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Maheshwari H, Garg P, Srivastava P. In silico analysis predicts mutational consequences of CITED2, NUDT4, and Ar18B in patients with bipolar disorder. Behav Brain Res 2025; 476:115257. [PMID: 39299576 DOI: 10.1016/j.bbr.2024.115257] [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] [Received: 04/01/2024] [Revised: 08/08/2024] [Accepted: 09/17/2024] [Indexed: 09/22/2024]
Abstract
Bipolar disorder is a mood-related disorder, which can be portrayed as extreme shifts in energy, mood, and activity levels which can also be characterized by manic highs and depressive lows that can be often misdiagnosed as unipolar disorder due to primitive diagnostics techniques based on clinical assessments as well as diagnostic complexities arising due to its heterogeneous nature and overlapping symptoms with conditions like schizophrenia. leading to delays in treatment Strong evidence in support of genetic and epigenetic aspects of bipolar disorder, including mechanisms such as compromised hypothalamic-pituitary-adrenal axis, immune-inflammatory imbalances, oxidative stress, and mitochondrial dysfunction are found. Moreover, some previous research has already stated the role of genes like CITED2, NUDT4, and Arl8B in these processes. The primary goal of this study is to investigate the involvement of the genes in exploring and validating their potential as biomarkers for bipolar disorder. In silico tools like MutationTaster, PolyPhen2, SIFT, GTEx, PhenoScanner, and RegulomeDB were used to perform mutational and gene expression analyses. Results revealed potentially dangerous mutations caused in CITED2, NUDT4, and Arl8B, those which can have diverse outcomes. RegulomeDB, GTEx, and PhenoScanner reveal the involvement of these genes in various brain regions highlighting their relevance to bipolar disorder. This analysis suggests the potential utility of CITED2, NUDT4, and Arl8B as diagnostic markers hence shedding light on their roles to elaborate the molecular range of bipolar disorder. The study also contributes to providing valuable insights into the genetic and molecular basis of bipolar disorders.
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Affiliation(s)
- Harshita Maheshwari
- Amity Institute of Biotechnology, Amity University Uttar Pradesh, Lucknow Campus, 226028, India
| | - Prekshi Garg
- Amity Institute of Biotechnology, Amity University Uttar Pradesh, Lucknow Campus, 226028, India
| | - Prachi Srivastava
- Amity Institute of Biotechnology, Amity University Uttar Pradesh, Lucknow Campus, 226028, India.
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Räsänen J, Heikkinen S, Mäklin K, Lipponen A, Kuulasmaa T, Mehtonen J, Korhonen VE, Junkkari A, Grenier-Boley B, Bellenguez C, Oinas M, Avellan C, Frantzén J, Kotkansalo A, Rinne J, Ronkainen A, Kauppinen M, von Und Zu Fraunberg M, Lönnrot K, Satopää J, Perola M, Koivisto AM, Julkunen V, Portaankorva AM, Mannermaa A, Soininen H, Helisalmi S, Jääskeläinen JE, Lambert JC, Eide PK, Palotie A, Kurki MI, Hiltunen M, Leinonen V. Risk Variants Associated With Normal Pressure Hydrocephalus: Genome-Wide Association Study in the FinnGen Cohort. Neurology 2024; 103:e209694. [PMID: 39141892 PMCID: PMC11361830 DOI: 10.1212/wnl.0000000000209694] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Accepted: 05/24/2024] [Indexed: 08/16/2024] Open
Abstract
BACKGROUND AND OBJECTIVES Large-scale genome-wide studies of chronic hydrocephalus have been lacking. We conducted a genome-wide association study (GWAS) in normal pressure hydrocephalus (NPH). METHODS We used a case-control study design implementing FinnGen data containing 473,691 Finns with genotypes and nationwide health records. Patients with NPH were selected based on ICD-10 G91.2 diagnosis. To select patients with idiopathic NPH (iNPH) for sensitivity analysis, we excluded patients with a potentially known etiology of the condition using an algorithm on their disease history. The controls were the remaining non-hydrocephalic participants. For a replication analysis, the NPH cohort from UK Biobank (UKBB) was used. RESULTS We included 1,522 patients with NPH (mean age 72.2 years, 53% women) and 451,091 controls (mean age 60.5 years, 44% women). In the GWAS comparing patients with NPH with the controls, we identified 6 gene regions significantly (p < 5.0e-8) associated with NPH that replicated in a meta-analysis with UKBB (NPH n = 173). The top loci near the following genes were rs7962263, SLCO1A2 (odds ratio [OR] 0.71, 95% CI 0.65-0.78, p = 1.0e-14); rs798495, AMZ1/GNA12 (OR 1.29, 95% CI 1.20-1.39, p = 2.9e-12); rs10828247, MLLT10 (OR 0.77, 95% CI 0.71-0.83, p = 1.5e-11); rs561699566 and rs371919113, CDCA2 (OR 0.76, 95% CI 0.70-0.82, p = 1.5e-11); rs56023709, C16orf95 (OR 1.24, 95% CI 1.16-1.33, p = 3.0e-9); and rs62434144, PLEKHG1 (OR 1.23, 95% CI 1.14-1.32, p = 1.4e-8). In the sensitivity analysis comparing only patients with iNPH (n = 1,055) with the controls (n = 451,091), 4 top loci near the following genes remained significant: rs7962263, SLCO1A2 (OR 0.70, 95% CI 0.63-0.78, p = 2.1e-11); rs10828247, MLLT10 (OR 0.74, 95% CI 0.62-0.82, p = 4.6e-10); rs798511, AMZ1/GNA12 (OR 1.28, 95% CI 1.17-1.39, p = 1.7e-8); and rs56023709, C16orf95 (OR 1.28, 95% CI 1.17-1.39, p = 1.7e-8). DISCUSSION We identified 6 loci significantly associated with NPH in the thus far largest GWAS in chronic hydrocephalus. The genes near the top loci have previously been associated with blood-brain barrier and blood-CSF barrier function and with increased lateral brain ventricle volume. The effect sizes and allele frequencies remained similar in NPH and iNPH cohorts, indicating the identified loci are risk determinants for iNPH and likely not explained by associations with other etiologies. However, the exact role of these loci is still unknown, warranting further studies.
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Affiliation(s)
- Joel Räsänen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Sami Heikkinen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Kiira Mäklin
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Anssi Lipponen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Teemu Kuulasmaa
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Juha Mehtonen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Ville E Korhonen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Antti Junkkari
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Benjamin Grenier-Boley
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Celine Bellenguez
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Minna Oinas
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Cecilia Avellan
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Janek Frantzén
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Anna Kotkansalo
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Jaakko Rinne
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Antti Ronkainen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Mikko Kauppinen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Mikael von Und Zu Fraunberg
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Kimmo Lönnrot
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Jarno Satopää
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Markus Perola
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Anne M Koivisto
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Valtteri Julkunen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Anne M Portaankorva
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Arto Mannermaa
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Hilkka Soininen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Seppo Helisalmi
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Juha E Jääskeläinen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Jean-Charles Lambert
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Per K Eide
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Aarno Palotie
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Mitja I Kurki
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Mikko Hiltunen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
| | - Ville Leinonen
- From the Department of Neurosurgery (J. Räsänen, K.M., V.E.K., M.O., J.E.J., V.L.), Kuopio University Hospital and Institute of Clinical Medicine-Neurosurgery, and Institute of Biomedicine (S. Heikkinen, K.M., A.L., T.K., M.H.), University of Eastern Finland, Kuopio; Institute for Molecular Medicine Finland (FIMM) (J.M., A.P.), Helsinki Institute of Life Science (HiLIFE), University of Helsinki; Department of Neurology (A.J.), Clinical Neurosciences, Helsinki University Hospital and University of Helsinki, Finland; Univ. Lille (B.G.-B., C.B., J.-C.L.), Inserm, CHU Lille, Institut Pasteur de Lille, U1167-RID-AGE Facteurs de Risque et Déterminants Moléculaires des Maladies Liées au Vieillissement, France; Department of Neurosurgery (M.O., K.L., J.S.), University of Helsinki and Helsinki University Hospital; Clinical Neurosciences (C.A., J.F., A.K., J. Rinne), Department of Neurosurgery, University of Turku and Turku University Hospital; Department of Neurosurgery (A.R.), Tampere University Hospital; Unit of Clinical Neuroscience (M.K., M.v.u.z.F.), Neurosurgery, University of Oulu and Medical Research Center, Oulu University Hospital; Finnish Institute for Health and Welfare (THL) (M.P.); University of Helsinki (M.P.); Department of Neurosciences (A.M.K., A.M.P.), University of Helsinki; Department of Geriatrics (A.M.K.), Helsinki University Hospital; NeuroCenter (A.M.K.), Kuopio University Hospital; Institute of Clinical Medicine-Neurology (V.J., H.S.), University of Eastern Finland; School of Medicine (A.M.), Institute of Clinical Medicine, Pathology and Forensic Medicine, and Translational Cancer Research Area, University of Eastern Finland; Department of Clinical Pathology (A.M.), Kuopio University Hospital; Unit of Clinical Medicine (S. Helisalmi), University of Eastern Finland, Kuopio, Finland; Department of Neurosurgery (P.K.E.), Oslo University Hospital-Rikshospitalet; Institute of Clinical Medicine (P.K.E.), Faculty of Medicine, and KG Jebsen Centre for Brain Fluid Research (P.K.E.), University of Oslo, Norway; Analytical and Translational Genetics Unit (A.P., M.I.K.), Department of Medicine, Massachusetts General Hospital, Boston; Program in Medical and Population Genetics (A.P., M.I.K.), and Stanley Center for Psychiatric Research (A.P., M.I.K.), Broad Institute for Harvard and MIT, Cambridge, MA
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3
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Knol MJ, Poot RA, Evans TE, Satizabal CL, Mishra A, Sargurupremraj M, van der Auwera S, Duperron MG, Jian X, Hostettler IC, van Dam-Nolen DHK, Lamballais S, Pawlak MA, Lewis CE, Carrion-Castillo A, van Erp TGM, Reinbold CS, Shin J, Scholz M, Håberg AK, Kämpe A, Li GHY, Avinun R, Atkins JR, Hsu FC, Amod AR, Lam M, Tsuchida A, Teunissen MWA, Aygün N, Patel Y, Liang D, Beiser AS, Beyer F, Bis JC, Bos D, Bryan RN, Bülow R, Caspers S, Catheline G, Cecil CAM, Dalvie S, Dartigues JF, DeCarli C, Enlund-Cerullo M, Ford JM, Franke B, Freedman BI, Friedrich N, Green MJ, Haworth S, Helmer C, Hoffmann P, Homuth G, Ikram MK, Jack CR, Jahanshad N, Jockwitz C, Kamatani Y, Knodt AR, Li S, Lim K, Longstreth WT, Macciardi F, Mäkitie O, Mazoyer B, Medland SE, Miyamoto S, Moebus S, Mosley TH, Muetzel R, Mühleisen TW, Nagata M, Nakahara S, Palmer ND, Pausova Z, Preda A, Quidé Y, Reay WR, Roshchupkin GV, Schmidt R, Schreiner PJ, Setoh K, Shapland CY, Sidney S, St Pourcain B, Stein JL, Tabara Y, Teumer A, Uhlmann A, van der Lugt A, Vernooij MW, Werring DJ, Windham BG, Witte AV, Wittfeld K, Yang Q, Yoshida K, Brunner HG, Le Grand Q, Sim K, Stein DJ, Bowden DW, Cairns MJ, Hariri AR, Cheung CL, Andersson S, Villringer A, Paus T, Cichon S, Calhoun VD, Crivello F, Launer LJ, White T, Koudstaal PJ, Houlden H, Fornage M, Matsuda F, Grabe HJ, Ikram MA, Debette S, Thompson PM, Seshadri S, Adams HHH. Genetic variants for head size share genes and pathways with cancer. Cell Rep Med 2024; 5:101529. [PMID: 38703765 PMCID: PMC11148644 DOI: 10.1016/j.xcrm.2024.101529] [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] [Received: 11/30/2021] [Revised: 09/18/2023] [Accepted: 04/04/2024] [Indexed: 05/06/2024]
Abstract
The size of the human head is highly heritable, but genetic drivers of its variation within the general population remain unmapped. We perform a genome-wide association study on head size (N = 80,890) and identify 67 genetic loci, of which 50 are novel. Neuroimaging studies show that 17 variants affect specific brain areas, but most have widespread effects. Gene set enrichment is observed for various cancers and the p53, Wnt, and ErbB signaling pathways. Genes harboring lead variants are enriched for macrocephaly syndrome genes (37-fold) and high-fidelity cancer genes (9-fold), which is not seen for human height variants. Head size variants are also near genes preferentially expressed in intermediate progenitor cells, neural cells linked to evolutionary brain expansion. Our results indicate that genes regulating early brain and cranial growth incline to neoplasia later in life, irrespective of height. This warrants investigation of clinical implications of the link between head size and cancer.
