Machine learning approach to single nucleotide polymorphism-based asthma prediction

Joverlyn Gaudillo; Jae Joseph Russell Rodriguez; Allen Nazareno; Lei Rigi Baltazar; Julianne Vilela; Rommel Bulalacao; Mario Domingo; Jason Albia

doi:10.1371/journal.pone.0225574

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Peer-reviewed

Research Article

Machine learning approach to single nucleotide polymorphism-based asthma prediction

Joverlyn Gaudillo ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Writing – original draft, Writing – review & editing

Affiliations Institute of Mathematical Sciences and Physics, University of the Philippines Los Baños, Philippines, Computational Interdisciplinary Research Laboratories (CINTERLabs), University of the Philippines Los Baños, Philippines
⨯
Jae Joseph Russell Rodriguez ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Formal analysis, Investigation, Methodology, Writing – original draft, Writing – review & editing

Affiliation Genetics and Molecular Biology Division, Institute of Biological Sciences, University of the Philippines Los Baños, Philippines
⨯
Allen Nazareno ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Formal analysis, Writing – original draft, Writing – review & editing

Affiliation Institute of Mathematical Sciences and Physics, University of the Philippines Los Baños, Philippines

http://orcid.org/0000-0002-8969-6774

⨯
Lei Rigi Baltazar ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Formal analysis, Methodology

Affiliations Institute of Mathematical Sciences and Physics, University of the Philippines Los Baños, Philippines, Computational Interdisciplinary Research Laboratories (CINTERLabs), University of the Philippines Los Baños, Philippines
⨯
Julianne Vilela ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Formal analysis, Methodology, Writing – original draft, Writing – review & editing

Affiliation Philippine Genome Center Program for Agriculture, Office of the Vice Chancellor for Research and Extension, University of the Philippines Los Baños, Philippines

http://orcid.org/0000-0002-1730-9720

⨯
Rommel Bulalacao ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Data curation, Software

Affiliation Domingo Artificial Intelligence Research Center, Los Baños, Philippines
⨯
Mario Domingo ,

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Funding acquisition, Project administration, Supervision

Affiliation Domingo Artificial Intelligence Research Center, Los Baños, Philippines
⨯
Jason Albia

Contributed equally to this work with: Joverlyn Gaudillo, Jae Joseph Russell Rodriguez, Allen Nazareno, Lei Rigi Baltazar, Julianne Vilela, Rommel Bulalacao, Mario Domingo, Jason Albia

Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

* E-mail: jralbia@up.edu.ph

Affiliations Institute of Mathematical Sciences and Physics, University of the Philippines Los Baños, Philippines, Computational Interdisciplinary Research Laboratories (CINTERLabs), University of the Philippines Los Baños, Philippines

http://orcid.org/0000-0001-6115-9400

⨯

Machine learning approach to single nucleotide polymorphism-based asthma prediction

Joverlyn Gaudillo,
Jae Joseph Russell Rodriguez,
Allen Nazareno,
Lei Rigi Baltazar,
Julianne Vilela,
Rommel Bulalacao,
Mario Domingo,
Jason Albia

Published: December 4, 2019
https://doi.org/10.1371/journal.pone.0225574

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Asthma
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Single nucleotide polymorphisms
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Machine learning algorithms
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Forecasting
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