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Jiang Y, Uhm H, Ip FC, Ouyang L, Lo RMN, Cheng EYL, Cao X, Tan CMC, Law BCH, Ortiz‐Romero P, Puig‐Pijoan A, Fernández‐Lebrero A, Contador J, Mok KY, Hardy J, Kwok TCY, Mok VCT, Suárez‐Calvet M, Zetterberg H, Fu AKY, Ip NY. A blood-based multi-pathway biomarker assay for early detection and staging of Alzheimer's disease across ethnic groups. Alzheimers Dement 2024; 20:2000-2015. [PMID: 38183344 PMCID: PMC10984431 DOI: 10.1002/alz.13676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Revised: 12/01/2023] [Accepted: 12/04/2023] [Indexed: 01/08/2024]
Abstract
INTRODUCTION Existing blood-based biomarkers for Alzheimer's disease (AD) mainly focus on its pathological features. However, studies on blood-based biomarkers associated with other biological processes for a comprehensive evaluation of AD status are limited. METHODS We developed a blood-based, multiplex biomarker assay for AD that measures the levels of 21 proteins involved in multiple biological pathways. We evaluated the assay's performance for classifying AD and indicating AD-related endophenotypes in three independent cohorts from Chinese or European-descent populations. RESULTS The 21-protein assay accurately classified AD (area under the receiver operating characteristic curve [AUC] = 0.9407 to 0.9867) and mild cognitive impairment (MCI; AUC = 0.8434 to 0.8945) while also indicating brain amyloid pathology. Moreover, the assay simultaneously evaluated the changes of five biological processes in individuals and revealed the ethnic-specific dysregulations of biological processes upon AD progression. DISCUSSION This study demonstrated the utility of a blood-based, multi-pathway biomarker assay for early screening and staging of AD, providing insights for patient stratification and precision medicine. HIGHLIGHTS The authors developed a blood-based biomarker assay for Alzheimer's disease. The 21-protein assay classifies AD/MCI and indicates brain amyloid pathology. The 21-protein assay can simultaneously assess activities of five biological processes. Ethnic-specific dysregulations of biological processes in AD were revealed.
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Affiliation(s)
- Yuanbing Jiang
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
| | - Hyebin Uhm
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
| | - Fanny C. Ip
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Guangdong Provincial Key Laboratory of Brain ScienceDisease and Drug DevelopmentHKUST Shenzhen Research InstituteShenzhenGuangdongChina
| | - Li Ouyang
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Ronnie M. N. Lo
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Elaine Y. L. Cheng
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Xiaoyun Cao
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Clara M. C. Tan
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Brian C. H. Law
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
| | - Paula Ortiz‐Romero
- Barcelonaβeta Brain Research Center (BBRC)Pasqual Maragall FoundationBarcelonaSpain
- Hospital del Mar Research InstituteBarcelonaSpain
| | - Albert Puig‐Pijoan
- Hospital del Mar Research InstituteBarcelonaSpain
- Cognitive Decline Unit, Department of NeurologyHospital Del MarBarcelonaSpain
- Medicine DepartmentUniversitat Autònoma de BarcelonaBarcelonaSpain
- ERA‐Net on Cardiovascular Diseases (ERA‐CVD) ConsortiumBarcelonaSpain
| | - Aida Fernández‐Lebrero
- Barcelonaβeta Brain Research Center (BBRC)Pasqual Maragall FoundationBarcelonaSpain
- Hospital del Mar Research InstituteBarcelonaSpain
- Cognitive Decline Unit, Department of NeurologyHospital Del MarBarcelonaSpain
- ERA‐Net on Cardiovascular Diseases (ERA‐CVD) ConsortiumBarcelonaSpain
- Department of Medicine and Life SciencesUniversitat Pompeu FabraBarcelonaSpain
| | - José Contador
- Barcelonaβeta Brain Research Center (BBRC)Pasqual Maragall FoundationBarcelonaSpain
- Hospital del Mar Research InstituteBarcelonaSpain
- Cognitive Decline Unit, Department of NeurologyHospital Del MarBarcelonaSpain
| | - Kin Y. Mok
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Department of Neurodegenerative DiseaseQueen Square Institute of NeurologyUniversity College LondonLondonUK