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Affiliation(s)
- Maria J Knol
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Raymond A Poot
- Department of Cell Biology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Tavia E Evans
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Claudia L Satizabal
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA; The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France
| | - Muralidharan Sargurupremraj
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA
| | - Sandra van der Auwera
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; German Centre of Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Marie-Gabrielle Duperron
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France
| | - Xueqiu Jian
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Isabel C Hostettler
- Stroke Research Centre, University College London, Institute of Neurology, London, UK; Department of Neurosurgery, Klinikum rechts der Isar, University of Munich, Munich, Germany; Neurosurgical Department, Cantonal Hospital St. Gallen, St. Gallen, Switzerland
| | - Dianne H K van Dam-Nolen
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Sander Lamballais
- Department of Clinical Genetics, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Mikolaj A Pawlak
- Department of Neurology, Poznań University of Medical Sciences, Poznań, Poland; Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Cora E Lewis
- Department of Epidemiology, School of Public Health, University of Alabama at Birmingham School of Medicine, Birmingham, AL, USA
| | - Amaia Carrion-Castillo
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands
| | - Theo G M van Erp
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA; Center for the Neurobiology of Learning and Memory, University of California, Irvine, Irvine, CA, USA
| | - Céline S Reinbold
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Computational Life Sciences, Zurich University of Applied Sciences, Wädenswil, Switzerland
| | - Jean Shin
- The Hospital for Sick Children, University of Toronto, Toronto, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Markus Scholz
- Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany; LIFE Research Center for Civilization Disease, Leipzig, Germany
| | - Asta K Håberg
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway; Department of Radiology and Nuclear Medicine, St. Olavs University Hospital, Trondheim, Norway
| | - Anders Kämpe
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden; Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden
| | - Gloria H Y Li
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Reut Avinun
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Joshua R Atkins
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Fang-Chi Hsu
- Department of Biostatistics and Data Science, Wake Forest University School of Medicine, Winston-Salem, NC, USA
| | - Alyssa R Amod
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Max Lam
- North Region, Institute of Mental Health, Singapore, Singapore; Population and Global Health, LKC Medicine, Nanyang Technological University, Singapore, Singapore
| | - Ami Tsuchida
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team VINTAGE, UMR 1219, Bordeaux, France; Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Mariël W A Teunissen
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Neurology, Maastricht University Medical Center+, Maastricht, the Netherlands
| | - Nil Aygün
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Yash Patel
- Institute of Medical Sciences, University of Toronto, Toronto, ON, Canada
| | - Dan Liang
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Alexa S Beiser
- The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA; Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Frauke Beyer
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Collaborative Research Center 1052 Obesity Mechanisms, Faculty of Medicine, University of Leipzig, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Joshua C Bis
- Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA
| | - Daniel Bos
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - R Nick Bryan
- Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA
| | - Robin Bülow
- Institute of Diagnostic Radiology and Neuroradiology, University Medicine Greifswald, Greifswald, Germany
| | - Svenja Caspers
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; Institute for Anatomy I, Medical Faculty & University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Gwenaëlle Catheline
- University of Bordeaux, CNRS, INCIA, UMR 5287, team NeuroImagerie et Cognition Humaine, Bordeaux, France; EPHE-PSL University, Bordeaux, France
| | - Charlotte A M Cecil
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Shareefa Dalvie
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Jean-François Dartigues
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team SEPIA, UMR 1219, Bordeaux, France
| | - Charles DeCarli
- Department of Neurology and Center for Neuroscience, University of California at Davis, Sacramento, CA, USA
| | - Maria Enlund-Cerullo
- Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland
| | - Judith M Ford
- San Francisco Veterans Administration Medical Center, San Francisco, CA, USA; University of California, San Francisco, San Francisco, CA, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands
| | - Barry I Freedman
- Department of Internal Medicine, Section on Nephrology, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Melissa J Green
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia; Neuroscience Research Australia, Sydney, NSW, Australia
| | - Simon Haworth
- Bristol Dental School, University of Bristol, Bristol, UK
| | - Catherine Helmer
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, team LEHA, UMR 1219, Bordeaux, France
| | - Per Hoffmann
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Human Genetics, University of Bonn Medical School, Bonn, Germany
| | - Georg Homuth
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | | | - Neda Jahanshad
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck USC School of Medicine, Los Angeles, CA, USA
| | - Christiane Jockwitz
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; Department of Psychiatry, Psychotherapy and Psychosomatics, RWTH Aachen University, Medical Faculty, Aachen, Germany
| | - Yoichiro Kamatani
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Annchen R Knodt
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Shuo Li
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Keane Lim
- Research Division, Institute of Mental Health, Singapore, Singapore
| | - W T Longstreth
- Department of Neurology, University of Washington, Seattle, WA, USA; Department of Epidemiology, University of Washington, Seattle, WA, USA
| | - Fabio Macciardi
- Laboratory of Molecular Psychiatry, Department of Psychiatry and Human Behavior, School of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Outi Mäkitie
- Department of Molecular Medicine and Surgery, Karolinska Institutet, Stockholm, Sweden; Department of Clinical Genetics, Karolinska University Hospital, Stockholm, Sweden; Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland; Folkhälsan Research Center, Helsinki, Finland
| | - Bernard Mazoyer
- Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France; Centre Hospitalo-Universitaire de Bordeaux, Bordeaux, France
| | - Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, QLD, Australia; School of Psychology, University of Queensland, Brisbane, QLD, Australia; Faculty of Medicine, University of Queensland, Brisbane, QLD, Australia
| | - Susumu Miyamoto
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Susanne Moebus
- Institute for Urban Public Health, University of Duisburg-Essen, Essen, Germany
| | - Thomas H Mosley
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, MS, USA; Memory Impairment and Neurodegenerative Dementia (MIND) Center, Jackson, MS, USA
| | - Ryan Muetzel
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Thomas W Mühleisen
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany; C. and O. Vogt Institute for Brain Research, Medical Faculty, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Manabu Nagata
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Soichiro Nakahara
- Clinical Translational Neuroscience Laboratory, Department of Psychiatry and Human Behavior, University of California, Irvine, Irvine, CA, USA; Unit 2, Candidate Discovery Science Labs, Drug Discovery Research, Astellas Pharma Inc, 21 Miyukigaoka, Tsukuba, Ibaraki 305-8585, Japan
| | - Nicholette D Palmer
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Zdenka Pausova
- The Hospital for Sick Children, University of Toronto, Toronto, Canada; Departments of Physiology and Nutritional Sciences, University of Toronto, Toronto, Canada
| | - Adrian Preda
- Department of Psychiatry, University of California, Irvine, Irvine, CA, USA
| | - Yann Quidé
- School of Clinical Medicine, University of New South Wales, Sydney, NSW, Australia; Neuroscience Research Australia, Sydney, NSW, Australia
| | - William R Reay
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Gennady V Roshchupkin
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Reinhold Schmidt
- Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria
| | | | - Kazuya Setoh
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Chin Yang Shapland
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK; Population Health Sciences, University of Bristol, Bristol, UK
| | - Stephen Sidney
- Kaiser Permanente Division of Research, Oakland, CA, USA
| | - Beate St Pourcain
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, the Netherlands; Donders Institute for Brain, Cognition, and Behaviour, Radboud University, Nijmegen, the Netherlands; MRC Integrative Epidemiology Unit, University of Bristol, Bristol, UK
| | - Jason L Stein
- Department of Genetics UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Yasuharu Tabara
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Alexander Teumer
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany
| | - Anne Uhlmann
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany
| | - Aad van der Lugt
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - David J Werring
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
| | - B Gwen Windham
- Department of Medicine, Division of Geriatrics, University of Mississippi Medical Center, Jackson, MS, USA; Memory Impairment and Neurodegenerative Dementia (MIND) Center, Jackson, MS, USA
| | - A Veronica Witte
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Collaborative Research Center 1052 Obesity Mechanisms, Faculty of Medicine, University of Leipzig, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Katharina Wittfeld
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany; German Centre of Neurodegenerative Diseases (DZNE), Site Rostock/Greifswald, Greifswald, Germany
| | - Qiong Yang
- Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA
| | - Kazumichi Yoshida
- Department of Neurosurgery, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Han G Brunner
- Department of Human Genetics, Donders Institute for Brain, Cognition, and Behaviour, Radboud University Medical Center, Nijmegen, the Netherlands; Department of Clinical Genetics MUMC+, GROW School of Oncology and Developmental Biology, and MHeNs School of Mental Health and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - Quentin Le Grand
- Bordeaux Population Health, University of Bordeaux, INSERM U1219, Bordeaux, France
| | - Kang Sim
- West Region, Institute of Mental Health, Singapore, Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
| | - Dan J Stein
- Department of Child and Adolescent Psychiatry, TU Dresden, Dresden, Germany; SAMRC Unit on Risk and Resilience, University of Cape Town, Cape Town, South Africa
| | - Donald W Bowden
- Department of Biochemistry, Wake Forest School of Medicine, Winston-Salem, NC, USA
| | - Murray J Cairns
- School of Biomedical Sciences and Pharmacy, The University of Newcastle, Callaghan, NSW, Australia; Centre for Brain and Mental Health Research, Hunter Medical Research Institute, Newcastle, NSW, Australia
| | - Ahmad R Hariri
- Laboratory of NeuroGenetics, Department of Psychology & Neuroscience, Duke University, Durham, NC, USA
| | - Ching-Lung Cheung
- Department of Pharmacology and Pharmacy, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Centre for Genomic Sciences, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China; Department of Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Sture Andersson
- Children's Hospital, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Arno Villringer
- Department of Neurology, Max Planck Institute for Cognitive and Brain Sciences, Leipzig, Germany; Day Clinic for Cognitive Neurology, University Hospital Leipzig, Leipzig, Germany
| | - Tomas Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, QC, Canada; Department of Psychiatry, Faculty of Medicine, McGill University, Montreal, QC, Canada
| | - Sven Cichon
- Department of Biomedicine, University of Basel, Basel, Switzerland; Institute of Medical Genetics and Pathology, University Hospital Basel, Basel, Switzerland; Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Vince D Calhoun
- Tri-institutional Center for Translational Research in Neuroimaging and Data Science (TReNDS) {Georgia State, Georgia Tech, Emory}, Atlanta, GA, USA
| | - Fabrice Crivello
- Groupe d'imagerie neurofonctionnelle, Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Lenore J Launer
- Laboratory of Epidemiology, Demography, and Biometry, Intramural Research Program, National Institute of Aging, The National Institutes of Health, Bethesda, MD, USA
| | - Tonya White
- Department of Radiology and Nuclear Medicine, Erasmus MC University Medical Center, Rotterdam, the Netherlands; Department of Child and Adolescent Psychiatry, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Peter J Koudstaal
- Department of Neurology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Henry Houlden
- Stroke Research Centre, University College London, Institute of Neurology, London, UK
| | - Myriam Fornage
- Brown Foundation Institute of Molecular Medicine, McGovern Medical School, University of Texas Health Science Center at Houston, Houston, TX, USA; Human Genetics Center, School of Public Health, University of Texas Health Science Center at Houston, Houston, TX, USA
| | - Fumihiko Matsuda
- Center for Genomic Medicine, Kyoto University Graduate School of Medicine, Kyoto, Japan
| | - Hans J Grabe
- Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany
| | - M Arfan Ikram
- Department of Epidemiology, Erasmus MC University Medical Center, Rotterdam, the Netherlands
| | - Stéphanie Debette
- Bordeaux Population Health, University of Bordeaux, INSERM U1219, Bordeaux, France; Department of Neurology, Bordeaux University Hospital, Bordeaux, France
| | - Paul M Thompson
- Imaging Genetics Center, Mark & Mary Stevens Neuroimaging & Informatics Institute, Keck USC School of Medicine, Los Angeles, CA, USA
| | - Sudha Seshadri
- Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases, UT Health San Antonio, San Antonio, TX, USA; The Framingham Heart Study, Framingham, MA, USA; Department of Neurology, Boston University School of Medicine, Boston, MA, USA
| | - Hieab H H Adams
- Department of Human Genetics, Radboud University Medical Center, Nijmegen, the Netherlands; Latin American Brain Health (BrainLat), Universidad Adolfo Ibáñez, Santiago, Chile.
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4
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Svancer P, Capek V, Skoch A, Kopecek M, Vochoskova K, Fialova M, Furstova P, Jakob L, Bakstein E, Kolenic M, Hlinka J, Knytl P, Spaniel F. Longitudinal assessment of ventricular volume trajectories in early-stage schizophrenia: evidence of both enlargement and shrinkage. BMC Psychiatry 2024; 24:309. [PMID: 38658884 PMCID: PMC11040899 DOI: 10.1186/s12888-024-05749-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 04/08/2024] [Indexed: 04/26/2024] Open
Abstract
BACKGROUND Lateral ventricular enlargement represents a canonical morphometric finding in chronic patients with schizophrenia; however, longitudinal studies elucidating complex dynamic trajectories of ventricular volume change during critical early disease stages are sparse. METHODS We measured lateral ventricular volumes in 113 first-episode schizophrenia patients (FES) at baseline visit (11.7 months after illness onset, SD = 12.3) and 128 age- and sex-matched healthy controls (HC) using 3T MRI. MRI was then repeated in both FES and HC one year later. RESULTS Compared to controls, ventricular enlargement was identified in 18.6% of patients with FES (14.1% annual ventricular volume (VV) increase; 95%CI: 5.4; 33.1). The ventricular expansion correlated with the severity of PANSS-negative symptoms at one-year follow-up (p = 0.0078). Nevertheless, 16.8% of FES showed an opposite pattern of statistically significant ventricular shrinkage during ≈ one-year follow-up (-9.5% annual VV decrease; 95%CI: -23.7; -2.4). There were no differences in sex, illness duration, age of onset, duration of untreated psychosis, body mass index, the incidence of Schneiderian symptoms, or cumulative antipsychotic dose among the patient groups exhibiting ventricular enlargement, shrinkage, or no change in VV. CONCLUSION Both enlargement and ventricular shrinkage are equally present in the early stages of schizophrenia. The newly discovered early reduction of VV in a subgroup of patients emphasizes the need for further research to understand its mechanisms.
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Affiliation(s)
- Patrik Svancer
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Vaclav Capek
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
| | - Antonin Skoch
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Department of Diagnostic and Interventional Radiology, Institute for Clinical and Experimental Medicine, Prague, Czech Republic
| | - Miloslav Kopecek
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Kristyna Vochoskova
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Marketa Fialova
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Petra Furstova
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
| | - Lea Jakob
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Eduard Bakstein
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Department of Cybernetics, Faculty of Electrical Engineering, Czech Technical University in Prague, Prague, Czech Republic
| | - Marian Kolenic
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Jaroslav Hlinka
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
| | - Pavel Knytl
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic
- Third Faculty of Medicine, Charles University, Prague, Czech Republic
| | - Filip Spaniel
- National Institute of Mental Health, Topolova 748, 250 67, Klecany, Czech Republic.
- Third Faculty of Medicine, Charles University, Prague, Czech Republic.
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5
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Manuello J, Min J, McCarthy P, Alfaro-Almagro F, Lee S, Smith S, Elliott LT, Winkler AM, Douaud G. The effects of genetic and modifiable risk factors on brain regions vulnerable to ageing and disease. Nat Commun 2024; 15:2576. [PMID: 38538590 PMCID: PMC10973379 DOI: 10.1038/s41467-024-46344-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 02/22/2024] [Indexed: 11/03/2024] Open
Abstract
We have previously identified a network of higher-order brain regions particularly vulnerable to the ageing process, schizophrenia and Alzheimer's disease. However, it remains unknown what the genetic influences on this fragile brain network are, and whether it can be altered by the most common modifiable risk factors for dementia. Here, in ~40,000 UK Biobank participants, we first show significant genome-wide associations between this brain network and seven genetic clusters implicated in cardiovascular deaths, schizophrenia, Alzheimer's and Parkinson's disease, and with the two antigens of the XG blood group located in the pseudoautosomal region of the sex chromosomes. We further reveal that the most deleterious modifiable risk factors for this vulnerable brain network are diabetes, nitrogen dioxide - a proxy for traffic-related air pollution - and alcohol intake frequency. The extent of these associations was uncovered by examining these modifiable risk factors in a single model to assess the unique contribution of each on the vulnerable brain network, above and beyond the dominating effects of age and sex. These results provide a comprehensive picture of the role played by genetic and modifiable risk factors on these fragile parts of the brain.
