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You, Yang

https://orcid.org/0000-0003-0574-7827

Mayo Clinic

Mayo Clinic

Citations 14

Human iPSC models reveal APOE4-induced microglial remodeling and extracellular vesicle dysregulation in AD pathogenesis
Ikezu, Tsuneya , You, Yang , Nguyen, Son , Mann, Sean, Vadakattu, Prakruthi, Kanekiyo, Takahisa , Zhang, Zhengrong, Ray, Nibedita Basu, Tuck, Tony, TCW, Julia , Ikezu, Seiko , Gonzalez-Perez, Maria Paz , Ikezu, Tsuneya , Yang, You , Nguyen, Son , Goate, Alison , Karch, Celeste M. , Poon, Wayne W. , Shaffer, Scott A. , Duong, Angela

No container title available | September 10, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-8594804/v1 Get It

Abstract The apolipoprotein E ε4 ( APOE4 ) allele is the strongest genetic risk factor for late-onset Alzheimer’s disease (AD), yet the mechanistic underpinnings by which it alters human microglial function remain poorly understood. Here, we utilize CRISPR/Cas9-engineered isogenic human induced pluripotent stem cell-derived microglia-like cells (iMGs) expressing APOE3 or APOE4 to systematically interrogate genotype-dependent effects on microglial proteomes and their secreted extracellular vesicles (EVs) under basal and fibrillar amyloid-β (fAβ)-challenged conditions. Quantitative proteomics revealed that APOE4 iMGs exhibit downregulated RNA processing, impaired phagocytosis, and exacerbated pro-inflammatory signaling, particularly upon fAβ exposure. Functionally, APOE4 iMGs demonstrated increased NF-κB activation, enhanced neuronal apoptosis and tau pathology in 2D and 3D co-culture systems. Interestingly, APOE4 iMGs released greater amount of EVs enriched in proteasomal components over APOE3 iMG. Integrated proteomic analyses further highlighted APOE4 -specific selective packaging of EV cargo linked to neuron-glia communication, inflammatory signaling, and proteostasis dysregulation, suggesting a potent, non-cell-autonomous mechanism driving neuronal damage. Consistently, these APOE4 iMGEVs were preferentially internalized by neurons, leading to disrupted neuronal proteostasis, impaired neuronal firing, and increased tau phosphorylation, particularly under pathological stress. Notably, pharmacologic inhibition of NF-κB in APOE4 iMGs reduced EV cargo-loading of proteasomal molecules and mitigated iMGEV-driven neuronal dysfunction and tau pathology. These findings establish a mechanistic link between APOE4 , dysregulated microglial homeostasis, and microglial EV-mediated propagation of proteostatic dysfunction and neurodegeneration, advancing our understanding of how APOE4 contributes to AD pathogenesis.
P2RX7 regulates tauopathy progression via tau and mitochondria loading in extracellular vesicles
Ikezu, Tsuneya , Bodart‐Santos, Victor , You, Yang , Ellison, Justice, Radhakishun, Stephanie, Ray, Nibedita Basu, Melvin, Bridgette, Kurti, Aishe, Liang, Zhewei , Sakai, Yuta, Fiddes, Lindsey K. , Ikezu, Seiko , Ravula, Arun Reddy, Yang, You , Ruan, Zhi , Liang, Zhewei , Nguyen, Son , Shaffer, Scott , Springer, Wolfdieter , Ikezu, Tsuneya , Ravula, Arun Reddy , Abdullah, Mohammad, Ellison, Justice, Sakai, Yuta, O'Brien, Daniel, Shaffer, Scott A. , Butovsky, Oleg , Springer, Wolfdieter

No container title available | June 23, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-6771517/v1 Get It

