Evaluating hierarchical machine learning approaches to classify biological databases.

Autor: Rezende, Pâmela M^1,2,3 (AUTHOR), Xavier, Joicymara S^1,2,4 (AUTHOR), Ascher, David B^5,6,7 (AUTHOR) douglas.pires@unimelb.edu.au, Fernandes, Gabriel R² (AUTHOR) douglas.pires@unimelb.edu.au, Pires, Douglas E V^6,7,8 (AUTHOR) douglas.pires@unimelb.edu.au

Publikováno v: Briefings in Bioinformatics. Jul2022, Vol. 23 Issue 4, p1-14. 14p.

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Identifying Genotype-Phenotype Correlations via Integrative Mutation Analysis.

Autor: Airey E; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Portelli S; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Xavier JS; Instituto René Rachou, Fundação Oswaldo Cruz, Belo Horizonte, Brazil., Myung YC; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Silk M; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Karmakar M; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Velloso JPL; Instituto René Rachou, Fundação Oswaldo Cruz, Belo Horizonte, Brazil., Rodrigues CHM; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Parate HH; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Garg A; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Al-Jarf R; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Barr L; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia., Geraldo JA; Instituto René Rachou, Fundação Oswaldo Cruz, Belo Horizonte, Brazil., Rezende PM; Instituto René Rachou, Fundação Oswaldo Cruz, Belo Horizonte, Brazil., Pires DEV; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia. douglas.pires@unimelb.edu.au.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia. douglas.pires@unimelb.edu.au.; School of Computing and Information Systems, University of Melbourne, Melbourne, VIC, Australia. douglas.pires@unimelb.edu.au., Ascher DB; Structural Biology and Bioinformatics, Department of Biochemistry and Molecular Biology, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia. david.ascher@unimelb.edu.au.; ACRF Facility for Innovative Cancer Drug Discovery, Bio21 Institute, University of Melbourne, Melbourne, VIC, Australia. david.ascher@unimelb.edu.au.; Computational Biology and Clinical Informatics, Baker Heart and Diabetes Institute, Melbourne, VIC, Australia. david.ascher@unimelb.edu.au.; Department of Biochemistry, Cambridge University, Cambridge, UK. david.ascher@unimelb.edu.au.

Publikováno v: Methods in molecular biology (Clifton, N.J.) [Methods Mol Biol] 2021; Vol. 2190, pp. 1-32.