• 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

使用无偏倚血浆蛋白质组学鉴定阿尔茨海默病及相关痴呆症的新型生物标志物

Identification of Novel Biomarkers for Alzheimer's Disease and Related Dementias Using Unbiased Plasma Proteomics.

作者信息

Lacar Benjamin, Ferdosi Shadi, Alavi Amir, Stukalov Alexey, Venkataraman Guhan R, de Geus Matthijs, Dodge Hiroko, Wu Chao-Yi, Kivisakk Pia, Das Sudeshna, Guturu Harendra, Hyman Brad, Batzoglou Serafim, Arnold Steven E, Siddiqui Asim

机构信息

Seer, Inc., Redwood City, CA, 94065 USA.

Massachusetts General Hospital (MGH), 55 Fruit Street, Boston, Massachusetts 02114.

出版信息

bioRxiv. 2024 Jan 8:2024.01.05.574446. doi: 10.1101/2024.01.05.574446.

DOI:10.1101/2024.01.05.574446
PMID:38260620
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10802486/
Abstract

Alzheimer's disease (AD) and related dementias (ADRD) is a complex disease with multiple pathophysiological drivers that determine clinical symptomology and disease progression. These diseases develop insidiously over time, through many pathways and disease mechanisms and continue to have a huge societal impact for affected individuals and their families. While emerging blood-based biomarkers, such as plasma p-tau181 and p-tau217, accurately detect Alzheimer neuropthology and are associated with faster cognitive decline, the full extension of plasma proteomic changes in ADRD remains unknown. Earlier detection and better classification of the different subtypes may provide opportunities for earlier, more targeted interventions, and perhaps a higher likelihood of successful therapeutic development. In this study, we aim to leverage unbiased mass spectrometry proteomics to identify novel, blood-based biomarkers associated with cognitive decline. 1,786 plasma samples from 1,005 patients were collected over 12 years from partcipants in the Massachusetts Alzheimer's Disease Research Center Longitudinal Cohort Study. Patient metadata includes demographics, final diagnoses, and clinical dementia rating (CDR) scores taken concurrently. The Proteograph Product Suite (Seer, Inc.) and liquid-chromatography mass-spectrometry (LC-MS) analysis were used to process the plasma samples in this cohort and generate unbiased proteomics data. Data-independent acquisition (DIA) mass spectrometry results yielded 36,259 peptides and 4,007 protein groups. Linear mixed effects models revealed 138 differentially abundant proteins between AD and healthy controls. Machine learning classification models for AD diagnosis identified potential candidate biomarkers including MBP, BGLAP, and APoD. Cox regression models were created to determine the association of proteins with disease progression and suggest CLNS1A, CRISPLD2, and GOLPH3 as targets of further investigation as potential biomarkers. The Proteograph workflow provided deep, unbiased coverage of the plasma proteome at a speed that enabled a cohort study of almost 1,800 samples, which is the largest, deep, unbiased proteomics study of ADRD conducted to date.

摘要

阿尔茨海默病(AD)及相关痴呆症(ADRD)是一种复杂的疾病,具有多种病理生理驱动因素,这些因素决定了临床症状和疾病进展。这些疾病随着时间的推移逐渐发展,通过多种途径和疾病机制,并且继续对受影响的个体及其家庭产生巨大的社会影响。虽然新兴的基于血液的生物标志物,如血浆p-tau181和p-tau217,能够准确检测阿尔茨海默神经病理学,并与更快的认知衰退相关,但ADRD中血浆蛋白质组变化的全貌仍不清楚。对不同亚型进行更早的检测和更好的分类可能为更早、更有针对性的干预提供机会,也许还有更高的成功治疗开发可能性。在本研究中,我们旨在利用无偏质谱蛋白质组学来识别与认知衰退相关的新型血液生物标志物。在12年的时间里,从马萨诸塞州阿尔茨海默病研究中心纵向队列研究的参与者中收集了1005名患者的1786份血浆样本。患者元数据包括人口统计学信息、最终诊断结果以及同时采集的临床痴呆评定(CDR)分数。使用Proteograph产品套件(Seer公司)和液相色谱-质谱(LC-MS)分析来处理该队列中的血浆样本,并生成无偏蛋白质组学数据。数据非依赖采集(DIA)质谱结果产生了36259个肽段和4007个蛋白质组。线性混合效应模型显示AD患者与健康对照之间有138种差异丰富的蛋白质。用于AD诊断的机器学习分类模型确定了潜在的候选生物标志物,包括髓鞘碱性蛋白(MBP)、骨钙素(BGLAP)和载脂蛋白D(APoD)。创建了Cox回归模型来确定蛋白质与疾病进展的关联,并提出将CLNS1A、CRISPLD2和高尔基体蛋白3(GOLPH3)作为进一步研究的潜在生物标志物靶点。Proteograph工作流程以能够对近1800个样本进行队列研究的速度,提供了对血浆蛋白质组的深度、无偏覆盖,这是迄今为止进行的最大规模、深度、无偏的ADRD蛋白质组学研究。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/1a4b5e2cd0b3/nihpp-2024.01.05.574446v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/3f2b7f5f6b6f/nihpp-2024.01.05.574446v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/c8160ebcdd7c/nihpp-2024.01.05.574446v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/2292167b5dbe/nihpp-2024.01.05.574446v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/1a4b5e2cd0b3/nihpp-2024.01.05.574446v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/3f2b7f5f6b6f/nihpp-2024.01.05.574446v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/c8160ebcdd7c/nihpp-2024.01.05.574446v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/2292167b5dbe/nihpp-2024.01.05.574446v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/42bf/10802486/1a4b5e2cd0b3/nihpp-2024.01.05.574446v1-f0004.jpg