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Affiliation(s)
- Jordi Manuello
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- FOCUS Lab, Department of Psychology, University of Turin, Turin, Italy
| | - Joosung Min
- Department of Statistics and Actuarial Science, Simon Fraser University, Burnaby, Canada
| | - Paul McCarthy
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Fidel Alfaro-Almagro
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Soojin Lee
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
- Pacific Parkinson's Research Centre, The University of British Columbia, Vancouver, BC, Canada
| | - Stephen Smith
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK
| | - Lloyd T Elliott
- Department of Statistics and Actuarial Science, Simon Fraser University, Burnaby, Canada
| | - Anderson M Winkler
- National Institutes of Mental Health, National Institutes of Health, Bethesda, MD, USA
- Department of Human Genetics, University of Texas Rio Grande Valley, Brownsville, TX, USA
| | - Gwenaëlle Douaud
- FMRIB Centre, Wellcome Centre for Integrative Neuroimaging (WIN), Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, UK.
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6
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Lanfranchi M, Yandiev S, Meyer-Dilhet G, Ellouze S, Kerkhofs M, Dos Reis R, Garcia A, Blondet C, Amar A, Kneppers A, Polvèche H, Plassard D, Foretz M, Viollet B, Sakamoto K, Mounier R, Bourgeois CF, Raineteau O, Goillot E, Courchet J. The AMPK-related kinase NUAK1 controls cortical axons branching by locally modulating mitochondrial metabolic functions. Nat Commun 2024; 15:2487. [PMID: 38514619 PMCID: PMC10958033 DOI: 10.1038/s41467-024-46146-6] [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: 03/25/2023] [Accepted: 02/15/2024] [Indexed: 03/23/2024] Open
Abstract
The cellular mechanisms underlying axonal morphogenesis are essential to the formation of functional neuronal networks. We previously identified the autism-linked kinase NUAK1 as a central regulator of axon branching through the control of mitochondria trafficking. However, (1) the relationship between mitochondrial position, function and axon branching and (2) the downstream effectors whereby NUAK1 regulates axon branching remain unknown. Here, we report that mitochondria recruitment to synaptic boutons supports collateral branches stabilization rather than formation in mouse cortical neurons. NUAK1 deficiency significantly impairs mitochondrial metabolism and axonal ATP concentration, and upregulation of mitochondrial function is sufficient to rescue axonal branching in NUAK1 null neurons in vitro and in vivo. Finally, we found that NUAK1 regulates axon branching through the mitochondria-targeted microprotein BRAWNIN. Our results demonstrate that NUAK1 exerts a dual function during axon branching through its ability to control mitochondrial distribution and metabolic activity.
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Affiliation(s)
- Marine Lanfranchi
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Sozerko Yandiev
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Géraldine Meyer-Dilhet
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Salma Ellouze
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
- Univ Lyon, Université Claude Bernard Lyon 1, Inserm, Stem Cell and Brain Research Institute U1208, 69500, Bron, France
| | - Martijn Kerkhofs
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Raphael Dos Reis
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Audrey Garcia
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Camille Blondet
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Alizée Amar
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Anita Kneppers
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Hélène Polvèche
- Laboratoire de Biologie et Modelisation de la Cellule, Ecole Normale Superieure de Lyon, CNRS, UMR 5239, Inserm, U1293, Universite Claude Bernard Lyon 1, 46 allée d'Italie F-69364, Lyon, France
- CECS/AFM, I-STEM, 28 rue Henri Desbruères, F-91100, Corbeil-Essonnes, France
| | - Damien Plassard
- CNRS UMR 7104, INSERM U1258, GenomEast Platform, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), Université de Strasbourg, Illkirch, France
| | - Marc Foretz
- Université Paris Cité, CNRS, Inserm, Institut Cochin, Paris, France
| | - Benoit Viollet
- Université Paris Cité, CNRS, Inserm, Institut Cochin, Paris, France
| | - Kei Sakamoto
- Novo Nordisk Foundation Center for Basic Metabolic Research, University of Copenhagen, Copenhagen, 2200, Denmark
| | - Rémi Mounier
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Cyril F Bourgeois
- Laboratoire de Biologie et Modelisation de la Cellule, Ecole Normale Superieure de Lyon, CNRS, UMR 5239, Inserm, U1293, Universite Claude Bernard Lyon 1, 46 allée d'Italie F-69364, Lyon, France
| | - Olivier Raineteau
- Univ Lyon, Université Claude Bernard Lyon 1, Inserm, Stem Cell and Brain Research Institute U1208, 69500, Bron, France
| | - Evelyne Goillot
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France
| | - Julien Courchet
- Univ Lyon, Université Claude Bernard Lyon 1, CNRS, Inserm, Physiopathologie et Génétique du Neurone et du Muscle, UMR5261, U1315, Institut NeuroMyoGène, 69008, Lyon, France.
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7
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Ge YJ, Wu BS, Zhang Y, Chen SD, Zhang YR, Kang JJ, Deng YT, Ou YN, He XY, Zhao YL, Kuo K, Ma Q, Banaschewski T, Barker GJ, Bokde ALW, Desrivières S, Flor H, Grigis A, Garavan H, Gowland P, Heinz A, Brühl R, Martinot JL, Martinot MLP, Artiges E, Nees F, Orfanos DP, Lemaitre H, Paus T, Poustka L, Hohmann S, Millenet S, Fröhner JH, Smolka MN, Vaidya N, Walter H, Whelan R, Feng JF, Tan L, Dong Q, Schumann G, Cheng W, Yu JT. Genetic architectures of cerebral ventricles and their overlap with neuropsychiatric traits. Nat Hum Behav 2024; 8:164-180. [PMID: 37857874 DOI: 10.1038/s41562-023-01722-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2023] [Accepted: 09/12/2023] [Indexed: 10/21/2023]
Abstract
The cerebral ventricles are recognized as windows into brain development and disease, yet their genetic architectures, underlying neural mechanisms and utility in maintaining brain health remain elusive. Here we aggregated genetic and neuroimaging data from 61,974 participants (age range, 9 to 98 years) in five cohorts to elucidate the genetic basis of ventricular morphology and examined their overlap with neuropsychiatric traits. Genome-wide association analysis in a discovery sample of 31,880 individuals identified 62 unique loci and 785 candidate genes associated with ventricular morphology. We replicated over 80% of loci in a well-matched cohort of lateral ventricular volume. Gene set analysis revealed enrichment of ventricular-trait-associated genes in biological processes and disease pathogenesis during both early brain development and degeneration. We explored the age-dependent genetic associations in cohorts of different age groups to investigate the possible roles of ventricular-trait-associated loci in neurodevelopmental and neurodegenerative processes. We describe the genetic overlap between ventricular and neuropsychiatric traits through comprehensive integrative approaches under correlative and causal assumptions. We propose the volume of the inferior lateral ventricles as a heritable endophenotype to predict the risk of Alzheimer's disease, which might be a consequence of prodromal Alzheimer's disease. Our study provides an advance in understanding the genetics of the cerebral ventricles and demonstrates the potential utility of ventricular measurements in tracking brain disorders and maintaining brain health across the lifespan.
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Affiliation(s)
- Yi-Jun Ge
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Bang-Sheng Wu
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yi Zhang
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Shi-Dong Chen
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ya-Ru Zhang
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ju-Jiao Kang
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Yue-Ting Deng
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Ya-Nan Ou
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Xiao-Yu He
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Yong-Li Zhao
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Kevin Kuo
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Qing Ma
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Tobias Banaschewski
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Gareth J Barker
- Department of Neuroimaging, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Arun L W Bokde
- Discipline of Psychiatry, School of Medicine and Trinity College Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland
| | - Sylvane Desrivières
- Centre for Population Neuroscience and Precision Medicine, Institute of Psychiatry, Psychology & Neuroscience, SGDP Centre, King's College London, London, UK
| | - Herta Flor
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Department of Psychology, School of Social Sciences, University of Mannheim, Mannheim, Germany
| | - Antoine Grigis
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
| | - Hugh Garavan
- Departments of Psychiatry and Psychology, University of Vermont, Burlington, VT, USA
| | - Penny Gowland
- Sir Peter Mansfield Imaging Centre, School of Physics and Astronomy, University of Nottingham, Nottingham, UK
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy CCM, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Rüdiger Brühl
- Physikalisch-Technische Bundesanstalt, Braunschweig and Berlin, Germany
| | - Jean-Luc Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France
| | - Marie-Laure Paillère Martinot
- Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France
- AP-HP, Sorbonne University, Department of Child and Adolescent Psychiatry, Pitié-Salpêtrière Hospital, Paris, France
| | - Eric Artiges
- Institut National de la Santé et de la Recherche Médicale, INSERM U 1299 'Trajectoires développementales & psychiatrie', University Paris-Saclay, CNRS; Ecole Normale Supérieure Paris-Saclay, Centre Borelli, Gif-sur-Yvette, France
- Psychiatry Department, EPS Barthélémy Durand, Etampes, France
| | - Frauke Nees
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Cognitive and Clinical Neuroscience, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
- Institute of Medical Psychology and Medical Sociology, University Medical Center Schleswig Holstein, Kiel University, Kiel, Germany
| | | | - Herve Lemaitre
- NeuroSpin, CEA, Université Paris-Saclay, Gif-sur-Yvette, France
- Institut des Maladies Neurodégénératives, UMR 5293, CNRS, CEA, Université de Bordeaux, Bordeaux, France
| | - Tomáš Paus
- Departments of Psychiatry and Neuroscience, Faculty of Medicine and Centre Hospitalier Universitaire Sainte-Justine, University of Montreal, Montreal, Quebec, Canada
- Departments of Psychiatry and Psychology, University of Toronto, Toronto, Ontario, Canada
| | - Luise Poustka
- Department of Child and Adolescent Psychiatry and Psychotherapy, University Medical Centre Göttingen, Göttingen, Germany
| | - Sarah Hohmann
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Sabina Millenet
- Department of Child and Adolescent Psychiatry and Psychotherapy, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany
| | - Juliane H Fröhner
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Michael N Smolka
- Department of Psychiatry and Neuroimaging Center, Technische Universität Dresden, Dresden, Germany
| | - Nilakshi Vaidya
- Centre for Population Neuroscience and Stratified Medicine, Department of Psychiatry and Neuroscience, Charité Universitätsmedizin Berlin, Berlin, Germany
| | - Henrik Walter
- Department of Psychiatry and Psychotherapy CCM, Charité-Universitätsmedizin Berlin, corporate member of Freie Universität Berlin, Humboldt-Universität zu Berlin and Berlin Institute of Health, Berlin, Germany
| | - Robert Whelan
- School of Psychology and Global Brain Health Institute, Trinity College Dublin, Dublin, Ireland
| | - Jian-Feng Feng
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Beijing, China
- Fudan ISTBI-ZJNU Algorithm Centre for Brain-Inspired Intelligence, Zhejiang Normal University, Jinhua, China
- MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
- Zhangjiang Fudan International Innovation Center, Shanghai, China
| | - Lan Tan
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Qiang Dong
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China
| | - Gunter Schumann
- Centre for Population Neuroscience and Stratified Medicine, Department of Psychiatry and Neuroscience, Charité Universitätsmedizin Berlin, Berlin, Germany
- Centre for Population Neuroscience and Precision Medicine, Institute for Science and Technology of Brain-Inspired Intelligence, Fudan University, Shanghai, China
| | - Wei Cheng
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China.
- Institute of Science and Technology for Brain-Inspired Intelligence, Fudan University, Shanghai, China.
- Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Fudan University), Ministry of Education, Beijing, China.
- Fudan ISTBI-ZJNU Algorithm Centre for Brain-Inspired Intelligence, Zhejiang Normal University, Jinhua, China.
- Shanghai Medical College and Zhongshan Hospital Immunotherapy Technology Transfer 79 Center, Shanghai, China.
| | - Jin-Tai Yu
- Department of Neurology and National Center for Neurological Disorders, Huashan Hospital, State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Shanghai Medical College, Fudan University, Shanghai, China.
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8
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Luo M, Walton E, Neumann A, Thio CHL, Felix JF, van IJzendoorn MH, Pappa I, Cecil CAM. DNA methylation at birth and lateral ventricular volume in childhood: a neuroimaging epigenetics study. J Child Psychol Psychiatry 2024; 65:77-90. [PMID: 37469193 PMCID: PMC10953396 DOI: 10.1111/jcpp.13866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 06/05/2023] [Indexed: 07/21/2023]
Abstract
BACKGROUND Lateral ventricular volume (LVV) enlargement has been repeatedly linked to schizophrenia; yet, what biological factors shape LVV during early development remain unclear. DNA methylation (DNAm), an essential process for neurodevelopment that is altered in schizophrenia, is a key molecular system of interest. METHODS In this study, we conducted the first epigenome-wide association study of neonatal DNAm in cord blood with LVV in childhood (measured using T1-weighted brain scans at 10 years), based on data from a large population-based birth cohort, the Generation R Study (N = 840). Employing both probe-level and methylation profile score (MPS) approaches, we further examined whether epigenetic modifications identified at birth in cord blood are: (a) also observed cross-sectionally in childhood using peripheral blood DNAm at age of 10 years (Generation R, N = 370) and (b) prospectively associated with LVV measured in young adulthood in an all-male sample from the Avon Longitudinal Study of Parents and Children (ALSPAC, N = 114). RESULTS At birth, DNAm levels at four CpGs (annotated to potassium channel tetramerization domain containing 3, KCTD3; SHH signaling and ciliogenesis regulator, SDCCAG8; glutaredoxin, GLRX) prospectively associated with childhood LVV after genome-wide correction; these genes have been implicated in brain development and psychiatric traits including schizophrenia. An MPS capturing a broader epigenetic profile of LVV - but not individual top hits - showed significant cross-sectional associations with LVV in childhood in Generation R and prospectively associated with LVV in early adulthood within ALSPAC. CONCLUSIONS This study finds suggestive evidence that DNAm at birth prospectively associates with LVV at different life stages, albeit with small effect sizes. The prediction of MPS on LVV in a childhood sample and an independent male adult sample further underscores the stability and reproducibility of DNAm as a potential marker for LVV. Future studies with larger samples and comparable time points across development are needed to further elucidate how DNAm associates with this clinically relevant brain structure and risk for neuropsychiatric disorders, and what factors explain the identified DNAm profile of LVV at birth.
