Integration of segmented regression analysis with weighted gene correlation network analysis identifies genes whose expression is remodeled throughout physiological aging in mouse tissues

被引:0
作者
Ferreira, Margarida [1 ]
Francisco, Stephany [1 ]
Soares, Ana R. [1 ]
Nobre, Ana [1 ]
Pinheiro, Miguel [1 ]
Reis, Andreia [1 ]
Neto, Sonya [1 ]
Rodrigues, Ana Joao [2 ,3 ]
Sousa, Nuno [2 ,3 ]
Moura, Gabriela [1 ]
Santos, Manuel A. S. [1 ]
机构
[1] Univ Aveiro, Inst Biomed iBiMED, Dept Med Sci, P-3810193 Aveiro, Portugal
[2] Univ Minho, Sch Med, Life & Hlth Sci Res Inst ICVS, P-4710057 Braga, Portugal
[3] ICVS 3Bs PT Govt Associate Lab, Braga, Portugal
来源
AGING-US | 2021年 / 13卷 / 14期
关键词
aging; transcriptome; mus musculus; trendy; WGCNA; PYRUVATE-DEHYDROGENASE COMPLEX; SKELETAL-MUSCLE; PREFRONTAL CORTEX; PROTEIN-SYNTHESIS; R PACKAGE; AGE; LIVER; TRANSCRIPTOME; BRAIN; METAANALYSIS;
D O I
暂无
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Gene expression alterations occurring with aging have been described for a multitude of species, organs, and cell types. However, most of the underlying studies rely on static comparisons of mean gene expression levels between age groups and do not account for the dynamics of gene expression throughout the lifespan. These studies also tend to disregard the pairwise relationships between gene expression profiles, which may underlie commonly altered pathways and regulatory mechanisms with age. To overcome these limitations, we have combined segmented regression analysis with weighted gene correlation network analysis (WGCNA) to identify high-confidence signatures of aging in the brain, heart, liver, skeletal muscle, and pancreas of C57BL/6 mice in a publicly available RNA-Seq dataset (GSE132040). Functional enrichment analysis of the overlap of genes identified in both approaches showed that immune-and inflammation-related responses are prominently altered in the brain and the liver, while in the heart and the muscle, aging affects amino and fatty acid metabolism, and tissue regeneration, respectively, which reflects an age-related global loss of tissue function. We also explored sexual dimorphism in the aging mouse transcriptome and found the liver and the muscle to have the most pronounced gender differences in gene expression throughout the lifespan, particularly in proteostasis-related pathways. While the data showed little overlap among the age-dysregulated genes between tissues, aging triggered common biological processes in distinct tissues, which we highlight as important features of murine tissue physiological aging.
引用
收藏
页码:18150 / 18190
页数:41
相关论文
共 153 条
[91]   Sexually divergent induction of microglial-associated neuroinflammation with hippocampal aging [J].
Mangold, Colleen A. ;
Wronowski, Benjamin ;
Du, Mei ;
Masser, Dustin R. ;
Hadad, Niran ;
Bixler, Georgina V. ;
Brucklacher, Robert M. ;
Ford, Matthew M. ;
Sonntag, William E. ;
Freeman, Willard M. .
JOURNAL OF NEUROINFLAMMATION, 2017, 14
[92]   CNS-wide Sexually Dimorphic Induction of the Major Histocompatibility Complex 1 Pathway With Aging [J].
Mangold, Colleen A. ;
Masser, Dustin R. ;
Stanford, David R. ;
Bixler, Georgina V. ;
Pisupati, Aditya ;
Giles, Cory B. ;
Wren, Jonathan D. ;
Ford, Matthew M. ;
Sonntag, William E. ;
Freeman, Willard M. .
JOURNALS OF GERONTOLOGY SERIES A-BIOLOGICAL SCIENCES AND MEDICAL SCIENCES, 2017, 72 (01) :16-29
[93]   Mitochondria and oxidative stress in heart aging [J].
Martin-Fernandez, Beatriz ;
Gredilla, Ricardo .
AGE, 2016, 38 (04) :225-238
[94]   Cholinergic neuron gene expression differences captured by translational profiling in a mouse model of Alzheimer's disease [J].
McKeever, Paul M. ;
Kim, TaeHyung ;
Hesketh, Andrew R. ;
MacNair, Laura ;
Miletic, Denise ;
Favrin, Giorgio ;
Oliver, Stephen G. ;
Zhang, Zhaolei ;
George-Hyslop, Peter St ;
Robertson, Janice .
NEUROBIOLOGY OF AGING, 2017, 57 :104-119
[95]   Aging on a different scale - chronological versus pathology-related aging [J].
Melis, Joost P. M. ;
Jonker, Martijs J. ;
Vijg, Jan ;
Hoeijmakers, Jan H. J. ;
Breit, Timo M. ;
van Steeg, Harry .
AGING-US, 2013, 5 (10) :782-788
[96]   Enrichment Map: A Network-Based Method for Gene-Set Enrichment Visualization and Interpretation [J].
Merico, Daniele ;
Isserlin, Ruth ;
Stueker, Oliver ;
Emili, Andrew ;
Bader, Gary D. .
PLOS ONE, 2010, 5 (11)
[97]   Cell-Type-Specific Gene Expression Profiling in Adult Mouse Brain Reveals Normal and Disease-State Signatures [J].
Merienne, Nicolas ;
Meunier, Cecile ;
Schneider, Anne ;
Seguin, Jonathan ;
Nair, Satish S. ;
Rocher, Anne B. ;
Le Gras, Stephanie ;
Keime, Celine ;
Faull, Richard ;
Pellerin, Luc ;
Chatton, Jean-Yves ;
Neri, Christian ;
Merienne, Karine ;
Deglon, Nicole .
CELL REPORTS, 2019, 26 (09) :2477-+
[98]   Age-related compensatory activation of pyruvate dehydrogenase complex in rat heart [J].
Moreau, R ;
Heath, SHD ;
Doneanu, CE ;
Harris, RA ;
Hagen, TM .
BIOCHEMICAL AND BIOPHYSICAL RESEARCH COMMUNICATIONS, 2004, 325 (01) :48-58
[99]   clusterMaker: a multi-algorithm clustering plugin for Cytoscape [J].
Morris, John H. ;
Apeltsin, Leonard ;
Newman, Aaron M. ;
Baumbach, Jan ;
Wittkop, Tobias ;
Su, Gang ;
Bader, Gary D. ;
Ferrin, Thomas E. .
BMC BIOINFORMATICS, 2011, 12
[100]   Conservation, acquisition, and functional impact of sex-biased gene expression in mammals [J].
Naqvi, Sahin ;
Godfrey, Alexander K. ;
Hughes, Jennifer F. ;
Goodheart, Mary L. ;
Mitchell, Richard N. ;
Page, David C. .
SCIENCE, 2019, 365 (6450) :249-+