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Grydeland H, Sneve MH, Roe JM, Raud L, Ness HT, Folvik L, Amlien I, Geier OM, Sørensen Ø, Vidal-Piñeiro D, Walhovd KB, Fjell AM. Network segregation during episodic memory shows age-invariant relations with memory performance from 7 to 82 years. Neurobiol Aging 2025; 148:1-15. [PMID: 39874716 DOI: 10.1016/j.neurobiolaging.2025.01.004] [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: 03/01/2024] [Revised: 01/14/2025] [Accepted: 01/14/2025] [Indexed: 01/30/2025]
Abstract
Lower episodic memory capability, as seen in development and aging compared with younger adulthood, may partly depend on lower brain network segregation. Here, our objective was twofold: (1) test this hypothesis using within- and between-network functional connectivity (FC) during episodic memory encoding and retrieval, in two independent samples (n = 734, age 7-82 years). (2) Assess associations with age and the ability to predict memory comparing task-general FC and memory-modulated FC. In a multiverse-inspired approach, we performed tests across multiple analytic choices. Results showed that relationships differed based on these analytic choices and were mainly present in the largest dataset,. Significant relationships indicated that (i) memory-modulated FC predicted memory performance and associated with memory in an age-invariant manner. (ii) In line with the so-called neural dedifferentiation view, task-general FC showed lower segregation with higher age in adults which was associated with worse memory performance. In development, although there were only weak signs of a neural differentiation, that is, gradually higher segregation with higher age, we observed similar lower segregation-worse memory relationships. This age-invariant relationships between FC and episodic memory suggest that network segregation is pivotal for memory across the healthy lifespan.
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Affiliation(s)
- Håkon Grydeland
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway.
| | - Markus H Sneve
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - James M Roe
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Liisa Raud
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Hedda T Ness
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Line Folvik
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Inge Amlien
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Oliver M Geier
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway; Department of Diagnostic Physics, Division of Radiology and Nuclear Medicine, Oslo University Hospital, Oslo, Norway
| | - Øystein Sørensen
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Didac Vidal-Piñeiro
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway
| | - Kristine B Walhovd
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway; Department of Radiology and Nuclear Medicine, University of Oslo, Oslo 0317, Norway
| | - Anders M Fjell
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, Oslo 0317, Norway; Department of Radiology and Nuclear Medicine, University of Oslo, Oslo 0317, Norway
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Raud L, Sneve MH, Vidal-Piñeiro D, Sørensen Ø, Folvik L, Ness HT, Mowinckel AM, Grydeland H, Walhovd KB, Fjell AM. Hippocampal-cortical functional connectivity during memory encoding and retrieval. Neuroimage 2023; 279:120309. [PMID: 37544416 DOI: 10.1016/j.neuroimage.2023.120309] [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: 04/04/2023] [Revised: 07/16/2023] [Accepted: 08/04/2023] [Indexed: 08/08/2023] Open
Abstract
Memory encoding and retrieval are critical sub-processes of episodic memory. While the hippocampus is involved in both, less is known about its connectivity with the neocortex during memory processing in humans. This is partially due to variations in demands in common memory tasks, which inevitably recruit cognitive processes other than episodic memory. Conjunctive analysis of data from different tasks with the same core elements of encoding and retrieval can reduce the intrusion of patterns related to subsidiary perceptual and cognitive processing. Leveraging data from two large-scale functional resonance imaging studies with different episodic memory tasks (514 and 237 participants), we identified hippocampal-cortical networks active during memory tasks. Whole-brain functional connectivity maps were similar during resting state, encoding, and retrieval. Anterior and posterior hippocampus had distinct connectivity profiles, which were also stable across resting state and memory tasks. When contrasting encoding and retrieval connectivity, conjunctive encoding-related connectivity was sparse. During retrieval hippocampal connectivity was increased with areas known to be active during recollection, including medial prefrontal, inferior parietal, and parahippocampal cortices. This indicates that the stable functional connectivity of the hippocampus along its longitudinal axis is superposed by increased functional connectivity with the recollection network during retrieval, while auxiliary encoding connectivity likely reflects contextual factors.