相似文献

1
Identification of Novel Biomarkers for Alzheimer's Disease and Related Dementias Using Unbiased Plasma Proteomics.使用无偏倚血浆蛋白质组学鉴定阿尔茨海默病及相关痴呆症的新型生物标志物
bioRxiv. 2024 Jan 8:2024.01.05.574446. doi: 10.1101/2024.01.05.574446.
2
Evaluating the diagnostic performance of six plasma biomarkers for Alzheimer's disease and other neurodegenerative dementias in a large Chinese cohort.在中国一个大型队列中评估六种血浆生物标志物对阿尔茨海默病和其他神经退行性痴呆的诊断性能。
Alzheimers Res Ther. 2025 Apr 3;17(1):71. doi: 10.1186/s13195-025-01712-y.
3
Informing etiological heterogeneity of mild cognitive impairment and risk for progression to dementia with plasma p-tau217.血浆p-tau217揭示轻度认知障碍的病因异质性及进展为痴呆症的风险。
J Prev Alzheimers Dis. 2025 Jan;12(1):100011. doi: 10.1016/j.tjpad.2024.100011. Epub 2025 Jan 1.
4
Amyloid and Tau Prediction of Cognitive and Functional Decline in Unimpaired Older Individuals: Longitudinal Data from the A4 and LEARN Studies.淀粉样蛋白和 Tau 预测认知和功能下降在认知正常的老年人:来自 A4 和 LEARN 研究的纵向数据。
J Prev Alzheimers Dis. 2024;11(4):802-813. doi: 10.14283/jpad.2024.122.
5
Quantitative proteomic analysis of human plasma using tandem mass tags to identify novel biomarkers for herpes zoster.采用串联质量标签的人血浆定量蛋白质组学分析,以鉴定带状疱疹的新型生物标志物。
J Proteomics. 2020 Aug 15;225:103879. doi: 10.1016/j.jprot.2020.103879. Epub 2020 Jun 30.
6
Multi-analyte proteomic analysis identifies blood-based neuroinflammation, cerebrovascular and synaptic biomarkers in preclinical Alzheimer's disease.多分析物蛋白质组学分析鉴定出临床前阿尔茨海默病患者血液中的神经炎症、脑血管和突触生物标志物。
Mol Neurodegener. 2024 Oct 10;19(1):68. doi: 10.1186/s13024-024-00753-5.
7
Plasma phosphorylated tau 217 and phosphorylated tau 181 as biomarkers in Alzheimer's disease and frontotemporal lobar degeneration: a retrospective diagnostic performance study.血浆磷酸化 tau 217 和磷酸化 tau 181 作为阿尔茨海默病和额颞叶变性的生物标志物:一项回顾性诊断性能研究。
Lancet Neurol. 2021 Sep;20(9):739-752. doi: 10.1016/S1474-4422(21)00214-3.
8
Plasma biomarkers identify older adults at risk of Alzheimer's disease and related dementias in a real-world population-based cohort.血浆生物标志物可识别出真实人群队列中患有阿尔茨海默病和相关痴呆症风险的老年人。
Alzheimers Dement. 2023 Oct;19(10):4507-4519. doi: 10.1002/alz.12986. Epub 2023 Mar 6.
9
timsTOF HT Improves Protein Identification and Quantitative Reproducibility for Deep Unbiased Plasma Protein Biomarker Discovery.timsTOF HT 提高了蛋白质鉴定和定量重现性,有助于深入、无偏的血浆蛋白质生物标志物发现。
J Proteome Res. 2024 Mar 1;23(3):929-938. doi: 10.1021/acs.jproteome.3c00646. Epub 2024 Jan 15.
10
Integrated analysis of ultra-deep proteomes in cortex, cerebrospinal fluid and serum reveals a mitochondrial signature in Alzheimer's disease.对皮质、脑脊液和血清中的超深度蛋白质组进行综合分析,揭示了阿尔茨海默病中的线粒体特征。
Mol Neurodegener. 2020 Jul 25;15(1):43. doi: 10.1186/s13024-020-00384-6.