| | - John Hardy
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Department of Neurodegenerative DiseaseQueen Square Institute of NeurologyUniversity College LondonLondonUK
- UK Dementia Research InstituteUniversity College LondonLondonUK
| | - Timothy C. Y. Kwok
- Therese Pei Fong Chow Research Centre for Prevention of DementiaDivision of GeriatricsDepartment of Medicine and TherapeuticsThe Chinese University of Hong Kong, ShatinHKSARChina
| | - Vincent C. T. Mok
- Lau Tat‐chuen Research Centre of Brain Degenerative Diseases in ChineseGerald Choa Neuroscience InstituteLui Che Woo Institute of Innovative MedicineLi Ka Shing Institute of Health SciencesDivision of NeurologyDepartment of Medicine and TherapeuticsThe Chinese University of Hong Kong, ShatinHKSARChina
| | - Marc Suárez‐Calvet
- Barcelonaβeta Brain Research Center (BBRC)Pasqual Maragall FoundationBarcelonaSpain
- Hospital del Mar Research InstituteBarcelonaSpain
- Cognitive Decline Unit, Department of NeurologyHospital Del MarBarcelonaSpain
- Centro de Investigación Biomédica en Red de Fragilidad y Envejecimiento Saludable (CIBERFES)MadridSpain
| | - Henrik Zetterberg
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Department of Neurodegenerative DiseaseQueen Square Institute of NeurologyUniversity College LondonLondonUK
- UK Dementia Research InstituteUniversity College LondonLondonUK
- Department of Psychiatry and NeurochemistryInstitute of Neuroscience and Physiologythe Sahlgrenska Academy at the University of GothenburgGothenburgSweden
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Wisconsin Alzheimer's Disease Research CenterUniversity of Wisconsin School of Medicine and Public HealthUniversity of Wisconsin‐MadisonMadisonWisconsinUSA
| | - Amy K. Y. Fu
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Guangdong Provincial Key Laboratory of Brain ScienceDisease and Drug DevelopmentHKUST Shenzhen Research InstituteShenzhenGuangdongChina
| | - Nancy Y. Ip
- Division of Life ScienceState Key Laboratory of Molecular Neuroscience, Molecular Neuroscience CenterThe Hong Kong University of Science and Technology, Clear Water Bay, KowloonHKSARChina
- Hong Kong Center for Neurodegenerative Diseases, InnoHKHKSARChina
- Guangdong Provincial Key Laboratory of Brain ScienceDisease and Drug DevelopmentHKUST Shenzhen Research InstituteShenzhenGuangdongChina
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He Q, Wang W, Xiong Y, Tao C, Ma L, You C. Potential Biomarkers in Cerebrospinal Fluid and Plasma for Dementia. J Alzheimers Dis 2024; 100:603-611. [PMID: 38875042 DOI: 10.3233/jad-240260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/16/2024]
Abstract
Background The identification of biomarkers for different dementias in plasma and cerebrospinal fluid (CSF) has made substantial progress. However, they are observational studies, and there remains a lack of research on dementias with low incidence rates. Objective We performed a comprehensive Mendelian randomization to identify potential biomarkers for different dementia type. Methods The summary-level datasets encompassed 734 plasma and 154 cerebrospinal fluid proteins sourced from recently published genome-wide association studies (GWAS). Summary statistics for different dementias, including any dementia (refering to any type of dementia symptoms, 218,792 samples), Alzheimer's disease (AD, 63,926 samples), vascular dementia (212,389 samples), frontotemporal dementia (3,024 samples), dementia with Lewy bodies (DLB, 6,618 samples), and dementia in Parkinson's disease (216,895 samples), were collected from large GWAS. The primary method is inverse variance weighting, with additional sensitivity analyses conducted to ensure the robustness of the findings. Results The molecules released into CSF, namely APOE2 for any dementia, APOE2 and Siglec-3 for AD, APOE2 for vascular dementia, and APOE2 for DLB, might be potential biomarkers. CD33 for AD and SNCA for DLB in plasma could be promising biomarkers. Conclusions This is the first study to integrate plasma and CSF proteins to identify potential biomarkers for different dementias.
