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PMID: 26332608 Published · ppublish English Journal Article Multicenter Study Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Genetic Analysis of Association Between Calcium Signaling and Hippocampal Activation, Memory Performance in the Young and Old, and Risk for Sporadic Alzheimer Disease.

JAMA psychiatry ·Vol. 72 ·No. 10 ·2015-10-00 ·Pages 1029-36

Heck A, Fastenrath M, Coynel D, Auschra B, Bickel H, Freytag V, Gschwind L, Hartmann F, Jessen F, Kaduszkiewicz H, Maier W, Milnik A, Pentzek M, Riedel-Heller SG, Spalek K, Vogler C, Wagner M, Weyerer S, Wolfsgruber S, de Quervain DJ, Papassotiropoulos A

Abstract

Human episodic memory performance is linked to the function of specific brain regions, including the hippocampus; declines as a result of increasing age; and is markedly disturbed in Alzheimer disease (AD), an age-associated neurodegenerative disorder that primarily affects the hippocampus. Exploring the molecular underpinnings of human episodic memory is key to the understanding of hippocampus-dependent cognitive physiology and pathophysiology. To determine whether biologically defined groups of genes are enriched in episodic memory performance across age, memory encoding-related brain activity, and AD. In this multicenter collaborative study, which began in August 2008 and is ongoing, gene set enrichment analysis was done by using primary and meta-analysis data from 57 968 participants. The Swiss cohorts consisted of 3043 healthy young adults assessed for episodic memory performance. In a subgroup (n = 1119) of one of these cohorts, functional magnetic resonance imaging was used to identify gene set-dependent differences in brain activity related to episodic memory. The German Study on Aging, Cognition, and Dementia in Primary Care Patients cohort consisted of 763 elderly participants without dementia who were assessed for episodic memory performance. The International Genomics of Alzheimer's Project case-control sample consisted of 54 162 participants (17 008 patients with sporadic AD and 37 154 control participants). Analyses were conducted between January 2014 and June 2015. Gene set enrichment analysis in all samples was done using genome-wide single-nucleotide polymorphism data. Episodic memory performance in the Swiss cohort and German Study on Aging, Cognition, and Dementia in Primary Care Patients cohort was quantified by picture and verbal delayed free recall tasks. In the functional magnetic resonance imaging experiment, activation of the hippocampus during encoding of pictures served as the phenotype of interest. In the International Genomics of Alzheimer's Project sample, diagnosis of sporadic AD served as the phenotype of interest. In the discovery sample, we detected significant enrichment for genes constituting the calcium signaling pathway, especially those related to the elevation of cytosolic calcium (P = 2 × 10-4). This enrichment was replicated in 2 additional samples of healthy young individuals (P = .02 and .04, respectively) and a sample of healthy elderly participants (P = .004). Hippocampal activation (P = 4 × 10-4) and the risk for sporadic AD (P = .01) were also significantly enriched for genes related to the elevation of cytosolic calcium. By detecting consistent significant enrichment in independent cohorts of young and elderly participants, this study identified that calcium signaling plays a central role in hippocampus-dependent human memory processes in cognitive health and disease, contributing to the understanding and potential treatment of hippocampus-dependent cognitive pathology.

