1
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Hill PF, Bermudez S, McAvan AS, Garren JD, Grilli MD, Barnes CA, Ekstrom AD. Age differences in spatial memory are mitigated during naturalistic navigation. Neuropsychol Dev Cogn B Aging Neuropsychol Cogn 2024:1-25. [PMID: 38445641 DOI: 10.1080/13825585.2024.2326244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2023] [Accepted: 02/27/2024] [Indexed: 03/07/2024]
Abstract
Spatial navigation deficits are often observed among older adults on tasks that require navigating virtual reality (VR) environments on a computer screen. We investigated whether these age differences are attenuated when tested in more naturalistic and ambulatory virtual environments. In Experiment 1, young and older adults navigated a variant of the Morris Water Maze task in each of two VR conditions: a desktop VR condition which required using a mouse and keyboard to navigate, and an ambulatory VR condition which permitted unrestricted locomotion. In Experiment 2, we examined whether age- and VR-related differences in spatial performance were affected by the inclusion of additional spatial cues. In both experiments, older adults navigated to target locations less precisely than younger individuals in the desktop condition. Age differences were significantly attenuated, however, when tested in the ambulatory VR environment. These findings underscore the importance of developing naturalistic assessments of spatial memory and navigation.
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Affiliation(s)
- Paul F Hill
- Psychology Department, University of Arizona, Tucson, AZ, USA
| | | | - Andrew S McAvan
- Department of Psychology, Vanderbilt University, Nashville, TN, USA
| | - Joshua D Garren
- Psychology Department, University of Arizona, Tucson, AZ, USA
| | - Matthew D Grilli
- Psychology Department, University of Arizona, Tucson, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
| | - Carol A Barnes
- Psychology Department, University of Arizona, Tucson, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
| | - Arne D Ekstrom
- Psychology Department, University of Arizona, Tucson, AZ, USA
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, USA
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2
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Zheng L, Gao Z, Doner S, Oyao A, Forloines M, Grilli MD, Barnes CA, Ekstrom AD. Hippocampal contributions to novel spatial learning are both age-related and age-invariant. Proc Natl Acad Sci U S A 2023; 120:e2307884120. [PMID: 38055735 PMCID: PMC10723126 DOI: 10.1073/pnas.2307884120] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 10/30/2023] [Indexed: 12/08/2023] Open
Abstract
Older adults show declines in spatial memory, although the extent of these alterations is not uniform across the healthy older population. Here, we investigate the stability of neural representations for the same and different spatial environments in a sample of younger and older adults using high-resolution functional MRI of the medial temporal lobes. Older adults showed, on average, lower neural pattern similarity for retrieving the same environment and more variable neural patterns compared to young adults. We also found a positive association between spatial distance discrimination and the distinctiveness of neural patterns between environments. Our analyses suggested that one source for this association was the extent of informational connectivity to CA1 from other subfields, which was dependent on age, while another source was the fidelity of signals within CA1 itself, which was independent of age. Together, our findings suggest both age-dependent and independent neural contributions to spatial memory performance.
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Affiliation(s)
- Li Zheng
- Psychology Department, University of Arizona, Tucson, AZ85721
| | - Zhiyao Gao
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA94305
| | - Stephanie Doner
- Psychology Department, University of Arizona, Tucson, AZ85721
| | - Alexis Oyao
- Psychology Department, University of Arizona, Tucson, AZ85721
| | - Martha Forloines
- Alzheimer’s Disease Center, Department of Neurology, University of California, Davis, Sacramento, CA95816
| | - Matthew D. Grilli
- Psychology Department, University of Arizona, Tucson, AZ85721
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ85721
| | - Carol A. Barnes
- Psychology Department, University of Arizona, Tucson, AZ85721
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ85721
| | - Arne D. Ekstrom
- Psychology Department, University of Arizona, Tucson, AZ85721
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ85721
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3
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Grilli MD, Sabharwal-Siddiqi S, Thayer SC, Rapcsak SZ, Ekstrom AD. Evidence of Impaired Remote Experience-near Semantic Memory in Medial Temporal Lobe Amnesia. J Cogn Neurosci 2023; 35:2002-2013. [PMID: 37713665 PMCID: PMC10824049 DOI: 10.1162/jocn_a_02057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/17/2023]
Abstract
Neuropsychological research suggests that "experience-near" semantic memory, meaning knowledge attached to a spatiotemporal or event context, is commonly impaired in individuals who have medial temporal lobe amnesia. It is not known if this impairment extends to remotely acquired experience-near knowledge, which is a question relevant to understanding hippocampal/medial temporal lobe functioning. In the present study, we administered a novel semantic memory task designed to target knowledge associated with remote, "dormant" concepts, in addition to knowledge associated with active concepts, to four individuals with medial temporal lobe amnesia and eight matched controls. We found that the individuals with medial temporal lobe amnesia generated significantly fewer experience-near semantic memories for both remote concepts and active concepts. In comparison, the generation of abstract or "experience-far" knowledge was largely spared in the individuals with medial temporal lobe amnesia, regardless of whether the targets for retrieval were remote or active concepts. We interpret these findings as evidence that the medial temporal lobes may have a sustained role in the retrieval of semantic memories associated with spatiotemporal and event contexts, which are cognitive features often ascribed to episodic memory. These results align with recent theoretical models proposing that the hippocampus/medial temporal lobes support cognitive processes that are involved in, but not exclusive to, episodic memory.
