Integrative Multi-omics Analysis Reveals Different Metabolic Phenotypes Based on Molecular Characteristics in Thyroid Cancer

被引:5
作者
Kim, Yoo Hyung [1 ]
Yoon, Sang Jun [2 ]
Kim, Mina [2 ]
Kim, Hwan Hee [1 ]
Song, Young Shin [3 ]
Jung, Jin Woo [4 ]
Han, Dohyun [4 ,5 ]
Cho, Sun Wook [1 ]
Kwon, Sung Won [2 ,10 ]
Park, Young Joo [1 ,6 ,7 ,8 ,9 ]
机构
[1] Seoul Natl Univ Hosp, Dept Internal Med, Seoul, South Korea
[2] Seoul Natl Univ, Coll Pharm, Dept Pharm, Seoul, South Korea
[3] Seoul Metropolitan Govt Boramae Med Ctr, Dept Internal Med, Seoul, South Korea
[4] Seoul Natl Univ Hosp, Biomed Res Inst, Proteom Core Facil, Seoul, South Korea
[5] Seoul Natl Univ Hosp, Transdisciplinary Dept Med & Adv Technol, Seoul, South Korea
[6] Seoul Natl Univ, Coll Med, Med Res Ctr, Dept Internal Med, Seoul, South Korea
[7] Seoul Natl Univ, Genom Med Inst, Coll Med, Med Res Ctr, Seoul, South Korea
[8] Seoul Natl Univ, Grad Sch Convergence Sci & Technol, Dept Mol Med & Biopharmaceut Sci, Seoul 08826, South Korea
[9] Seoul Natl Univ, Coll Med, 101 Daehak Ro, Seoul 03080, South Korea
[10] Seoul Natl Univ, Coll Pharm, 1 Gwanak Ro, Seoul 08826, South Korea
基金
新加坡国家研究基金会;
关键词
AMINO-ACID-METABOLISM; EXPRESSION; SERINE; CARCINOMA; GENE;
D O I
10.1158/1078-0432.CCR-23-2025
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Thyroid cancer metabolic characteristics vary depending on the molecular subtype determined by mutational status. We aimed to investigate the molecular subtype-specific metabolic characteristics of thyroid cancers.Experimental Design: An integrative multi-omics analysis was conducted, incorporating transcriptomics, metabolomics, and proteomics data obtained from human tissues representing distinct molecular characteristics of thyroid cancers: BRAF-like (papillary thyroid cancer with BRAFV600E mutation; PTC-B), RAS-like (follicular thyroid cancer with RAS mutation; FTC-R), and ATC-like (anaplastic thyroid cancer with BRAFV600E or RAS mutation; ATC-B or ATC-R). To validate our findings, we employed tissue microarray of human thyroid cancer tissues and performed in vitro analyses of cancer cell phenotypes and metabolomic assays after inducing genetic knockdown.Results: Metabolic properties differed between differentiated thyroid cancers of PTC-B and FTC-R, but were similar in dedifferentiated thyroid cancers of ATC-B/R, regardless of their mutational status. Tricarboxylic acid (TCA) intermediates and branched-chain amino acids (BCAA) were enriched with the activation of TCA cycle only in FTC-R, whereas one-carbon metabolism and pyrimidine metabolism increased in both PTC-B and FTC-R and to a great extent in ATC-B/R. However, the protein expression levels of the BCAA transporter (SLC7A5) and a key enzyme in one-carbon metabolism (SHMT2) increased in all thyroid cancers and were particularly high in ATC-B/R. Knockdown of SLC7A5 or SHMT2 inhibited the migration and proliferation of thyroid cancer cell lines differently, depending on the mutational status.Conclusions: These findings define the metabolic properties of each molecular subtype of thyroid cancers and identify metabolic vulnerabilities, providing a rationale for therapies targeting its altered metabolic pathways in advanced thyroid cancer.
引用
收藏
页码:883 / 894
页数:12
相关论文
共 51 条
  • [1] Advances in metabolomics of thyroid cancer diagnosis and metabolic regulation
    Abooshahab, Raziyeh
    Gholami, Morteza
    Sanoie, Maryam
    Azizi, Fereidoun
    Hedayati, Mehdi
    [J]. ENDOCRINE, 2019, 65 (01) : 1 - 14
  • [2] Integrated Genomic Characterization of Papillary Thyroid Carcinoma
    Agrawal, Nishant
    Akbani, Rehan
    Aksoy, B. Arman
    Ally, Adrian
    Arachchi, Harindra
    Asa, Sylvia L.
    Auman, J. Todd
    Balasundaram, Miruna
    Balu, Saianand
    Baylin, Stephen B.
    Behera, Madhusmita
    Bernard, Brady
    Beroukhim, Rameen
    Bishop, Justin A.
    Black, Aaron D.
    Bodenheimer, Tom
    Boice, Lori
    Bootwalla, Moiz S.