MeSH Terms
Adult Age Factors Aged Aged, 80 and over Alzheimer Disease/genetics,physiopathology Calcium Signaling/genetics Case-Control Studies Cohort Studies Female Functional Neuroimaging Hippocampus/physiopathology Humans Magnetic Resonance Imaging Male Memory/physiology Memory, Episodic Middle Aged Prospective Studies Young Adult
Authors & Affiliations
21 authors, click to expand affiliations / ORCID
Heck Angela
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland2Psychiatric University Clinic, University of Basel, Basel, Switzerland.
Fastenrath Matthias
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland3Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Coynel David
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland3Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Auschra Bianca
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Bickel Horst
Department of Psychiatry, Technical University of Munich, Munich, Germany.
Freytag Virginie
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Gschwind Leo
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland3Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Hartmann Francina
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Jessen Frank
Department of Psychiatry, University of Cologne, Medical Faculty, Cologne, Germany6German Center for Neurodegenerative Diseases, Bonn, Germany.
Kaduszkiewicz Hanna
Institute of General Practice, Kiel University, Kiel, Germany.
Maier Wolfgang
German Center for Neurodegenerative Diseases, Bonn, Germany8Department of Psychiatry, University of Bonn, Bonn, Germany.
Milnik Annette
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland2Psychiatric University Clinic, University of Basel, Basel, Switzerland.
Pentzek Michael
Department of General Practice, University Medical Center Düsseldorf, Düsseldorf, Germany.
Riedel-Heller Steffi G
Institute of Social Medicine, Occupational Health, and Public Health, University of Leipzig, Leipzig, Germany.
Spalek Klara
Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Vogler Christian
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland2Psychiatric University Clinic, University of Basel, Basel, Switzerland.
Wagner Michael
German Center for Neurodegenerative Diseases, Bonn, Germany8Department of Psychiatry, University of Bonn, Bonn, Germany.
Weyerer Siegfried
Central Institute of Mental Health, Mannheim/Heidelberg University, Mannheim, Germany.
Wolfsgruber Steffen
German Center for Neurodegenerative Diseases, Bonn, Germany8Department of Psychiatry, University of Bonn, Bonn, Germany.
de Quervain Dominique J-F
Psychiatric University Clinic, University of Basel, Basel, Switzerland3Division of Cognitive Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland.
Papassotiropoulos Andreas
Division of Molecular Neuroscience, Department of Psychology, University of Basel, Basel, Switzerland2Psychiatric University Clinic, University of Basel, Basel, Switzerland12Life Sciences Training Facility, Department Biozentrum, University of Basel, Base.
Conflict of Interest

There are no conflicts of interest to declare.

