TY - JOUR
T1 - Comparative Analysis of Alzheimer's Disease Cerebrospinal Fluid Biomarkers Measurement by Multiplex SOMAscan Platform and Immunoassay-Based Approach
AU - Timsina, Jigyasha
AU - Gomez-Fonseca, Duber
AU - Wang, Lihua
AU - Do, Anh
AU - Western, Dan
AU - Alvarez, Ignacio
AU - Aguilar, Miquel
AU - Pastor, Pau
AU - Henson, Rachel L.
AU - Herries, Elizabeth
AU - Xiong, Chengjie
AU - Schindler, Suzanne E.
AU - Fagan, Anne M.
AU - Bateman, Randall J.
AU - Farlow, Martin
AU - Morris, John C.
AU - Perrin, Richard
AU - Moulder, Krista
AU - Hassenstab, Jason
AU - Chhatwal, Jasmeer
AU - Mori, Hiroshi
AU - Sung, Yun Ju
AU - Cruchaga, Carlos
N1 - Publisher Copyright:
© 2022 - IOS Press. All rights reserved.
PY - 2022
Y1 - 2022
N2 - Background: The SOMAscan assay has an advantage over immunoassay-based methods because it measures a large number of proteins in a cost-effective manner. However, the performance of this technology compared to the routinely used immunoassay techniques needs to be evaluated. Objective: We performed comparative analyses of SOMAscan and immunoassay-based protein measurements for five cerebrospinal fluid (CSF) proteins associated with Alzheimer's disease (AD) and neurodegeneration: NfL, Neurogranin, sTREM2, VILIP-1, and SNAP-25. Methods: We compared biomarkers measured in ADNI (N=689), Knight-ADRC (N=870), DIAN (N=115), and Barcelona-1 (N=92) cohorts. Raw protein values were transformed using z-score in order to combine measures from the different studies. sTREM2 and VILIP-1 had more than one analyte in SOMAscan; all available analytes were evaluated. Pearson's correlation coefficients between SOMAscan and immunoassays were calculated. Receiver operating characteristic curve and area under the curve were used to compare prediction accuracy of these biomarkers between the two platforms. Results: Neurogranin, VILIP-1, and NfL showed high correlation between SOMAscan and immunoassay measures (r>0.9). sTREM2 had a fair correlation (r>0.6), whereas SNAP-25 showed weak correlation (r=0.06). Measures in both platforms provided similar predicted performance for all biomarkers except SNAP-25 and one of the sTREM2 analytes. sTREM2 showed higher AUC for SOMAscan based measures. Conclusion: Our data indicate that SOMAscan performs as well as immunoassay approaches for NfL, Neurogranin, VILIP-1, and sTREM2. Our study shows promise for using SOMAscan as an alternative to traditional immunoassay-based measures. Follow-up investigation will be required for SNAP-25 and additional established biomarkers.
AB - Background: The SOMAscan assay has an advantage over immunoassay-based methods because it measures a large number of proteins in a cost-effective manner. However, the performance of this technology compared to the routinely used immunoassay techniques needs to be evaluated. Objective: We performed comparative analyses of SOMAscan and immunoassay-based protein measurements for five cerebrospinal fluid (CSF) proteins associated with Alzheimer's disease (AD) and neurodegeneration: NfL, Neurogranin, sTREM2, VILIP-1, and SNAP-25. Methods: We compared biomarkers measured in ADNI (N=689), Knight-ADRC (N=870), DIAN (N=115), and Barcelona-1 (N=92) cohorts. Raw protein values were transformed using z-score in order to combine measures from the different studies. sTREM2 and VILIP-1 had more than one analyte in SOMAscan; all available analytes were evaluated. Pearson's correlation coefficients between SOMAscan and immunoassays were calculated. Receiver operating characteristic curve and area under the curve were used to compare prediction accuracy of these biomarkers between the two platforms. Results: Neurogranin, VILIP-1, and NfL showed high correlation between SOMAscan and immunoassay measures (r>0.9). sTREM2 had a fair correlation (r>0.6), whereas SNAP-25 showed weak correlation (r=0.06). Measures in both platforms provided similar predicted performance for all biomarkers except SNAP-25 and one of the sTREM2 analytes. sTREM2 showed higher AUC for SOMAscan based measures. Conclusion: Our data indicate that SOMAscan performs as well as immunoassay approaches for NfL, Neurogranin, VILIP-1, and sTREM2. Our study shows promise for using SOMAscan as an alternative to traditional immunoassay-based measures. Follow-up investigation will be required for SNAP-25 and additional established biomarkers.
KW - Alzheimer's disease
KW - SOMAscan
KW - assays
KW - cerebrospinal fluid biomarkers
KW - correlation
UR - http://www.scopus.com/inward/record.url?scp=85137169037&partnerID=8YFLogxK
U2 - 10.3233/JAD-220399
DO - 10.3233/JAD-220399
M3 - Article
C2 - 35871346
AN - SCOPUS:85137169037
SN - 1387-2877
VL - 89
SP - 193
EP - 207
JO - Journal of Alzheimer's Disease
JF - Journal of Alzheimer's Disease
IS - 1
ER -