Abstract
Aging decreases cognitive functions, especially learning and memory. Neuroinflammation is mediated by microglia and occurs in age-related neurodegenerative diseases. The expression profiles in a dataset of cognitively normal controls (GSE11882) were obtained from the Gene Expression Omnibus (GEO) database. Microarray data were used to explore the expression of age-related genes in the human hippocampus. A total of 120 differentially expressed genes (DEGs) were identified and subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. A protein–protein interaction (PPI) network was constructed. A total of 18 key genes were identified by the plugin cytoHubba in Cytoscape software. Two genes with a positive impact on cognition during aging were teased out: triggering receptor expressed on myeloid cells 2 (TREM2) and a scavenger receptor (CD163). Finally, the results of reverse transcription–quantitative polymerase chain reaction (RT-qPCR) and western blotting (WB) verified that the mRNA expression of these two genes was significantly upregulated in aged mice. Moreover, the levels of the inflammatory factors IL-1β and IL-6 were significantly increased. TREM2 and CD163 may be upregulated to alleviate the inflammatory environment resulting from microglial activation in the aging brain, thereby delaying cognitive decline.
Similar content being viewed by others
Availability of Data and Materials
The analysis of datasets generated during the current study are available from the corresponding author on reasonable request.
Abbreviations
- TREM2:
-
Triggering receptor expressed on myeloid cells 2
- CD163:
-
Scavenger receptor
- GEO:
-
Gene Expression Omnibus
- DEGs:
-
Differentially expressed genes
- GO:
-
Gene Ontology
- KEGG:
-
Kyoto Encyclopedia of Genes and Genomes
- PPI:
-
Protein–protein interaction
- AD:
-
Alzheimer’s disease
- DAP12:
-
DNAX-activating protein of 12 kDa
- GSE11882:
-
Dataset of cognitively normal controls
- ADRC:
-
Alzheimer’s Disease Research Center
- MCC:
-
Maximal clique centrality
- MNC:
-
Maximum neighborhood component
- DMNC:
-
Density of maximum neighborhood component
- CC:
-
Cellular component
- BP:
-
Biological process
References
Azam S, Haque ME, Kim IS, Choi DK (2021) Microglial turnover in ageing-related neurodegeneration: therapeutic avenue to intervene in disease progression. Cells 10
Berchtold NC, Cribbs DH, Coleman PD, Rogers J, Head E, Kim R et al (2008) Gene expression changes in the course of normal brain aging are sexually dimorphic. Proc Natl Acad Sci U S A 105:15605–15610
Brendel M, Kleinberger G, Probst F, Jaworska A, Overhoff F, Blume T et al (2017) Increase of TREM2 during aging of an Alzheimer’s disease mouse model is paralleled by microglial activation and amyloidosis. Front Aging Neurosci 9:8
Christa B, Mirko R, Evelyn O, Thomas L, Gerd S (2000) Regulation of scavenger receptor CD163 expression in human monocytes and macrophages by pro- and antiinflammatory stimuli. J Leukoc Biol 67:97–103
Colonna M, Wang Y (2016) TREM2 variants: new keys to decipher Alzheimer disease pathogenesis. Nat Rev Neurosci 17:201–207
Daws MR, Lanier LL, Seaman WE, Ryan JC (2001) Cloning and characterization of a novel mouse myeloid DAP12-associated receptor family. Eur J Immunol 31:783–791
David HC, Nicole CB, Victoria P, Paul DC, Joseph R, Andrea JT et al (2012) Extensive innate immune gene activation accompanies brain aging, increasing vulnerability to cognitive decline and neurodegeneration: a microarray study. BioMed Central 9
Deczkowska A, Keren-Shaul H, Weiner A, Colonna M, Schwartz M, Amit I (2018) Disease-associated microglia: a universal immune sensor of neurodegeneration. Cell 173:1073–1081
Fabriek BO, Dijkstra CD, Berg TKVD (2005) The macrophage scavenger receptor CD163. Immunobiology 210:0–160
Frank S, Burbach GJ, Bonin M, Walter M, Streit W, Bechmann I et al (2008) TREM2 is upregulated in amyloid plaque-associated microglia in aged APP23 transgenic mice. Glia 56:1438–1447
Garcia-Revilla J, Alonso-Bellido IM, Burguillos MA, Herrera AJ, Espinosa-Oliva AM, Ruiz R et al (2019) Reformulating pro-oxidant microglia in neurodegeneration. J Clin Med 8