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Affiliation(s)
| | | | | | - Steven Z Rapcsak
- University of Arizona, Tucson AZ
- Banner Alzheimer's Institute, Tucson, AZ
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4
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Du YK, Liang M, McAvan AS, Wilson RC, Ekstrom AD. Frontal-midline theta and posterior alpha oscillations index early processing of spatial representations during active navigation. Cortex 2023; 169:65-80. [PMID: 37862831 PMCID: PMC10841878 DOI: 10.1016/j.cortex.2023.09.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Revised: 07/12/2023] [Accepted: 09/15/2023] [Indexed: 10/22/2023]
Abstract
Previous research has demonstrated that humans combine multiple sources of spatial information such as self-motion and landmark cues while navigating through an environment. However, it is unclear whether this involves comparing multiple representations obtained from different sources during navigation (parallel hypothesis) or building a representation first based on self-motion cues and then combining with landmarks later (serial hypothesis). We tested these two hypotheses (parallel vs serial) in an active navigation task using wireless mobile scalp EEG recordings. Participants walked through an immersive virtual hallway with or without conflicts between self-motion and landmarks (i.e., intersections) and pointed toward the starting position of the hallway. We employed the oscillatory signals recorded during mobile wireless scalp EEG as a means of identifying when participant representations based on self-motion versus landmark cues might have first emerged. We found that path segments, including intersections present early during navigation, were more strongly associated with later pointing error, regardless of when they appeared during encoding. We also found that there was sufficient information contained within the frontal-midline theta and posterior alpha oscillatory signals in the earliest segments of navigation involving intersections to decode condition (i.e., conflicting vs not conflicting). Together, these findings suggest that intersections play a pivotal role in the early development of spatial representations, suggesting that memory representations for the geometry of walked paths likely develop early during navigation, in support of the parallel hypothesis.
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Affiliation(s)
- Yu Karen Du
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Department of Psychology & Brain and Mind Institute, University of Western Ontario, London, ON N6A 3K7, Canada
| | - Mingli Liang
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
| | - Andrew S McAvan
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Department of Psychology, Vanderbilt University, Nashville, TN 37240, USA
| | - Robert C Wilson
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA.
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5
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Zheng L, Gao Z, Doner S, Oyao A, Forloines M, Grilli MD, Barnes CA, Ekstrom AD. Hippocampal contributions to novel spatial learning are both age-related and age-invariant. bioRxiv 2023:2023.06.28.546918. [PMID: 37425879 PMCID: PMC10326977 DOI: 10.1101/2023.06.28.546918] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/11/2023]
Abstract
Older adults show declines in spatial memory, although the extent of these alterations is not uniform across the healthy older population. Here, we investigate the stability of neural representations for the same and different spatial environments in a sample of younger and older adults using high-resolution functional magnetic resonance imaging (fMRI) of the medial temporal lobe. Older adults showed, on average, lower neural pattern similarity for retrieving the same environment and more variable neural patterns compared to young adults. We also found a positive association between spatial distance discrimination and the distinctiveness of neural patterns between environments. Our analyses suggested that one source for this association was the extent of informational connectivity to CA1 from other subfields, which was dependent on age, while another source was the fidelity of signals within CA1 itself, which was independent of age. Together, our findings suggest both age-dependent and independent neural contributions to spatial memory performance.