References (59)
59 references, click to expand
  1. Calcium signaling in neurodegeneration.
    Mol Neurodegener. 2009 May 06;4:20 PMID: 19419557
  2. LTP and LTD: an embarrassment of riches.
    Neuron. 2004 Sep 30;44(1):5-21 PMID: 15450156
  3. Genomic control for association studies.
    Biometrics. 1999 Dec;55(4):997-1004 PMID: 11315092
  4. Compensatory mechanisms in higher-educated subjects with Alzheimer's disease: a study of 20 years of cognitive decline.
    Brain. 2014 Apr;137(Pt 4):1167-75 PMID: 24578544
  5. Investigating the contribution of common genetic variants to the risk and pathogenesis of ADHD.
    Am J Psychiatry. 2012 Feb;169(2):186-94 PMID: 22420046
  6. Gene set analysis of genome-wide association studies: methodological issues and perspectives.
    Genomics. 2011 Jul;98(1):1-8 PMID: 21565265
  7. Molecular pathways involved in neuronal cell adhesion and membrane scaffolding contribute to schizophrenia and bipolar disorder susceptibility.
    Mol Psychiatry. 2011 Mar;16(3):286-92 PMID: 20157312
  8. Neural correlates of availability and accessibility in memory.
    Cereb Cortex. 2008 Jul;18(7):1720-6 PMID: 18033765
  9. Overrepresentation of glutamate signaling in Alzheimer's disease: network-based pathway enrichment using meta-analysis of genome-wide association studies.
    PLoS One. 2014 Apr 22;9(4):e95413 PMID: 24755620
  10. Genetic neuroscience of mammalian learning and memory.
    Philos Trans R Soc Lond B Biol Sci. 2003 Apr 29;358(1432):787-95 PMID: 12740125
  11. Regulation of dendritic development by calcium signaling.
    Cell Calcium. 2005 May;37(5):411-6 PMID: 15820388
  12. Abnormal intracellular ca(2+)homeostasis and disease.
    Cell Calcium. 2000 Jul;28(1):1-21 PMID: 10942700
  13. Gene ontology analysis of GWA study data sets provides insights into the biology of bipolar disorder.
    Am J Hum Genet. 2009 Jul;85(1):13-24 PMID: 19539887
  14. Large-scale genome-wide association analysis of bipolar disorder identifies a new susceptibility locus near ODZ4.
    Nat Genet. 2011 Sep 18;43(10):977-83 PMID: 21926972
  15. Sources of human psychological differences: the Minnesota Study of Twins Reared Apart.
    Science. 1990 Oct 12;250(4978):223-8 PMID: 2218526
  16. The role of PKA, CaMKII, and PKC in avoidance conditioning: permissive or instructive?
    Neurobiol Learn Mem. 2002 May;77(3):291-312 PMID: 11991759
  17. Biological insights from 108 schizophrenia-associated genetic loci.
    Nature. 2014 Jul 24;511(7510):421-7 PMID: 25056061
  18. Genotype patterns at PICALM, CR1, BIN1, CLU, and APOE genes are associated with episodic memory.
    Neurology. 2012 May 8;78(19):1464-71 PMID: 22539578
  19. Long-term depression of excitatory synaptic transmission and its relationship to long-term potentiation.
    Trends Neurosci. 1993 Nov;16(11):480-7 PMID: 7507622
  20. Contrasting properties of two forms of long-term potentiation in the hippocampus.
    Nature. 1995 Sep 14;377(6545):115-8 PMID: 7675078
  21. Temporal limits on the rise in postsynaptic calcium required for the induction of long-term potentiation.
    Neuron. 1992 Jul;9(1):121-8 PMID: 1632966
  22. Cognitive reserve.
    Neuropsychologia. 2009 Aug;47(10):2015-28 PMID: 19467352
  23. Psychiatric genome-wide association study analyses implicate neuronal, immune and histone pathways.
    Nat Neurosci. 2015 Feb;18(2):199-209 PMID: 25599223
  24. Neural correlates of age-related verbal episodic memory decline: a PET study with combined subtraction/correlation analysis.
    Neurobiol Aging. 2007 Oct;28(10 ):1568-76 PMID: 16904794
  25. Retrograde amnesia and memory consolidation: a neurobiological perspective.
    Curr Opin Neurobiol. 1995 Apr;5(2):169-77 PMID: 7620304
  26. A synaptic model of memory: long-term potentiation in the hippocampus.
    Nature. 1993 Jan 7;361(6407):31-9 PMID: 8421494
  27. The diagnosis of dementia due to Alzheimer's disease: recommendations from the National Institute on Aging-Alzheimer's Association workgroups on diagnostic guidelines for Alzheimer's disease.
    Alzheimers Dement. 2011 May;7(3):263-9 PMID: 21514250
  28. A fast diffeomorphic image registration algorithm.
    Neuroimage. 2007 Oct 15;38(1):95-113 PMID: 17761438
  29. Genome-wide pathway analysis of memory impairment in the Alzheimer's Disease Neuroimaging Initiative (ADNI) cohort implicates gene candidates, canonical pathways, and networks.
    Brain Imaging Behav. 2012 Dec;6(4):634-48 PMID: 22865056
  30. Genetics of human episodic memory: dealing with complexity.
    Trends Cogn Sci. 2011 Sep;15(9):381-7 PMID: 21835680
  31. Heritability of different forms of memory in the Late Onset Alzheimer's Disease Family Study.
    J Alzheimers Dis. 2011;23(2):249-55 PMID: 20930268
  32. Evaluation of 14 nonlinear deformation algorithms applied to human brain MRI registration.