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Affiliation(s)
- Mannan Luo
- Department of Psychology, Education and Child StudiesErasmus University RotterdamRotterdamThe Netherlands
- Generation R Study Group, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
| | | | - Alexander Neumann
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
| | - Chris H. L. Thio
- Department of EpidemiologyUniversity Medical Center Groningen, University of GroningenGroningenThe Netherlands
| | - Janine F. Felix
- Generation R Study Group, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
- Department of Pediatrics, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
| | - Marinus H. van IJzendoorn
- Department of Psychology, Education and Child StudiesErasmus University RotterdamRotterdamThe Netherlands
- Research Department of Clinical, Educational and Health Psychology, Faculty of Brain Sciences, UCLUniversity of LondonLondonUK
| | - Irene Pappa
- Generation R Study Group, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
- Clinical Child and Family StudiesVrije Universiteit AmsterdamAmsterdamThe Netherlands
| | - Charlotte A. M. Cecil
- Department of Child and Adolescent Psychiatry/Psychology, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
- Department of Epidemiology, Erasmus MCUniversity Medical Center RotterdamRotterdamThe Netherlands
- Molecular Epidemiology, Department of Biomedical Data SciencesLeiden University Medical CenterLeidenThe Netherlands
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9
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Xue H, Xu X, Yan Z, Cheng J, Zhang L, Zhu W, Cui G, Zhang Q, Qiu S, Yao Z, Qin W, Liu F, Liang M, Fu J, Xu Q, Xu J, Xie Y, Zhang P, Li W, Wang C, Shen W, Zhang X, Xu K, Zuo XN, Ye Z, Yu Y, Xian J, Yu C. Genome-wide association study of hippocampal blood-oxygen-level-dependent-cerebral blood flow correlation in Chinese Han population. iScience 2023; 26:108005. [PMID: 37822511 PMCID: PMC10562876 DOI: 10.1016/j.isci.2023.108005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 07/29/2023] [Accepted: 09/18/2023] [Indexed: 10/13/2023] Open
Abstract
Correlation between blood-oxygen-level-dependent (BOLD) and cerebral blood flow (CBF) has been used as an index of neurovascular coupling. Hippocampal BOLD-CBF correlation is associated with neurocognition, and the reduced correlation is associated with neuropsychiatric disorders. We conducted the first genome-wide association study of the hippocampal BOLD-CBF correlation in 4,832 Chinese Han subjects. The hippocampal BOLD-CBF correlation had an estimated heritability of 16.2-23.9% and showed reliable genome-wide significant association with a locus at 3q28, in which many variants have been linked to neuroimaging and cerebrospinal fluid markers of Alzheimer's disease. Gene-based association analyses showed four significant genes (GMNC, CRTC2, DENND4B, and GATAD2B) and revealed enrichment for mast cell calcium mobilization, microglial cell proliferation, and ubiquitin-related proteolysis pathways that regulate different cellular components of the neurovascular unit. This is the first unbiased identification of the association of hippocampal BOLD-CBF correlation, providing fresh insights into the genetic architecture of hippocampal neurovascular coupling.
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Affiliation(s)
- Hui Xue
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Xiaojun Xu
- Department of Radiology, The Second Affiliated Hospital of Zhejiang University, School of Medicine, Hangzhou 310009, China
| | - Zhihan Yan
- Department of Radiology, The Second Affiliated Hospital and Yuying Children’s Hospital of Wenzhou Medical University, Wenzhou 325027, China
| | - Jingliang Cheng
- Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Longjiang Zhang
- Department of Radiology, Jinling Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing 210002, China
| | - Wenzhen Zhu
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430030, China
| | - Guangbin Cui
- Functional and Molecular Imaging Key Lab of Shaanxi Province & Department of Radiology, Tangdu Hospital, Air Force Medical University, Xi’an 710038, China
| | - Quan Zhang
- Department of Radiology, Characteristic Medical Center of Chinese People’s Armed Police Force, Tianjin 300162, China
| | - Shijun Qiu
- Department of Medical Imaging, the First Affiliated Hospital of Guangzhou University of Traditional Chinese Medicine, Guangzhou 510405, China
| | - Zhenwei Yao
- Department of Radiology, Huashan Hospital, Fudan University, Shanghai 200040, China
| | - Wen Qin
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Feng Liu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Meng Liang
- School of Medical Imaging and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University, Tianjin 300203, China
| | - Jilian Fu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Qiang Xu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Jiayuan Xu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Yingying Xie
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
| | - Peng Zhang
- Department of Radiology, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - Wei Li
- Department of Radiology, Tianjin Medical University Cancer Institute and Hospital, Tianjin 300060, China
| | - Caihong Wang
- Department of Magnetic Resonance Imaging, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Wen Shen
- Department of Radiology, Tianjin First Center Hospital, Tianjin 300192, China
| | - Xiaochu Zhang
- Division of Life Science and Medicine, University of Science & Technology of China, Hefei 230027, China
| | - Kai Xu
- Department of Radiology, The Affiliated Hospital of Xuzhou Medical University, Xuzhou 221006, China
| | - Xi-Nian Zuo
- Developmental Population Neuroscience Research Center at IDG/McGovern Institute for Brain Research, Beijing Normal University, Beijing 100875, China
- Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China
| | - Zhaoxiang Ye
- Department of Radiology, Tianjin Medical University Cancer Institute and Hospital, National Clinical Research Center for Cancer, Tianjin’s Clinical Research Center for Cancer, Tianjin Medical University, Ministry of Education, Key Laboratory of Cancer Prevention and Therapy, Tianjin 300060, China
| | - Yongqiang Yu
- Department of Radiology, The First Affiliated Hospital of Anhui Medical University, Hefei 230022, China
| | - Junfang Xian
- Department of Radiology, Beijing Tongren Hospital, Capital Medical University, Beijing 100730, China
| | - Chunshui Yu
- Department of Radiology and Tianjin Key Laboratory of Functional Imaging, Tianjin Medical University General Hospital, Tianjin 300052, China
- CAS Center for Excellence in Brain Science and Intelligence Technology, Chinese Academy of Sciences, Shanghai 200031, China
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10
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Hansson O, Kumar A, Janelidze S, Stomrud E, Insel PS, Blennow K, Zetterberg H, Fauman E, Hedman ÅK, Nagle MW, Whelan CD, Baird D, Mälarstig A, Mattsson‐Carlgren N. The genetic regulation of protein expression in cerebrospinal fluid. EMBO Mol Med 2023; 15:e16359. [PMID: 36504281 PMCID: PMC9832827 DOI: 10.15252/emmm.202216359] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 11/12/2022] [Accepted: 11/14/2022] [Indexed: 12/14/2022] Open
Abstract
Studies of the genetic regulation of cerebrospinal fluid (CSF) proteins may reveal pathways for treatment of neurological diseases. 398 proteins in CSF were measured in 1,591 participants from the BioFINDER study. Protein quantitative trait loci (pQTL) were identified as associations between genetic variants and proteins, with 176 pQTLs for 145 CSF proteins (P < 1.25 × 10-10 , 117 cis-pQTLs and 59 trans-pQTLs). Ventricular volume (measured with brain magnetic resonance imaging) was a confounder for several pQTLs. pQTLs for CSF and plasma proteins were overall correlated, but CSF-specific pQTLs were also observed. Mendelian randomization analyses suggested causal roles for several proteins, for example, ApoE, CD33, and GRN in Alzheimer's disease, MMP-10 in preclinical Alzheimer's disease, SIGLEC9 in amyotrophic lateral sclerosis, and CD38, GPNMB, and ADAM15 in Parkinson's disease. CSF levels of GRN, MMP-10, and GPNMB were altered in Alzheimer's disease, preclinical Alzheimer's disease, and Parkinson's disease, respectively. These findings point to pathways to be explored for novel therapies. The novel finding that ventricular volume confounded pQTLs has implications for design of future studies of the genetic regulation of the CSF proteome.
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Affiliation(s)
- Oskar Hansson
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
- Memory ClinicSkåne University Hospital, Lund UniversityLundSweden
| | - Atul Kumar
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
| | - Shorena Janelidze
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
| | - Erik Stomrud
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
- Memory ClinicSkåne University Hospital, Lund UniversityLundSweden
| | - Philip S Insel
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
- Department of Psychiatry and Behavioral SciencesUniversity of California, San FranciscoSan FranciscoCAUSA
| | - Kaj Blennow
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska AcademyUniversity of GothenburgMölndalSweden
| | - Henrik Zetterberg
- Clinical Neurochemistry LaboratorySahlgrenska University HospitalMölndalSweden
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, the Sahlgrenska AcademyUniversity of GothenburgMölndalSweden
- Department of Neurodegenerative DiseaseUCL Institute of NeurologyLondonUK
- UK Dementia Research Institute at UCLLondonUK
- Hong Kong Center for Neurodegenerative DiseasesHong KongChina
| | - Eric Fauman
- Internal Medicine Research UnitPfizer Worldwide Research, Development and MedicalCambridgeMAUSA
| | - Åsa K Hedman
- Pfizer Worldwide Research, Development and MedicalStockholmSweden
- Department of Medical Epidemiology and BiostatisticsKarolinska InstitutetStockholmSweden
| | - Michael W Nagle
- Neurogenomics, Genetics‐Guided Dementia DiscoveryEisai, IncCambridgeMAUSA
| | | | - Denis Baird
- Department of Neurology, Skåne University HospitalLund UniversityLundSweden
| | - Anders Mälarstig
- Pfizer Worldwide Research, Development and MedicalStockholmSweden
- Department of Medical Epidemiology and BiostatisticsKarolinska InstitutetStockholmSweden
| | - Niklas Mattsson‐Carlgren
- Clinical Memory Research Unit, Faculty of MedicineLund UniversityLundSweden
- Department of Neurology, Skåne University HospitalLund UniversityLundSweden
- Wallenberg Center for Molecular MedicineLund UniversityLundSweden
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11
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Lemaitre H, Le Guen Y, Tilot AK, Stein JL, Philippe C, Mangin JF, Fisher SE, Frouin V. Genetic variations within human gained enhancer elements affect human brain sulcal morphology. Neuroimage 2023; 265:119773. [PMID: 36442731 DOI: 10.1016/j.neuroimage.2022.119773] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 10/07/2022] [Accepted: 11/24/2022] [Indexed: 11/26/2022] Open
Abstract
The expansion of the cerebral cortex is one of the most distinctive changes in the evolution of the human brain. Cortical expansion and related increases in cortical folding may have contributed to emergence of our capacities for high-order cognitive abilities. Molecular analysis of humans, archaic hominins, and non-human primates has allowed identification of chromosomal regions showing evolutionary changes at different points of our phylogenetic history. In this study, we assessed the contributions of genomic annotations spanning 30 million years to human sulcal morphology measured via MRI in more than 18,000 participants from the UK Biobank. We found that variation within brain-expressed human gained enhancers, regulatory genetic elements that emerged since our last common ancestor with Old World monkeys, explained more trait heritability than expected for the left and right calloso-marginal posterior fissures and the right central sulcus. Intriguingly, these are sulci that have been previously linked to the evolution of locomotion in primates and later on bipedalism in our hominin ancestors.
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Affiliation(s)
- Herve Lemaitre
- Institut des Maladies Neurodégénératives, CNRS UMR 5293, Université de bordeaux, Centre Broca Nouvelle-Aquitaine, Bordeaux, France.
| | - Yann Le Guen
- Université Paris-Saclay, CEA, CNRS, Neurospin, Baobab UMR 9027, Gif-sur-Yvette, France
| | - Amanda K Tilot
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands
| | - Jason L Stein
- Department of Genetics and the UNC Neuroscience Center, UNC-Chapel Hill, Chapel Hill, NC, United States of America
| | - Cathy Philippe
- Université Paris-Saclay, CEA, CNRS, Neurospin, Baobab UMR 9027, Gif-sur-Yvette, France
| | - Jean-François Mangin
- Université Paris-Saclay, CEA, CNRS, Neurospin, Baobab UMR 9027, Gif-sur-Yvette, France
| | - Simon E Fisher
- Language and Genetics Department, Max Planck Institute for Psycholinguistics, Nijmegen, Netherlands; Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Vincent Frouin
- Université Paris-Saclay, CEA, CNRS, Neurospin, Baobab UMR 9027, Gif-sur-Yvette, France
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12
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Jansen IE, van der Lee SJ, Gomez-Fonseca D, de Rojas I, Dalmasso MC, Grenier-Boley B, Zettergren A, Mishra A, Ali M, Andrade V, Bellenguez C, Kleineidam L, Küçükali F, Sung YJ, Tesí N, Vromen EM, Wightman DP, Alcolea D, Alegret M, Alvarez I, Amouyel P, Athanasiu L, Bahrami S, Bailly H, Belbin O, Bergh S, Bertram L, Biessels GJ, Blennow K, Blesa R, Boada M, Boland A, Buerger K, Carracedo Á, Cervera-Carles L, Chene G, Claassen JAHR, Debette S, Deleuze JF, de Deyn PP, Diehl-Schmid J, Djurovic S, Dols-Icardo O, Dufouil C, Duron E, Düzel E, Fladby T, Fortea J, Frölich L, García-González P, Garcia-Martinez M, Giegling I, Goldhardt O, Gobom J, Grimmer T, Haapasalo A, Hampel H, Hanon O, Hausner L, Heilmann-Heimbach S, Helisalmi S, Heneka MT, Hernández I, Herukka SK, Holstege H, Jarholm J, Kern S, Knapskog AB, Koivisto AM, Kornhuber J, Kuulasmaa T, Lage C, Laske C, Leinonen V, Lewczuk P, Lleó A, de Munain AL, Lopez-Garcia S, Maier W, Marquié M, Mol MO, Montrreal L, Moreno F, Moreno-Grau S, Nicolas G, Nöthen MM, Orellana A, Pålhaugen L, Papma JM, Pasquier F, Perneczky R, Peters O, Pijnenburg YAL, Popp J, Posthuma D, Pozueta A, Priller J, Puerta R, Quintela I, Ramakers I, Rodriguez-Rodriguez E, Rujescu D, Saltvedt I, Sanchez-Juan P, Scheltens P, Scherbaum N, Schmid M, Schneider A, Selbæk G, Selnes P, Shadrin A, Skoog I, Soininen H, Tárraga L, Teipel S, Tijms B, Tsolaki M, Van Broeckhoven C, Van Dongen J, van Swieten JC, Vandenberghe R, Vidal JS, Visser PJ, Vogelgsang J, Waern M, Wagner M, Wiltfang J, Wittens MMJ, Zetterberg H, Zulaica M, van Duijn CM, Bjerke M, Engelborghs S, Jessen F, Teunissen CE, Pastor P, Hiltunen M, Ingelsson M, Andreassen OA, Clarimón J, Sleegers K, Ruiz A, Ramirez A, Cruchaga C, Lambert JC, van der Flier W. Genome-wide meta-analysis for Alzheimer's disease cerebrospinal fluid biomarkers. Acta Neuropathol 2022; 144:821-842. [PMID: 36066633 PMCID: PMC9547780 DOI: 10.1007/s00401-022-02454-z] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Revised: 05/18/2022] [Accepted: 06/07/2022] [Indexed: 01/26/2023]
Abstract
Amyloid-beta 42 (Aβ42) and phosphorylated tau (pTau) levels in cerebrospinal fluid (CSF) reflect core features of the pathogenesis of Alzheimer's disease (AD) more directly than clinical diagnosis. Initiated by the European Alzheimer & Dementia Biobank (EADB), the largest collaborative effort on genetics underlying CSF biomarkers was established, including 31 cohorts with a total of 13,116 individuals (discovery n = 8074; replication n = 5042 individuals). Besides the APOE locus, novel associations with two other well-established AD risk loci were observed; CR1 was shown a locus for Aβ42 and BIN1 for pTau. GMNC and C16orf95 were further identified as loci for pTau, of which the latter is novel. Clustering methods exploring the influence of all known AD risk loci on the CSF protein levels, revealed 4 biological categories suggesting multiple Aβ42 and pTau related biological pathways involved in the etiology of AD. In functional follow-up analyses, GMNC and C16orf95 both associated with lateral ventricular volume, implying an overlap in genetic etiology for tau levels and brain ventricular volume.
