Early Diagnosis of Brain Diseases Using Artificial Intelligence and EV Molecular Data: A Proposed Noninvasive Repeated Diagnosis Approach

被引:0
作者
Park, Jae Hyun [1 ,2 ,3 ]
Moon, Jisook [3 ]
机构
[1] TS Cell Bio, Wonju 26460, South Korea
[2] TS TECH, Wonju 26460, South Korea
[3] CHA Univ, Coll Life Sci, Dept Biotechnol, Seongnam 13488, South Korea
关键词
brain-derived extracellular vesicles; biomarker; diagnosis; machine learning; EXTRACELLULAR VESICLES; ALZHEIMERS-DISEASE; EXOSOMES; PLASMA; PROTEINS;
D O I
10.3390/cells12010102
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Brain-derived extracellular vesicles (BDEVs) are released from the central nervous system. Brain-related research and diagnostic techniques involving BDEVs have rapidly emerged as a means of diagnosing brain disorders because they are minimally invasive and enable repeatable measurements based on body fluids. However, EVs from various cells and organs are mixed in the blood, acting as potential obstacles for brain diagnostic systems using BDEVs. Therefore, it is important to screen appropriate brain EV markers to isolate BDEVs in blood. Here, we established a strategy for screening potential BDEV biomarkers. To collect various molecular data from the BDEVs, we propose that the sensitivity and specificity of the diagnostic system could be enhanced using machine learning and AI analysis. This BDEV-based diagnostic strategy could be used to diagnose various brain diseases and will help prevent disease through early diagnosis and early treatment.
引用
收藏
页数:12
相关论文
共 53 条
[1]   Lysosomal dysfunction increases exosome-mediated alpha-synuclein release and transmission [J].
Alvarez-Erviti, Lydia ;
Seow, Yiqi ;
Schapira, Anthony H. ;
Gardiner, Chris ;
Sargent, Ian L. ;
Wood, Matthew J. A. ;
Cooper, J. Mark .
NEUROBIOLOGY OF DISEASE, 2011, 42 (03) :360-367
[2]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[3]   An update on blood-based biomarkers for non-Alzheimer neurodegenerative disorders [J].
Ashton, Nicholas J. ;
Hye, Abdul ;
Rajkumar, Anto P. ;
Leuzy, Antoine ;
Snowden, Stuart ;
Suarez-Calvet, Marc ;
Karikari, Thomas K. ;
Scholl, Michael ;
La Joie, Renaud ;
Rabinovici, Gil D. ;
Hoglund, Kina ;
Ballard, Clive ;
Hortobagyi, Tibor ;
Svenningsson, Per ;
Blennow, Kaj ;
Zetterberg, Henrik ;
Aarsland, Dag .
NATURE REVIEWS NEUROLOGY, 2020, 16 (05) :265-284
[4]   Extracellular vesicles as distinct biomarker reservoirs for mild traumatic brain injury diagnosis [J].
Beard, Kryshawna ;
Yang, Zijian ;
Haber, Margalit ;
Flamholz, Miranda ;
Diaz-Arrastia, Ramon ;
Sandsmark, Danielle ;
Meaney, David F. ;
Issadore, David .
BRAIN COMMUNICATIONS, 2021, 3 (03)
[5]   The diagnostic potential of fluid and imaging biomarkers in chronic traumatic encephalopathy (CTE) [J].
Bergauer, Anna ;
van Osch, Robin ;
van Elferen, Silke ;
Gyllvik, Sofia ;
Venkatesh, Hrishikesh ;
Schreiber, Rudy .
BIOMEDICINE & PHARMACOTHERAPY, 2022, 146
[6]   Brain-Derived Extracellular Vesicles in Health and Disease: A Methodological Perspective [J].
Brenna, Santra ;
Krisp, Christoph ;
Altmeppen, Hermann Clemens ;
Magnus, Tim ;
Puig, Berta .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (03) :1-16
[7]   Characterization of brain-derived extracellular vesicles reveals changes in cellular origin after stroke and enrichment of the prion protein with a potential role in cellular uptake [J].
Brenna, Santra ;
Altmeppen, Hermann C. ;
Mohammadi, Behnam ;
Rissiek, Bjoern ;
Schlink, Florence ;
Ludewig, Peter ;
Krisp, Christoph ;
Schlueter, Hartmut ;
Failla, Antonio Virgilio ;
Schneider, Carola ;
Glatzel, Markus ;
Puig, Berta ;
Magnus, Tim .
JOURNAL OF EXTRACELLULAR VESICLES, 2020, 9 (01)
[8]   miR-212 and miR-132 Are Downregulated in Neurally Derived Plasma Exosomes of Alzheimer's Patients [J].
Cha, Diana J. ;
Mengel, David ;
Mustapic, Maja ;
Liu, Wen ;
Selkoe, Dennis J. ;
Kapogiannis, Dimitrios ;
Galasko, Douglas ;
Rissman, Robert A. ;
Bennett, David A. ;
Walsh, Dominic M. .
FRONTIERS IN NEUROSCIENCE, 2019, 13
[9]   Plasma extracellular vesicles tau and β-amyloid as biomarkers of cognitive dysfunction of Parkinson's disease [J].
Chung, Chen-Chih ;
Chan, Lung ;
Chen, Jia-Hung ;
Bamodu, Oluwaseun Adebayo ;
Chiu, Hung-Wen ;
Hong, Chien-Tai .
FASEB JOURNAL, 2021, 35 (10)
[10]   Multi-Omics Analysis of Microglial Extracellular Vesicles From Human Alzheimer's Disease Brain Tissue Reveals Disease-Associated Signatures [J].
Cohn, Whitaker ;
Melnik, Mikhail ;
Huang, Calvin ;
Teter, Bruce ;
Chandra, Sujyoti ;
Zhu, Chunni ;
McIntire, Laura Beth ;
John, Varghese ;
Gylys, Karen H. ;
Bilousova, Tina .
FRONTIERS IN PHARMACOLOGY, 2021, 12