• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

共病导向的文本挖掘和组学分析管道,以鉴定阿尔茨海默病的候选基因和药物。

Comorbidity-Guided Text Mining and Omics Pipeline to Identify Candidate Genes and Drugs for Alzheimer's Disease.

机构信息

Department of Computer Science and Engineering, Amrita School of Computing, Amrita Vishwa Vidyapeetham, Chennai 641112, India.

Department of Sciences, Amrita School of Engineering, Amrita Vishwa Vidyapeetham, Chennai 601103, India.

出版信息

Genes (Basel). 2024 May 11;15(5):614. doi: 10.3390/genes15050614.

DOI:10.3390/genes15050614
PMID:38790243
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11121575/
Abstract

Alzheimer's disease (AD), a multifactorial neurodegenerative disorder, is prevalent among the elderly population. It is a complex trait with mutations in multiple genes. Although the US Food and Drug Administration (FDA) has approved a few drugs for AD treatment, a definitive cure remains elusive. Research efforts persist in seeking improved treatment options for AD. Here, a hybrid pipeline is proposed to apply text mining to identify comorbid diseases for AD and an omics approach to identify the common genes between AD and five comorbid diseases-dementia, type 2 diabetes, hypertension, Parkinson's disease, and Down syndrome. We further identified the pathways and drugs for common genes. The rationale behind this approach is rooted in the fact that elderly individuals often receive multiple medications for various comorbid diseases, and an insight into the genes that are common to comorbid diseases may enhance treatment strategies. We identified seven common genes-, , , , , , and -for AD and five comorbid diseases. We investigated the drugs interacting with these common genes using LINCS gene-drug perturbation. Our analysis unveiled several promising candidates, including MG-132 and Masitinib, which exhibit potential efficacy for both AD and its comorbid diseases. The pipeline can be extended to other diseases.

摘要

阿尔茨海默病(AD)是一种多因素神经退行性疾病,在老年人群中较为普遍。它是一种具有多种基因突变的复杂特征。尽管美国食品和药物管理局(FDA)已经批准了几种用于 AD 治疗的药物,但仍未找到明确的治愈方法。研究人员仍在努力寻找改善 AD 治疗的方法。在这里,我们提出了一个混合管道,应用文本挖掘来识别 AD 的共病,以及一种组学方法来识别 AD 和五种共病(痴呆、2 型糖尿病、高血压、帕金森病和唐氏综合征)之间的共同基因。我们进一步确定了共同基因的途径和药物。这种方法的基本原理是,老年人经常因各种共病而服用多种药物,对共病共同的基因有深入了解可能会增强治疗策略。我们确定了七个 AD 和五种共病的共同基因,、、、、、和。我们使用 LINCS 基因-药物扰动研究了与这些共同基因相互作用的药物。我们的分析揭示了几个有前途的候选药物,包括 MG-132 和 Masitinib,它们对 AD 和其共病都有潜在的疗效。该管道可以扩展到其他疾病。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc97/11121575/86dde5d03aa3/genes-15-00614-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc97/11121575/ccbe8c7a090c/genes-15-00614-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc97/11121575/86dde5d03aa3/genes-15-00614-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc97/11121575/ccbe8c7a090c/genes-15-00614-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fc97/11121575/86dde5d03aa3/genes-15-00614-g002.jpg

相似文献

1
Comorbidity-Guided Text Mining and Omics Pipeline to Identify Candidate Genes and Drugs for Alzheimer's Disease.共病导向的文本挖掘和组学分析管道,以鉴定阿尔茨海默病的候选基因和药物。
Genes (Basel). 2024 May 11;15(5):614. doi: 10.3390/genes15050614.
2
Mutation analysis of disease causing genes in patients with early onset or familial forms of Alzheimer's disease and frontotemporal dementia.早发性或家族性阿尔茨海默病和额颞叶痴呆患者致病基因的突变分析。
BMC Genomics. 2022 Feb 4;23(1):99. doi: 10.1186/s12864-022-08343-9.
3
Viral Induced Oxidative and Inflammatory Response in Alzheimer's Disease Pathogenesis with Identification of Potential Drug Candidates: A Systematic Review using Systems Biology Approach.病毒诱导的阿尔茨海默病发病机制中的氧化和炎症反应,以及潜在药物靶点的鉴定:系统生物学方法的系统评价。
Curr Neuropharmacol. 2019;17(4):352-365. doi: 10.2174/1570159X16666180419124508.
4
Drug Repositioning for Alzheimer's Disease Based on Systematic 'omics' Data Mining.基于系统“组学”数据挖掘的阿尔茨海默病药物重新定位
PLoS One. 2016 Dec 22;11(12):e0168812. doi: 10.1371/journal.pone.0168812. eCollection 2016.
5
Therapeutic potentials of plant iridoids in Alzheimer's and Parkinson's diseases: A review.植物环烯醚萜类化合物在阿尔茨海默病和帕金森病中的治疗潜力:综述。
Eur J Med Chem. 2019 May 1;169:185-199. doi: 10.1016/j.ejmech.2019.03.009. Epub 2019 Mar 8.
6
Text mining and portal development for gene-specific publications on Alzheimer's disease and other neurodegenerative diseases.针对阿尔茨海默病和其他神经退行性疾病的基因特异性出版物的文本挖掘和门户开发。
BMC Med Inform Decis Mak. 2024 Apr 17;24(Suppl 3):98. doi: 10.1186/s12911-024-02501-7.
7
Gene mutations in a Han Chinese Alzheimer's disease cohort.中国汉族阿尔茨海默病患者的基因突变。
Brain Behav. 2019 Jan;9(1):e01180. doi: 10.1002/brb3.1180. Epub 2018 Dec 14.
8
Antidiabetic drugs for Alzheimer's and Parkinson's diseases: Repurposing insulin, metformin, and thiazolidinediones.用于阿尔茨海默病和帕金森病的抗糖尿病药物:重新利用胰岛素、二甲双胍和噻唑烷二酮。
Int Rev Neurobiol. 2020;155:37-64. doi: 10.1016/bs.irn.2020.02.010. Epub 2020 Aug 11.
9
Preliminary study to identify CXCR4 inhibitors as potential therapeutic agents for Alzheimer's and Parkinson's diseases.作为潜在的治疗阿尔茨海默病和帕金森病的药物,对 CXCR4 抑制剂进行初步研究。
Integr Biol (Camb). 2023 Apr 11;15. doi: 10.1093/intbio/zyad012.
10
Data-Driven Modeling of Knowledge Assemblies in Understanding Comorbidity Between Type 2 Diabetes Mellitus and Alzheimer's Disease.基于数据的 2 型糖尿病与阿尔茨海默病共病理解中知识组合建模。
J Alzheimers Dis. 2020;78(1):87-95. doi: 10.3233/JAD-200752.

