Integrative analysis of cancer pathway progression and coherence

被引:0
|
作者
Dalkic, Ertugrul [1 ,2 ,3 ]
Nash, Daniel Elwin Walter [1 ,2 ,4 ]
Fassia, Mohammad Kasim [1 ,2 ,5 ]
Chan, Christina [1 ,2 ,3 ,6 ,7 ,8 ]
机构
[1] Michigan State Univ, Dept Chem Engn & Mat Sci, Cellular & Mol Biol Lab, E Lansing, MI 48824 USA
[2] Michigan State Univ, Ctr Syst Biol, E Lansing, MI 48824 USA
[3] Michigan State Univ, Cell & Mol Biol Program, E Lansing, MI 48824 USA
[4] Michigan State Univ, Dept Math, E Lansing, MI 48824 USA
[5] Michigan State Univ, Lyman Briggs Coll Sci, E Lansing, MI 48824 USA
[6] Michigan State Univ, Dept Biochem & Mol Biol, E Lansing, MI 48824 USA
[7] Michigan State Univ, Dept Comp Sci & Engn, E Lansing, MI 48824 USA
[8] Michigan State Univ, Dept Chem Engn & Mat Sci, E Lansing, MI 48824 USA
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
Biological pathways; Cancer; Systems biology; COLORECTAL-CANCER; GENE-EXPRESSION; INSTABILITY; MUTATIONS; KEGG; BETA;
D O I
10.1002/prca.200800074
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
We analyzed the cancer pathways in the KEGG (Kyoto Encyclopedia of Genes and Genomes) database. The database provides a collective of signaling pathway members involved in cancer progression. However, the KEGG cancer pathways, unlike signaling pathways, have not been analyzed extensively with gene expression and mutation data. We transformed the colorectal cancer pathway into discrete X and Y scales and analyzed the relative expression levels of adenoma and carcinoma samples as well as the distribution of mutation targets. The X scale corresponds to the downstream location in a pathway, whereas the Y scale corresponds to the stage of the tumor. The gene expression values of the early stage pathway members are significantly higher than of the rest of the pathway members in colorectal adenoma tissues. The colorectal cancer pathway shows some degree of coherence in the carcinoma samples. The correlated gene pairs responsible for the coherence of the colorectal cancer pathway in the carcinoma samples are supported, in part, by the literature and may suggest novel regulatory associations. Finally, there are more mutation targets in the nucleus as well as the late tumor stages of the KEGG colorectal cancer pathway.
引用
收藏
页码:473 / 485
页数:13
相关论文
共 50 条
  • [1] Integrative Analysis to Study the Role of MicroRNAs in the Progression of Rectal Cancer
    Kim, J.
    Qu, X.
    Chen, C.
    Smith, J.
    Sanchez-Vega, F.
    Garcia-Aguilar, J.
    [J]. ANNALS OF SURGICAL ONCOLOGY, 2021, 28 (SUPPL 1) : S75 - S76
  • [2] The Transcriptomic Landscape of Prostate Cancer Development and Progression: An Integrative Analysis
    Marzec, Jacek
    Ross-Adams, Helen
    Pirro, Stefano
    Wang, Jun
    Zhu, Yanan
    Mao, Xueying
    Gadaleta, Emanuela
    Ahmad, Amar S.
    North, Bernard V.
    Kammerer-Jacquet, Solene-Florence
    Stankiewicz, Elzbieta
    Kudahetti, Sakunthala C.
    Beltran, Luis
    Ren, Guoping
    Berney, Daniel M.
    Lu, Yong-Jie
    Chelala, Claude
    [J]. CANCERS, 2021, 13 (02) : 1 - 24
  • [3] Integrative analysis of genomic aberrations associated with prostate cancer progression
    Kim, Jung H.
    Dhanasekaran, Saravana M.
    Mehra, Rohit
    Tomlins, Scott A.
    Gu, Wenjuan
    Yu, Jianjun
    Kumar-Sinha, Chandan
    Cao, Xuhong
    Dash, Atreya
    Wang', Lei
    Ghosh, Debashis
    Shedden, Kerby
    Montie, James E.
    Rubin, Mark A.
    Pienta, Kenneth J.
    Shah, Rajal B.
    Chinnaiyan, Arul M.
    [J]. CANCER RESEARCH, 2007, 67 (17) : 8229 - 8239
  • [4] JAK-STAT core cancer pathway: An integrative cancer interactome analysis
    Erdogan, Fettah
    Radu, Tudor Bogdan
    Orlova, Anna
    Qadree, Abdul Khawazak
    de Araujo, Elvin Dominic
    Israelian, Johan
    Valent, Peter
    Mustjoki, Satu M.
    Herling, Marco
    Moriggl, Richard
    Gunning, Patrick Thomas
    [J]. JOURNAL OF CELLULAR AND MOLECULAR MEDICINE, 2022, 26 (07) : 2049 - 2062
  • [5] Integrative Analysis of Potential Biomarkers Involved in the Progression of Papillary Thyroid Cancer
    Bansal, Ritu
    Saxena, Urmila
    [J]. APPLIED BIOCHEMISTRY AND BIOTECHNOLOGY, 2023, 195 (05) : 2917 - 2932
  • [6] Integrative analysis of the inverse expression patterns in pancreas development and cancer progression
    Hong-Liang Zang
    Guo-Min Huang
    Hai-Ying Ju
    Xiao-Feng Tian
    [J]. World Journal of Gastroenterology, 2019, 25 (32) : 4727 - 4738
  • [7] Integrative Analysis of Potential Biomarkers Involved in the Progression of Papillary Thyroid Cancer
    Ritu Bansal
    Urmila Saxena
    [J]. Applied Biochemistry and Biotechnology, 2023, 195 : 2917 - 2932
  • [8] Integrative analysis of the inverse expression patterns in pancreas development and cancer progression
    Zang, Hong-Liang
    Huang, Guo-Min
    Ju, Hai-Ying
    Tian, Xiao-Feng
    [J]. WORLD JOURNAL OF GASTROENTEROLOGY, 2019, 25 (32) : 4727 - 4738
  • [9] Integrative biology of prostate cancer progression
    Tomlins, Scott A.
    Rubin, Mark A.
    Chinnaiyan, Arul M.
    [J]. ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE, 2006, 1 (01) : 243 - 271
  • [10] Integrative Genomics of Prostate Cancer Progression
    Cyrta, Joanna
    Mosquera, Juan Miguel
    Robinson, Brian
    Sboner, Andrea
    Beltran, Himisha
    Hovelson, Daniel
    Tomlins, Scott A.
    Shen, Ronglai
    Rubin, Mark A.
    [J]. MODERN PATHOLOGY, 2017, 30 : 219A - 219A