生物信息学方法下脑老化关键基因与通路的筛选及中药预测研究Scr eening of key genes and pathways of brain aging and prediction of potential effective Chinese medicinals: based on bioinformatics
吴丹;王雪;杨静;吴烨;刘逸南;修成奎;王佳丽;刘奕清;雷燕;
WU Dan;WANG Xue;YANG Jing;WU Ye;LIU Yi-nan;XIU Cheng-kui;WANG Jia-li;LIU Yi-qing;LEI Yan;Beijing Key Laboratory of Taditional Chinese Medicine Basic Research on Prevention and Treatment of Major Disease,Experimental Research Center, China Academy of Chinese Medical Sciences;
摘要(Abstract):
通过生物信息学技术分析比较认知完好的老年人(60~99岁)与中青年人(20~59岁)脑部海马组织(hippocampal tissue,HC)的基因芯片数据,初步筛选出差异表达基因,进而预测治疗脑老化的潜在中药药物。从基因表达数据库(Gene Expression Omnibus,GEO)下载GSE11882基因芯片,基于R语言软件筛选差异表达基因(differentially expressed genes, DEGs),通过STRING数据库、Cytoscape软件及其插件分析得到差异表达基因的关键基因,对关键基因进行基因本体论(Gene Ontology,GO)及京都基因与基因组百科全书(Kyoto Encyclopedia of Genes and Genomes,KEGG)分析,通过关键基因与医学本体信息检索平台(Coremine Medical)相互映射,筛选治疗脑老化的中药,并构建“药物-活性成分-作用靶点”网络。筛选出268个差异表达基因,包括246个下调基因和22个上调基因。差异表达基因共得出15个关键基因,关键基因主要参与白细胞迁移、中性粒细胞活化、细胞趋化运动、小胶质细胞活化、免疫效应过程的调节等生物过程。KEGG通路分析显示关键基因主要富集于炎症过程、免疫反应、细胞因子-细胞因子受体相互作用、PI3K-Akt信号通路、Rap1信号通路、趋化因子信号通路、Toll样受体信号通路、产生Ig A的肠道免疫网络通路等。筛选得到治疗脑老化的潜在中药为三七、人参、丹参、黄芪等。差异表达基因和关键基因的分析促进了对脑老化机制的理解,该研究为脑老化中药干预的新药开发提供了潜在基因靶标与研发思路。
Microarray data of hippocampal tissue(HC) of the cognitively intact elderly(60-99 years old) were compared with those of the middle-aged and the young(20-59 years old) by bioinformatics techniques to initially screen out differentially expressed genes(DEGs) and then predict potential effective Chinese medicinals for the treatment of brain aging. The gene expression profile(accession: GSE11882) was downloaded from the Gene Expression Omnibus(GEO) and DEGs were screened based on R package. The key DEGs were identified by STRING, Cytoscape and the plug-in, followed by Gene Ontology(GO) term and Kyoto Encyclopedia of Genes and Genomes(KEGG) pathway analysis. Then the key genes and the medical ontology information retrieval platform(Coremine Medical) were mapped against each other to single out the Chinese medicinals for the treatment of brain aging and construct the " Chinese medicinal-active constituent-target" network. Among the resultant 268 DEGs(246 down-regulated and 22 up-regulated), the 15 key genes were mainly involved in biological processes such as leukocyte migration, neutrophil activation, cell chemotaxis, microglia activation and response to external stimulus, and pathways such as inflammatory process, immune response, cytokine-cytokine receptor interaction, PI3 K-Akt signaling pathway, Rap1 signaling pathway, chemokine signaling pathway and Toll-like receptor signaling pathway. The potential effective Chinese medicinals were Notoginseng Radix et Rhizoma, Ginseng Radix et Rhizoma, Salviae Miltiorrhizae Radix et Rhizoma and Astragali Radix. The analysis of DEGs and key genes enhances the understanding of the mechanisms of brain aging. This study provides potential gene targets and ideas for the development of Chinese medicine for brain aging.