Abstract P2x purinoreceptor 7 (P2RX7), an ATP-gated ion channel, is known to play pivotal roles in the progression of Alzheimer’s disease (AD), although its cell type-specific pathological mechanisms have yet to be elucidated. Here, we show that genetic deletion of P2rx7 mitigates brain atrophy, tau accumulation and cognitive impairment in PS19 tauopathy mice. Specific deletion of P2rx7 in microglia, but not astrocytes, significantly suppresses tau propagation from the entorhinal cortex to CA1 in the hippocampus, an early event in AD pathology. Single-cell (sc)-RNA sequencing of mouse brains revealed specific P2rx7 expression in microglia, inducing inflammatory changes accompanied by elevated extracellular vesicles (EVs) secretion in PS19 mice. Brain-derived EVs (BDEVs) proteome demonstrated that P2RX7 increases EV cargo loading of tau and mitochondrial molecules in BDEVs from PS19 mice, which was further validated by single-molecule super-resolution. Notably, following the injection of BDEVs isolated from PS19 mice with or without P2rx7 deficiency, the microglial transcriptome of recipient mice revealed enriched DNA-sensing and type II interferon signaling in response to BDEVs from PS19 mice, which was diminished in the group injected with P2rx7-deficient BDEVs. Thus, our results indicate that P2RX7 regulates EV-mediated tau and mitochondrial transfer and inflammatory activation in microglia with increased EV secretion, thereby contributing to tauopathy and neurodegeneration, highlighting the therapeutic potential of targeting the P2RX7-EV axis in AD.
Sex specific correction of maternal inflammation-induced behavioral abnormalities by the inhibition of colony-stimulating factor 1 receptor
Yeh, Hana , Kalavai, Srinidhi Venkatesan , Touch, Nina, Hersh, Samuel, Monguillon, Pauline, Ikezu, Seiko , Delpech, Jean-Christophe , You, Yang , Ruan, Zhi , Monguillon, Pauline , Johnson, W. Evan , Rau, Andréa , Madore, Charlotte , Ikezu, Tsuneya

No container title available | June 3, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1101/2025.05.30.657085 Get It

Abstract We have previously reported the therapeutic effect of depletion and regeneration of endogenous microglia on autism spectrum disorder-like behaviors in offspring from the dams under maternal immune activation (MIA) by dampening their neuritogenic activation. Here we show a long-lasting pathological effect by MIA, leading to abnormal behaviors in offspring mice in a sex-specific manner at 3 months of age. MIA was induced by injecting Polyinosinic:polycytidylic acid [Poly(I:C)] at 10mg/kg at E9.5 with preselected dams based on the immunoreactivity to low-dose Poly(I:C) injection. MIA offspring show impairments in sociability, repetitive behavior, and spatial working and associative memories in both sexes, whereas only male offspring show social novelty deficit. MIA has no effect on anxiety-like behavior nor sensori-motor or locomotor activity. Administering colony stimulating factor receptor (CSF1R) inhibitor in young adult MIA offspring regenerates microglia and ameliorates sociability deficits in males and spatial working and associative memory impairments in both sexes without effect on social novelty impairments. Transcriptomic analysis of prefrontal cortex and hippocampal tissues reveals MIA and sex-specific pathways and highlights potential key genes involved in the corrective effect of microglial regeneration in MIA offspring. Our results underscore the potential of the sex-specific therapeutic applications of CSF1R inhibitor for MIA-related social and cognitive disorders.
Unique lipid cargoes in APOE4 human brain-derived extracellular vesicles recruit cell adhesion molecules and promote tauopathy in Alzheimer’s disease
Ikezu, Tsuneya , Zhang, Zhengrong , Bao, Hanmei , Ikezu, Tadafumi C. , Melvin, Bridgette, Scholes, Clara, You, Yang , Ellison, Justice, Kanekiyo, Takahisa , DeTure, Michael , Peng, Junmin , Ikezu, Seiko , Yu, Kaiwen , Ikezu, Tadafumi, Ravula, Arun Reddy, Yang, You , Kanekiyo, Takahisa , Wszolek, Z.K. , Han, Xianlin , Peng, Junmin , Ikezu, Tsuneya , Ravula, Arun Reddy , Ellison, Justice, Wszołek, Zbigniew K. , Dickson, Dennis W.

