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PyGenePlexus: a Python package for gene discovery using network-based machine learning.
Mancuso, Christopher A; Liu, Renming; Krishnan, Arjun.
Afiliação
  • Mancuso CA; Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, MI 48824, USA.
  • Liu R; Department of Biostatistics and Informatics, Colorado School of Public Health, University of Colorado-Denver Anschutz Medical Campus, Aurora, CO 80045, USA.
  • Krishnan A; Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, MI 48824, USA.
Bioinformatics ; 39(2)2023 02 03.
Article em En | MEDLINE | ID: mdl-36721325
ABSTRACT

SUMMARY:

PyGenePlexus is a Python package that enables a user to gain insight into any gene set of interest through a molecular interaction network informed supervised machine learning model. PyGenePlexus provides predictions of how associated every gene in the network is to the input gene set, offers interpretability by comparing the model trained on the input gene set to models trained on thousands of known gene sets, and returns the network connectivity of the top predicted genes. AVAILABILITY AND IMPLEMENTATION https//pypi.org/project/geneplexus/ and https//github.com/krishnanlab/PyGenePlexus. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
Assuntos

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Software / Biologia Computacional Idioma: En Ano de publicação: 2023 Tipo de documento: Article

Texto completo: 1 Base de dados: MEDLINE Assunto principal: Software / Biologia Computacional Idioma: En Ano de publicação: 2023 Tipo de documento: Article