Akinori Wada

University of Toyama
Country flagJapan

Research Interests

Explore related searches

Contact this professor

Get a free first email built on one of their papers, ready for you to edit and send yourself.

Articles (6)

Year:

2025

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.

Year:

2024

Year:

2023

Year:

2023

Year:

2023

Year:

2020

Collaborators (8)

Shigeru Saito

University of Toyama

JAPAN
View details

Makito Oku

University of Toyama

JAPAN
View details

Tsutomu Sato

University of Toyama

JAPAN
View details

Yusuke Kamihara

Assistant Professor

University of Toyama

JAPAN
View details

Hiroyuki Kishi

University of Toyama

JAPAN
View details

Ryo Hatano

Juntendo University Graduate School of Medicine

JAPAN
View details

Yoshihiro Hayakawa

Professor

-

JAPAN
View details

YUSUKE OSHIMA

visitor professor

Oita University

JAPAN
View details
ApplyKite TwinLearns as you apply

Make your next move.

Prepare your application

Review drafts before you send them.