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Affiliation(s)
- Iris E Jansen
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands.
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands.
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands.
| | - Sven J van der Lee
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Human Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC location VUmc, Amsterdam, The Netherlands
| | - Duber Gomez-Fonseca
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
- NeuroGenomics and Informatics, Washington University School of Medicine, St Louis, MO, USA
- Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
| | - Itziar de Rojas
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Maria Carolina Dalmasso
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Neurosciences and Complex Systems Unit (ENyS), CONICET, Hospital El Cruce, National University A. Jauretche (UNAJ), Florencio Varela, Argentina
| | - Benjamin Grenier-Boley
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE / Labex DISTALZ - Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F-59000, Lille, France
| | - Anna Zettergren
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
| | - Aniket Mishra
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, 33000, Bordeaux, France
| | - Muhammad Ali
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
- NeuroGenomics and Informatics, Washington University School of Medicine, St Louis, MO, USA
- Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
| | - Victor Andrade
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
| | - Céline Bellenguez
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE / Labex DISTALZ - Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F-59000, Lille, France
| | - Luca Kleineidam
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Fahri Küçükali
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Yun Ju Sung
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
- NeuroGenomics and Informatics, Washington University School of Medicine, St Louis, MO, USA
- Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
| | - Niccolo Tesí
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Human Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC location VUmc, Amsterdam, The Netherlands
| | - Ellen M Vromen
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Douglas P Wightman
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Daniel Alcolea
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Montserrat Alegret
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Ignacio Alvarez
- Memory Disorders Unit, Department of Neurology, Hospital Universitari Mutua de Terrassa, Terrassa, Spain
- Fundació per a la Recerca Biomèdica i Social Mútua de Terrassa, Terrassa, Spain
| | - Philippe Amouyel
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE / Labex DISTALZ - Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F-59000, Lille, France
| | - Lavinia Athanasiu
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo and Division of Mental Health, Oslo, Norway
| | - Shahram Bahrami
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo and Division of Mental Health, Oslo, Norway
| | - Henri Bailly
- Université Paris Cité, EA4468, Maladie d'Alzheimer, F-75013 Paris, France
| | - Olivia Belbin
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Sverre Bergh
- The Research-Centre for Age-Related Functional Decline and Disease, Innlandet Hospital Trust, Brumunddal, Norway
- Norwegian National Centre for Ageing and Health, Vestfold Hospital Trust, Tønsberg, Norway
| | - Lars Bertram
- Lübeck Interdisciplinary Platform for Genome Analytics, University of Lübeck, Lübeck, Germany
| | - Geert Jan Biessels
- Department of Neurology, UMC Utrecht Brain Center, Utrecht, The Netherlands
| | - Kaj Blennow
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Rafael Blesa
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Mercè Boada
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Anne Boland
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Evry, France
| | - Katharina Buerger
- German Center for Neurodegenerative Diseases (DZNE, Munich), Munich, Germany
- Institute for Stroke and Dementia Research (ISD), University Hospital, LMU Munich, Munich, Germany
| | - Ángel Carracedo
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3-ISCIII), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
- Fundación Pública Galega de Medicina Xenómica-CIBERER-IDIS, Santiago de Compostela, Spain
| | - Laura Cervera-Carles
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Geneviève Chene
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, 33000, Bordeaux, France
- Department of Neurology, CHU de Bordeaux, 33000, Bordeaux, France
| | - Jurgen A H R Claassen
- Radboudumc Alzheimer Center, Department of Geriatrics, Radboud University Medical Center, Nijmegen, The Netherlands
- Donders Center for Medical Neuroscience, Nijmegen, The Netherlands
| | - Stephanie Debette
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, 33000, Bordeaux, France
- Department of Neurology, CHU de Bordeaux, 33000, Bordeaux, France
- Department of Neurology, Boston University School of Medicine, Boston, MA, 2115, USA
| | - Jean-Francois Deleuze
- Université Paris-Saclay, CEA, Centre National de Recherche en Génomique Humaine, 91057, Evry, France
| | - Peter Paul de Deyn
- Department of Neurology and Alzheimer Center Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Janine Diehl-Schmid
- Center for Cognitive Disorders, Department of Psychiatry and Psychotherapy, Klinikum rechts der Isar, Technical University of Munich, School of Medicine, Munich, Germany
- kbo-Inn-Salzach-Hospital, Wasserburg am Inn, Germany
| | - Srdjan Djurovic
- Department of Medical Genetics, Oslo University Hospital, Oslo, Norway
- Department of Clinical Science, NORMENT Centre, University of Bergen, Bergen, Norway
| | - Oriol Dols-Icardo
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Carole Dufouil
- University of Bordeaux, Inserm, Bordeaux Population Health Research Center, Team VINTAGE, UMR 1219, 33000, Bordeaux, France
- Pôle de Santé Publique Centre Hospitalier Universitaire (CHU) de Bordeaux, Bordeaux, France
| | | | - Emrah Düzel
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
- Institute of Cognitive Neurology and Dementia Research (IKND), Otto-von-Guericke University, Magdeburg, Germany
| | - Tormod Fladby
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Neurology, Akershus University Hospital, Lorenskog, Norway
| | - Juan Fortea
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Lutz Frölich
- Department of Geriatric Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg, Germany
| | - Pablo García-González
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Maria Garcia-Martinez
- Cognitive Impairment Unit, Neurology Service, "Marqués de Valdecilla" University Hospital, Institute for Research "Marques de Valdecilla" (IDIVAL), University of Cantabria, Santander, Spain, and Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Ina Giegling
- Division of General Psychiatry, Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Oliver Goldhardt
- Center for Cognitive Disorders, Department of Psychiatry and Psychotherapy, Klinikum rechts der Isar, Technical University of Munich, School of Medicine, Munich, Germany
| | - Johan Gobom
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
| | - Timo Grimmer
- Center for Cognitive Disorders, Department of Psychiatry and Psychotherapy, Klinikum rechts der Isar, Technical University of Munich, School of Medicine, Munich, Germany
| | - Annakaisa Haapasalo
- A.I. Virtanen Institute for Molecular Sciences, University of Eastern Finland, Kuopio, Finland
| | - Harald Hampel
- Alzheimer Precision Medicine (APM), Sorbonne University, AP-HP, Pitié-Salpêtrière Hospital, Paris, France
- Neurology Business Group, Eisai Inc, 100 Tice Blvd, Woodcliff Lake, NJ, 07677, USA
| | - Olivier Hanon
- Université Paris Cité, EA4468, Maladie d'Alzheimer, F-75013 Paris, France
- Service gériatrie, Centre Mémoire de Ressources et Recherches Ile de France-Broca, AP-HP, Hôpital Broca, F-75013, Paris, France
| | - Lucrezia Hausner
- Department of Geriatric Psychiatry, Central Institute of Mental Health, Medical Faculty Mannheim, Heidelberg, Germany
| | - Stefanie Heilmann-Heimbach
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, 53127, Bonn, Germany
| | - Seppo Helisalmi
- Institute of Clinical Medicine, Internal Medicine, University of Eastern Finland, Kuopio, Finland
| | - Michael T Heneka
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Isabel Hernández
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Sanna-Kaisa Herukka
- Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | - Henne Holstege
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Human Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC location VUmc, Amsterdam, The Netherlands
| | - Jonas Jarholm
- Department of Neurology, Akershus University Hospital, Lorenskog, Norway
| | - Silke Kern
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Psychiatry, Cognition and Old Age Psychiatry Clinic, Gothenburg, Sweden
| | | | - Anne M Koivisto
- Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
- Department of Neurology, Kuopio University Hospital, Kuopio, Finland
- Department of Neurology, Helsinki University Hospital, Helsinki, Finland
| | - Johannes Kornhuber
- Department of Psychiatry and Psychotherapy, Universitätsklinikum Erlangen, and Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Teemu Kuulasmaa
- Bioinformatics Center, Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Carmen Lage
- Cognitive Impairment Unit, Neurology Service, "Marqués de Valdecilla" University Hospital, Institute for Research "Marques de Valdecilla" (IDIVAL), University of Cantabria, Santander, Spain, and Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
- Atlantic Fellow at the Global Brain Health Institute (GBHI) -, University of California, San Francisco, USA
| | - Christoph Laske
- German Center for Neurodegenerative Diseases (DZNE), Tübingen, Germany
- Section for Dementia Research, Hertie Institute for Clinical Brain Research and Department of Psychiatry and Psychotherapy, University of Tübingen, Tübingen, Germany
| | - Ville Leinonen
- Institute of Clinical Medicine, Neurosurgery, University of Eastern Finland, Kuopio, Finland
- Department of Neurosurgery, Kuopio University Hospital, Kuopio, Finland
| | - Piotr Lewczuk
- Department of Psychiatry and Psychotherapy, Universitätsklinikum Erlangen, and Friedrich-Alexander Universität Erlangen-Nürnberg, Erlangen, Germany
- Department of Neurodegeneration Diagnostics, Medical University of Białystok, Białystok, Poland
| | - Alberto Lleó
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Adolfo López de Munain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Hospital Universitario Donostia-OSAKIDETZA, Donostia, Spain
- Instituto Biodonostia, San Sebastián, Spain
- University of The Basque Country, San Sebastian, Spain
| | - Sara Lopez-Garcia
- Cognitive Impairment Unit, Neurology Service, "Marqués de Valdecilla" University Hospital, Institute for Research "Marques de Valdecilla" (IDIVAL), University of Cantabria, Santander, Spain, and Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Wolfgang Maier
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
| | - Marta Marquié
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Merel O Mol
- Department of Neurology and Alzheimer Center Erasmus MC, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Laura Montrreal
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Fermin Moreno
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Hospital Universitario Donostia-OSAKIDETZA, Donostia, Spain
- Instituto Biodonostia, San Sebastián, Spain
| | - Sonia Moreno-Grau
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Gael Nicolas
- Department of Genetics and CNR-MAJ, Normandie Univ, UNIROUEN, Inserm U1245 and CHU Rouen, Rouen, France
| | - Markus M Nöthen
- Institute of Human Genetics, University of Bonn, School of Medicine and University Hospital Bonn, 53127, Bonn, Germany
| | - Adelina Orellana
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Lene Pålhaugen
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Neurology, Akershus University Hospital, Lorenskog, Norway
| | - Janne M Papma
- Department of Neurology and Alzheimer Center Erasmus MC, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Florence Pasquier
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE / Labex DISTALZ - Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F-59000, Lille, France
| | - Robert Perneczky
- German Center for Neurodegenerative Diseases (DZNE, Munich), Munich, Germany
- Department of Psychiatry and Psychotherapy, University Hospital, LMU Munich, Munich, Germany
- Munich Cluster for Systems Neurology (SyNergy) Munich, Munich, Germany
- Ageing Epidemiology Research Unit, School of Public Health, Imperial College London, London, UK
| | - Oliver Peters
- German Center for Neurodegenerative Diseases (DZNE), Magdeburg, Germany
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
| | - Yolande A L Pijnenburg
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Julius Popp
- Department of Geriatric Psychiatry, University Hospital of Psychiatry Zürich and University of Zürich, Zurich, Switzerland
- Old Age Psychiatry, Department of Psychiatry, University Hospital of Lausanne, Lausanne, Switzerland
| | - Danielle Posthuma
- Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Amsterdam Neuroscience, VU Amsterdam, Amsterdam, The Netherlands
| | - Ana Pozueta
- Cognitive Impairment Unit, Neurology Service, "Marqués de Valdecilla" University Hospital, Institute for Research "Marques de Valdecilla" (IDIVAL), University of Cantabria, Santander, Spain, and Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Josef Priller
- German Center for Neurodegenerative Diseases (DZNE), Berlin, Germany
- Department of Psychiatry and Psychotherapy, Charité, Charitéplatz 1, 10117, Berlin, Germany
- Department of Psychiatry and Psychotherapy, Klinikum rechts der isar, Technical University Munich, 81675, Munich, Germany
| | - Raquel Puerta
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
| | - Inés Quintela
- Grupo de Medicina Xenómica, Centro Nacional de Genotipado (CEGEN-PRB3-ISCIII), Universidade de Santiago de Compostela, Santiago de Compostela, Spain
| | - Inez Ramakers
- Department of Psychiatry and Neuropsychologie, Alzheimer Center Limburg, Maastricht University, Maastricht, The Netherlands
| | - Eloy Rodriguez-Rodriguez
- Cognitive Impairment Unit, Neurology Service, "Marqués de Valdecilla" University Hospital, Institute for Research "Marques de Valdecilla" (IDIVAL), University of Cantabria, Santander, Spain, and Centro de Investigación Biomédica en Red sobre Enfermedades Neurodegenerativas (CIBERNED), Madrid, Spain
| | - Dan Rujescu
- Division of General Psychiatry, Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria
| | - Ingvild Saltvedt
- Department of Neuromedicine and Movement Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Geriatrics, St Olav Hospital, University Hospital of Trondheim, Trondheim, Norway
| | | | - Philip Scheltens
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Norbert Scherbaum
- Department of Psychiatry and Psychotherapy, Medical Faculty, LVR-Hospital Essen, University of Duisburg-Essen, Essen, Germany
| | - Matthias Schmid
- Institute of Medical Biometry, Informatics and Epidemiology, University Hospital of Bonn, Bonn, Germany
| | - Anja Schneider
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Geir Selbæk
