Systems biology approach to stage-wise characterization of epigenetic genes in lung adenocarcinoma

被引:45
作者
Pradhan, Meeta P. [1 ]
Desai, Akshay [1 ]
Palakal, Mathew J. [1 ]
机构
[1] Indiana Univ Purdue Univ, Sch Informat & Comp, Indianapolis, IN 46202 USA
关键词
Epigenetic genes; Stages; LUAD; TFs; Subnetwork; NSCLC; SCLC; GENOME-WIDE ANALYSIS; CPG ISLAND HYPERMETHYLATION; DNA METHYLATION BIOMARKERS; SQUAMOUS-CELL CARCINOMA; BREAST-CANCER; HUMAN-DISEASE; HOX GENES; EXPRESSION; IDENTIFICATION; TRANSCRIPTION;
D O I
10.1186/1752-0509-7-141
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: Epigenetics refers to the reversible functional modifications of the genome that do not correlate to changes in the DNA sequence. The aim of this study is to understand DNA methylation patterns across different stages of lung adenocarcinoma (LUAD). Results: Our study identified 72, 93 and 170 significant DNA methylated genes in Stages I, II and III respectively. A set of common 34 significant DNA methylated genes located in the promoter section of the true CpG islands were found across stages, and these were: HOX genes, FOXG1, GRIK3, HAND2, PRKCB, etc. Of the total significant DNA methylated genes, 65 correlated with transcription function. The epigenetic analysis identified the following novel genes across all stages: PTGDR, TLX3, and POU4F2. The stage-wise analysis observed the appearance of NEUROG1 gene in Stage I and its re-appearance in Stage III. The analysis showed similar epigenetic pattern across Stage I and Stage III. Pathway analysis revealed important signaling and metabolic pathways of LUAD to correlate with epigenetics. Epigenetic subnetwork analysis identified a set of seven conserved genes across all stages: UBC, KRAS, PIK3CA, PIK3R3, RAF1, BRAF, and RAP1A. A detailed literature analysis elucidated epigenetic genes like FOXG1, HLA-G, and NKX6-2 to be known as prognostic targets. Conclusion: Integrating epigenetic information for genes with expression data can be useful for comprehending in-depth disease mechanism and for the ultimate goal of better target identification.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] Detection of Stage-wise Biomarkers in Lung Adenocarcinoma Using Multiplex Analysis
    Athira, K.
    Kumar, P. V. Sunil
    Manju, M.
    Gopakumar, G.
    CURRENT BIOINFORMATICS, 2023, 18 (06) : 472 - 483
  • [2] Estimation of the stage-wise costs of breast cancer in Germany using a modeling approach
    Khan, Shah Alam
    Hernandez-Villafuerte, Karla
    Hernandez, Diego
    Schlander, Michael
    FRONTIERS IN PUBLIC HEALTH, 2023, 10
  • [3] Comprehensive epigenetic analysis of the signature genes in lung adenocarcinoma
    Zhang, Yunfeng
    Zhao, Weidong
    Zhang, Jia
    EPIGENOMICS, 2017, 9 (09) : 1161 - 1173
  • [4] Identification of hub genes, modules and biological pathways associated with lung adenocarcinoma: A system biology approach
    Roudi, Raheleh
    Beikzadeh, Behnaz
    Roviello, Giandomenico
    D'angelo, Alberto
    Hadizadeh, Morteza
    GENE REPORTS, 2022, 27
  • [5] Prediction of Genes Involved in Lung Cancer with a Systems Biology Approach Based on Comprehensive Gene Information
    Parvin, Shahram
    Sedighian, Hamid
    Sohrabi, Ehsan
    Mahboobi, Mahdieh
    Rezaei, Milad
    Ghasemi, Dariush
    Rezaei, Ehsan
    BIOCHEMICAL GENETICS, 2022, 60 (04) : 1253 - 1273
  • [6] Frequently mutated genes in predicting the relapse of stage I lung adenocarcinoma
    Rao, Wen
    Yang, Lujie
    Dai, Nan
    Zhang, Liang
    Liu, Jie
    Yang, Bo
    Li, Mengxia
    Shan, Jinlu
    Wang, Qiushi
    Wang, Dong
    CLINICAL & TRANSLATIONAL ONCOLOGY, 2023, 25 (06) : 1767 - 1778
  • [7] Characterization of amplification patterns and target genes on the short arm of chromosome 7 in early-stage lung adenocarcinoma
    Kang, Ji Un
    MOLECULAR MEDICINE REPORTS, 2013, 8 (05) : 1373 - 1378
  • [8] Molecular Characterization and Prognosis of Lactate-Related Genes in Lung Adenocarcinoma
    Guo, Zixin
    Hu, Liwen
    Wang, Qingwen
    Wang, Yujin
    Liu, Xiao-Ping
    Chen, Chen
    Li, Sheng
    Hu, Weidong
    CURRENT ONCOLOGY, 2023, 30 (03) : 2845 - 2861
  • [9] Characterization of the function and clinical value of ERCC family genes in lung adenocarcinoma
    Lu, Zhimin
    Hou, Guoxin
    FRONTIERS IN ONCOLOGY, 2024, 14
  • [10] Complex systems in pulmonary medicine: a systems biology approach to lung disease
    Kaminsky, David A.
    Irvin, Charles G.
    Sterk, Peter J.
    JOURNAL OF APPLIED PHYSIOLOGY, 2011, 110 (06) : 1716 - 1722