本文引用的文献

1
Unraveling Molecular and Genetic Insights into Neurodegenerative Diseases: Advances in Understanding Alzheimer's, Parkinson's, and Huntington's Diseases and Amyotrophic Lateral Sclerosis.揭示神经退行性疾病的分子和遗传见解:对阿尔茨海默病、帕金森病、亨廷顿病和肌萎缩侧索硬化症的理解的进展。
Int J Mol Sci. 2023 Jun 28;24(13):10809. doi: 10.3390/ijms241310809.
2
ACSL4-Mediated Ferroptosis and Its Potential Role in Central Nervous System Diseases and Injuries.ACSL4 介导的铁死亡及其在中枢神经系统疾病和损伤中的潜在作用。
Int J Mol Sci. 2023 Jun 12;24(12):10021. doi: 10.3390/ijms241210021.
3
Associations of VGF with Neuropathologies and Cognitive Health in Older Adults.
老年人群中 VGF 与神经病理学和认知健康的关联。
Ann Neurol. 2023 Aug;94(2):232-244. doi: 10.1002/ana.26676. Epub 2023 May 25.
4
Myelin in Alzheimer's disease: culprit or bystander?阿尔茨海默病中的髓鞘:罪魁祸首还是旁观者?
Acta Neuropathol Commun. 2023 Mar 31;11(1):56. doi: 10.1186/s40478-023-01554-5.
5
Functionally distinct BMP1 isoforms show an opposite pattern of abundance in plasma from non-small cell lung cancer subjects and controls.功能不同的 BMP1 同种型在非小细胞肺癌患者和对照者的血浆中丰度表现出相反的模式。
PLoS One. 2023 Mar 29;18(3):e0282821. doi: 10.1371/journal.pone.0282821. eCollection 2023.
6
Plasma biomarkers for diagnosis of Alzheimer's disease and prediction of cognitive decline in individuals with mild cognitive impairment.用于诊断阿尔茨海默病及预测轻度认知障碍个体认知衰退的血浆生物标志物。
Front Neurol. 2023 Mar 2;14:1069411. doi: 10.3389/fneur.2023.1069411. eCollection 2023.
7
Cerebrospinal Fluid and Brain Proteoforms of the Granin Neuropeptide Family in Alzheimer's Disease.阿尔茨海默病中脑脊髓液和脑神经肽家族颗粒蛋白的蛋白质组变化。
J Am Soc Mass Spectrom. 2023 Apr 5;34(4):649-667. doi: 10.1021/jasms.2c00341. Epub 2023 Mar 13.
8
The Role of the JAK/STAT Signaling Pathway in the Pathogenesis of Alzheimer's Disease: New Potential Treatment Target.JAK/STAT 信号通路在阿尔茨海默病发病机制中的作用:新的潜在治疗靶点。
Int J Mol Sci. 2023 Jan 3;24(1):864. doi: 10.3390/ijms24010864.
9
Microglial Expression of the Wnt Signaling Modulator Differs between Human Alzheimer's Disease Brains and Mouse Neurodegeneration Models.小胶质细胞中 Wnt 信号调节剂的表达在人类阿尔茨海默病大脑和小鼠神经退行性变模型中存在差异。
eNeuro. 2023 Jan 11;10(1). doi: 10.1523/ENEURO.0306-22.2022. Print 2023 Jan.
10
Alzheimer's disease is associated with disruption in thiamin transport physiology: A potential role for neuroinflammation.阿尔茨海默病与硫胺素转运生理学紊乱有关:神经炎症的潜在作用。
Neurobiol Dis. 2022 Sep;171:105799. doi: 10.1016/j.nbd.2022.105799. Epub 2022 Jun 21.