- Norwegian National Centre for Ageing and Health, Vestfold Hospital Trust, Tønsberg, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Geriatric Medicine, Oslo University Hospital, Oslo, Norway
| | - Per Selnes
- Department of Neurology, Akershus University Hospital, Lorenskog, Norway
| | - Alexey Shadrin
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo and Division of Mental Health, Oslo, Norway
| | - Ingmar Skoog
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Psychiatry, Cognition and Old Age Psychiatry Clinic, Gothenburg, Sweden
| | - Hilkka Soininen
- Department of Neurology, Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland
| | - Lluís Tárraga
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Stefan Teipel
- German Center for Neurodegenerative Diseases (DZNE), Rostock, Germany
- Department of Psychosomatic Medicine, Rostock University Medical Center, Gehlsheimer Str. 20, 18147, Rostock, Germany
| | - Betty Tijms
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
| | - Magda Tsolaki
- 1st Department of Neurology, School of Medicine, Faculty of Health Sciences, Aristotle University of Thessaloniki, Thessaloniki, Makedonia, Greece
| | - Christine Van Broeckhoven
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
- Neurodegenerative Brain Diseases Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
| | - Jasper Van Dongen
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - John C van Swieten
- Department of Neurology and Alzheimer Center Erasmus MC, Erasmus MC University Medical Center, Rotterdam, The Netherlands
| | - Rik Vandenberghe
- Neurology, University Hospitals Leuven, Leuven, Belgium
- Laboratory for Cognitive Neurology, Department of Neurosciences, Leuven Brain Institute, Leuven, Belgium
| | | | - Pieter J Visser
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Alzheimer Center Limburg, School for Mental Health and Neuroscience Maastricht University, Maastricht, The Netherlands
- Department of Neurobiology, Care Sciences and Society, Division of Neurogeriatrics Karolinska Institutet, Stockholm, Sweden
| | - Jonathan Vogelgsang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Göttingen, Germany
- Department of Psychiatry, Harvard Medical School, McLean Hospital, Belmont, MA, USA
| | - Margda Waern
- Neuropsychiatric Epidemiology Unit, Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy, Centre for Ageing and Health (AGECAP) at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Psychiatry, Psychosis Clinic, Gothenburg, Sweden
| | - Michael Wagner
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
| | - Jens Wiltfang
- Department of Psychiatry and Psychotherapy, University Medical Center Goettingen, Göttingen, Germany
- German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Medical Science Department, iBiMED, Aveiro, Portugal
| | - Mandy M J Wittens
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
- Center for Neurosciences (C4N), Vrije Universiteit Brussel, Brussels, Belgium
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, The Sahlgrenska Academy at the University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, London, UK
- UK Dementia Research Institute at UCL, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Hong Kong, China
| | - Miren Zulaica
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Hospital Universitario Donostia-OSAKIDETZA, Donostia, Spain
- Instituto Biodonostia, San Sebastián, Spain
| | - Cornelia M van Duijn
- Department of Epidemiology, ErasmusMC, Rotterdam, The Netherlands
- Nuffield Department of Population Health, Oxford University, Oxford, UK
| | - Maria Bjerke
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
- Center for Neurosciences (C4N), Vrije Universiteit Brussel, Brussels, Belgium
- Laboratory of Neurochemistry, Universitair Ziekenhuis Brussel, Brussels, Belgium
| | - Sebastiaan Engelborghs
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
- Center for Neurosciences (C4N), Vrije Universiteit Brussel, Brussels, Belgium
- Laboratory of Neurochemistry, Universitair Ziekenhuis Brussel, Brussels, Belgium
- Department of Neurology, Universitair Ziekenhuis Brussel, Brussels, Belgium
| | - Frank Jessen
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Cluster of Excellence Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
| | - Charlotte E Teunissen
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands
- Neurochemistry Lab, Department of Clinical Chemistry, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Pau Pastor
- Unit of Neurodegenerative diseases, Department of Neurology, University Hospital Germans Trias i Pujol and The Germans Trias i Pujol Research Institute (IGTP) Badalona, Barcelona, Spain
| | - Mikko Hiltunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - Martin Ingelsson
- Department of Public Health and Caring Sciences, Molecular Geriatrics, Rudbeck Laboratory, Uppsala University, Uppsala, Sweden
- Krembil Brain Institute, University Health Network, Toronto, Ontario, Canada
- Department of Medicine and Tanz Centre for Research in Neurodegenerative Diseases, University of Toronto, Toronto, Canada
| | - Ole A Andreassen
- NORMENT Centre, Institute of Clinical Medicine, University of Oslo and Division of Mental Health, Oslo, Norway
- Addiction, Oslo University Hospital, 0407, Oslo, Norway
| | - Jordi Clarimón
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
- Sant Pau Memory Unit, Department of Neurology, Institut d'Investigacions Biomèdiques Sant Pau - Hospital de Sant Pau, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Kristel Sleegers
- Complex Genetics of Alzheimer's Disease Group, VIB Center for Molecular Neurology, VIB, Antwerp, Belgium
- Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Agustín Ruiz
- Research Center and Memory Clinic, Ace Alzheimer Center Barcelona, Universitat Internacional de Catalunya, Barcelona, Spain
- CIBERNED, Network Center for Biomedical Research in Neurodegenerative Diseases, National Institute of Health Carlos III, Madrid, Spain
| | - Alfredo Ramirez
- Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
- Department of Neurodegenerative Diseases and Geriatric Psychiatry, University Hospital Bonn, Medical Faculty, Bonn, Germany
- German Center for Neurodegenerative Diseases (DZNE), Bonn, Germany
- Cluster of Excellence Cellular Stress Responses in Aging-Associated Diseases (CECAD), University of Cologne, Cologne, Germany
- Department of Psychiatry, Glenn Biggs Institute for Alzheimer's and Neurodegenerative Diseases, San Antonio, TX, USA
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University School of Medicine, St Louis, MO, USA
- NeuroGenomics and Informatics, Washington University School of Medicine, St Louis, MO, USA
- Hope Center for Neurological Disorders, Washington University School of Medicine, St Louis, MO, USA
| | - Jean-Charles Lambert
- Univ. Lille, Inserm, CHU Lille, Institut Pasteur de Lille, U1167 - RID-AGE / Labex DISTALZ - Facteurs de risque et déterminants moléculaires des maladies liées au vieillissement, F-59000, Lille, France
| | - Wiesje van der Flier
- Alzheimer Center Amsterdam, Neurology, Vrije Universiteit Amsterdam, Amsterdam UMC Location VUmc, Amsterdam, The Netherlands.
- Amsterdam Neuroscience, Neurodegeneration, Amsterdam, The Netherlands.
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13
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Engel C, Wirkner K, Zeynalova S, Baber R, Binder H, Ceglarek U, Enzenbach C, Fuchs M, Hagendorff A, Henger S, Hinz A, Rauscher FG, Reusche M, Riedel-Heller SG, Röhr S, Sacher J, Sander C, Schroeter ML, Tarnok A, Treudler R, Villringer A, Wachter R, Witte AV, Thiery J, Scholz M, Loeffler M. Cohort Profile: The LIFE-Adult-Study. Int J Epidemiol 2022; 52:e66-e79. [PMID: 35640047 PMCID: PMC9908058 DOI: 10.1093/ije/dyac114] [Citation(s) in RCA: 34] [Impact Index Per Article: 17.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 05/10/2022] [Indexed: 01/14/2023] Open
Affiliation(s)
- Christoph Engel
- Corresponding author. Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Haertelstrasse 16–18, 04107 Leipzig, Germany. E-mail:
| | | | | | - Ronny Baber
- Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig Medical Center, Leipzig, Germany
| | - Hans Binder
- Interdisciplinary Centre for Bioinformatics, Leipzig University, Leipzig, Germany
| | - Uta Ceglarek
- Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany,Institute of Laboratory Medicine, Clinical Chemistry and Molecular Diagnostics, University of Leipzig Medical Center, Leipzig, Germany
| | - Cornelia Enzenbach
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany,Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Michael Fuchs
- Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany,Division Otolaryngology, Head and Neck Surgery, Phoniatrics and Audiology, University of Leipzig Medical Center, Leipzig, Germany
| | - Andreas Hagendorff
- Department of Cardiology, University of Leipzig Medical Center, Leipzig, Germany
| | - Sylvia Henger
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany,Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Andreas Hinz
- Department of Medical Psychology and Medical Sociology, Leipzig University, Leipzig, Germany
| | - Franziska G Rauscher
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany,Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Matthias Reusche
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany,Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany
| | - Steffi G Riedel-Heller
- Institute of Social Medicine, Occupational Medicine and Public Health (ISAP), Leipzig University, Leipzig, Germany
| | - Susanne Röhr
- Institute of Social Medicine, Occupational Medicine and Public Health (ISAP), Leipzig University, Leipzig, Germany,Global Brain Health Institute (GBHI), Trinity College Dublin, Dublin, Ireland
| | - Julia Sacher
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Christian Sander
- Leipzig Research Centre for Civilization Diseases, Leipzig University, Leipzig, Germany,Department of Psychiatry and Psychotherapy, University of Leipzig Medical Center, Leipzig, Germany
| | - Matthias L Schroeter
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Attila Tarnok
- Institute for Medical Informatics, Statistics and Epidemiology, Leipzig University, Leipzig, Germany,Department of Preclinical Development and Validation, Fraunhofer Institute for Cell Therapy and Immunology, Leipzig, Germany
| | - Regina Treudler
- Department of Dermatology, Venerology and Allergology, University of Leipzig Medical Center, Leipzig, Germany,Leipzig Interdisciplinary Allergy Center (LICA)—Comprehensive Allergy Center, University of Leipzig Medical Center, Leipzig, Germany
| | - Arno Villringer
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
| | - Rolf Wachter
- Clinic and Policlinic for Cardiology, University of Leipzig Medical Center, Leipzig, Germany
| | - A Veronica Witte
- Cognitive Neurology, University of Leipzig Medical Center, Leipzig, Germany,Department of Neurology, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany
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14
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Rost NS, Meschia JF, Gottesman R, Wruck L, Helmer K, Greenberg SM. Cognitive Impairment and Dementia After Stroke: Design and Rationale for the DISCOVERY Study. Stroke 2021; 52:e499-e516. [PMID: 34039035 PMCID: PMC8316324 DOI: 10.1161/strokeaha.120.031611] [Citation(s) in RCA: 56] [Impact Index Per Article: 18.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Stroke is a leading cause of the adult disability epidemic in the United States, with a major contribution from poststroke cognitive impairment and dementia (PSCID), the rates of which are disproportionally high among the health disparity populations. Despite the PSCID's overwhelming impact on public health, a knowledge gap exists with regard to the complex interaction between the acute stroke event and highly prevalent preexisting brain pathology related to cerebrovascular and Alzheimer disease or related dementia. Understanding the factors that modulate PSCID risk in relation to index stroke event is critically important for developing personalized prognostication of PSCID, targeted interventions to prevent it, and for informing future clinical trial design. The DISCOVERY study (Determinants of Incident Stroke Cognitive Outcomes and Vascular Effects on Recovery), a collaborative network of thirty clinical performance clinical sites with access to acute stroke populations and the expertise and capacity for systematic assessment of PSCID will address this critical challenge. DISCOVERY is a prospective, multicenter, observational, nested-cohort study of 8000 nondemented ischemic and hemorrhagic stroke patients enrolled at the time of index stroke and followed for a minimum of 2 years, with serial cognitive evaluations and assessments of functional outcome, with subsets undergoing research magnetic resonance imaging and positron emission tomography and comprehensive genetic/genomic and fluid biomarker testing. The overall scientific objective of this study is to elucidate mechanisms of brain resilience and susceptibility to PSCID in diverse US populations based on complex interplay between life-course exposure to multiple vascular risk factors, preexisting burden of microvascular and neurodegenerative pathology, the effect of strategic acute stroke lesions, and the mediating effect of genomic and epigenomic variation.
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Affiliation(s)
- Natalia S. Rost
- J. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
| | | | | | | | - Karl Helmer
- Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Boston, MA
| | - Steven M. Greenberg
- J. Philip Kistler Stroke Research Center, Department of Neurology, Massachusetts General Hospital and Harvard Medical School, Boston, MA
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15
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Chen X, Wang J, Tahir M, Zhang F, Ran Y, Liu Z, Wang J. Current insights into the implications of m6A RNA methylation and autophagy interaction in human diseases. Cell Biosci 2021; 11:147. [PMID: 34315538 PMCID: PMC8314498 DOI: 10.1186/s13578-021-00661-x] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 07/19/2021] [Indexed: 12/12/2022] Open
Abstract
Autophagy is a conserved degradation process crucial to maintaining the primary function of cellular and organismal metabolism. Impaired autophagy could develop numerous diseases, including cancer, cardiomyopathy, neurodegenerative disorders, and aging. N6-methyladenosine (m6A) is the most common RNA modification in eukaryotic cells, and the fate of m6A modified transcripts is controlled by m6A RNA binding proteins. m6A modification influences mRNA alternative splicing, stability, translation, and subcellular localization. Intriguingly, recent studies show that m6A RNA methylation could alter the expression of essential autophagy-related (ATG) genes and influence the autophagy function. Thus, both m6A modification and autophagy could play a crucial role in the onset and progression of various human diseases. In this review, we summarize the latest studies describing the impact of m6A modification in autophagy regulation and discuss the role of m6A modification-autophagy axis in different human diseases, including obesity, heart disease, azoospermatism or oligospermatism, intervertebral disc degeneration, and cancer. The comprehensive understanding of the m6A modification and autophagy interplay may help in interpreting their impact on human diseases and may aid in devising future therapeutic strategies.