    Bowen, Jay
    Bowlby, Reanne
    Bristow, Christopher A.
    Brookens, Robin
    Brooks, Denise
    Bryant, Robert
    Buda, Elizabeth
    Butterfield, Yaron S. N.
    Carling, Tobias
    Carlsen, Rebecca
    Carter, Scott L.
    Carty, Sally E.
    Chan, Timothy A.
    Chen, Amy Y.
    Cherniack, Andrew D.
    Cheung, Dorothy
    Chin, Lynda
    Cho, Juok
    Chu, Andy
    Chuah, Eric
    Cibulskis, Kristian
    Ciriello, Giovanni
    Clarke, Amanda
    Clayman, Gary L.
    Cope, Leslie
    Copland, John A.
    Covington, Kyle
    Danilova, Ludmila
    Davidsen, Tanja
    Demchok, John A.
    DiCara, Daniel
    Dhalla, Noreen
    [J]. CELL, 2014, 159 (03) : 676 - 690
  • [3] 2021 American Thyroid Association Guidelines for Management of Patients with Anaplastic Thyroid Cancer American Thyroid Association Anaplastic Thyroid Cancer Guidelines Task Force
    Bible, Keith C.
    Kebebew, Electron
    Brierley, James
    Brito, Juan P.
    Cabanillas, Maria E.
    Clark, Thomas J., Jr.
    Di Cristofano, Antonio
    Foote, Robert
    Giordano, Thomas
    Kasperbauer, Jan
    Newbold, Kate
    Nikiforov, Yuri E.
    Randolph, Gregory
    Rosenthal, M. Sara
    Sawka, Anna M.
    Shah, Manisha
    Shaha, Ashok
    Smallridge, Robert
    Wong-Clark, Carol K.
    [J]. THYROID, 2021, 31 (03) : 337 - 386
  • [4] GC-MS-based metabolomic analysis of human papillary thyroid carcinoma tissue
    Chen, Minjian
    Shen, Meiping
    Li, Yanyun
    Liu, Cuiping
    Zhou, Kun
    Hu, Weiyue
    Xu, Bo
    Xia, Yankai
    Tang, Wei
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR MEDICINE, 2015, 36 (06) : 1607 - 1614
  • [5] Differential glycolytic profile and Warburg effect in papillary thyroid carcinoma cell lines
    Coelho, Raquel Guimaraes
    Cazarin, Juliana De Menezes
    Albuquerque Cavalcanti De Albuquerque, Joao Paulo
    De Andrade, Bruno Moulin
    Carvalho, Denise P.
    [J]. ONCOLOGY REPORTS, 2016, 36 (06) : 3673 - 3681
  • [6] Multicompartment Metabolism in Papillary Thyroid Cancer
    Curry, Joseph M.
    Tassone, Patrick
    Cotzia, Paolo
    Sprandio, John
    Luginbuhl, Adam
    Cognetti, David M.
    Mollaee, Mehri
    Domingo-Vidal, Marina
    Pribitkin, Edmund A.
    Keane, William M.
    Zhan, Tingting
    Birbe, Ruth
    Tuluc, Madalina
    Martinez-Outschoorn, Ubaldo
    [J]. LARYNGOSCOPE, 2016, 126 (10) : 2410 - 2418
  • [7] Cell-specific expression and immunolocalization of nitric oxide synthase isoforms and soluble guanylyl cyclase α1 and β1 subunits in the ovary of fetal, neonatal and immature pigs
    Ding, Wei
    Zhang, Wei
    Hui, Feng-ming
    Zhang, Yong-hui
    Zhang, Fen-fen
    Li, Xing-mei
    Shi, Fang-xiong
    [J]. ANIMAL REPRODUCTION SCIENCE, 2012, 131 (3-4) : 172 - 180
  • [8] Metabolic reprogramming and cancer progression
    Faubert, Brandon
    Solmonson, Ashley
    DeBerardinis, Ralph J.
    [J]. SCIENCE, 2020, 368 (6487) : 152 - +
  • [9] Tissue-specific and convergent metabolic transformation of cancer correlates with metastatic potential and patient survival
    Gaude, Edoardo
    Frezza, Christian
    [J]. NATURE COMMUNICATIONS, 2016, 7
  • [10] BAY-069, a Novel (Trifluoromethyl)pyrimidinedione-Based BCAT1/2 Inhibitor and Chemical Probe
    Gunther, Judith
    Hillig, Roman C.
    Zimmermann, Katja
    Kaulfuss, Stefan
    Lemos, Clara
    Nguyen, Duy
    Rehwinkel, Hartmut
    Habgood, Matthew
    Lechner, Christian
    Neuhaus, Roland
    Ganzer, Ursula
    Drewes, Mark
    Chai, Jijie
    Bouche, Lea
    [J]. JOURNAL OF MEDICINAL CHEMISTRY, 2022, 65 (21) : 14366 - 14390