2021
DOI: 10.1039/d1na00330e
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Identification of amyloid beta in small extracellular vesicles via Raman spectroscopy

Abstract: The hallmark of Alzheimer’s disease (AD) pathogenesis is believed to be the production and deposition of amyloid-beta (Aβ) peptide into extracellular plaques. Existing research indicates that extracellular vesicles (EVs) can...

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Cited by 21 publications
(23 citation statements)
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“…Unsupervised ML algorithms are not trained on prelabeled datasets and therefore must interpret data patterns on their own. Clustering and PCA are examples of unsupervised ML that are used in EVs research [ 156 , 64 , 157 , 168 , 176 , 204 ]. The interesting aspect of unsupervised learning is the potential to discover previously unknown underlying patterns within datasets that the algorithms have identified without human input.…”
Section: Discussionmentioning
confidence: 99%
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“…Unsupervised ML algorithms are not trained on prelabeled datasets and therefore must interpret data patterns on their own. Clustering and PCA are examples of unsupervised ML that are used in EVs research [ 156 , 64 , 157 , 168 , 176 , 204 ]. The interesting aspect of unsupervised learning is the potential to discover previously unknown underlying patterns within datasets that the algorithms have identified without human input.…”
Section: Discussionmentioning
confidence: 99%
“… (A) Nanoparticle tracking analysis; (A1) basic setup of the NTA measurement system; (A2) typical micrograph of EVs in the imaging chamber; (A3) graphical representation of NTA histogram of neuronal EVs (adapted with permission from [ 64 ]). (B) Dynamic light scattering; (B1) schematic of the optical configuration; (B2) representation of DLS results of scattering of small and large EVs, and their correlation function; (B3) DLS histogram of particle size distribution (adapted with permission from [ 65 ]).…”
Section: Particle Counting Sizing and Morphology Characterizationmentioning
confidence: 99%
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“…This technique has been employed in the study of the aggregation and de-position processes of amyloid-β, mediated by metal ions, such as Zn 2+ and Cu 2+ [11,27], which are found at high concentration in amyloid plaques. More precisely, RRS allowed to investigate the conformational properties of Cu 2+amyloid-β complexes, which were proposed to play a key role at the initial stages of aggregation [26]. Furthermore, through ab initio calculations of RRS signals it has been possible to identify and characterize fibril-like conformers with an aggregation mechanism mediated by Al 3+ [28].…”
Section: Resonance Raman Spectroscopy (Rrs)mentioning
confidence: 99%
“…They have been detected in different biological fluids and are now subject of extensive investigation because of their rich protein content involved in a variety of pathological processes. RS has recently been proven as an effective tool for the characterization of sEVs isolated from MC65 cells, and associated with the toxic Aβ 42 peptide [26]. Furthermore, the involvement of Aβ 42 in sEVs membrane fluidity, due to an alteration to the fatty acid chain lengths, has been identified.…”
Section: Introductionmentioning
confidence: 99%