Identification of key regulators in prostate cancer from gene expression datasets of patients

被引:0
|
作者
Irengbam Rocky Mangangcha
Md. Zubbair Malik
Ömer Küçük
Shakir Ali
R. K. Brojen Singh
机构
[1] Jamia Hamdard,School of Interdisciplinary Sciences and Technology
[2] Bioinformatics Infrastracture Facility,Department of Zoology
[3] BIF,School of Computational and Integrative Sciences
[4] Jamia Hamdard & Department of Biochemistry,undefined
[5] School of Chemical and Life Sciences,undefined
[6] Jamia Hamdard,undefined
[7] Deshbandhu College,undefined
[8] University of Delhi,undefined
[9] Jawaharlal Nehru University,undefined
[10] Winship Cancer Institute of Emory University,undefined
来源
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Identification of key regulators and regulatory pathways is an important step in the discovery of genes involved in cancer. Here, we propose a method to identify key regulators in prostate cancer (PCa) from a network constructed from gene expression datasets of PCa patients. Overexpressed genes were identified using BioXpress, having a mutational status according to COSMIC, followed by the construction of PCa Interactome network using the curated genes. The topological parameters of the network exhibited power law nature indicating hierarchical scale-free properties and five levels of organization. Highest degree hubs (k ≥ 65) were selected from the PCa network, traced, and 19 of them was identified as novel key regulators, as they participated at all network levels serving as backbone. Of the 19 hubs, some have been reported in literature to be associated with PCa and other cancers. Based on participation coefficient values most of these are connector or kinless hubs suggesting significant roles in modular linkage. The observation of non-monotonicity in the rich club formation suggested the importance of intermediate hubs in network integration, and they may play crucial roles in network stabilization. The network was self-organized as evident from fractal nature in topological parameters of it and lacked a central control mechanism.
引用
收藏
相关论文
共 50 条
  • [21] Identification of sample annotation errors in gene expression datasets
    Miriam Lohr
    Birte Hellwig
    Karolina Edlund
    Johanna S. M. Mattsson
    Johan Botling
    Marcus Schmidt
    Jan G. Hengstler
    Patrick Micke
    Jörg Rahnenführer
    Archives of Toxicology, 2015, 89 : 2265 - 2272
  • [22] Identification of sample annotation errors in gene expression datasets
    Lohr, Miriam
    Hellwig, Birte
    Edlund, Karolina
    Mattsson, Johanna S. M.
    Botling, Johan
    Schmidt, Marcus
    Hengstler, Jan G.
    Micke, Patrick
    Rahnenfuehrer, Joerg
    ARCHIVES OF TOXICOLOGY, 2015, 89 (12) : 2265 - 2272
  • [23] Iron Metabolism and Prostate Cancer Aggressiveness: A Meta-Analysis of Gene Expression Microarray Datasets
    Kajdacsy-Balla, Andre
    Ali, Waleed
    Shah, Jarna
    Macias, Virgilia
    Hall, Andrew
    Walden, William
    Dai, Yang
    FASEB JOURNAL, 2015, 29
  • [24] Validation of Gene Expression Signatures for Genomic Identification of Neuroendocrine Prostate Cancer
    Hegazy, Samar
    Wyatt, Alexander W.
    Lehrer, Jonathan
    Abou Ouf, Hatem
    Alshalalfa, Mohammed
    Gibb, Ewan A.
    Palmer-Arontsen, Beatrix
    Erho, Nicholas G.
    Davicioni, Elai
    Lotan, Tamara L.
    Tsai, Harrison
    Bismar, Tarek A.
    LABORATORY INVESTIGATION, 2017, 97 : 230A - 230A
  • [25] Identification of markers of prostate cancer progression using candidate gene expression
    Larkin, S. E. T.
    Holmes, S.
    Cree, I. A.
    Walker, T.
    Basketter, V.
    Bickers, B.
    Harris, S.
    Garbis, S. D.
    Townsend, P. A.
    Aukim-Hastie, C.
    BRITISH JOURNAL OF CANCER, 2012, 106 (01) : 157 - 165
  • [26] Identification of prostate cancer associated novel gene expression alterations.
    Srikantan, V
    Davis, L
    Xu, LL
    Moul, JW
    Srivastava, S
    Sesterhenn, A
    Mostofi, FK
    McLeod, DG
    JOURNAL OF UROLOGY, 1998, 159 (05): : 10 - 10
  • [27] Validation of Gene Expression Signatures for Genomic Identification of Neuroendocrine Prostate Cancer
    Hegazy, Samar
    Wyatt, Alexander W.
    Lehrer, Jonathan
    Abou Ouf, Hatem
    Alshalalfa, Mohammed
    Gibb, Ewan A.
    Palmer-Arontsen, Beatrix
    Erho, Nicholas G.
    Davicioni, Elai
    Lotan, Tamara L.
    Tsai, Harrison
    Bismar, Tarek A.
    MODERN PATHOLOGY, 2017, 30 : 230A - 230A
  • [28] Identification of markers of prostate cancer progression using candidate gene expression
    S E T Larkin
    S Holmes
    I A Cree
    T Walker
    V Basketter
    B Bickers
    S Harris
    S D Garbis
    P A Townsend
    C Aukim-Hastie
    British Journal of Cancer, 2012, 106 : 157 - 165
  • [29] A role for microRNAs - Key regulators of gene expression - In chorioamnionitis and parturition
    Montenegro, Daniel
    Romero, Roberto
    Pineles, Beth L.
    Tarca, Adi L.
    Kim, Yeon Mee
    Draghici, Sorin
    Kusanovic, Juan Pedro
    Erez, Offer
    Mazakitovi, Shali
    Hassan, Sonia
    Espinoza, Jimmy
    Kim, Chong Jai
    AMERICAN JOURNAL OF OBSTETRICS AND GYNECOLOGY, 2006, 195 (06) : S11 - S11
  • [30] Sequence determinants as key regulators in gene expression of T cells
    Nicolet, Benoit P.
    Zandhuis, Nordin D.
    Lattanzio, V. Maria
    Wolkers, Monika C.
    IMMUNOLOGICAL REVIEWS, 2021, 304 (01) : 10 - 29