Gorp HV, Delputte PL, Nauwynck HJ (2010) Scavenger receptor CD163, a Jack-of-all-trades and potential target for cell-directed therapy. Mol Immunol 47:1650–1660
Guerreiro R, Wojtas A, Bras J, Carrasquillo M, Rogaeva E, Majounie E et al (2013) TREM2 variants in Alzheimer’s disease. N Engl J Med 368:117–127
Hui-Ming G, Bin L, Wangqin Z, Jau-Shyong H (2003) Novel anti-inflammatory therapy for Parkinson's disease. Trends Pharmacol Sci 24
Humphrey MB, Daws MR, Spusta SC, Niemi EC, Torchia JA, Lanier LL et al (2006) TREM2, a DAP12-associated receptor, regulates osteoclast differentiation and function. J Bone Miner Res 21:237–245
Hsieh CL, Koike M, Spusta SC, Niemi EC, Yenari M, Nakamura MC et al (2009) A role for TREM2 ligands in the phagocytosis of apoptotic neuronal cells by microglia. J Neurochem 109:1144–1156
Irizarry RA, Hobbs B, Collin F, Beazer-Barclay YD, Antonellis KJ, Scherf U et al (2003) Exploration, normalization, and summaries of high density oligonucleotide array probe level data. Biostatistics (Oxford, England) 4:249–264
Kawabori M, Kacimi R, Kauppinen T, Calosing C, Kim JY, Hsieh CL et al (2015) Triggering receptor expressed on myeloid cells 2 (TREM2) deficiency attenuates phagocytic activities of microglia and exacerbates ischemic damage in experimental stroke. J Neurosci 35:3384–3396
Keren-Shaul H, Spinrad A, Weiner A, Matcovitch-Natan O, Dvir-Szternfeld R, Ulland TK et al (2017) A unique microglia type associated with restricting development of Alzheimer's disease. Cell. 169:1276-+
Kleinberger G, Yamanishi Y, Suarez-Calvet M, Czirr E, Lohmann E, Cuyvers E et al (2014) TREM2 mutations implicated in neurodegeneration impair cell surface transport and phagocytosis. Sci Transl Med 6:243ra86
Lin CY, Chin CH, Wu HH, Chen SH, Ho CW, Ko MT (2008) Hubba: hub objects analyzer–a framework of interactome hubs identification for network biology. Nucleic Acids Res 36:W438–W443
Livak KJ, Schmittgen TD (2001) Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. Methods 25:402–408
Mandrekar-Colucci S, Landreth GE (2010) Microglia and inflammation in Alzheimer’s disease. CNS Neurol Disord Drug Targets 9:156–167
Mecca C, Giambanco I, Donato R, Arcuri C (2018) Microglia and aging: the role of the TREM2-DAP12 and CX3CL1-CX3CR1 axes. Int J Mol Sci 19
Michelle LB, Luigi Z, Jau-Shyong H (2007) Microglia-mediated neurotoxicity: uncovering the molecular mechanisms. Nat Rev Neurosci 8
Moestrup S, Moller H (2004) CD163: a regulated hemoglobin scavenger receptor with a role in the anti©\inflammatory response. Ann Med 36:347–354
Morel GR, Andersen T, Pardo J, Zuccolilli GO, Cambiaggi VL, Herenu CB et al (2015) Cognitive impairment and morphological changes in the dorsal hippocampus of very old female rats. Neuroscience 303:189–199
Otterbein LE, Soares MP, Yamashita K, Bach FH (2003) Heme oxygenase-1: unleashing the protective properties of heme. Trends Immunol 24:449–455
Pardo J, Abba MC, Lacunza E, Francelle L, Morel GR, Outeiro TF, Goya RG (2017) Identification of a conserved gene signature associated with an exacerbated inflammatory environment in the hippocampus of aging rats. Hippocampus 27(4):435–49
Pey P, Pearce RK, Kalaitzakis ME, Griffin WS, Gentleman SM (2014) Phenotypic profile of alternative activation marker CD163 is different in Alzheimer’s and Parkinson’s disease. Acta Neuropathol Commun 2:21
Piccio L, Deming Y, Del-¨¢guila JL, Ghezzi L, Holtzman DM, Fagan AM et al (2016) Cerebrospinal fluid soluble TREM2 is higher in Alzheimer disease and associated with mutation status. Acta Neuropathologica 131:925–933
Puigdell¨ªvol M, Allendorf David H, Brown Guy C (2020) Sialylation and galectin-3 in microglia-mediated neuroinflammation and neurodegeneration. Front Cell Neurosci 14
Qu WH, Li L (2021) Loss of TREM2 confers resilience to synaptic and cognitive impairment in aged mice (vol 40, pg 9552, 2020). J Neurosci 41:6966
Raj D, Yin ZR, Breur M, Doorduin J, Holtman IR, Olah M et al (2017) Increased white matter inflammation in aging- and Alzheimer's disease brain. Front Mol Neurosci 10
Rajendran L, Paolicelli RC (2018) Microglia-mediated synapse loss in Alzheimer’s disease. J Neurosci Off J Soc Neurosci 38:2911–2919
