TY - JOUR
T1 - Distinct plasma phosphorylated-tau proteins profiling for the differential diagnosis of mild cognitive impairment and Alzheimer's disease by plasmonic asymmetric nanobridge-based biosensor
AU - Kim, Soohyun
AU - Ma, Xingyi
AU - Jeon, Myeong Jin
AU - Song, Sojin
AU - Lee, Jeong Seop
AU - Lee, Jong Uk
AU - Lee, Chan Nyoung
AU - Choi, Seong Hye
AU - Sim, Sang Jun
N1 - Publisher Copyright:
© 2024 Elsevier B.V.
PY - 2024/4/15
Y1 - 2024/4/15
N2 - The differential diagnosis between mild cognitive impairment (MCI) and Alzheimer's disease (AD) has been highly demanded for its effectiveness in preventing and contributing to early diagnosis of AD. To this end, we developed a single plasmonic asymmetric nanobridge (PAN)-based biosensor to differentially diagnose MCI and AD by quantitative profiling of phosphorylated tau proteins (p-tau) in clinical plasma samples, which revealed a significant correlation with AD development and progression. The PAN was designed to have a conductive junction and asymmetric structure, which was unable to be synthesized by the traditional thermodynamical methods. For its unique morphological characteristics, PAN features high electromagnetic field enhancement, enabling the biosensor to achieve high sensitivity, with a limit of detection in the attomolar regime for quantitative analysis of p-tau. By introducing support vector machine (SVM)-based machine learning algorithm, the improved diagnostic system was achieved for prediction of healthy controls, MCI, and AD groups with an accuracy of 94.47 % by detecting various p-tau species levels in human plasma. Thus, our proposed PAN-based plasmonic biosensor has a powerful potential in clinical utility for predicting the onset of AD progression in the asymptomatic phase.
AB - The differential diagnosis between mild cognitive impairment (MCI) and Alzheimer's disease (AD) has been highly demanded for its effectiveness in preventing and contributing to early diagnosis of AD. To this end, we developed a single plasmonic asymmetric nanobridge (PAN)-based biosensor to differentially diagnose MCI and AD by quantitative profiling of phosphorylated tau proteins (p-tau) in clinical plasma samples, which revealed a significant correlation with AD development and progression. The PAN was designed to have a conductive junction and asymmetric structure, which was unable to be synthesized by the traditional thermodynamical methods. For its unique morphological characteristics, PAN features high electromagnetic field enhancement, enabling the biosensor to achieve high sensitivity, with a limit of detection in the attomolar regime for quantitative analysis of p-tau. By introducing support vector machine (SVM)-based machine learning algorithm, the improved diagnostic system was achieved for prediction of healthy controls, MCI, and AD groups with an accuracy of 94.47 % by detecting various p-tau species levels in human plasma. Thus, our proposed PAN-based plasmonic biosensor has a powerful potential in clinical utility for predicting the onset of AD progression in the asymptomatic phase.
KW - Alzheimer's disease (AD)
KW - Differential diagnosis
KW - Gold nanoparticles
KW - Mild cognitive impairment (MCI)
KW - Phosphorylated-tau proteins
KW - Plasmonic biosensors
UR - http://www.scopus.com/inward/record.url?scp=85183964890&partnerID=8YFLogxK
U2 - 10.1016/j.bios.2024.116085
DO - 10.1016/j.bios.2024.116085
M3 - Article
C2 - 38295582
AN - SCOPUS:85183964890
SN - 0956-5663
VL - 250
JO - Biosensors and Bioelectronics
JF - Biosensors and Bioelectronics
M1 - 116085
ER -