Literature DB >> 31061104

MVApp-Multivariate Analysis Application for Streamlined Data Analysis and Curation.

Magdalena M Julkowska1, Stephanie Saade2, Gaurav Agarwal3, Ge Gao2, Yveline Pailles2, Mitchell Morton2, Mariam Awlia2, Mark Tester2.   

Abstract

Modern phenotyping techniques yield vast amounts of data that are challenging to manage and analyze. When thoroughly examined, this type of data can reveal genotype-to-phenotype relationships and meaningful connections among individual traits. However, efficient data mining is challenging for experimental biologists with limited training in curating, integrating, and exploring complex datasets. Additionally, data transparency, accessibility, and reproducibility are important considerations for scientific publication. The need for a streamlined, user-friendly pipeline for advanced phenotypic data analysis is pressing. In this article we present an open-source, online platform for multivariate analysis (MVApp), which serves as an interactive pipeline for data curation, in-depth analysis, and customized visualization. MVApp builds on the available R-packages and adds extra functionalities to enhance the interpretability of the results. The modular design of the MVApp allows for flexible analysis of various data structures and includes tools underexplored in phenotypic data analysis, such as clustering and quantile regression. MVApp aims to enhance findable, accessible, interoperable, and reproducible data transparency, streamline data curation and analysis, and increase statistical literacy among the scientific community.
© 2019 American Society of Plant Biologists. All Rights Reserved.

Mesh:

Year:  2019        PMID: 31061104      PMCID: PMC6752927          DOI: 10.1104/pp.19.00235

Source DB:  PubMed          Journal:  Plant Physiol        ISSN: 0032-0889            Impact factor:   8.340


  20 in total

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