共 35 条
Discrimination of lipid composition and cellular localization in human liver tissues by stimulated Raman scattering microscopy
被引:7
作者:

Xu, Fiona Xi
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Chem, Seattle, WA 98195 USA Univ Washington, Dept Chem, Seattle, WA 98195 USA

Ioannou, George N.
论文数: 0 引用数: 0
h-index: 0
机构:
Vet Affairs Puget Sound Hlth Care Syst, Dept Med, Div Gastroenterol, Seattle, WA 98108 USA
Univ Washington, Dept Med, Div Gastroenterol, Seattle, WA 98195 USA
Vet Affairs Puget Sound Hlth Care Syst Res & Dev, Seattle, WA 98108 USA Univ Washington, Dept Chem, Seattle, WA 98195 USA

Lee, Sum P.
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Med, Div Gastroenterol, Seattle, WA 98195 USA Univ Washington, Dept Chem, Seattle, WA 98195 USA

Savard, Christopher
论文数: 0 引用数: 0
h-index: 0
机构:
Vet Affairs Puget Sound Hlth Care Syst, Dept Med, Div Gastroenterol, Seattle, WA 98108 USA
Univ Washington, Dept Med, Div Gastroenterol, Seattle, WA 98195 USA
Vet Affairs Puget Sound Hlth Care Syst Res & Dev, Seattle, WA 98108 USA Univ Washington, Dept Chem, Seattle, WA 98195 USA

Horn, Christian L.
论文数: 0 引用数: 0
h-index: 0
机构:
San Antonio Mil Med Ctr, Dept Med, Div Gastroenterol & Hepatol, Ft Sam Houston, TX USA Univ Washington, Dept Chem, Seattle, WA 98195 USA

Fu, Dan
论文数: 0 引用数: 0
h-index: 0
机构:
Univ Washington, Dept Chem, Seattle, WA 98195 USA Univ Washington, Dept Chem, Seattle, WA 98195 USA
机构:
[1] Univ Washington, Dept Chem, Seattle, WA 98195 USA
[2] Vet Affairs Puget Sound Hlth Care Syst, Dept Med, Div Gastroenterol, Seattle, WA 98108 USA
[3] Univ Washington, Dept Med, Div Gastroenterol, Seattle, WA 98195 USA
[4] Vet Affairs Puget Sound Hlth Care Syst Res & Dev, Seattle, WA 98108 USA
[5] San Antonio Mil Med Ctr, Dept Med, Div Gastroenterol & Hepatol, Ft Sam Houston, TX USA
关键词:
stimulated Raman scattering microscopy;
human liver tissue;
nonalcoholic fatty liver disease;
fibrosing steatohepatitis;
lipid;
CHOLESTEROL CRYSTALS;
IN-VIVO;
SENSITIVITY;
METABOLISM;
FIBROSIS;
DROPLETS;
NASH;
D O I:
10.1117/1.JBO.29.1.016008
中图分类号:
Q5 [生物化学];
学科分类号:
071010 ;
081704 ;
摘要:
Significance: The molecular mechanisms driving the progression from nonalcoholic fatty liver (NAFL) to fibrosing steatohepatitis (NASH) are insufficiently understood. Techniques enabling the characterization of different lipid species with both chemical and spatial information can provide valuable insights into their contributions to the disease progression. Aim :We extend the utility of stimulated Raman scattering (SRS) microscopy to characterize and quantify lipid species in liver tissue sections from patients with NAFL and NASH. Approach: We applied a dual-band hyperspectral SRS microscopy system for imaging tissue sections in both the C-H stretching and fingerprint regions. The same sections were imaged with polarization microscopy for detecting birefringent liquid crystals in the tissues. Results: Our imaging and analysis pipeline provides accurate classification and quantification of free cholesterol, saturated cholesteryl esters (CEs), unsaturated CE, and triglycerides in liver tissue sections. The subcellular resolution enables investigations of the heterogeneous distribution of saturated CE, which has been under-examined in previous studies. We also discovered that the birefringent crystals, previously found to be associated with NASH development, are predominantly composed of saturated CE. Conclusions: Our method allows for a detailed characterization of lipid composition in human liver tissues and enables further investigation into the potential mechanism of NASH progression.
