Data Science and Plant Metabolomics

CC BY Logo DOI

The study of plant metabolism is one of the most complex tasks, mainly due to the huge amount and structural diversity of metabolites, as well as the fact that they react to changes in the environment and ultimately influence each other. Metabolic profiling is most often carried out using tools that include mass spectrometry (MS), which is one of the most powerful analytical methods. All this means that even when analyzing a single sample, we can obtain thousands of data. Data science has the potential to revolutionize our understanding of plant metabolism. This review demonstrates that machine learning, network analysis, and statistical modeling are some techniques being used to analyze large quantities of complex data that provide insights into plant development, growth, and how they interact with their environment. These findings could be key to improving crop yields, developing new forms of plant biotechnology, and understanding the relationship between plants and microbes. It is also necessary to consider the constraints that come with data science such as quality and availability of data, model complexity, and the need for deep knowledge of the subject in order to achieve reliable outcomes.

Tytuł
Data Science and Plant Metabolomics
Twórca
Miller Tymoteusz ORCID 0000-0002-5962-5334
Słowa kluczowe
plant metabolites; data science; machine learning
Słowa kluczowe
metabolity roślinne; uczenie maszynowe
Współtwórca
Kisiel Anna ORCID 0000-0002-1486-1093
Cembrowska-Lech Danuta ORCID 0000-0002-1503-0064
Krzemińska Adrianna
Data
2023
Typ zasobu
artykuł
Identyfikator zasobu
DOI 10.3390/metabo13030454
Źródło
Metabolites, 2023, vol. 13 iss. 3, 454
Język
angielski
Prawa autorskie
CC BY CC BY
Dyscyplina naukowa
Nauki o Ziemi i środowisku; Dziedzina nauk ścisłych i przyrodniczych; Nauki biologiczne; Dziedzina nauk ścisłych i przyrodniczych
Kategorie
Publikacje pracowników US
Data udostępnienia25 lip 2023, 08:22:23
Data mod.25 lip 2023, 08:22:23
DostępPubliczny
Aktywnych wyświetleń0