No container title available | May 26, 2025 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-6508552/v1 Get It

Abstract Brain-derived extracellular vesicles (BDEVs) carry tau filaments and promote tau transmission in Alzheimer’s disease (AD). However, how APOE ε4 allele, a key genetic risk factor for AD, may change BDEV molecular structures thereby facilitate disease progression is poorly understood. Here we report comprehensive analyses of BDEVs isolated from human E3/3 and E4/4 AD brains with a biological multi-omics approach. E4/4 BDEVs significantly enhanced tau propagation in aged human MAPT (Tau) knock-in and APPNL-G-F: Tau double knock-in mouse brains in vivo and increased neuronal uptake and excitability in induced pluripotent stem cell-derived neurons (iNeurons) compared to E3/3 BDEVs in vitro. Notably, correlation analysis of BDEV-lipidome and proteome exhibited synergistic enrichment in unsaturated free fatty acid (FFA)18:2, a precursor of inflammatory w6 FFA, and neural cell adhesion molecule 1 (NCAM1). Treatment of iNeurons with FFA 18:2 induces NCAM1 expression, recruits tau into EVs and enhance their tau seeding activity, which is blocked by NCAM1 antibody in vitro . Finally, intracerebroventricular injection of NCAM1 antibody significantly alleviated pathological tau accumulation and glial inflammation in PS19 tauopathy mouse brains, which had previously been reported to exhibit increased level of 18:2 FFA. This highlights novel pathological mechanism in tau transfer mediated by E4/4 BDEVs and emphasizes strong therapeutic potential of targeting EV molecules in AD progression.
ATP1A3 as a target for isolating neuron‐specific extracellular vesicles from human brain and biofluids
Zhang, Zhengrong , Sultana, Nadia , Martens, Yuka A. , Sun, Min , Kanekiyo, Takahisa , Ikezu, Seiko , You, Yang , Sultana, Nadia, Ericsson, Maria , Ikezu, Tsuneya , Shaffer, Scott A.

Alzheimer's & Dementia | January 9, 2025 | Volume: 20 | Issue: S2 | Pages: No page available

10.1002/alz.088090 Get It

AbstractBackgroundNeuron‐derived extracellular vesicles (NDEVs) are a valuable resource for understanding brain conditions and discovering neurodegenerative diseases biomarkers, notably Alzheimer’s disease (AD). Recent interest focuses on capturing neuron‐specific EVs from patient‐derived samples, characterizing their contents as a pathological reflection of the central nervous system (CNS). Our recent study identified ATPase Na+/K+ Transporting Subunit Alpha 3 (ATP1A3) as a prevalent neuron‐specific EV marker specifically expressed in brains. This study systematically analyzes neuronal EVs to assess the specificity of ATP1A3 to NDEVs and its potential as a target for NDEV pulldown from accessible biofluids for disease monitoring. Additionally, ATP1A3 is compared with other proposed NDEV markers.MethodWe applied immunoelectron microscopy to detect ATP1A3, L1 cell adhesion molecule (L1CAM) and neural cell adhesion molecule 1 (NCAM1) in EVs isolated from iPSC‐derived excitatory neurons, brain tissue, cerebrospinal fluid (CSF) and plasma. Neuronal EV enrichment was achieved through immunoaffinity isolation, utilizing anti‐ATP1A3, L1CAM and NCAM1 antibodies separately. Evaluation involved quantitative mass‐spectrometry, immunoblotting and ELISA. To compare the enrichment of neuronal markers, EVs isolated from CSF and plasma samples were analyzed using ExoView and Nanoimager. Additionally, we investigated the potential of ATP1A3+ plasma EVs as AD biomarker by comparing the value of amyloid‐beta peptide (Aβ) in ATP1A3+ plasma EVs measured by Nanoimager and other plasma AD biomarkers as determined by SIMOA.ResultATP1A3, identified as a neuron‐specific protein, exhibits substantial enrichment in NDEVs isolated from induced human neurons, brain tissue, CSF, and plasma samples, surpassing NCAM1 or L1CAM. Both single‐ and bulk‐EV analysis consistently demonstrate a higher enrichment of ATP1A3 associated EVs in human samples. Immunoprecipitation of ATP1A3+ EVs from human brain tissues reveals superior neuronal cell‐type specificity over NCAM1+ and L1CAM+ EVs by label‐free mass spectrometry. Increased Aβ levels are observed in ATP1A3+ EVs derived from CSF and plasma of AD cases by SIMOA. Moreover, Aβ+ populations in ATP1A3+ EVs from plasma can distinguish AD from mild cognitive impairment and control cases via Nanoimager compared to the conventional quantification of AD markers.ConclusionOur findings demonstrate that ATP1A3 as a promising target for isolating NDEVs from biofluids, offering potential diagnostic advancements in neurological research.
The P301L tau mutation alters extracellular vesicle biogenesis in astrocyte and contributes to astrocyte‐mediated tau pathology in a human iPSC‐derived model of tauopathies
Mann, Sean D, Lü, Wenyan, Ikezu, Seiko , Kanekiyo, Takahisa , Sławek, Jarosaw, You, Yang , Mann, Sean D, Poon, Wayne W. , Dickson, Dennis W. , Sławek, Jarosaw, Wszołek, Zbigniew K. , Ikezu, Tsuneya

