Application of the Dynamical Network Biomarker Theory to Raman Spectra

The dynamical network biomarker (DNB) theory detects the early warning signals of state transitions utilizing fluctuations in and correlations between variables in complex systems. Although the DNB theory has been applied to gene expression in several diseases, destructive testing by microarrays is...

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Bibliographic Details
Main Authors: Takayuki Haruki, Shota Yonezawa, Keiichi Koizumi, Yasuhiko Yoshida, Tomonobu M. Watanabe, Hideaki Fujita, Yusuke Oshima, Makito Oku, Akinori Taketani, Moe Yamazaki, Taro Ichimura, Makoto Kadowaki, Isao Kitajima, Shigeru Saito
Format: Article
Language:English
Published: MDPI AG 2022-11-01
Series:Biomolecules
Subjects:
Online Access:https://www.mdpi.com/2218-273X/12/12/1730