Determination of Flavonoid Glycoside Isomers Using Vision Transformer and Tandem Mass Spectrometry

Determination of Flavonoid Glycoside Isomers Using Vision Transformer and Tandem Mass Spectrometry

A vision transformer (ViT)-based deep neural network was applied to classify the flavonoid glycoside isomers by analyzing electrospray ionization tandem mass spectrometry (ESI-MS/MS) spectra. Our model successfully classified the flavonoid isomers with various substitution patterns (3-O, 6-C, 7-O, 8...

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Bibliographic Details
Main Authors: Ji In Park, Myeong Ji Kim, Kyu Hyeong Lee, Seung Hyun Oh, Young Hoon Kang, Hyunwoo Kim
Format: Article
Language:English
Published: MDPI AG 2024-12-01
Series:Plants
Subjects:
flavonoid
artificial intelligence
vision transformer
Online Access:https://www.mdpi.com/2223-7747/13/23/3401
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