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Affiliation(s)
- Xuechai Chen
- Center of Excellence for Environmental Safety and Biological Effects, Beijing International Science and Technology Cooperation Base for Antiviral Drugs, Faculty of Environment and Life, Beijing University of Technology, 100 Ping Le Yuan, Chaoyang District, Beijing, 100124, People's Republic of China
| | - Jianan Wang
- Center of Excellence for Environmental Safety and Biological Effects, Beijing International Science and Technology Cooperation Base for Antiviral Drugs, Faculty of Environment and Life, Beijing University of Technology, 100 Ping Le Yuan, Chaoyang District, Beijing, 100124, People's Republic of China
| | - Muhammad Tahir
- Center of Excellence for Environmental Safety and Biological Effects, Beijing International Science and Technology Cooperation Base for Antiviral Drugs, Faculty of Environment and Life, Beijing University of Technology, 100 Ping Le Yuan, Chaoyang District, Beijing, 100124, People's Republic of China
| | - Fangfang Zhang
- Center of Excellence for Environmental Safety and Biological Effects, Beijing International Science and Technology Cooperation Base for Antiviral Drugs, Faculty of Environment and Life, Beijing University of Technology, 100 Ping Le Yuan, Chaoyang District, Beijing, 100124, People's Republic of China
| | - Yuanyuan Ran
- Department of Rehabilitation, Beijing Rehabilitation Hospital, Capital Medical University, Xixiazhuang, Badachu, Beijing, 100144, People's Republic of China
| | - Zongjian Liu
- Department of Rehabilitation, Beijing Rehabilitation Hospital, Capital Medical University, Xixiazhuang, Badachu, Beijing, 100144, People's Republic of China.
| | - Juan Wang
- Center of Excellence for Environmental Safety and Biological Effects, Beijing International Science and Technology Cooperation Base for Antiviral Drugs, Faculty of Environment and Life, Beijing University of Technology, 100 Ping Le Yuan, Chaoyang District, Beijing, 100124, People's Republic of China.
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16
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Tesi N, van der Lee S, Hulsman M, Holstege H, Reinders MJT. snpXplorer: a web application to explore human SNP-associations and annotate SNP-sets. Nucleic Acids Res 2021; 49:W603-W612. [PMID: 34048563 PMCID: PMC8262737 DOI: 10.1093/nar/gkab410] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 04/19/2021] [Accepted: 05/01/2021] [Indexed: 02/06/2023] Open
Abstract
Genetic association studies are frequently used to study the genetic basis of numerous human phenotypes. However, the rapid interrogation of how well a certain genomic region associates across traits as well as the interpretation of genetic associations is often complex and requires the integration of multiple sources of annotation, which involves advanced bioinformatic skills. We developed snpXplorer, an easy-to-use web-server application for exploring Single Nucleotide Polymorphisms (SNP) association statistics and to functionally annotate sets of SNPs. snpXplorer can superimpose association statistics from multiple studies, and displays regional information including SNP associations, structural variations, recombination rates, eQTL, linkage disequilibrium patterns, genes and gene-expressions per tissue. By overlaying multiple GWAS studies, snpXplorer can be used to compare levels of association across different traits, which may help the interpretation of variant consequences. Given a list of SNPs, snpXplorer can also be used to perform variant-to-gene mapping and gene-set enrichment analysis to identify molecular pathways that are overrepresented in the list of input SNPs. snpXplorer is freely available at https://snpxplorer.net. Source code, documentation, example files and tutorial videos are available within the Help section of snpXplorer and at https://github.com/TesiNicco/snpXplorer.
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Affiliation(s)
- Niccolo Tesi
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
| | - Sven van der Lee
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
| | - Marc Hulsman
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
| | - Henne Holstege
- Alzheimer Center Amsterdam, Department of Neurology, Amsterdam Neuroscience, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Section Genomics of Neurodegenerative Diseases and Aging, Department of Clinical Genetics, Vrije Universiteit Amsterdam, Amsterdam UMC, Amsterdam, The Netherlands
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
| | - Marcel J T Reinders
- Delft Bioinformatics Lab, Delft University of Technology, Delft, The Netherlands
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17
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Zhao B, Li T, Yang Y, Wang X, Luo T, Shan Y, Zhu Z, Xiong D, Hauberg ME, Bendl J, Fullard JF, Roussos P, Li Y, Stein JL, Zhu H. Common genetic variation influencing human white matter microstructure. Science 2021; 372:372/6548/eabf3736. [PMID: 34140357 DOI: 10.1126/science.abf3736] [Citation(s) in RCA: 94] [Impact Index Per Article: 31.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 04/23/2021] [Indexed: 12/11/2022]
Abstract
Brain regions communicate with each other through tracts of myelinated axons, commonly referred to as white matter. We identified common genetic variants influencing white matter microstructure using diffusion magnetic resonance imaging of 43,802 individuals. Genome-wide association analysis identified 109 associated loci, 30 of which were detected by tract-specific functional principal components analysis. A number of loci colocalized with brain diseases, such as glioma and stroke. Genetic correlations were observed between white matter microstructure and 57 complex traits and diseases. Common variants associated with white matter microstructure altered the function of regulatory elements in glial cells, particularly oligodendrocytes. This large-scale tract-specific study advances the understanding of the genetic architecture of white matter and its genetic links to a wide spectrum of clinical outcomes.
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Affiliation(s)
- Bingxin Zhao
- Department of Statistics, Purdue University, West Lafayette, IN 47907, USA
| | - Tengfei Li
- Department of Radiology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Biomedical Research Imaging Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Yue Yang
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Xifeng Wang
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Tianyou Luo
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Yue Shan
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Ziliang Zhu
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Di Xiong
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Mads E Hauberg
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,iPSYCH, The Lundbeck Foundation Initiative for Integrative Psychiatric Research, 8210 Aarhus, Denmark.,Centre for Integrative Sequencing (iSEQ), Aarhus University, 8000 Aarhus, Denmark
| | - Jaroslav Bendl
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - John F Fullard
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Panagiotis Roussos
- Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Department of Genetics and Genomic Science and Institute for Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA.,Mental Illness Research, Education, and Clinical Center (VISN 2 South), James J. Peters VA Medical Center, Bronx, NY 10468, USA
| | - Yun Li
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,Department of Computer Science, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jason L Stein
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA.,UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Hongtu Zhu
- Biomedical Research Imaging Center, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA. .,Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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18
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Eckert MA, Harris KC, Lang H, Lewis MA, Schmiedt RA, Schulte BA, Steel KP, Vaden KI, Dubno JR. Translational and interdisciplinary insights into presbyacusis: A multidimensional disease. Hear Res 2021; 402:108109. [PMID: 33189490 PMCID: PMC7927149 DOI: 10.1016/j.heares.2020.108109] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 10/19/2020] [Accepted: 10/25/2020] [Indexed: 12/18/2022]
Abstract
There are multiple etiologies and phenotypes of age-related hearing loss or presbyacusis. In this review we summarize findings from animal and human studies of presbyacusis, including those that provide the theoretical framework for distinct metabolic, sensory, and neural presbyacusis phenotypes. A key finding in quiet-aged animals is a decline in the endocochlear potential (EP) that results in elevated pure-tone thresholds across frequencies with greater losses at higher frequencies. In contrast, sensory presbyacusis appears to derive, in part, from acute and cumulative effects on hair cells of a lifetime of environmental exposures (e.g., noise), which often result in pronounced high frequency hearing loss. These patterns of hearing loss in animals are recognizable in the human audiogram and can be classified into metabolic and sensory presbyacusis phenotypes, as well as a mixed metabolic+sensory phenotype. However, the audiogram does not fully characterize age-related changes in auditory function. Along with the effects of peripheral auditory system declines on the auditory nerve, primary degeneration in the spiral ganglion also appears to contribute to central auditory system aging. These inner ear alterations often correlate with structural and functional changes throughout the central nervous system and may explain suprathreshold speech communication difficulties in older adults with hearing loss. Throughout this review we highlight potential methods and research directions, with the goal of advancing our understanding, prevention, diagnosis, and treatment of presbyacusis.
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Affiliation(s)
- Mark A Eckert
- Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA.
| | - Kelly C Harris
- Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA
| | - Hainan Lang
- Medical University of South Carolina, Department of Pathology and Laboratory Medicine, Charleston, SC 29425, USA
| | - Morag A Lewis
- King's College London, Wolfson Centre for Age-Related Diseases, London SE1 1UL, United Kingdom
| | - Richard A Schmiedt
- Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA
| | - Bradley A Schulte
- Medical University of South Carolina, Department of Pathology and Laboratory Medicine, Charleston, SC 29425, USA; Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA
| | - Karen P Steel
- King's College London, Wolfson Centre for Age-Related Diseases, London SE1 1UL, United Kingdom
| | - Kenneth I Vaden
- Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA
| | - Judy R Dubno
- Medical University of South Carolina, Department of Otolaryngology - Head and Neck Surgery, Charleston, SC 29425, USA; Medical University of South Carolina, Department of Pathology and Laboratory Medicine, Charleston, SC 29425, USA
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19
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Farias FHG, Benitez BA, Cruchaga C. Quantitative endophenotypes as an alternative approach to understanding genetic risk in neurodegenerative diseases. Neurobiol Dis 2021; 151:105247. [PMID: 33429041 DOI: 10.1016/j.nbd.2020.105247] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 12/24/2020] [Accepted: 12/30/2020] [Indexed: 01/02/2023] Open
Abstract
Endophenotypes, as measurable intermediate features of human diseases, reflect underlying molecular mechanisms. The use of quantitative endophenotypes in genetic studies has improved our understanding of pathophysiological changes associated with diseases. The main advantage of the quantitative endophenotypes approach to study human diseases over a classic case-control study design is the inferred biological context that can enable the development of effective disease-modifying treatments. Here, we summarize recent progress on biomarkers for neurodegenerative diseases, including cerebrospinal fluid and blood-based, neuroimaging, neuropathological, and clinical studies. This review focuses on how endophenotypic studies have successfully linked genetic modifiers to disease risk, disease onset, or progression rate and provided biological context to genes identified in genome-wide association studies. Finally, we review critical methodological considerations for implementing this approach and future directions.
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Affiliation(s)
- Fabiana H G Farias
- Department of Psychiatry, Washington University, St. Louis, MO 63110, United States of America; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, United States of America
| | - Bruno A Benitez
- Department of Psychiatry, Washington University, St. Louis, MO 63110, United States of America; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, United States of America
| | - Carlos Cruchaga
- Department of Psychiatry, Washington University, St. Louis, MO 63110, United States of America; NeuroGenomics and Informatics, Washington University, St. Louis, MO 63110, United States of America; Hope Center for Neurologic Diseases, Washington University, St. Louis, MO 63110, United States of America; The Charles F. and Joanne Knight Alzheimer Disease Research Center, Washington University School of Medicine, St Louis, MO, 63110, United States of America; Department of Genetics, Washington University School of Medicine, St Louis, MO, 63110, United States of America.
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20
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Kim SW, Kim Y, Kim SE, An JY. Ferroptosis-Related Genes in Neurodevelopment and Central Nervous System. BIOLOGY 2021; 10:35. [PMID: 33419148 PMCID: PMC7825574 DOI: 10.3390/biology10010035] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 01/01/2021] [Accepted: 01/04/2021] [Indexed: 02/07/2023]
Abstract
Ferroptosis, first introduced as a new form of regulated cell death induced by erastin, is accompanied by the accumulation of iron and lipid peroxides, thus it can be inhibited either by iron chelators or by lipophilic antioxidants. In the past decade, multiple studies have introduced the potential importance of ferroptosis in many human diseases, including cancer and neurodegenerative diseases. In this review, we will discuss the genetic association of ferroptosis with neurological disorders and development of the central nervous system.
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Affiliation(s)
- Soo-Whee Kim
- Department of Biosystems and Biomedical Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea; (S.-W.K.); (Y.K.)
- Department of Integrated Biomedical and Life Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea
| | - Yujin Kim
- Department of Biosystems and Biomedical Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea; (S.-W.K.); (Y.K.)
- Department of Integrated Biomedical and Life Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea
| | - Sung Eun Kim
- Department of Biosystems and Biomedical Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea; (S.-W.K.); (Y.K.)
- Department of Integrated Biomedical and Life Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea
| | - Joon-Yong An
- Department of Biosystems and Biomedical Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea; (S.-W.K.); (Y.K.)
- Department of Integrated Biomedical and Life Sciences, College of Health Sciences, Korea University, Seoul 02841, Korea
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21
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Medland SE, Grasby KL, Jahanshad N, Painter JN, Colodro-Conde L, Bralten J, Hibar DP, Lind PA, Pizzagalli F, Thomopoulos SI, Stein JL, Franke B, Martin NG, Thompson PM. Ten years of enhancing neuro-imaging genetics through meta-analysis: An overview from the ENIGMA Genetics Working Group. Hum Brain Mapp 2020; 43:292-299. [PMID: 33300665 PMCID: PMC8675405 DOI: 10.1002/hbm.25311] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2020] [Revised: 11/16/2020] [Accepted: 11/17/2020] [Indexed: 12/22/2022] Open
Abstract
Here we review the motivation for creating the enhancing neuroimaging genetics through meta-analysis (ENIGMA) Consortium and the genetic analyses undertaken by the consortium so far. We discuss the methodological challenges, findings, and future directions of the genetics working group. A major goal of the working group is tackling the reproducibility crisis affecting "candidate gene" and genome-wide association analyses in neuroimaging. To address this, we developed harmonized analytic methods, and support their use in coordinated analyses across sites worldwide, which also makes it possible to understand heterogeneity in results across sites. These efforts have resulted in the identification of hundreds of common genomic loci robustly associated with brain structure. We have found both pleiotropic and specific genetic effects associated with brain structures, as well as genetic correlations with psychiatric and neurological diseases.