关键词(KeyWords):
脑老化;生物信息学;差异表达基因;中药预测
brain aging;bioinformatics;differentially expressed genes;prediction of taditional Chinese medicine
基金项目(Foundation): 国家自然科学基金项目(81503448,82074260);; 中国中医科学院自主选题项目(ZZ2019012)
作者(Authors):
吴丹;王雪;杨静;吴烨;刘逸南;修成奎;王佳丽;刘奕清;雷燕;
WU Dan;WANG Xue;YANG Jing;WU Ye;LIU Yi-nan;XIU Cheng-kui;WANG Jia-li;LIU Yi-qing;LEI Yan;Beijing Key Laboratory of Taditional Chinese Medicine Basic Research on Prevention and Treatment of Major Disease,Experimental Research Center, China Academy of Chinese Medical Sciences;
DOI: 10.19540/j.cnki.cjcmm.20210702.402
参考文献(References):
- [1]何琪杨,刘光慧,保志军,等.中国衰老与抗衰老专家共识(2019年)[J].老年医学与保健, 2019,25(5):551.
- [2] MATTSON M P, ARUMUGAM T V. Hallmarks of brain aging:adaptive and pathological modification by metabolic states[J].Cell Metab, 2018,27(6):1176.
- [3] HOU Y, DAN X, BABBAR M, et al. Ageing as a risk factor for neurodegenerative disease[J]. Nat Rev Neurol, 2019,15(10):565.
- [4] DAVIS S, MELTZER P S. GEOquery:a bridge between the Gene Expression Omnibus(GEO)and BioConductor[J]. Bioinformatics, 2007,23(14):1846.
- [5] SMYTH G K. Limma:linear models for microarray data[M].New York:Springer, 2005:397.
- [6] GU Z, EILS R, SCHLESNER M. Complex heatmaps reveal patterns and correlations in multidimensional genomic data[J].Bioinformatics, 2016,32(18):2847.
- [7] YU G, WANG L, HAN Y, et al. cluster Profiler:an R package for comparing biological themes among gene clusters[J]. Omics,2012,16(5):284.
- [8] ITO K, MURPHY D. Application of ggplot2 to pharmacometric graphics[J]. CPT Pharmacometrics Syst Pharmacol, 2013, 2(10):e79.
- [9]于博文,胡艳红,杨静,等.人参-三七-川芎提取物对内皮微粒介导HUVECs衰老的干预作用[J].中国实验方剂学杂志, 2021,27(8):50.
- [10]乔巨慧,赵大庆,刘美辰,等.人参总皂苷对D-半乳糖致PC12细胞衰老的改善作用及其机制研究[J].中国药房,2020,31(24):2993.
- [11]乔巨慧,刘颖,邢欣,等.人参多糖对D-半乳糖诱导的PC12细胞拟老化模型自噬和相关信号通路的影响[J].中药材,2020, 43(10):2519.
- [12]刘小虎,赵志慧,周玥,等. PI3K/Akt/m TOR自噬通路在人参皂苷Rg1延缓D-gal诱导的卵巢早衰小鼠模型卵巢早衰中的作用[J].中国中药杂志, 2020,45(24):6036.
- [13]胡艳红.益气活血药延缓糖尿病血管衰老及其并发症心脑老化的机制研究[D].北京:中国中医科学院, 2020.
- [14]毕云枫,陶伟明,王溪竹,等.人参皂苷Rh1对AD小鼠认知障碍的改善作用[J].食品工业科技, 2019,40(24):300.
- [15]李明,李玺,权乾坤,等.人参皂苷Rg1对冈田酸诱导的AD样脑片模型的影响[J].西部医学, 2016,28(6):763.
- [16]李源,马欣欣,袁海峰,等.人参皂苷Rg1对AD大鼠脑片模型Bcl-2表达的影响[J].昆明医科大学学报, 2014,35(8):34.
- [17]杨文琦.人参皂苷组合物对AD线虫的治疗作用及作用机制研究[D].兰州:兰州大学, 2019.
- [18]吴超.人参皂苷Rg1改善AD树鼩认知功能障碍的机制研究[D].昆明:昆明医科大学, 2019.