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Affiliation(s)
- Li Zheng
- Psychology Department, University of Arizona, Tucson, AZ 85719
| | - Zhiyao Gao
- Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA 94305
| | - Stephanie Doner
- Psychology Department, University of Arizona, Tucson, AZ 85719
| | - Alexis Oyao
- Psychology Department, University of Arizona, Tucson, AZ 85719
| | - Martha Forloines
- Alzheimer s Disease Center, Department of Neurology, University of California, Davis, Sacramento, CA 95816
| | - Matthew D Grilli
- Psychology Department, University of Arizona, Tucson, AZ 85719
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, AZ 85719
| | - Carol A Barnes
- Psychology Department, University of Arizona, Tucson, AZ 85719
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, AZ 85719
| | - Arne D Ekstrom
- Psychology Department, University of Arizona, Tucson, AZ 85719
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, AZ 85719
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6
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Seger SE, Kriegel JLS, Lega BC, Ekstrom AD. Memory-related processing is the primary driver of human hippocampal theta oscillations. Neuron 2023; 111:3119-3130.e4. [PMID: 37467749 PMCID: PMC10685603 DOI: 10.1016/j.neuron.2023.06.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2023] [Revised: 05/01/2023] [Accepted: 06/21/2023] [Indexed: 07/21/2023]
Abstract
Decades of work in rodents suggest that movement is a powerful driver of hippocampal low-frequency "theta" oscillations. Puzzlingly, such movement-related theta increases in primates are less sustained and of lower frequency, leading to questions about their functional relevance. Verbal memory encoding and retrieval lead to robust increases in low-frequency oscillations in humans, and one possibility is that memory might be a stronger driver of hippocampal theta oscillations in humans than navigation. Here, neurosurgical patients navigated routes and then immediately mentally simulated the same routes while undergoing intracranial recordings. We found that mentally simulating the same route that was just navigated elicited oscillations that were of greater power, higher frequency, and longer duration than those involving navigation. Our findings suggest that memory is a more potent driver of human hippocampal theta oscillations than navigation, supporting models of internally generated theta oscillations in the human hippocampus.
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Affiliation(s)
- Sarah E Seger
- Neuroscience Interdisciplinary Program, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
| | - Jennifer L S Kriegel
- Department of Neurosurgery, University of Texas Southwestern Medical School, Dallas, TX, USA
| | - Brad C Lega
- Department of Neurosurgery, University of Texas Southwestern Medical School, Dallas, TX, USA
| | - Arne D Ekstrom
- Neuroscience Interdisciplinary Program, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Psychology Department, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA.
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7
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Hill PF, Bermudez S, McAvan AS, Garren JD, Grilli MD, Barnes CA, Ekstrom AD. Age differences in spatial memory are mitigated during naturalistic navigation. bioRxiv 2023:2023.01.23.525279. [PMID: 36747699 PMCID: PMC9900839 DOI: 10.1101/2023.01.23.525279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Spatial navigation deficits in older adults are well documented. These findings are often based on experimental paradigms that require using a joystick or keyboard to navigate a virtual desktop environment. In the present study, we investigated whether age differences in spatial memory are attenuated when tested in a more naturalistic and ambulatory virtual environment. In Experiment 1, cognitively normal young and older adults navigated a virtual variant of the Morris Water Maze task in each of two virtual reality (VR) conditions: a desktop VR condition which required using a mouse and keyboard to navigate and an immersive and ambulatory VR condition which permitted unrestricted locomotion. In Experiment 2, we examined whether age- and VR-related differences in spatial performance were affected by the inclusion of additional spatial cues in an independent sample of young and older adults. In both experiments, older adults navigated to target locations less precisely than did younger individuals in the desktop condition, replicating numerous prior studies. These age differences were significantly attenuated, however, when tested in the fully immersive and ambulatory environment. These findings underscore the importance of developing naturalistic and ecologically valid measures of spatial memory and navigation, especially when performing cross-sectional studies of cognitive aging.