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Affiliation(s)
- Liisa Raud
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway.
| | - Markus H Sneve
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Didac Vidal-Piñeiro
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Øystein Sørensen
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Line Folvik
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Hedda T Ness
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Athanasia M Mowinckel
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Håkon Grydeland
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway
| | - Kristine B Walhovd
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway; Department of Radiology and Nuclear Medicine, Oslo University Hospital, 0372 Oslo, Norway
| | - Anders M Fjell
- Center for Lifespan Changes in Brain and Cognition, Department of Psychology, University of Oslo, 0373 Oslo, Norway; Department of Radiology and Nuclear Medicine, Oslo University Hospital, 0372 Oslo, Norway
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Gao Y, Felsky D, Reyes-Dumeyer D, Sariya S, Rentería MA, Ma Y, Klein HU, Cosentino S, De Jager PL, Bennett DA, Brickman AM, Schellenberg GD, Mayeux R, Barral S. Integration of GWAS and brain transcriptomic analyses in a multiethnic sample of 35,245 older adults identifies DCDC2 gene as predictor of episodic memory maintenance. Alzheimers Dement 2022; 18:1797-1811. [PMID: 34873813 PMCID: PMC9170841 DOI: 10.1002/alz.12524] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2021] [Revised: 10/03/2021] [Accepted: 10/12/2021] [Indexed: 01/28/2023]
Abstract
Identifying genes underlying memory function will help characterize cognitively resilient and high-risk declining subpopulations contributing to precision medicine strategies. We estimated episodic memory trajectories in 35,245 ethnically diverse older adults representing eight independent cohorts. We conducted apolipoprotein E (APOE)-stratified genome-wide association study (GWAS) analyses and combined individual cohorts' results via meta-analysis. Three independent transcriptomics datasets were used to further interpret GWAS signals. We identified DCDC2 gene significantly associated with episodic memory (Pmeta = 3.3 x 10-8 ) among non-carriers of APOE ε4 (N = 24,941). Brain transcriptomics revealed an association between episodic memory maintenance and (1) increased dorsolateral prefrontal cortex DCDC2 expression (P = 3.8 x 10-4 ) and (2) lower burden of pathological Alzheimer's disease (AD) hallmarks (paired helical fragment tau P = .003, and amyloid beta load P = .008). Additional transcriptomics results comparing AD and cognitively healthy brain samples showed a downregulation of DCDC2 levels in superior temporal gyrus (P = .007) and inferior frontal gyrus (P = .013). Our work identified DCDC2 gene as a novel predictor of memory maintenance.
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Affiliation(s)
- Yizhe Gao
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA
| | - Daniel Felsky
- Krembil Centre for Neuroinformatics, Centre for Addiction
and Mental Health, Toronto, ON, Canada.,Department of Psychiatry & Institute of Medical
Science, University of Toronto, Toronto, ON, Canada
| | - Dolly Reyes-Dumeyer
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,G.H. Sergievsky Center, Vagelos College of Physicians and
Surgeons, Columbia University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | - Sanjeev Sariya
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA
| | - Miguel Arce Rentería
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | - Yiyi Ma
- Center for Translational & Computational
Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center,
New York, NY, 10032, USA
| | - Hans-Ulrich Klein
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,Center for Translational & Computational
Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center,
New York, NY, 10032, USA
| | - Stephanie Cosentino
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,G.H. Sergievsky Center, Vagelos College of Physicians and
Surgeons, Columbia University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | - Philip L. De Jager
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,Center for Translational & Computational
Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center,
New York, NY, 10032, USA.,Cell Circuits Program, Broad Institute, Cambridge, MA,
USA
| | - David A. Bennett
- Rush University Medical Center, Rush Alzheimer’s
Disease Center, Chicago, IL, USA.,Rush University Medical Center, Department of Neurological
Sciences, Chicago, IL, USA
| | - Adam M. Brickman
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,G.H. Sergievsky Center, Vagelos College of Physicians and
Surgeons, Columbia University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | - Gerard D. Schellenberg
- Department of Pathology and Laboratory Medicine,
University of Pennsylvania, Philadelphia, PA, USA
| | - Richard Mayeux
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,G.H. Sergievsky Center, Vagelos College of Physicians and
Surgeons, Columbia University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | - Sandra Barral
- Taub Institute for Research on Alzheimer’s Disease
and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia
University, New York, NY, USA.,G.H. Sergievsky Center, Vagelos College of Physicians and
Surgeons, Columbia University, New York, NY, USA.,Department of Neurology, Vagelos College of Physicians and
Surgeons, New York-Presbyterian Hospital, Columbia University Medical Center, New
York, NY, USA
| | -
- Taub Institute for Research on Alzheimer's Disease and the Aging Brain, Vagelos College of Physicians and Surgeons, Columbia University, New York, New York, USA
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