本文引用的文献

1
Is type 2 diabetes associated dementia a microvascular early-Alzheimer's phenotype induced by aberrations in the peripheral metabolism of lipoprotein-amyloid?2 型糖尿病相关痴呆是否为脂蛋白淀粉样蛋白外周代谢异常引起的微血管性早老性痴呆表型?
Front Endocrinol (Lausanne). 2023 Feb 16;14:1127481. doi: 10.3389/fendo.2023.1127481. eCollection 2023.
2
Lessons from Down syndrome and autosomal dominant Alzheimer's disease.唐氏综合征和常染色体显性阿尔茨海默病的经验教训。
Lancet Neurol. 2023 Jan;22(1):5-6. doi: 10.1016/S1474-4422(22)00437-9.
3
A combination of midlife diabetes mellitus and the apolipoprotein E ε4 allele increase risk for cognitive decline.
中年糖尿病和载脂蛋白Eε4等位基因相结合会增加认知能力下降的风险。
Front Aging Neurosci. 2022 Nov 17;14:1065117. doi: 10.3389/fnagi.2022.1065117. eCollection 2022.
4
The STRING database in 2023: protein-protein association networks and functional enrichment analyses for any sequenced genome of interest.2023 年的 STRING 数据库:针对任何感兴趣的测序基因组的蛋白质-蛋白质关联网络和功能富集分析。
Nucleic Acids Res. 2023 Jan 6;51(D1):D638-D646. doi: 10.1093/nar/gkac1000.
5
Extracting Significant Comorbid Diseases from MeSH Index of PubMed.从 PubMed 的 MeSH 索引中提取重要的合并症。
Methods Mol Biol. 2022;2496:283-299. doi: 10.1007/978-1-0716-2305-3_15.
6
A Hybrid Protocol for Identifying Comorbidity-Based Potential Drugs for COVID-19 Using Biomedical Literature Mining, Network Analysis, and Deep Learning.一种使用生物医学文献挖掘、网络分析和深度学习来识别基于合并症的 COVID-19 潜在药物的混合协议。
Methods Mol Biol. 2022;2496:203-219. doi: 10.1007/978-1-0716-2305-3_11.
7
Text Mining Protocol to Retrieve Significant Drug-Gene Interactions from PubMed Abstracts.从 PubMed 摘要中检索重要药物-基因相互作用的文本挖掘方案。
Methods Mol Biol. 2022;2496:17-39. doi: 10.1007/978-1-0716-2305-3_2.
8
Association of Alzheimer Disease With Life Expectancy in People With Down Syndrome.阿尔茨海默病与唐氏综合征患者预期寿命的关联。
JAMA Netw Open. 2022 May 2;5(5):e2212910. doi: 10.1001/jamanetworkopen.2022.12910.
9
SigCom LINCS: data and metadata search engine for a million gene expression signatures.SigCom LINCS:用于百万个基因表达特征的数据集和元数据搜索引擎。
Nucleic Acids Res. 2022 Jul 5;50(W1):W697-W709. doi: 10.1093/nar/gkac328.
10
New insights into the genetic etiology of Alzheimer's disease and related dementias.阿尔茨海默病及相关痴呆症的遗传学病因新见解。
Nat Genet. 2022 Apr;54(4):412-436. doi: 10.1038/s41588-022-01024-z. Epub 2022 Apr 4.