引用
收藏
页数:14
相关论文
共 35 条
- [1] Liver Fibrosis, but No Other Histologic Features, Is Associated With Long-term Outcomes of Patients With Nonalcoholic Fatty Liver Disease[J]. GASTROENTEROLOGY, 2015, 149 (02) : 389 - +Angulo, Paul论文数: 0 引用数: 0 h-index: 0机构: Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USA Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAKleiner, David E.论文数: 0 引用数: 0 h-index: 0机构: Natl Canc Inst, Pathol Lab, Bethesda, MD 20892 USA Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USADam-Larsen, Sanne论文数: 0 引用数: 0 h-index: 0机构: Koege Univ Hosp, Dept Med, Koege, Denmark Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAAdams, Leon A.论文数: 0 引用数: 0 h-index: 0机构: Univ Western Australia, Sch Med & Pharmacol, Perth, WA 6009, Australia Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USABjornsson, Einar S.论文数: 0 引用数: 0 h-index: 0机构: Univ Iceland, Natl Univ Hosp, Fac Med, Sect Gastroenterol & Hepatol, Reykjavik, Iceland Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USACharatcharoenwitthaya, Phunchai论文数: 0 引用数: 0 h-index: 0机构: Mahidol Univ, Siriraj Hosp, Fac Med, Bangkok 10700, Thailand Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAMills, Peter R.论文数: 0 引用数: 0 h-index: 0机构: Gartnavel Royal Hosp, Glasgow, Lanark, Scotland Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAKeach, Jill C.论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Div Gastroenterol & Hepatol, Rochester, MN USA Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USALafferty, Heather D.论文数: 0 引用数: 0 h-index: 0机构: Gartnavel Royal Hosp, Glasgow, Lanark, Scotland Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAStahler, Alisha论文数: 0 引用数: 0 h-index: 0机构: Mayo Clin, Div Gastroenterol & Hepatol, Rochester, MN USA Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USAHaflidadottir, Svanhildur论文数: 0 引用数: 0 h-index: 0机构: Oslo Univ Hosp, Rikshosp, Dept Pediat, Oslo, Norway Univ Kentucky, Med Ctr, Div Digest Dis & Nutr, Lexington, KY USA论文数: 引用数: h-index:机构:
- [2] The diagnosis and management of nonalcoholic fatty liver disease: Practice guidance from the American Association for the Study of Liver Diseases[J]. HEPATOLOGY, 2018, 67 (01) : 328 - 357Chalasani, Naga论文数: 0 引用数: 0 h-index: 0机构: Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USAYounossi, Zobair论文数: 0 引用数: 0 h-index: 0机构: Inova Fairfax Hosp, Ctr Liver Dis, Falls Church, VA USA Inova Fairfax Hosp, Dept Med, Falls Church, VA USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USALavine, Joel E.论文数: 0 引用数: 0 h-index: 0机构: Columbia Univ, New York, NY USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USA论文数: 引用数: h-index:机构:Cusi, Kenneth论文数: 0 引用数: 0 h-index: 0机构: Univ Florida, Gainesville, FL USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USARinella, Mary论文数: 0 引用数: 0 h-index: 0机构: Northwestern Univ, Chicago, IL 60611 USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USAHarrison, Stephen A.论文数: 0 引用数: 0 h-index: 0机构: Pinnacle Clin Res, San Antonio, TX USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USABrunt, Elizabeth M.论文数: 0 引用数: 0 h-index: 0机构: Washington Univ, Sch Med, St Louis, MO USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USASanyal, Arun J.论文数: 0 引用数: 0 h-index: 0机构: Virginia Commonwealth Univ, Richmond, VA USA Indiana Univ Sch Med, 702 Rotary Circle Suite 225, Indianapolis, IN 46202 USA
- [3] Vibrational spectroscopic imaging of living systems: An emerging platform for biology and medicine[J]. SCIENCE, 2015, 350 (6264)Cheng, Ji-Xin论文数: 0 引用数: 0 h-index: 0机构: Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USA Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USAXie, X. Sunney论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Purdue Univ, Weldon Sch Biomed Engn, W Lafayette, IN 47907 USA
- [4] Raman spectroscopy of lipids: a review[J]. JOURNAL OF RAMAN SPECTROSCOPY, 2015, 46 (01) : 4 - 20论文数: 引用数: h-index:机构:Majzner, K.论文数: 0 引用数: 0 h-index: 0机构: Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland Jagiellonian Univ, JCET, PL-30348 Krakow, Poland Jagiellonian Univ, Fac Chem, PL-30060 Krakow, PolandPacia, M. Z.论文数: 0 引用数: 0 h-index: 0机构: Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland Jagiellonian Univ, JCET, PL-30348 Krakow, Poland Jagiellonian Univ, Fac Chem, PL-30060 Krakow, PolandKochan, K.论文数: 0 引用数: 0 h-index: 0机构: Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland Jagiellonian Univ, JCET, PL-30348 Krakow, Poland Jagiellonian Univ, Fac Chem, PL-30060 Krakow, PolandKaczor, A.论文数: 0 引用数: 0 h-index: 0机构: Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland Jagiellonian Univ, JCET, PL-30348 Krakow, Poland Jagiellonian Univ, Fac Chem, PL-30060 Krakow, PolandBaranska, M.论文数: 0 引用数: 0 h-index: 0机构: Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland Jagiellonian Univ, JCET, PL-30348 Krakow, Poland Jagiellonian Univ, Fac Chem, PL-30060 Krakow, Poland