    Neuroimage. 2009 Jul 1;46(3):786-802 PMID: 19195496
  33. Ca2+ signaling requirements for long-term depression in the hippocampus.
    Neuron. 1996 Apr;16(4):825-33 PMID: 8608000
  34. Changes in memory processing with age.
    Curr Opin Neurobiol. 2000 Apr;10(2):224-31 PMID: 10753795
  35. Mild cognitive impairment in general practice: age-specific prevalence and correlate results from the German study on ageing, cognition and dementia in primary care patients (AgeCoDe).
    Dement Geriatr Cogn Disord. 2007;24(4):307-16 PMID: 17848793
  36. Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for Alzheimer's disease.
    Nat Genet. 2013 Dec;45(12):1452-8 PMID: 24162737
  37. Multivariate path analysis of specific cognitive abilities data at 12 years of age in the Colorado Adoption Project.
    Behav Genet. 1998 Jul;28(4):255-64 PMID: 9803018
  38. The molecular biology of memory storage: a dialogue between genes and synapses.
    Science. 2001 Nov 2;294(5544):1030-8 PMID: 11691980
  39. Episodic memory: from mind to brain.
    Annu Rev Psychol. 2002;53:1-25 PMID: 11752477
  40. Transcriptomic analysis of autistic brain reveals convergent molecular pathology.
    Nature. 2011 May 25;474(7351):380-4 PMID: 21614001
  41. Decreased cognitive function in extended family members from the single late-onset-Alzheimer's-disease pedigree.
    J Int Neuropsychol Soc. 2013 Aug;19(7):809-19 PMID: 23742872
  42. PLINK: a tool set for whole-genome association and population-based linkage analyses.
    Am J Hum Genet. 2007 Sep;81(3):559-75 PMID: 17701901
  43. INRICH: interval-based enrichment analysis for genome-wide association studies.
    Bioinformatics. 2012 Jul 1;28(13):1797-9 PMID: 22513993
  44. Genetic insights in Alzheimer's disease.
    Lancet Neurol. 2013 Jan;12(1):92-104 PMID: 23237904
  45. SUCLG2 identified as both a determinator of CSF Aβ1-42 levels and an attenuator of cognitive decline in Alzheimer's disease.
    Hum Mol Genet. 2014 Dec 15;23(24):6644-58 PMID: 25027320
  46. Mechanisms underlying induction of homosynaptic long-term depression in area CA1 of the hippocampus.
    Neuron. 1992 Nov;9(5):967-75 PMID: 1419003
  47. Common inherited variation in mitochondrial genes is not enriched for associations with type 2 diabetes or related glycemic traits.
    PLoS Genet. 2010 Aug 12;6(8):null PMID: 20714348
  48. Genome-wide studies of verbal declarative memory in nondemented older people: the Cohorts for Heart and Aging Research in Genomic Epidemiology consortium.
    Biol Psychiatry. 2015 Apr 15;77(8):749-63 PMID: 25648963
  49. Pathway analysis of genomic data: concepts, methods, and prospects for future development.
    Trends Genet. 2012 Jul;28(7):323-32 PMID: 22480918
  50. Memory and aging: four hypotheses in search of data.
    Annu Rev Psychol. 1991;42:333-76 PMID: 2018397
  51. Disorders of learning and memory after temporal lobe lesions in man.
    Clin Neurosurg. 1972;19:421-46 PMID: 4637561
  52. Ushering in the study and treatment of preclinical Alzheimer disease.
    Nat Rev Neurol. 2013 Jul;9(7):371-81 PMID: 23752908
  53. Gene ontology: tool for the unification of biology. The Gene Ontology Consortium.
    Nat Genet. 2000 May;25(1):25-9 PMID: 10802651
  54. Substantial genetic influence on cognitive abilities in twins 80 or more years old.
    Science. 1997 Jun 6;276(5318):1560-3 PMID: 9171059
  55. Genomics of behavioral diseases.
    Front Genet. 2012 Apr 02;3:45 PMID: 22485117
  56. Calcium dysregulation in neuronal aging and Alzheimer's disease: history and new directions.
    Cell Calcium. 1998 Nov-Dec;24(5-6):417-33 PMID: 10091010
  57. KEGG: Kyoto Encyclopedia of Genes and Genomes.
    Nucleic Acids Res. 1999 Jan 1;27(1):29-34 PMID: 9847135
  58. Converging genetic and functional brain imaging evidence links neuronal excitability to working memory, psychiatric disease, and brain activity.
    Neuron. 2014 Mar 5;81(5):1203-13 PMID: 24529980
  59. The role of intracellular calcium stores in synaptic plasticity and memory consolidation.
    Neurosci Biobehav Rev. 2013 Aug;37(7):1211-39 PMID: 23639769
Article Info
Journal
JAMA psychiatry
Abbr.
JAMA Psychiatry
ISSN
2168-6238
Published
2015-10-00
Pages
1029-36
Language
English
Region
United States
NLM ID
101589550
PMCID
PMC5291164
Subset
IM
Grants
Wellcome Trust · 082604/2/07/Z · United Kingdom
NIA NIH HHS · N01AG12100 · United States
Medical Research Council · 503480 · United Kingdom
NIA NIH HHS · U24 AG021886 · United States
NIA NIH HHS · U01 AG032984 · United States
NIA NIH HHS · U01 AG016976 · United States
NHLBI NIH HHS · R01 HL105756 · United States
NIA NIH HHS · R01 AG008122 · United States
NIA NIH HHS · R01 AG033193 · United States
NIA NIH HHS · AG081220 · United States
NIA NIH HHS · N01-AG-12100 · United States
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