PyGenePlexus: a Python']Python package for gene discovery using network-based machine learning
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作者:
Mancuso, Christopher A.
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Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
Univ Colorado Denver Anschutz Med Campus, Colorado Sch Publ Hlth, Dept Biostat & Informat, Aurora, CO 80045 USAMichigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
Mancuso, Christopher A.
[1
,2
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Liu, Renming
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Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USAMichigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
Liu, Renming
[1
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Krishnan, Arjun
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Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
Univ Colorado Denver Anschutz Med Campus, Dept Biomed Informat, Aurora, CO 80045 USAMichigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
Krishnan, Arjun
[1
,3
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机构:
[1] Michigan State Univ, Dept Computat Math Sci & Engn, E Lansing, MI 48824 USA
[2] Univ Colorado Denver Anschutz Med Campus, Colorado Sch Publ Hlth, Dept Biostat & Informat, Aurora, CO 80045 USA
[3] Univ Colorado Denver Anschutz Med Campus, Dept Biomed Informat, Aurora, CO 80045 USA
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. Contact: arjun.krishnan@cuanschutz.edu Supplementary information: Supplementary data are available at Bioinformatics online.
机构:
Huainan Normal Univ, Sch Mech & Elect Engn, Dongshan West Rd, Huainan, Anhui, Peoples R ChinaHuainan Normal Univ, Sch Mech & Elect Engn, Dongshan West Rd, Huainan, Anhui, Peoples R China
Zhao, Yang
Liu, Qing
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Huainan Normal Univ, Sch Econ & Management, Dongshan West Rd, Huainan, Anhui, Peoples R China
Pukyong Natl Univ, Grad Sch Management Technol, Busan 48547, South KoreaHuainan Normal Univ, Sch Mech & Elect Engn, Dongshan West Rd, Huainan, Anhui, Peoples R China
机构:
CNR, Res Inst Sustainable Econ Growth, Natl Res Council Italy, IRCrES, Rome, ItalyCNR, Res Inst Sustainable Econ Growth, Natl Res Council Italy, IRCrES, Rome, Italy
机构:
Columbia Univ, New York, NY 10027 USAColumbia Univ, New York, NY 10027 USA
Liu, Lu Bin
Losonczy, Attila
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机构:
Columbia Univ, New York, NY 10027 USA
Columbia Univ, Zuckerman Mind Brain & Behav Inst, New York, NY 10027 USA
Columbia Univ, Dept Neurosci, New York, NY 10027 USAColumbia Univ, New York, NY 10027 USA
Losonczy, Attila
Liao, Zhenrui
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Columbia Univ, New York, NY 10027 USA
Columbia Univ, Zuckerman Mind Brain & Behav Inst, New York, NY 10027 USA
Columbia Univ, Dept Neurosci, New York, NY 10027 USAColumbia Univ, New York, NY 10027 USA
机构:
CEB-Centre Biological Engineering, University of Minho, Braga,4710-057, PortugalCEB-Centre Biological Engineering, University of Minho, Braga,4710-057, Portugal
Sequeira, Ana Marta
Lousa, Diana
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Protein Modelling Laboratory, Instituto de Tecnologia Química e Biológica António Xavier (ITQB NOVA), Universidade Nova de Lisboa, Oeiras,2780-157, PortugalCEB-Centre Biological Engineering, University of Minho, Braga,4710-057, Portugal
Lousa, Diana
Rocha, Miguel
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CEB-Centre Biological Engineering, University of Minho, Braga,4710-057, PortugalCEB-Centre Biological Engineering, University of Minho, Braga,4710-057, Portugal