Alzheimer's & Dementia | January 3, 2025 | Volume: 20 | Issue: S1 | Pages: No page available

10.1002/alz.088991 Get It

AbstractBackgroundTauopathies are a group of neurodegenerative disorders which are characterized by the accumulation of abnormal tau protein in the brain. However, the mechanistic understanding of pathogenic tau formation and spread within the brain remains elusive. Astrocytes are major immune reactive cells in the brain and have been implicated in exacerbating tau pathology by releasing extracellular vesicles (AEVs) containing pro‐inflammatory cytokines and chemokines upon activation. Our prior investigation revealed a significant association between AEVs and tau pathology development, as well as cognitive function, by analyzing brain‐derived EV proteins from AD patients. In this study, we explore the potential roles of AEVs in tau pathogenesis using a human induced pluripotent stem cell (iPSC) model.MethodWe obtained two male P301L tau mutant iPSC lines from a Polish family with frontotemporal dementia. By including two male control lines, these iPSCs were differentiated into astrocytes (iAs) and characterized by immunocytochemistry and subjected for bulk RNAseq. Bioinformatics analysis was conducted to compare the transcriptome profile between wild‐type (WT) and P301L iAs. EVs from WT and P301L iAs were isolated by ultracentrifugation combined with size exclusion chromatography. Characterization of WT and P301L iAEVs involved nanoparticle tracking analysis, nano‐flow cytometry and super‐resolution microscopy.ResultWe successfully differentiated WT and P301L mutant iPSC lines into astrocytes with >99% purity. P301L iAs displayed distinctive astrocyte reactivity compared to WT cells, with elevated levels of pan‐reactive astrocyte genes (e.g., GFAP, CD44) and decreased expression of neuroprotective A2 astrocyte‐specific genes (e.g., TM4SF1, PTGS2). Additionally, gene enrichment set analysis of RNAseq data revealed dysregulation in the endo‐lysosomal pathway and extracellular matrix in P301L iAs compared to WT iAs. The count of intraluminal vesicles marked by CD9+ were reduced in P301L iAs compared to WT cells. Moreover, we observed a significant increase in the internalization of Tau by P301L iAs compared to WT iAs following incubation with preformed Tau fibrils, resulting in an augmented release of tau‐containing EVs from P301L iAs.ConclusionOur findings suggest a potential alteration in EV biogenesis in P301L iAs, potentially contributing to astrocyte‐mediated tau pathology. Future investigations will focus on understanding how AEVs contribute to tau propagation and accumulation.
Modeling Lewy body disease with SNCA triplication iPSC-derived cortical organoids and identifying therapeutic drugs
Jin, Yunjung , Li, Fuyao , Li, Zonghua , Ikezu, Tadafumi C. , O’Leary, Justin , Selvaraj, Manikandan , Zhu, Yiyang , Martens, Yuka A. , Koga, Shunsuke , Santhakumar, Hannah , Li, Yonghe , Lü, Wenyan, You, Yang , Lolo, Kiara , DeTure, Michael , Davis, Mary Dabney , McLean, Pamela J. , Ross, Owen A. , Kanekiyo, Takahisa , Zhao, Na , Beasley, Alexandra I , Davis, Mary D , McLean, Pamela J , Ross, Owen A , Kanekiyo, Takahisa , Ikezu, Tsuneya , Caulfield, Thomas R , Carr, Jonathan , Wszolek, Z.K. , Bu, Guojun , Dickson, Dennis W , Zhao, Na , Koga, Shunsuke , Li, Zonghua , Li, Fuyao , Yang, You , Soto‐Beasley, Alexandra I. , Ikezu, Tsuneya , Caulfield, Thomas R. , Carr, Jonathan , Wszołek, Zbigniew K. , Bu, Guojun , Dickson, Dennis W.