- [5] Cholesterol esters form supercooled lipid droplets whose nucleation is facilitated by triacylglycerols[J]. NATURE COMMUNICATIONS, 2023, 14 (01)Dumesnil, Calvin论文数: 0 引用数: 0 h-index: 0机构: Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceVanharanta, Lauri论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Fac Med, Dept Anat, Helsinki, Finland Univ Helsinki, Fac Med, Stem Cells & Metab Res Program, Helsinki, Finland Minerva Fdn, Inst Med Res, Helsinki, Finland Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FrancePrasanna, Xavier论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Dept Phys, Helsinki, Finland Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceOmrane, Mohyeddine论文数: 0 引用数: 0 h-index: 0机构: Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceCarpentier, Maxime论文数: 0 引用数: 0 h-index: 0机构: Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceBhapkar, Apoorva论文数: 0 引用数: 0 h-index: 0机构: Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceEnkavi, Giray论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Dept Phys, Helsinki, Finland Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceSalo, Veijo T. T.论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Fac Med, Dept Anat, Helsinki, Finland Univ Helsinki, Fac Med, Stem Cells & Metab Res Program, Helsinki, Finland Minerva Fdn, Inst Med Res, Helsinki, Finland European Mol Biol Lab EMBL, Struct & Computat Biol Unit, Heidelberg, Germany Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceVattulainen, Ilpo论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Dept Phys, Helsinki, Finland Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceIkonen, Elina论文数: 0 引用数: 0 h-index: 0机构: Univ Helsinki, Fac Med, Dept Anat, Helsinki, Finland Univ Helsinki, Fac Med, Stem Cells & Metab Res Program, Helsinki, Finland Minerva Fdn, Inst Med Res, Helsinki, Finland Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, FranceThiam, Abdou Rachid论文数: 0 引用数: 0 h-index: 0机构: Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France Univ Paris Cite, Univ PSL, Sorbonne Univ, Lab Phys,CNRS,Ecole Normale Super ENS, F-75005 Paris, France
- [6] Fibrosis Stage Is the Strongest Predictor for Disease-Specific Mortality in NAFLD After Up to 33 Years of Follow-Up[J]. HEPATOLOGY, 2015, 61 (05) : 1547 - 1554Ekstedt, Mattias论文数: 0 引用数: 0 h-index: 0机构: Linkoping Univ, Dept Clin & Expt Med, Linkoping, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenHagstrom, Hannes论文数: 0 引用数: 0 h-index: 0机构: Karolinska Inst, Karolinska Univ Hosp, Dept Gastroenterol & Hepatol, Stockholm, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenNasr, Patrik论文数: 0 引用数: 0 h-index: 0机构: Linkoping Univ, Dept Med & Hlth Sci, Linkoping, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenFredrikson, Mats论文数: 0 引用数: 0 h-index: 0机构: Linkoping Univ, Dept Med & Hlth Sci, Linkoping, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenStal, Per论文数: 0 引用数: 0 h-index: 0机构: Karolinska Inst, Karolinska Univ Hosp, Dept Gastroenterol & Hepatol, Stockholm, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenKechagias, Stergios论文数: 0 引用数: 0 h-index: 0机构: Linkoping Univ, Dept Med & Hlth Sci, Linkoping, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, SwedenHultcrantz, Rolf论文数: 0 引用数: 0 h-index: 0机构: Karolinska Inst, Karolinska Univ Hosp, Dept Gastroenterol & Hepatol, Stockholm, Sweden Linkoping Univ, Dept Clin & Expt Med, Linkoping, Sweden
- [7] Label-Free Biomedical Imaging with High Sensitivity by Stimulated Raman Scattering Microscopy[J]. SCIENCE, 2008, 322 (5909) : 1857 - 1861Freudiger, Christian W.论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Phys, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAMin, Wei论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USASaar, Brian G.论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USALu, Sijia论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAHoltom, Gary R.论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAHe, Chengwei论文数: 0 引用数: 0 h-index: 0机构: Massachusetts Gen Hosp, Dept Med, Boston, MA 02114 USA Harvard Univ, Sch Med, Boston, MA 02114 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USATsai, Jason C.论文数: 0 引用数: 0 h-index: 0机构: Pfizer Global Med, New York, NY 10017 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAKang, Jing X.论文数: 0 引用数: 0 h-index: 0机构: Massachusetts Gen Hosp, Dept Med, Boston, MA 02114 USA Harvard Univ, Sch Med, Boston, MA 02114 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAXie, X. Sunney论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