- [19]狄良娇.人参糖肽对Aβ25-35诱导的认知障碍大鼠抗炎与抗凋亡机制研究[D].长春:吉林大学, 2015.
- [20] BERCHTOLD N C, CRIBBS D H, COLEMAN P D, et al. Gene expression changes in the course of normal brain aging are sexually dimorphic[J]. Proc Natl Acad Sci USA, 2008,105(40):15605.
- [21] YAN T, DING F, ZHAO Y. Integrated identification of key genes and pathways in Alzheimer′s disease via comprehensive bioinformatical analyses[J]. Hereditas, 2019,156:25.
- [22] LI M, GENG R, LI C, et al. Dysregulated gene-associated biomarkers for Alzheimer′s disease and aging[J]. Transl Neurosci,2021,12(1):83.
- [23] QUAN X, LIANG H, CHEN Y, et al. Related network and differential expression analyses identify nuclear genes and pathways in the hippocampus of Alzheimer disease[J]. Med Sci Monit,2020,26:e919311.
- [24]曹云,孔令博,黄幸,等.生物信息学方法下缺血性脑卒中关键基因与通路的筛选及中药预测研究[J].中国中药杂志,2021,46(7):1803.
- [25]胡宗仁,郑文江,严倩,等.溃疡性结肠炎差异表达基因及中药预测的生物信息学分析[J].中国中药杂志, 2020,45(7):1684.
- [26] PENNINGER J M, IRIE-SASAKI J, SASAKI T, et al. CD45:new jobs for an old acquaintance[J]. Nat Immunol, 2001,2(5):389.
- [27] ZHU Y, HOU H, REZAI-ZADEH K, et al. CD45 deficiency drives amyloid-βpeptide oligomers and neuronal loss in Alzheimer′s disease mice[J]. J Neurosci, 2011,31(4):1355.
- [28] LOSSE J, ZIPFEL P F, JóZSI M. Factor H and factor H-related protein 1 bind to human neutrophils via complement receptor 3,mediate attachment to Candida albicans, and enhance neutrophil antimicrobial activity[J]. J Immunol, 2010,184(2):912.
- [29] JERKE U, ROLLE S, DITTMAR G, et al. Complement receptor Mac-1 is an adaptor for NB1(CD177)-mediated PR3-ANCA neutrophil activation[J]. J Biol Chem, 2011,286(9):7070.
- [30] GALATRO T F, HOLTMAN I R, LERARIO A M, et al. Transcriptomic analysis of purified human cortical microglia reveals age-associated changes[J]. Nat Neurosci, 2017,20(8):1162.
- [31] MONACELLI F, ACQUARONE E, GIANNOTTI C, et al. Vitamin C, aging and Alzheimer′s disease[J]. Nutrients, 2017,9(7):670.
- [32] AMOR S, WOODROOFE M N. Innate and adaptive immune responses in neurodegeneration and repair[J]. Immunology,2014, 141(3):287.
- [33] CURRAIS A. Ageing and inflammation--a central role for mitochondria in brain health and disease[J]. Ageing Res Rev,2015,21:30.
- [34] BENNETT J M, GLASER R, MALARKEY W B, et al. Inflammation and reactivation of latent herpesviruses in older adults[J]. Brain Behav Immun, 2012,26(5):739.
- [35] SPANGLER J B, MORAGA I, MENDOZA J L, et al. Insights into cytokine-receptor interactions from cytokine engineering[J].Annu Rev Immunol, 2015,33:139.
- [36] CUNNINGHAM C. Microglia and neurodegeneration:the role of systemic inflammation[J]. Glia, 2013,61(1):71.
- [37] YOUM Y, GRANT R W, MCCABE L R, et al. Canonical Nlrp3inflammasome links systemic low-grade inflammation to functional decline in aging[J]. Cell Metab, 2013,18(4):519.
- [38]陈萱,胡静芸,陈千红,等. AD认知功能障碍的代谢紊乱机制:脑胰岛素抵抗及其介导的PI3K/Akt信号通路受损[J].生命的化学, 2020,40(2):269.