Science Advances | September 11, 2024 | Volume: 10 | Issue: 37 | Pages: No page available

10.1126/sciadv.adk3700 Get It

Aggregated α-synuclein (α-SYN) proteins, encoded by the SNCA gene, are hallmarks of Lewy body disease (LBD), affecting multiple brain regions. However, the specific mechanisms underlying α-SYN pathology in cortical neurons, crucial for LBD-associated dementia, remain unclear. Here, we recapitulated α-SYN pathologies in human induced pluripotent stem cells (iPSCs)–derived cortical organoids generated from patients with LBD with SNCA gene triplication. Single-cell RNA sequencing, combined with functional and molecular validation, identified synaptic and mitochondrial dysfunction in excitatory neurons exhibiting high expression of the SNCA gene, aligning with observations in the cortex of autopsy-confirmed LBD human brains. Furthermore, we screened 1280 Food and Drug Administration–approved drugs and identified four candidates (entacapone, tolcapone, phenazopyridine hydrochloride, and zalcitabine) that inhibited α-SYN seeding activity in real-time quaking-induced conversion assays with human brains, reduced α-SYN aggregation, and alleviated mitochondrial dysfunction in SNCA triplication organoids and excitatory neurons. Our findings establish human cortical LBD models and suggest potential therapeutic drugs targeting α-SYN aggregation for LBD.
Single‐extracellular vesicle (EV) analyses validate the use of L1 Cell Adhesion Molecule (L1CAM) as a reliable biomarker of neuron‐derived EVs
Nogueras‐Ortiz, Carlos , Eren, Erden , Yao, Pamela J. , Calzada, Elizabeth , Dunn, Christopher J. , Volpert, Olga V. , Delgado‐Peraza, Francheska , Lyashkov, Alexey E., Vreones, Michael , Cheng, Lesley , You, Yang , Eitan, Erez , Goetzl, Edward J. , Kapogiannis, Dimitrios , Nogueras-Ortiz, Carlos J , Volpert, Olga , Vreones, Michael , Hill, Andrew F , Ikezu, Tsuneya , Yang, You , Dunn, Christopher, Mustapić, Maja , Rubio, Francisco Javier , Hill, Andrew F. , Ikezu, Tsuneya

Journal of Extracellular Vesicles | June 13, 2024 | Volume: 13 | Issue: 6 | Pages: No page available

10.1002/jev2.12459 Get It

Abstract Isolation of neuron‐derived extracellular vesicles (NDEVs) with L1 Cell Adhesion Molecule (L1CAM)‐specific antibodies has been widely used to identify blood biomarkers of CNS disorders. However, full methodological validation requires demonstration of L1CAM in individual NDEVs and lower levels or absence of L1CAM in individual EVs from other cells. Here, we used multiple single‐EV techniques to establish the neuronal origin and determine the abundance of L1CAM‐positive EVs in human blood. L1CAM epitopes of the ectodomain are shown to be co‐expressed on single‐EVs with the neuronal proteins β‐III‐tubulin, GAP43, and VAMP2, the levels of which increase in parallel with the enrichment of L1CAM‐positive EVs. Levels of L1CAM‐positive EVs carrying the neuronal proteins VAMP2 and β‐III‐tubulin range from 30% to 63%, in contrast to 0.8%–3.9% of L1CAM‐negative EVs. Plasma fluid‐phase L1CAM does not bind to single‐EVs. Our findings support the use of L1CAM as a target for isolating plasma NDEVs and leveraging their cargo to identify biomarkers reflecting neuronal function.
Recommendations for reproducibility of cerebrospinal fluid extracellular vesicle studies
Sandau, Ursula S. , Magaña, Setty M. , Costa, Júlia , Nolan, John P. , Ikezu, Tsuneya , Vella, Laura J. , Jackson, Hannah K. , Palacio, Paola Loreto , Hill, Andrew F. , Keuren‐Jensen, Kendall Van , McFarland, Trevor J. , Palade, Joanna , Sribnick, Eric A. , Su, Huaqi , Vekrellis, Kostas , Coyle, Beth , Saugstad, Julie A. , Force, International Society for Extracellular Vesicles Cerebrospinal Fluid Task, Moreira, Lissette Retana , Hill, Andrew F , Quinn, Joseph F , Van Keuren-Jensen, Kendall R , McFarland, Trevor J , Sribnick, Eric A , Su, Huaqi , Vekrellis, Kostas , Coyle, Beth , Yang, You , Falcón-Perez, Juan Manual , Nieuwland, Rienk , Saugstad, Julie A , Ikezu, Tsuneya , Quinn, Joseph F. , Palade, Joanna , You, Yang , Falcón‐Pérez, Juan Manuel , Nieuwland, Rienk , Force, International Society for Extracellular Vesicles Cerebrospinal Fluid Task