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Affiliation(s)
- Qiang He
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Wenjing Wang
- Department of Pharmacy, Institute of Metabolic Diseases and Pharmacotherapy, West China Hospital, Sichuan University, Chengdu, China
| | - Yang Xiong
- Department of Urology, West China Hospital, Sichuan University, Chengdu, China
| | - Chuanyuan Tao
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Lu Ma
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Chao You
- Department of Neurosurgery, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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Fatemi Langroudi SR, Zeinaly M, Ajamian F. TBX21, the Master regulator of the type 1 immune response, overexpresses in the leukocytes of peripheral blood in patients with late-onset Alzheimer's disease. Immun Ageing 2023; 20:59. [PMID: 37950255 PMCID: PMC10636817 DOI: 10.1186/s12979-023-00385-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2023] [Accepted: 10/26/2023] [Indexed: 11/12/2023]
Abstract
BACKGROUND The involvement of the peripheral immune system in the etiology of neurodegenerative diseases has recently been emphasized. Genome-wide association studies (GWAS) have recently identified several candidate immune genes linked to development of both Alzheimer's disease (AD) and depression. TBX21 (T-bet) which drives the Th1 immune response, is linked to the major depressive disorder (MDD) phenotype. This study investigated the association between the TBX21 immune gene and the possibility of late-onset Alzheimer's disease (LOAD) incidence in 194 LOAD and 200 control subjects using the real-time qPCR and the Tetra-ARMS-PCR methods. We also used an in silico approach to analyze the potential effects imparted by TBX21 rs17244587 and rs41515744 polymorphisms in LOAD pathogenesis. RESULTS We found that the TBX21 "immune gene" had significantly elevated mRNA expression levels in the leukocytes of peripheral blood in patients with LOAD (P < 0.0001). We also found an upward trend in TBX21 expression with increasing age in LOAD patients compared to the control group (P < 0.05; CI = 95%). We noticed that the TT genotype of rs41515744 plays a protective role in LOAD incidence, as it attenuates the expression of TBX21 in the control group. We observed that the dominant model of rs41515744 represented a substantial association with LOAD (P = 0.019). CONCLUSIONS Our results show for the first time the likely impact of the TBX21 (T-bet) immune gene in LOAD development and that the elevated TBX21 mRNAs in the WBCs of LOAD patients may represent a new easy diagnostic test for Alzheimer's disease.
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Affiliation(s)
- S R Fatemi Langroudi
- Department of Biology, Faculty of Sciences, University of Guilan, C.P., Namjoo St., Rasht, 41335-1914, Iran
| | - M Zeinaly
- Department of Biology, Faculty of Sciences, University of Guilan, C.P., Namjoo St., Rasht, 41335-1914, Iran
| | - F Ajamian
- Department of Biology, Faculty of Sciences, University of Guilan, C.P., Namjoo St., Rasht, 41335-1914, Iran.