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Affiliation(s)
- Sarah E Medland
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia.,School of Psychology, University of Queensland, Brisbane, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Australia
| | - Katrina L Grasby
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Neda Jahanshad
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey, California, USA
| | - Jodie N Painter
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Lucía Colodro-Conde
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia.,School of Psychology, University of Queensland, Brisbane, Australia.,School of Biomedical Sciences, Queensland University of Technology, Brisbane, Australia.,Faculty of Psychology, University of Murcia, Murcia, Spain
| | - Janita Bralten
- Department of Human Genetics, Radboud university medical center, Nijmegen, The Netherlands.,Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Derrek P Hibar
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey, California, USA.,Personalized Healthcare, Genentech, Inc., South San Francisco, California, USA
| | - Penelope A Lind
- Psychiatric Genetics, QIMR Berghofer Medical Research Institute, Brisbane, Australia.,Faculty of Medicine, University of Queensland, Brisbane, Australia.,School of Biomedical Sciences, Queensland University of Technology, Brisbane, Australia
| | - Fabrizio Pizzagalli
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey, California, USA
| | - Sophia I Thomopoulos
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey, California, USA
| | - Jason L Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Barbara Franke
- Department of Human Genetics, Radboud university medical center, Nijmegen, The Netherlands.,Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, The Netherlands
| | - Nicholas G Martin
- Genetic Epidemiology, QIMR Berghofer Medical Research Institute, Brisbane, Australia
| | - Paul M Thompson
- Imaging Genetics Center, Mark and Mary Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Marina del Rey, California, USA
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22
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Ikram MA, Brusselle G, Ghanbari M, Goedegebure A, Ikram MK, Kavousi M, Kieboom BCT, Klaver CCW, de Knegt RJ, Luik AI, Nijsten TEC, Peeters RP, van Rooij FJA, Stricker BH, Uitterlinden AG, Vernooij MW, Voortman T. Objectives, design and main findings until 2020 from the Rotterdam Study. Eur J Epidemiol 2020; 35:483-517. [PMID: 32367290 PMCID: PMC7250962 DOI: 10.1007/s10654-020-00640-5] [Citation(s) in RCA: 317] [Impact Index Per Article: 79.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 04/23/2020] [Indexed: 12/19/2022]
Abstract
The Rotterdam Study is an ongoing prospective cohort study that started in 1990 in the city of Rotterdam, The Netherlands. The study aims to unravel etiology, preclinical course, natural history and potential targets for intervention for chronic diseases in mid-life and late-life. The study focuses on cardiovascular, endocrine, hepatic, neurological, ophthalmic, psychiatric, dermatological, otolaryngological, locomotor, and respiratory diseases. As of 2008, 14,926 subjects aged 45 years or over comprise the Rotterdam Study cohort. Since 2016, the cohort is being expanded by persons aged 40 years and over. The findings of the Rotterdam Study have been presented in over 1700 research articles and reports. This article provides an update on the rationale and design of the study. It also presents a summary of the major findings from the preceding 3 years and outlines developments for the coming period.
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Affiliation(s)
- M Arfan Ikram
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.
| | - Guy Brusselle
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.,Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium
| | - Mohsen Ghanbari
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - André Goedegebure
- Department of Otorhinolaryngology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - M Kamran Ikram
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.,Department of Neurology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Maryam Kavousi
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Brenda C T Kieboom
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Caroline C W Klaver
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.,Department of Ophthalmology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Robert J de Knegt
- Department of Gastroenterology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Annemarie I Luik
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Tamar E C Nijsten
- Department of Dermatology, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Robin P Peeters
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Frank J A van Rooij
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - Bruno H Stricker
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
| | - André G Uitterlinden
- Department of Internal Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Meike W Vernooij
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands.,Department of Radiology and Nuclear Medicine, Erasmus University Medical Center, Rotterdam, The Netherlands
| | - Trudy Voortman
- Department of Epidemiology, Erasmus University Medical Center, PO Box 2040, 3000 CA, Rotterdam, The Netherlands
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23
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Li M, Zhang W, Zhou X. Identification of genes involved in the evolution of human intelligence through combination of inter-species and intra-species genetic variations. PeerJ 2020; 8:e8912. [PMID: 32337102 PMCID: PMC7167246 DOI: 10.7717/peerj.8912] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2019] [Accepted: 03/15/2020] [Indexed: 11/20/2022] Open
Abstract
Understanding the evolution of human intelligence is an important undertaking in the science of human genetics. A great deal of biological research has been conducted to search for genes which are related to the significant increase in human brain volume and cerebral cortex complexity during hominid evolution. However, genetic changes affecting intelligence in hominid evolution have remained elusive. We supposed that a subset of intelligence-related genes, which harbored intra-species variations in human populations, may also be evolution-related genes which harbored inter-species variations between humans (Homo sapiens) and great apes (including Pan troglodytes and Pongo abelii). Here we combined inter-species and intra-species genetic variations to discover genes involved in the evolution of human intelligence. Information was collected from published GWAS works on intelligence and a total of 549 genes located within the intelligence-associated loci were identified. The intelligence-related genes containing human-specific variations were detected based on the latest high-quality genome assemblies of three human's closest species. Finally, we identified 40 strong candidates involved in human intelligence evolution. Expression analysis using RNA-Seq data revealed that most of the genes displayed a relatively high expression in the cerebral cortex. For these genes, there is a distinct expression pattern between humans and other species, especially in neocortex tissues. Our work provided a list of strong candidates for the evolution of human intelligence, and also implied that some intelligence-related genes may undergo inter-species evolution and contain intra-species variation.
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Affiliation(s)
- Mengjie Li
- College of Life Sciences, Shanghai Normal University, Shanghai, China
| | - Wenting Zhang
- College of Life Sciences, Shanghai Normal University, Shanghai, China
| | - Xiaoyi Zhou
- College of Life Sciences, Shanghai Normal University, Shanghai, China
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24
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Eom TY, Han SB, Kim J, Blundon JA, Wang YD, Yu J, Anderson K, Kaminski DB, Sakurada SM, Pruett-Miller SM, Horner L, Wagner B, Robinson CG, Eicholtz M, Rose DC, Zakharenko SS. Schizophrenia-related microdeletion causes defective ciliary motility and brain ventricle enlargement via microRNA-dependent mechanisms in mice. Nat Commun 2020; 11:912. [PMID: 32060266 PMCID: PMC7021727 DOI: 10.1038/s41467-020-14628-y] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2019] [Accepted: 01/22/2020] [Indexed: 01/11/2023] Open
Abstract
Progressive ventricular enlargement, a key feature of several neurologic and psychiatric diseases, is mediated by unknown mechanisms. Here, using murine models of 22q11-deletion syndrome (22q11DS), which is associated with schizophrenia in humans, we found progressive enlargement of lateral and third ventricles and deceleration of ciliary beating on ependymal cells lining the ventricular walls. The cilia-beating deficit observed in brain slices and in vivo is caused by elevated levels of dopamine receptors (Drd1), which are expressed in motile cilia. Haploinsufficiency of the microRNA-processing gene Dgcr8 results in Drd1 elevation, which is brought about by a reduction in Drd1-targeting microRNAs miR-382-3p and miR-674-3p. Replenishing either microRNA in 22q11DS mice normalizes ciliary beating and ventricular size. Knocking down the microRNAs or deleting their seed sites on Drd1 mimicked the cilia-beating and ventricular deficits. These results suggest that the Dgcr8-miR-382-3p/miR-674-3p-Drd1 mechanism contributes to deceleration of ciliary motility and age-dependent ventricular enlargement in 22q11DS.
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Affiliation(s)
- Tae-Yeon Eom
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Seung Baek Han
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jieun Kim
- Center for In Vivo Imaging and Therapeutics, Cellular Imaging Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jay A Blundon
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Yong-Dong Wang
- Department of Computational Biology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Jing Yu
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Kara Anderson
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Damian B Kaminski
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Sadie Miki Sakurada
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Shondra M Pruett-Miller
- Center for Advanced Genome Engineering, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Linda Horner
- Cellular Imaging Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Ben Wagner
- Cellular Imaging Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Camenzind G Robinson
- Cellular Imaging Shared Resource, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA
| | - Matthew Eicholtz
- Electrical and Electronics Systems Research Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Department of Computer Science, Florida Southern College, Lakeland, FL, 33801, USA
| | - Derek C Rose
- Electrical and Electronics Systems Research Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Stanislav S Zakharenko
- Department of Developmental Neurobiology, St. Jude Children's Research Hospital, Memphis, TN, 38105, USA.
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25
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Li X, Chu SG, Shen XN, Hou XH, Xu W, Ou YN, Dong Q, Tan L, Yu JT. Genome-wide association study identifies SIAH3 locus influencing the rate of ventricular enlargement in non-demented elders. Aging (Albany NY) 2019; 11:9862-9874. [PMID: 31711042 PMCID: PMC6874439 DOI: 10.18632/aging.102435] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2019] [Accepted: 10/29/2019] [Indexed: 12/16/2022]
Abstract
Ventricular enlargement occurs in several neurodegenerative and psychiatric diseases. A large genome-wide association study (GWAS) has identified seven loci associated with ventricular volume. The rate of ventricular enlargement increased in the progression of disease from normal cognition to dementia. Here, we aimed to use the rate of ventricular enlargement as an endophenotype for the development and progression of neurodegenerative diseases to discover more common genetic variants. We performed a GWAS of the rate of ventricular enlargement using 507 nondemented non-Hispanic white participants from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort. Linear regression model was used to identify the association of the rate of ventricular enlargement with single nucleotide polymorphisms (SNPs) in PLINK software. The associations of genome-wide significant SNPs with other four phenotypes were further discussed. Two SNPs (rs11620312, P = 4.04×10−8; rs79174114, P = 4.28×10−8) within SIAH3 gene in linkage disequilibrium (LD) reached genome-wide significance for association with increased rate of ventricular enlargement. Some intergenic SNPs and SNPs within NKAIN2, TBC1D2, GALNT18, ABCC1 and SRCIN1 genes were identified as potential candidates. SIAH3 rs11620312-C carriers were associated with poor cognition and brain hypometabolism longitudinally. Our findings indicated that SIAH3 gene may have potential influence on the pathogenesis of neurodegenerative diseases.
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Affiliation(s)
- Xian Li
- Department of Neurology, Qingdao Municipal Hospital, Dalian Medical University, Dalian, China
| | - Shu-Guang Chu
- Department of Radiology, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xue-Ning Shen
- Department of Neurology and Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Xiao-He Hou
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Wei Xu
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Ya-Nan Ou
- Department of Neurology, Qingdao Municipal Hospital, Qingdao University, Qingdao, China
| | - Qiang Dong
- Department of Neurology and Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
| | - Lan Tan
- Department of Neurology, Qingdao Municipal Hospital, Dalian Medical University, Dalian, China
| | - Jin-Tai Yu
- Department of Neurology and Institute of Neurology, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai, China
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26
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Le BD, Stein JL. Mapping causal pathways from genetics to neuropsychiatric disorders using genome-wide imaging genetics: Current status and future directions. Psychiatry Clin Neurosci 2019; 73:357-369. [PMID: 30864184 PMCID: PMC6625892 DOI: 10.1111/pcn.12839] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 02/22/2019] [Accepted: 03/05/2019] [Indexed: 12/17/2022]
Abstract
Imaging genetics aims to identify genetic variants associated with the structure and function of the human brain. Recently, collaborative consortia have been successful in this goal, identifying and replicating common genetic variants influencing gross human brain structure as measured through magnetic resonance imaging. In this review, we contextualize imaging genetic associations as one important link in understanding the causal chain from genetic variant to increased risk for neuropsychiatric disorders. We provide examples in other fields of how identifying genetic variant associations to disease and multiple phenotypes along the causal chain has revealed a mechanistic understanding of disease risk, with implications for how imaging genetics can be similarly applied. We discuss current findings in the imaging genetics research domain, including that common genetic variants can have a slightly larger effect on brain structure than on risk for disorders like schizophrenia, indicating a somewhat simpler genetic architecture. Also, gross brain structure measurements share a genetic basis with some, but not all, neuropsychiatric disorders, invalidating the previously held belief that they are broad endophenotypes, yet pinpointing brain regions likely involved in the pathology of specific disorders. Finally, we suggest that in order to build a more detailed mechanistic understanding of the effects of genetic variants on the brain, future directions in imaging genetics research will require observations of cellular and synaptic structure in specific brain regions beyond the resolution of magnetic resonance imaging. We expect that integrating genetic associations at biological levels from synapse to sulcus will reveal specific causal pathways impacting risk for neuropsychiatric disorders.
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Affiliation(s)
- Brandon D. Le
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, USA
| | - Jason L. Stein
- Department of Genetics & UNC Neuroscience Center, University of North Carolina at Chapel Hill, USA
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27
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Don-Doncow N, Vanherle L, Zhang Y, Meissner A. T-Cell Accumulation in the Hypertensive Brain: A Role for Sphingosine-1-Phosphate-Mediated Chemotaxis. Int J Mol Sci 2019; 20:ijms20030537. [PMID: 30695999 PMCID: PMC6386943 DOI: 10.3390/ijms20030537] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 01/25/2019] [Accepted: 01/25/2019] [Indexed: 12/11/2022] Open
Abstract
Hypertension is considered the major modifiable risk factor for the development of cognitive impairment. Because increased blood pressure is often accompanied by an activation of the immune system, the concept of neuro-inflammation gained increasing attention in the field of hypertension-associated neurodegeneration. Particularly, hypertension-associated elevated circulating T-lymphocyte populations and target organ damage spurred the interest to understanding mechanisms leading to inflammation-associated brain damage during hypertension. The present study describes sphingosine-1-phosphate (S1P) as major contributor to T-cell chemotaxis to the brain during hypertension-associated neuro-inflammation and cognitive impairment. Using Western blotting, flow cytometry and mass spectrometry approaches, we show that hypertension stimulates a sphingosine kinase 1 (SphK1)-dependent increase of cerebral S1P concentrations in a mouse model of angiotensin II (AngII)-induced hypertension. The development of a distinct S1P gradient between circulating blood and brain tissue associates to elevated CD3+ T-cell numbers in the brain. Inhibition of S1P1-guided T-cell chemotaxis with the S1P receptor modulator FTY720 protects from augmentation of brain CD3 expression and the development of memory deficits in hypertensive WT mice. In conclusion, our data highlight a new approach to the understanding of hypertension-associated inflammation in degenerative processes of the brain during disease progression.
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Affiliation(s)
| | - Lotte Vanherle
- Department of Experimental Science, Lund University, 22 184 Lund, Sweden.
| | - Yun Zhang
- Department of Experimental Science, Lund University, 22 184 Lund, Sweden.
| | - Anja Meissner
- Department of Experimental Science, Lund University, 22 184 Lund, Sweden.
- Wallenberg Center for Molecular Medicine, Lund University, 22 184 Lund, Sweden.
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