Journal of Extracellular Vesicles | December 29, 2023 | Volume: 13 | Issue: 1 | Pages: No page available

10.1002/jev2.12397 Get It

Abstract Cerebrospinal fluid (CSF) is a clear, transparent fluid derived from blood plasma that protects the brain and spinal cord against mechanical shock, provides buoyancy, clears metabolic waste and transports extracellular components to remote sites in the brain. Given its contact with the brain and the spinal cord, CSF is the most informative biofluid for studies of the central nervous system (CNS). In addition to other components, CSF contains extracellular vesicles (EVs) that carry bioactive cargoes (e.g., lipids, nucleic acids, proteins), and that can have biological functions within and beyond the CNS. Thus, CSF EVs likely serve as both mediators of and contributors to communication in the CNS. Accordingly, their potential as biomarkers for CNS diseases has stimulated much excitement for and attention to CSF EV research. However, studies on CSF EVs present unique challenges relative to EV studies in other biofluids, including the invasive nature of CSF collection, limited CSF volumes and the low numbers of EVs in CSF as compared to plasma. Here, the objectives of the International Society for Extracellular Vesicles CSF Task Force are to promote the reproducibility of CSF EV studies by providing current reporting and best practices, and recommendations and reporting guidelines, for CSF EV studies. To accomplish this, we created and distributed a world‐wide survey to ISEV members to assess methods considered ‘best practices’ for CSF EVs, then performed a detailed literature review for CSF EV publications that was used to curate methods and resources. Based on responses to the survey and curated information from publications, the CSF Task Force herein provides recommendations and reporting guidelines to promote the reproducibility of CSF EV studies in seven domains: (i) CSF Collection, Processing, and Storage; (ii) CSF EV Separation/Concentration; (iii) CSF EV Size and Number Measurements; (iv) CSF EV Protein Studies; (v) CSF EV RNA Studies; (vi) CSF EV Omics Studies and (vii) CSF EV Functional Studies.
ATP1A3 as a target for isolating neuron-specific extracellular vesicles from human brain and biofluids
You, Yang , Zhang, Zhengrong , Sultana, Nadia , Ericsson, Maria , Martens, Yuka A. , Sun, Min , Kanekiyo, Takahisa , Ikezu, Seiko , Shaffer, Scott A. , Ikezu, Tsuneya , Ikezu, Tsuneya , Yang, You , Shaffer, Scott , Sultana, Nadia

Science Advances | September 15, 2023 | Volume: 9 | Issue: 37 | Pages: No page available

10.1126/sciadv.adi3647 Get It

Neuron-derived extracellular vesicles (NDEVs) are potential biomarkers of neurological diseases although their reliable molecular target is not well established. Here, we demonstrate that ATPase Na + /K + transporting subunit alpha 3 (ATP1A3) is abundantly expressed in extracellular vesicles (EVs) isolated from induced human neuron, brain, cerebrospinal fluid, and plasma in comparison with the presumed NDEV markers NCAM1 and L1CAM by using super-resolution microscopy and biochemical assessments. Proteomic analysis of immunoprecipitated ATP1A3 + brain-derived EVs shows higher enrichment of synaptic markers and cargo proteins relevant to Alzheimer’s disease (AD) compared to NCAM1 + or LICAM + EVs. Single particle analysis shows the elevated amyloid-β positivity in ATP1A3 + EVs from AD plasma, providing better diagnostic prediction of AD over other plasma biomarkers. Thus, ATP1A3 is a reliable target to isolate NDEV from biofluids for diagnostic research.