- [39] WANG Y, LIN Y, WANG L, et al. TREM2 ameliorates neuroinflammatory response and cognitive impairment via PI3K/AKT/Fox O3a signaling pathway in Alzheimer′s disease mice[J].Aging, 2020,12(20):20862.
- [40] JA S′KIEWICZ A, PAJ?K B, ORZECHOWSKI A. The many faces of Rap1 GTPase[J]. Int J Mol Sci, 2018,19(10):2848.
- [41] KERMATH B A, VANDERPLOW A M, BJORNSON K J, et al.The Rap1 small GTPase is a critical mediator of the effects of stress on prefrontal cortical dysfunction[J]. Mol Psychiatr,2020, doi:10. 1038/s41380-020-0835-0.
- [42] PABST O, SLACK E. Ig A and the intestinal microbiota:the importance of being specific[J]. Mucosal Immunol, 2020,13(1):12.
- [43] PIETRZAK B, TOMELA K, OLEJNIK-SCHMIDT A, et al. Secretory Ig A in intestinal mucosal secretions as an adaptive barrier against microbial cells[J]. Int J Mol Sci, 2020,21(23):9254.
- [44] MULAK A, BONAZ B. Brain-gut-microbiota axis in Parkinson′s disease[J]. World J Gastroenterol, 2015,21(37):10609.
- [45] FITZPATRICK Z, FRAZER G, FERRO A, et al. Gut-educated Ig A plasma cells defend the meningeal venous sinuses[J]. Nature, 2020,587(7834):472.
- [46]裴媛,林庶茹,李德新.脑老化的中医药实验研究进展[J].中国老年学杂志, 2005, 25(6):740.
- [47] LEE Y, OH S. Administration of red ginseng ameliorates memory decline in aged mice[J]. J Ginseng Res, 2015,39(3):250.
- [48]王海燕,容蓉,田景振.三七活性成分药理作用及临床应用概述[J].山东中医药大学学报, 2014,38(2):178.
- [49]占颖,刘春生,刘洋洋,等.人参和三七活性成分与药理作用对比研究进展[J].中国中医药科技, 2014,21(6):711.
- [50]黄容容,钱颖,向明.人参皂苷Rh2免疫调节作用研究进展[J].中国免疫学杂志, 2019,35(23):2936.
- [51]陈元堃,曾奥,罗振辉,等.β-谷甾醇药理作用研究进展[J].广东药科大学学报, 2021,37(1):148.
- [52] SHI C, WU F, XU J. Incorporation ofβ-sitosterol into mitochondrial membrane enhances mitochondrial function by promoting inner mitochondrial membrane fluidity[J]. J Bioenerg Biomembr,2013,45(3):301.
- 脑老化
- 生物信息学
- 差异表达基因
- 中药预测
brain aging - bioinformatics
- differentially expressed genes
- prediction of taditional Chinese medicine
- 吴丹
- 王雪
- 杨静
- 吴烨
- 刘逸南
- 修成奎
- 王佳丽
- 刘奕清
- 雷燕
WU Dan- WANG Xue
- YANG Jing
- WU Ye
- LIU Yi-nan
- XIU Cheng-kui
- WANG Jia-li
- LIU Yi-qing
- LEI Yan
- Beijing Key Laboratory of Taditional Chinese Medicine Basic Research on Prevention and Treatment of Major Disease
- Experimental Research Center
- China Academy of Chinese Medical Sciences
- 吴丹
- 王雪
- 杨静
- 吴烨
- 刘逸南
- 修成奎
- 王佳丽
- 刘奕清
- 雷燕
WU Dan- WANG Xue
- YANG Jing
- WU Ye
- LIU Yi-nan
- XIU Cheng-kui
- WANG Jia-li
- LIU Yi-qing
- LEI Yan
- Beijing Key Laboratory of Taditional Chinese Medicine Basic Research on Prevention and Treatment of Major Disease
- Experimental Research Center
- China Academy of Chinese Medical Sciences