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Peripheral level of CD33 and Alzheimer's disease: a bidirectional two-sample Mendelian randomization study. Transl Psychiatry 2022; 12:427. [PMID: 36192375 PMCID: PMC9529877 DOI: 10.1038/s41398-022-02205-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 09/20/2022] [Accepted: 09/23/2022] [Indexed: 11/18/2022] Open
Abstract
Increased expression of CD33 in the brain has been suggested to be associated with increased amyloid plaque burden, while the peripheral level of CD33 in Alzheimer's disease (AD) patients and its role in AD remain unclear. The current study aimed to systematically explore the bidirectional relationship between peripheral CD33 and AD. Genome-wide association study (GWAS) datasets of AD (Ncases: 21982; Ncontrols: 41944), blood CD33 mRNA level, the plasma CD33 protein level, and CD33 expression on immune-cell subtypes were obtained from GWASs conducted in the European population. Eligible IVs were extracted from the GWASs. MR estimates were calculated by inverse-variance weighting (IVW) and other sensitivity analyses. The main statistical analyses were conducted using TwoSampleMR (v.0.5.5) in R package (V.4.1.2).In the forward MR analysis (CD33 as exposure and AD as outcome), the IVW results indicated that elevated blood CD33 mRNA level (OR [95% CI] = 1.156[1.080, 1.238], p = 3.25e-05), elevated serum CD33 protein level (OR [95% CI] = 1.08 [1.031, 1.139], p = 1.6e-03) and increased CD33's expression on immune cell subtypes (p < 0.05) were all leading to a higher risk of AD. And sensitivity analyses supported these findings. While the reverse MR analysis (AD as exposure and CD33 as outcome) indicated that AD was not leading to the elevation of CD33's protein level in the blood (p > 0.05). In conclusion, our results indicated that elevated peripheral expression of CD33 was causal to the development of AD. Future studies are needed to work on developing CD33 as a biomarker and therapeutic target in AD.
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Niyasti P, Saberi A, Hatamyain H, Ajamian F, Shirkouhi SG, Mirzanejad L, Andalib S. Association of Insulin Receptor Substrate-1 Gene Polymorphism (rs1801278) with Alzheimer’s Disease. J Alzheimers Dis Rep 2022. [DOI: 10.3233/adr-210060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Background: Alzheimer’s disease (AD) is the most common form of dementia. AD is also the leading cause of morbidity and mortality due to dementia worldwide. It has been shown that AD is associated with type 2 diabetes mellitus (T2DM) and brain insulin resistance. Rs1801278 is a polymorphism in insulin receptor substrate-1 (IRS-1) gene which changes the amino acid Arg972. This polymorphism has been found to be associated with susceptibility to AD in some populations. Objective: In the present study, our aim was to investigate the association of Arg972 IRS-1 (rs1801278) gene polymorphism and late-onset Alzheimer’s disease (LOAD) in an Iranian population. Methods: In this case-control study, 150 patients with LOAD and 150 unrelated healthy controls were recruited. Polymerase chain reaction (PCR) was performed to amplify a DNA segment of 263 base-pair (bp) length containing the single nucleotide polymorphism (SNP). The PCR product was then incubated with MvaI restriction enzyme to undergo enzymatic cleavage. Electrophoresis was thereafter carried out using agarose gel and DNA safe stain. The gel was ultimately visualized under a UV trans-illuminator. Allelic and genotypic frequencies were then compared. Results: A allele (mutant) of the gene was significantly associated with the risk of AD after adjustment for sex and age (p = 0.04, adjusted OR:1.77, 95% CI:1.00–3.11). Only AA genotype (mutant homozygote) was significantly associated with the risk of AD after adjustment for sex and age (p = 0.01, adjusted OR:2.39, 95% CI:1.22–4.66). Conclusion: SNP rs1801278 is significantly associated with the risk of developing AD in the studied Iranian population.
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Affiliation(s)
- Parham Niyasti
- School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Alia Saberi
- Neuroscience Research Center, Department of Neurology, Poursina Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Hamidreza Hatamyain
- Neuroscience Research Center, Department of Neurology, Poursina Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
| | - Farzam Ajamian
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - Samaneh Ghorbani Shirkouhi
- School of Medicine, Shahroud University of Medical Sciences, Shahroud, Iran
- Neuroscience Research Center, Poursina Hospital, Guilan University of MedicalSciences, Rasht, Iran
| | - Laleh Mirzanejad
- Department of Biology, Faculty of Sciences, University of Guilan, Rasht, Iran
| | - Sasan Andalib
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
- Research Unit of Clinical Physiology and Nuclear Medicine, Department of Nuclear Medicine, Odense University Hospital, Odense, Denmark
- Neuroscience Research Center, Poursina Hospital, School of Medicine, Guilan University of Medical Sciences, Rasht, Iran
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