Literature DB >> 36138066

Analyzing integrated network of methylation and gene expression profiles in lung squamous cell carcinoma.

Yusri Dwi Heryanto1, Kotoe Katayama2, Seiya Imoto3,2.   

Abstract

Gene expression, DNA methylation, and their organizational relationships are commonly altered in lung squamous cell carcinoma (LUSC). To elucidate these complex interactions, we reconstructed a differentially expressed gene network and a differentially methylated cytosine (DMC) network by partial information decomposition and an inverse correlation algorithm, respectively. Then, we performed graph union to integrate the networks. Community detection and enrichment analysis of the integrated network revealed close interactions between the cell cycle, keratinization, immune system, and xenobiotic metabolism gene sets in LUSC. DMC analysis showed that hypomethylation targeted the gene sets responsible for cell cycle, keratinization, and NRF2 pathways. On the other hand, hypermethylated genes affected circulatory system development, the immune system, extracellular matrix organization, and cilium organization. By centrality measurement, we identified NCAPG2, PSMG3, and FADD as hub genes that were highly connected to other nodes and might play important roles in LUSC gene dysregulation. We also found that the genes with high betweenness centrality are more likely to affect patients' survival than those with low betweenness centrality. These results showed that the integrated network analysis enabled us to obtain a global view of the interactions and regulations in LUSC.
© 2022. The Author(s).

Entities:  

Year:  2022        PMID: 36138066     DOI: 10.1038/s41598-022-20232-5

Source DB:  PubMed          Journal:  Sci Rep        ISSN: 2045-2322            Impact factor:   4.996


  58 in total

Review 1.  Squamous cell carcinoma of the lung: molecular subtypes and therapeutic opportunities.

Authors:  Pablo Perez-Moreno; Elisabeth Brambilla; Roman Thomas; Jean-Charles Soria
Journal:  Clin Cancer Res       Date:  2012-03-08       Impact factor: 12.531

2.  US lung cancer trends by histologic type.

Authors:  Denise Riedel Lewis; David P Check; Neil E Caporaso; William D Travis; Susan S Devesa
Journal:  Cancer       Date:  2014-08-11       Impact factor: 6.860

3.  Automated Identification of Core Regulatory Genes in Human Gene Regulatory Networks.

Authors:  Vipin Narang; Muhamad Azfar Ramli; Amit Singhal; Pavanish Kumar; Gennaro de Libero; Michael Poidinger; Christopher Monterola
Journal:  PLoS Comput Biol       Date:  2015-09-22       Impact factor: 4.475

4.  From Louvain to Leiden: guaranteeing well-connected communities.

Authors:  V A Traag; L Waltman; N J van Eck
Journal:  Sci Rep       Date:  2019-03-26       Impact factor: 4.379

5.  Ethnic markers and the emergence of group-specific norms.

Authors:  Juan Ozaita; Andrea Baronchelli; Angel Sánchez
Journal:  Sci Rep       Date:  2020-12-17       Impact factor: 4.379

6.  Elevated NSD3 histone methylation activity drives squamous cell lung cancer.

Authors:  Gang Yuan; Natasha M Flores; Simone Hausmann; Shane M Lofgren; Vladlena Kharchenko; Maria Angulo-Ibanez; Deepanwita Sengupta; Xiaoyin Lu; Iwona Czaban; Dulat Azhibek; Silvestre Vicent; Wolfgang Fischle; Mariusz Jaremko; Bingliang Fang; Ignacio I Wistuba; Katrin F Chua; Jack A Roth; John D Minna; Ning-Yi Shao; Łukasz Jaremko; Pawel K Mazur; Or Gozani
Journal:  Nature       Date:  2021-02-03       Impact factor: 69.504

7.  g:Profiler--a web-based toolset for functional profiling of gene lists from large-scale experiments.

Authors:  Jüri Reimand; Meelis Kull; Hedi Peterson; Jaanus Hansen; Jaak Vilo
Journal:  Nucleic Acids Res       Date:  2007-05-03       Impact factor: 16.971

8.  Exploring the rice dispensable genome using a metagenome-like assembly strategy.

Authors:  Wen Yao; Guangwei Li; Hu Zhao; Gongwei Wang; Xingming Lian; Weibo Xie
Journal:  Genome Biol       Date:  2015-09-07       Impact factor: 13.583

9.  ForceAtlas2, a continuous graph layout algorithm for handy network visualization designed for the Gephi software.

Authors:  Mathieu Jacomy; Tommaso Venturini; Sebastien Heymann; Mathieu Bastian
Journal:  PLoS One       Date:  2014-06-10       Impact factor: 3.240

10.  Characterization of the complete chloroplast genome sequence of Dalbergia species and its phylogenetic implications.

Authors:  Yun Song; Yongjiang Zhang; Jin Xu; Weimin Li; MingFu Li
Journal:  Sci Rep       Date:  2019-12-31       Impact factor: 4.379

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