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Establishing Monoclonal Gammopathy of Undetermined Significance as an Independent Pre-Disease State of Multiple Myeloma Using Raman Spectroscopy, Dynamical Network Biomarker Theory, and Energy Landscape Analysis

Authors :
Shota Yonezawa
Takayuki Haruki
Keiichi Koizumi
Akinori Taketani
Yusuke Oshima
Makito Oku
Akinori Wada
Tsutomu Sato
Naoki Masuda
Jun Tahara
Noritaka Fujisawa
Shota Koshiyama
Makoto Kadowaki
Isao Kitajima
Shigeru Saito
Source :
International Journal of Molecular Sciences, Vol 25, Iss 3, p 1570 (2024)
Publication Year :
2024
Publisher :
MDPI AG, 2024.

Abstract

Multiple myeloma (MM) is a cancer of plasma cells. Normal (NL) cells are considered to pass through a precancerous state, such as monoclonal gammopathy of undetermined significance (MGUS), before transitioning to MM. In the present study, we acquired Raman spectra at three stages—834 NL, 711 MGUS, and 970 MM spectra—and applied the dynamical network biomarker (DNB) theory to these spectra. The DNB analysis identified MGUS as the unstable pre-disease state of MM and extracted Raman shifts at 1149 and 1527–1530 cm−1 as DNB variables. The distribution of DNB scores for each patient showed a significant difference between the mean values for MGUS and MM patients. Furthermore, an energy landscape (EL) analysis showed that the NL and MM stages were likely to become stable states. Raman spectroscopy, the DNB theory, and, complementarily, the EL analysis will be applicable to the identification of the pre-disease state in clinical samples.

Details

Language :
English
ISSN :
25031570, 14220067, and 16616596
Volume :
25
Issue :
3
Database :
Directory of Open Access Journals
Journal :
International Journal of Molecular Sciences
Publication Type :
Academic Journal
Accession number :
edsdoj.1821c9330e55448ca3919207cb8eb5ea
Document Type :
article
Full Text :
https://doi.org/10.3390/ijms25031570