Literature DB >> 33680544

Visualization of quantitative lipid distribution in mouse liver through near-infrared hyperspectral imaging.

Kyohei Okubo1, Yuichi Kitagawa1, Naoki Hosokawa1, Masakazu Umezawa1, Masao Kamimura1, Tomonori Kamiya2, Naoko Ohtani2, Kohei Soga1.   

Abstract

Lipid distribution in the liver provides crucial information for diagnosing the severity of fatty liver and fatty liver-associated liver cancer. Therefore, a noninvasive, label-free, and quantitative modality is eagerly anticipated. We report near-infrared hyperspectral imaging for the quantitative visualization of lipid content in mouse liver based on partial least square regression (PLSR) and support vector regression (SVR). Analysis results indicate that SVR with standard normal variate pretreatment outperforms PLSR by achieving better root mean square error (15.3 mg/g) and higher determination coefficient (0.97). The quantitative mapping of lipid content in the mouse liver is realized using SVR.
© 2021 Optical Society of America under the terms of the OSA Open Access Publishing Agreement.

Entities:  

Year:  2021        PMID: 33680544      PMCID: PMC7901335          DOI: 10.1364/BOE.413712

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  2 in total

1.  Microscopy is better in color: development of a streamlined spectral light path for real-time multiplex fluorescence microscopy.

Authors:  Craig M Browning; Samantha Mayes; Samuel A Mayes; Thomas C Rich; Silas J Leavesley
Journal:  Biomed Opt Express       Date:  2022-06-07       Impact factor: 3.562

2.  Over 1000 nm Near-Infrared Multispectral Imaging System for Laparoscopic In Vivo Imaging.

Authors:  Toshihiro Takamatsu; Yuichi Kitagawa; Kohei Akimoto; Ren Iwanami; Yuto Endo; Kenji Takashima; Kyohei Okubo; Masakazu Umezawa; Takeshi Kuwata; Daiki Sato; Tomohiro Kadota; Tomohiro Mitsui; Hiroaki Ikematsu; Hideo Yokota; Kohei Soga; Hiroshi Takemura
Journal:  Sensors (Basel)       Date:  2021-04-09       Impact factor: 3.576

  2 in total

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