Raman-guided subcellular pharmaco-metabolomics for metastatic melanoma cells

被引:109
作者
Du, Jiajun [1 ]
Su, Yapeng [1 ,2 ]
Qian, Chenxi [1 ]
Yuan, Dan [2 ]
Miao, Kun [1 ]
Lee, Dongkwan [1 ]
Ng, Alphonsus H. C. [2 ]
Wijker, Reto S. [3 ]
Ribas, Antoni [4 ]
Levine, Raphael D. [5 ]
Heath, James R. [2 ]
Wei, Lu [1 ]
机构
[1] CALTECH, Div Chem & Chem Engn, Pasadena, CA 91125 USA
[2] Inst Syst Biol, Seattle, WA 98109 USA
[3] CALTECH, Div Geol & Planetary Sci, Pasadena, CA 91125 USA
[4] Univ Calif Los Angeles, Dept Med, Los Angeles, CA 90024 USA
[5] Univ Calif Los Angeles, Dept Chem & Biochem, 405 Hilgard Ave, Los Angeles, CA 90024 USA
关键词
IN-VIVO; SCATTERING MICROSCOPY; CANCER-CELLS; MEMBRANE; SENSITIVITY; THERAPY; STATE; TRANSCRIPTOME; VEMURAFENIB; METABOLISM;
D O I
10.1038/s41467-020-18376-x
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Non-invasively probing metabolites within single live cells is highly desired but challenging. Here we utilize Raman spectro-microscopy for spatial mapping of metabolites within single cells, with the specific goal of identifying druggable metabolic susceptibilities from a series of patient-derived melanoma cell lines. Each cell line represents a different characteristic level of cancer cell de-differentiation. First, with Raman spectroscopy, followed by stimulated Raman scattering (SRS) microscopy and transcriptomics analysis, we identify the fatty acid synthesis pathway as a druggable susceptibility for differentiated melanocytic cells. We then utilize hyperspectral-SRS imaging of intracellular lipid droplets to identify a previously unknown susceptibility of lipid mono-unsaturation within de-differentiated mesenchymal cells with innate resistance to BRAF inhibition. Drugging this target leads to cellular apoptosis accompanied by the formation of phase-separated intracellular membrane domains. The integration of subcellular Raman spectro-microscopy with lipidomics and transcriptomics suggests possible lipid regulatory mechanisms underlying this pharmacological treatment. Our method should provide a general approach in spatially-resolved single cell metabolomics studies. Single-cell metabolomics can offer deep insights into the metabolic reprogramming that accompanies disease states. Here, the authors use Raman spectro-microscopy for non-invasive metabolite analysis and identification of druggable metabolic susceptibilities in single live melanoma cells.
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页数:16
相关论文
共 74 条
[1]   Integrative analysis of the melanoma transcriptome [J].
Berger, Michael F. ;
Levin, Joshua Z. ;
Vijayendran, Krishna ;
Sivachenko, Andrey ;
Adiconis, Xian ;
Maguire, Jared ;
Johnson, Laura A. ;
Robinson, James ;
Verhaak, Roel G. ;
Sougnez, Carrie ;
Onofrio, Robert C. ;
Ziaugra, Liuda ;
Cibulskis, Kristian ;
Laine, Elisabeth ;
Barretina, Jordi ;
Winckler, Wendy ;
Fisher, David E. ;
Getz, Gad ;
Meyerson, Matthew ;
Jaffe, David B. ;
Gabriel, Stacey B. ;
Lander, Eric S. ;
Dummer, Reinhard ;
Gnirke, Andreas ;
Nusbaum, Chad ;
Garraway, Levi A. .
GENOME RESEARCH, 2010, 20 (04) :413-427
[2]   Vemurafenib: the first drug approved for BRAF-mutant cancer [J].
Bollag, Gideon ;
Tsai, James ;
Zhang, Jiazhong ;
Zhang, Chao ;
Ibrahim, Prabha ;
Nolop, Keith ;
Hirth, Peter .
NATURE REVIEWS DRUG DISCOVERY, 2012, 11 (11) :873-886
[3]   Disruption of endoplasmic reticulum structure and integrity in lipotoxic cell death [J].
Borradaile, Nica M. ;
Han, Xianlin ;
Harp, Jeffrey D. ;
Gale, Sarah E. ;
Ory, Daniel S. ;
Schaffer, Jean E. .
JOURNAL OF LIPID RESEARCH, 2006, 47 (12) :2726-2737
[4]   SCoPE-MS: mass spectrometry of single mammalian cells quantifies proteome heterogeneity during cell differentiation [J].
Budnik, Bogdan ;
Levy, Ezra ;
Harmange, Guillaume ;
Slavov, Nikolai .
GENOME BIOLOGY, 2018, 19
[5]   Mapping human cell phenotypes to genotypes with single-cell genomics [J].
Camp, J. Gray ;
Platt, Randall ;
Treutlein, Barbara .
SCIENCE, 2019, 365 (6460) :1401-+
[6]   Cloning of DGAT2, a second mammalian diacylglycerol acyltransferase, and related family members [J].
Cases, S ;
Stone, SJ ;
Zhou, P ;
Yen, E ;
Tow, B ;
Lardizabal, KD ;
Voelker, T ;
Farese, RV .
JOURNAL OF BIOLOGICAL CHEMISTRY, 2001, 276 (42) :38870-38876
[7]   Vibrational spectroscopic imaging of living systems: An emerging platform for biology and medicine [J].
Cheng, Ji-Xin ;
Xie, X. Sunney .
SCIENCE, 2015, 350 (6264)
[8]   Vibrational spectroscopic methods for cytology and cellular research [J].
Clemens, Graeme ;
Hands, James R. ;
Dorling, Konrad M. ;
Baker, Matthew J. .
ANALYST, 2014, 139 (18) :4411-4444
[9]   Cellular Fatty Acid Metabolism and Cancer [J].
Currie, Erin ;
Schulze, Almut ;
Zechner, Rudolf ;
Walther, Tobias C. ;
Farese, Robert V., Jr. .
CELL METABOLISM, 2013, 18 (02) :153-161
[10]   Mutations of the BRAF gene in human cancer [J].
Davies, H ;
Bignell, GR ;
Cox, C ;
Stephens, P ;
Edkins, S ;
Clegg, S ;
Teague, J ;
Woffendin, H ;
Garnett, MJ ;
Bottomley, W ;
Davis, N ;
Dicks, N ;
Ewing, R ;
Floyd, Y ;
Gray, K ;
Hall, S ;
Hawes, R ;
Hughes, J ;
Kosmidou, V ;
Menzies, A ;
Mould, C ;
Parker, A ;
Stevens, C ;
Watt, S ;
Hooper, S ;
Wilson, R ;
Jayatilake, H ;
Gusterson, BA ;
Cooper, C ;
Shipley, J ;
Hargrave, D ;
Pritchard-Jones, K ;
Maitland, N ;
Chenevix-Trench, G ;
Riggins, GJ ;
Bigner, DD ;
Palmieri, G ;
Cossu, A ;
Flanagan, A ;
Nicholson, A ;
Ho, JWC ;
Leung, SY ;
Yuen, ST ;
Weber, BL ;
Siegler, HF ;
Darrow, TL ;
Paterson, H ;
Marais, R ;
Marshall, CJ ;
Wooster, R .
NATURE, 2002, 417 (6892) :949-954