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Browsing by Author "Sung, Yun Ju"
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Item Comparative Analysis of Alzheimer's Disease Cerebrospinal Fluid Biomarkers Measurement by Multiplex SOMAscan Platform and Immunoassay-Based Approach(IOS Press, 2022) Timsina, Jigyasha; Gomez-Fonseca, Duber; Wang, Lihua; Do, Anh; Western, Dan; Alvarez, Ignacio; Aguilar, Miquel; Pastor, Pau; Henson, Rachel L.; Herries, Elizabeth; Xiong, Chengjie; Schindler, Suzanne E.; Fagan, Anne M.; Bateman, Randall J.; Farlow, Martin; Morris, John C.; Perrin, Richard J.; Moulder, Krista; Hassenstab, Jason; Vöglein, Jonathan; Chhatwal, Jasmeer; Mori, Hiroshi; Alzheimer’s Disease Neuroimaging Initiative; Dominantly Inherited Alzheimer Network Consortia; Sung, Yun Ju; Cruchaga, Carlos; Neurology, School of MedicineBackground: 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.Item Leveraging large multi-center cohorts of Alzheimer disease endophenotypes to understand the role of Klotho heterozygosity on disease risk(PLOS, 2022-05-26) Ali, Muhammad; Sung, Yun Ju; Wang, Fengxian; Fernández, Maria V.; Morris, John C.; Fagan, Anne M.; Blennow, Kaj; Zetterberg, Henrik; Heslegrave, Amanda; Johansson, Per M.; Svensson, Johan; Nellgård, Bengt; Lleó, Alberto; Alcolea, Daniel; Clarimon, Jordi; Rami, Lorena; Molinuevo, José Luis; Suárez-Calvet, Marc; Morenas-Rodríguez, Estrella; Kleinberger, Gernot; Haass, Christian; Ewers, Michael; Levin, Johannes; Farlow, Martin R.; Perrin, Richard J.; Alzheimer’s Disease Neuroimaging Initiative (ADNI); Dominantly Inherited Alzheimer Network (DIAN); Cruchaga, Carlos; Neurology, School of MedicineTwo genetic variants in strong linkage disequilibrium (rs9536314 and rs9527025) in the Klotho (KL) gene, encoding a transmembrane protein, implicated in longevity and associated with brain resilience during normal aging, were recently shown to be associated with Alzheimer disease (AD) risk in cognitively normal participants who are APOE ε4 carriers. Specifically, the participants heterozygous for this variant (KL-SVHET+) showed lower risk of developing AD. Furthermore, a neuroprotective effect of KL-VSHET+ has been suggested against amyloid burden for cognitively normal participants, potentially mediated via the regulation of redox pathways. However, inconsistent associations and a smaller sample size of existing studies pose significant hurdles in drawing definitive conclusions. Here, we performed a well-powered association analysis between KL-VSHET+ and five different AD endophenotypes; brain amyloidosis measured by positron emission tomography (PET) scans (n = 5,541) or cerebrospinal fluid Aβ42 levels (CSF; n = 5,093), as well as biomarkers associated with tau pathology: the CSF Tau (n = 5,127), phosphorylated Tau (pTau181; n = 4,778) and inflammation: CSF soluble triggering receptor expressed on myeloid cells 2 (sTREM2; n = 2,123) levels. Our results found nominally significant associations of KL-VSHET+ status with biomarkers for brain amyloidosis (e.g., CSF Aβ positivity; odds ratio [OR] = 0.67 [95% CI, 0.55-0.78], β = 0.72, p = 0.007) and tau pathology (e.g., biomarker positivity for CSF Tau; OR = 0.39 [95% CI, 0.19-0.77], β = -0.94, p = 0.007, and pTau; OR = 0.50 [95% CI, 0.27-0.96], β = -0.68, p = 0.04) in cognitively normal participants, 60-80 years old, who are APOE e4-carriers. Our work supports previous findings, suggesting that the KL-VSHET+ on an APOE ε4 genotype background may modulate Aβ and tau pathology, thereby lowering the intensity of neurodegeneration and incidence of cognitive decline in older controls susceptible to AD.Item Proteomics of brain, CSF, and plasma identifies molecular signatures for distinguishing sporadic and genetic Alzheimer's disease(American Association for the Advancement of Science, 2023) Sung, Yun Ju; Yang, Chengran; Norton, Joanne; Johnson, Matt; Fagan, Anne; Bateman, Randall J.; Perrin, Richard J.; Morris, John C.; Farlow, Martin R.; Chhatwal, Jasmeer P.; Schofield, Peter R.; Chui, Helena; Wang, Fengxian; Novotny, Brenna; Eteleeb, Abdallah; Karch, Celeste; Schindler, Suzanne E.; Rhinn, Herve; Johnson, Erik C. B.; Oh, Hamilton Se-Hwee; Rutledge, Jarod Evert; Dammer, Eric B.; Seyfried, Nicholas T.; Wyss-Coray, Tony; Harari, Oscar; Cruchaga, Carlos; Neurology, School of MedicineProteomic studies for Alzheimer's disease (AD) are instrumental in identifying AD pathways but often focus on single tissues and sporadic AD cases. Here, we present a proteomic study analyzing 1305 proteins in brain tissue, cerebrospinal fluid (CSF), and plasma from patients with sporadic AD, TREM2 risk variant carriers, patients with autosomal dominant AD (ADAD), and healthy individuals. We identified 8 brain, 40 CSF, and 9 plasma proteins that were altered in individuals with sporadic AD, and we replicated these findings in several external datasets. We identified a proteomic signature that differentiated TREM2 variant carriers from both individuals with sporadic AD and healthy individuals. The proteins associated with sporadic AD were also altered in patients with ADAD, but with a greater effect size. Brain-derived proteins associated with ADAD were also replicated in additional CSF samples. Enrichment analyses highlighted several pathways, including those implicated in AD (calcineurin and Apo E), Parkinson's disease (α-synuclein and LRRK2), and innate immune responses (SHC1, ERK-1, and SPP1). Our findings suggest that combined proteomics across brain tissue, CSF, and plasma can be used to identify markers for sporadic and genetically defined AD.