- [8] In Vivo Metabolic Fingerprinting of Neutral Lipids with Hyperspectral Stimulated Raman Scattering Microscopy[J]. JOURNAL OF THE AMERICAN CHEMICAL SOCIETY, 2014, 136 (24) : 8820 - 8828Fu, Dan论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAYu, Yong论文数: 0 引用数: 0 h-index: 0机构: Baylor Coll Med, Huffington Ctr Aging, Houston, TX 77030 USA Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAFolick, Andrew论文数: 0 引用数: 0 h-index: 0机构: Baylor Coll Med, Program Dev Biol, Houston, TX 77030 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USACurrie, Erin论文数: 0 引用数: 0 h-index: 0机构: Univ Calif San Francisco, Dept Biochem & Biophys, Gladstone Inst Cardiovasc Dis, San Francisco, CA 94158 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAFarese, Robert V., Jr.论文数: 0 引用数: 0 h-index: 0机构: Univ Calif San Francisco, Dept Biochem & Biophys, Gladstone Inst Cardiovasc Dis, San Francisco, CA 94158 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USATsai, Tsung-Huang论文数: 0 引用数: 0 h-index: 0机构: Baylor Coll Med, Diabet & Endocrinol Res Ctr, Houston, TX 77030 USA Baylor Coll Med, Dept Med, Houston, TX 77030 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAXie, Xiaoliang Sunney论文数: 0 引用数: 0 h-index: 0机构: Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USAWang, Meng C.论文数: 0 引用数: 0 h-index: 0机构: Baylor Coll Med, Huffington Ctr Aging, Houston, TX 77030 USA Baylor Coll Med, Dept Mol & Human Genet, Houston, TX 77030 USA Baylor Coll Med, Program Dev Biol, Houston, TX 77030 USA Harvard Univ, Dept Chem & Chem Biol, Cambridge, MA 02138 USA
- [9] Raman imaging of rat nonalcoholic fatty liver tissues reveals distinct biomolecular states[J]. FEBS LETTERS, 2023, 597 (11) : 1517 - 1527Helal, Khalifa Mohammad论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanCahyadi, Harsono论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanTaylor, J. Nicholas论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanOkajima, Akira论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanTabata, Koji论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanKumamoto, Yasuaki论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, Japan论文数: 引用数: h-index:机构:Itoh, Yoshito论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanTakamatsu, Tetsuro论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, Japan论文数: 引用数: h-index:机构:Fujita, Katsumasa论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanKomatsuzaki, Tamiki论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, Japan Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, JapanHarada, Yoshinori论文数: 0 引用数: 0 h-index: 0机构: Kyoto Prefectural Univ Med, Dept Pathol & Cell Regulat, Kajii cho 465,Kamigyo Ku, Kyoto 6028566, Japan Hokkaido Univ, Res Inst Elect Sci, Kita 20,Nishi 10,Kita Ku, Sapporo, Hokkaido 0010020, Japan
- [10] Raman spectroscopic histology using machine learning for nonalcoholic fatty liver disease[J]. FEBS LETTERS, 2019, 593 (18) : 2535 - 2544Helal, Khalifa Mohammad论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, Japan Comilla Univ, Dept Math, Cumilla, Bangladesh Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanTaylor, James Nicholas论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Inst Elect Sci, Res Ctr Math Social Creat, Sapporo, Hokkaido, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanCahyadi, Harsono论文数: 0 引用数: 0 h-index: 0机构: Kyoto Prefectural Univ Med, Dept Pathol & Cell Regulat, Kyoto, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanOkajima, Akira论文数: 0 引用数: 0 h-index: 0机构: Kyoto Prefectural Univ Med, Dept Gastroenterol & Hepatol, Kyoto, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanTabata, Koji论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Inst Elect Sci, Res Ctr Math Social Creat, Sapporo, Hokkaido, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanItoh, Yoshito论文数: 0 引用数: 0 h-index: 0机构: Kyoto Prefectural Univ Med, Dept Gastroenterol & Hepatol, Kyoto, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, Japan论文数: 引用数: h-index:机构:论文数: 引用数: h-index:机构:Harada, Yoshinori论文数: 0 引用数: 0 h-index: 0机构: Kyoto Prefectural Univ Med, Dept Pathol & Cell Regulat, Kyoto, Japan Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, JapanKomatsuzaki, Tamiki论文数: 0 引用数: 0 h-index: 0机构: Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, Japan Hokkaido Univ, Inst Elect Sci, Res Ctr Math Social Creat, Sapporo, Hokkaido, Japan Hokkaido Univ, Inst Chem React Design & Discovery, Sapporo, Hokkaido, Japan Univ Bourgogne, Lab Interdisciplinaire Carnot Bourgogne, Dijon, France Hokkaido Univ, Grad Sch Life Sci, Sapporo, Hokkaido, Japan