Ritchie ME, Phipson B, Wu D, Hu Y, Law CW, Shi W et al (2015) limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res 43:e47
Rocca WA, Petersen RC, Knopman DS, Hebert LE, Evans DA, Hall KS, Gao S, Unverzagt FW, Langa KM, Larson EB, White LR (2011) Trends in the incidence and prevalence of Alzheimer's disease dementia and cognitive impairment in the United States. Alzheimer's & Dementia 7(1) 80–93. https://doi.org/10.1016/j.jalz.2010.11.002
Schrijvers EMC, Verhaaren BFJ, Koudstaal PJ, Hofman A, Ikram MA, Breteler MMB (2012) Is dementia incidence declining?: Trends in dementia incidence since 1990 in the Rotterdam Study. Neurology 78:1456–1463
Shannon P, Markiel A, Ozier O, Baliga NS, Wang JT, Ramage D et al (2003) Cytoscape: a software environment for integrated models of biomolecular interaction networks. Genome Res 13:2498–2504
Soares Miguel P, Bach Fritz H (2009) Heme oxygenase-1: from biology to therapeutic potential. Trends Mol Med 15
Soto I, Graham LC, Richter HJ, Simeone SN, Radell JE, Grabowska W et al (2015) APOE stabilization by exercise prevents aging neurovascular dysfunction and complement induction. PLoS Biology 13:e1002279
Szklarczyk D, Morris JH, Cook H, Kuhn M, Wyder S, Simonovic M et al (2017) The STRING database in 2017: quality-controlled protein-protein association networks, made broadly accessible. Nucleic Acids Res 45:D362–D368
Takahashi K (2005) Clearance of apoptotic neurons without inflammation by microglial triggering receptor expressed on myeloid cells-2. J Exp Med 201:647–657
Tanzi RE (2015) TREM2 and Risk of Alzheimer’s Disease-Friend or Foe? N Engl J Med 372:2564–2565
Teissier T, Boulanger E, Deramecourt V (2020) Normal ageing of the brain: Histological and biological aspects. Rev Neurol-France 176:649–660
Wang ST, Mustafa M, Yuede CM, Salazar SV, Kong P, Long H et al (2020) Anti-human TREM2 induces microglia proliferation and reduces pathology in an Alzheimer's disease model. J Exp Med 217
Wei MD, Lan YX, Lu K, Wang Y, Chen WY (2021) Knockdown of astrocytic TREM2 in the hippocampus relieves cognitive decline in elderly male mice. Behav Brain Res 397
Yan L, Aicha A, Joseph AT, Alan LP, Connie Sn, Maria G (2015) Reversal of age-associated cognitive deficits is accompanied by increased plasticity-related gene expression after chronic antidepressant administration in middle-aged mice. Pharmacol Biochem Behav 135
Zhao L (2019) CD33 in Alzheimer’s disease - biology, pathogenesis, and therapeutics: A Mini-Review. Gerontology 65:323–331
Zhong L, Chen XF, Zhang ZL, Wang Z, Shi XZ, Xu K et al (2015) DAP12 stabilizes the C-terminal fragment of the triggering receptor expressed on myeloid cells-2 (TREM2) and protects against LPS-induced pro-inflammatory response. J Biol Chem 290:15866–15877
Acknowledgements
The authors of the present study would like to thank their colleagues and the staff members of GEO database.
Funding
This research was supported by the National Natural Science Foundation of China (81730033, 81701371) and the Key Talent’s 13th Five-Year Plan for Strengthening Health of Jiangsu Province of China (ZDRCA2016069).
Author information
Authors and Affiliations
Contributions
Acquisition and analysis of data: Xue Han. Experimental verification: XueHan, Binwen Liu. Citical revision of the manuscript for important intellectual content: Yujia Liu, Tianjiao Xia, Xiaoping Gu. Study supervision: Zhengliang Ma, Tianjiao Xia, Xiaoping Gu.
Corresponding authors
Ethics declarations
Ethics Approval and Consent to Participate
All animal experiments were approved by the Experimental Animals Welfare and Ethical Inspection of Nanjing Drum Tower Hospital (Nanjing, China) (approval no. 2019AE01077).
Consent for Publication
All authors consent for publication in Journal of Molecular Neuroscience.
Conflict of Interest
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Han, X., Liu, YJ., Liu, BW. et al. TREM2 and CD163 Ameliorate Microglia-Mediated Inflammatory Environment in the Aging Brain. J Mol Neurosci 72, 1075–1084 (2022). https://doi.org/10.1007/s12031-022-01965-4
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12031-022-01965-4