye C, Bryant A, Yuan X, Kurts C, Hu G, Cheng W, Mei Q. Differential early diagnosis of benign versus malignant lung cancer using systematic pathway flux analysis of peripheral blood leukocytes. Sci Rep 2022;12:5070. [PMID: 35332177 PMCID: PMC8948197 DOI: 10.1038/s41598-022-08890-x] [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: 07/23/2021] [Accepted: 03/07/2022] [Indexed: 12/24/2022]  Open
50
Zhao W, Luo S, Wu H, Jiang X, He T, Hu X. A multi-label learning framework for predicting antibiotic resistance genes via dual-view modeling. Brief Bioinform 2022;23:6546259. [PMID: 35272349 DOI: 10.1093/bib/bbac052] [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: 11/23/2021] [Revised: 01/27/2022] [Accepted: 01/31/2022] [Indexed: 11/13/2022]  Open
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