Elucidating the Reprograming of Colorectal Cancer Metabolism Using Genome-Scale Metabolic Modeling

被引:22
|
作者
Zhang, Cheng [1 ]
Aldrees, Mohammed [2 ,3 ,4 ]
Arif, Muhammad [1 ]
Li, Xiangyu [1 ]
Mardinoglu, Adil [1 ,5 ,6 ]
Aziz, Mohammad Azhar [3 ,4 ,7 ]
机构
[1] KTH Royal Inst Technol, Sci Life Lab, Stockholm, Sweden
[2] King Abdullah Int Med Res Ctr, Dept Med Genom, Riyadh, Saudi Arabia
[3] King Saud Bin Abdul Aziz Univ Hlth Sci, Riyadh, Saudi Arabia
[4] Minist Natl Guard Hlth Affairs, Riyadh, Saudi Arabia
[5] Chalmers Univ Technol, Dept Biol & Biol Engn, Gothenburg, Sweden
[6] Kings Coll London, Ctr Host Microbiome Interact, Dent Inst, London, England
[7] King Abdullah Int Med Res Ctr, Colorectal Canc Res Program, Riyadh, Saudi Arabia
来源
FRONTIERS IN ONCOLOGY | 2019年 / 9卷
关键词
colorectal cancer; genome scale metabolic model; polyamine metabolism; personalized medicine; transcriptomics; SPERMIDINE/SPERMINE N-1-ACETYLTRANSFERASE; 1ST-LINE THERAPY; COLON-CANCER; PHASE-III; CHEMOTHERAPY; BEVACIZUMAB; POLYAMINES; OXALIPLATIN; GLUTATHIONE; EXPRESSION;
D O I
10.3389/fonc.2019.00681
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Colorectal cancer is the third most incidental cancer worldwide, and the response rate of current treatment for colorectal cancer is very low. Genome-scale metabolic models (GEMs) are systems biology platforms, and they had been used to assist researchers in understanding the metabolic alterations in different types of cancer. Here, we reconstructed a generic colorectal cancer GEM by merging 374 personalized GEMs from the Human Pathology Atlas and used it as a platform for systematic investigation of the difference between tumor and normal samples. The reconstructed model revealed the metabolic reprogramming in glutathione as well as the arginine and proline metabolism in response to tumor occurrence. In addition, six genes including ODC1, SMS, SRM, RRM2, SMOX, and SAT1 associated with arginine and proline metabolism were found to be key players in this metabolic alteration. We also investigated these genes in independent colorectal cancer patients and cell lines and found that many of these genes showed elevated level in colorectal cancer and exhibited adverse effect in patients. Therefore, these genes could be promising therapeutic targets for treatment of a specific colon cancer patient group.
引用
收藏
页数:9
相关论文
共 50 条
  • [21] Predicting Drug Targets and Biomarkers of Cancer via Genome-Scale Metabolic Modeling
    Jerby, Livnat
    Ruppin, Eytan
    CLINICAL CANCER RESEARCH, 2012, 18 (20) : 5572 - 5584
  • [22] Genome-scale Modeling of Metabolism and Macromolecular Expression and Their Applications
    Dahal, Sanjeev
    Zhao, Jiao
    Yang, Laurence
    BIOTECHNOLOGY AND BIOPROCESS ENGINEERING, 2020, 25 (06) : 931 - 943
  • [23] Genome-scale modeling of yeast metabolism: retrospectives and perspectives
    Chen, Yu
    Li, Feiran
    Nielsen, Jens
    FEMS YEAST RESEARCH, 2022, 22 (01)
  • [24] Computational modeling of metabolism in microbial communities on a genome-scale
    V. Colarusso, Analeigha
    Goodchild-Michelman, Isabella
    Rayle, Maya
    Zomorrodi, Ali R.
    CURRENT OPINION IN SYSTEMS BIOLOGY, 2021, 26 : 46 - 57
  • [25] Genome-scale Modeling of Metabolism and Macromolecular Expression and Their Applications
    Sanjeev Dahal
    Jiao Zhao
    Laurence Yang
    Biotechnology and Bioprocess Engineering, 2020, 25 : 931 - 943
  • [26] BIOT 181-Elucidating and filling gaps in genome-scale metabolic networks
    Kumar, Vinay Satish
    Dasika, Madhukar S.
    Maranas, Costas D.
    ABSTRACTS OF PAPERS OF THE AMERICAN CHEMICAL SOCIETY, 2007, 234
  • [27] Genome-Scale Metabolic Modeling with Protein Expressions of Normal and Cancerous Colorectal Tissues for Oncogene Inference
    Wang, Feng-Sheng
    Wu, Wu-Hsiung
    Hsiu, Wei-Shiang
    Liu, Yan-Jun
    Chuang, Kuan-Wei
    METABOLITES, 2020, 10 (01)
  • [28] Genome-scale metabolic modeling of liver metabolic reprogramming in alcoholic hepatitis
    Manchel, A.
    Mahadevan, R.
    Bataller, R.
    Hoek, J. B.
    Vadigepalli, R.
    ALCOHOL-CLINICAL AND EXPERIMENTAL RESEARCH, 2023, 47 : 498 - 498
  • [29] Genome-scale metabolic modelling common cofactors metabolism in microorganisms
    Xu, Nan
    Ye, Chao
    Chen, Xiulai
    Liu, Jia
    Liu, Liming
    JOURNAL OF BIOTECHNOLOGY, 2017, 251 : 1 - 13
  • [30] Analysis of Piscirickettsia salmonis Metabolism Using Genome-Scale Reconstruction, Modeling, and Testing
    Cortes, Maria P.
    Mendoza, Sebastian N.
    Travisany, Dante
    Gaete, Alexis
    Siegel, Anne
    Cambiazo, Veronica
    Maass, Alejandro
    FRONTIERS IN MICROBIOLOGY, 2017, 8