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Affiliation(s)
- Paul F. Hill
- Psychology Department, University of Arizona, Tucson, AZ
| | | | | | | | - Matthew D. Grilli
- Psychology Department, University of Arizona, Tucson, AZ
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ
| | - Carol A. Barnes
- Psychology Department, University of Arizona, Tucson, AZ
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ
| | - Arne D. Ekstrom
- Psychology Department, University of Arizona, Tucson, AZ
- Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ
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8
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Du YK, Liang M, McAvan AS, Wilson RC, Ekstrom AD. Frontal-midline theta and posterior alpha oscillations index early processing of spatial representations during active navigation. bioRxiv 2023:2023.04.22.537940. [PMID: 37131721 PMCID: PMC10153283 DOI: 10.1101/2023.04.22.537940] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Previous research has demonstrated that humans combine multiple sources of spatial information such as self-motion and landmark cues, while navigating through an environment. However, it is unclear whether this involves comparing multiple representations obtained from different sources during navigation (parallel hypothesis) or building a representation first based on self-motion cues and then combining with landmarks later (serial hypothesis). We tested these two hypotheses (parallel vs. serial) in an active navigation task using wireless mobile scalp EEG recordings. Participants walked through an immersive virtual hallway with or without conflicts between self-motion and landmarks (i.e., intersections) and pointed toward the starting position of the hallway. We employed the oscillatory signals recorded during mobile wireless scalp EEG as means of identifying when participant representations based on self-motion vs. landmark cues might have first emerged. We found that path segments, including intersections present early during navigation, were more strongly associated with later pointing error, regardless of when they appeared during encoding. We also found that there was sufficient information contained within the frontal-midline theta and posterior alpha oscillatory signals in the earliest segments of navigation involving intersections to decode condition (i.e., conflicting vs. not conflicting). Together, these findings suggest that intersections play a pivotal role in the early development of spatial representations, suggesting that memory representations for the geometry of walked paths likely develop early during navigation, in support of the parallel hypothesis.
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Affiliation(s)
- Yu Karen Du
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
- Department of Psychology & Brain and Mind Institute, University of Western Ontario, London, ON, Canada N6A 3K7
| | - Mingli Liang
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
| | - Andrew S McAvan
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
- Department of Psychology, Vanderbilt University, Vanderbilt University, Nashville, TN 37240
| | - Robert C Wilson
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
- Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719
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9
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Wang DX, Ng N, Seger SE, Ekstrom AD, Kriegel JL, Lega BC. Machine learning classifiers for electrode selection in the design of closed-loop neuromodulation devices for episodic memory improvement. Cereb Cortex 2023; 33:8150-8163. [PMID: 36997155 PMCID: PMC10321120 DOI: 10.1093/cercor/bhad105] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 03/04/2023] [Accepted: 03/05/2023] [Indexed: 04/01/2023] Open
Abstract
Successful neuromodulation approaches to alter episodic memory require closed-loop stimulation predicated on the effective classification of brain states. The practical implementation of such strategies requires prior decisions regarding electrode implantation locations. Using a data-driven approach, we employ support vector machine (SVM) classifiers to identify high-yield brain targets on a large data set of 75 human intracranial electroencephalogram subjects performing the free recall (FR) task. Further, we address whether the conserved brain regions provide effective classification in an alternate (associative) memory paradigm along with FR, as well as testing unsupervised classification methods that may be a useful adjunct to clinical device implementation. Finally, we use random forest models to classify functional brain states, differentiating encoding versus retrieval versus non-memory behavior such as rest and mathematical processing. We then test how regions that exhibit good classification for the likelihood of recall success in the SVM models overlap with regions that differentiate functional brain states in the random forest models. Finally, we lay out how these data may be used in the design of neuromodulation devices.
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Affiliation(s)
- David X Wang
- Department of Neurosurgery, The University of Texas – Southwestern Medical Center, Dallas, Texas 75390, United States
| | - Nicole Ng
- Department of Neurosurgery, The University of Texas – Southwestern Medical Center, Dallas, Texas 75390, United States
| | - Sarah E Seger
- Department of Neuroscience, University of Arizona, Tucson, Arizona 85721, United States
| | - Arne D Ekstrom
- Department of Neuroscience, University of Arizona, Tucson, Arizona 85721, United States
- Department of Psychology, University of Arizona, Tucson, Arizona 85721, United States
| | - Jennifer L Kriegel
- Department of Neurosurgery, The University of Texas – Southwestern Medical Center, Dallas, Texas 75390, United States
| | - Bradley C Lega
- Department of Neurosurgery, The University of Texas – Southwestern Medical Center, Dallas, Texas 75390, United States
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10
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Muller A, Garren JD, Cao K, Peterson MA, Ekstrom AD. Understanding the encoding of object locations in small-scale spaces during free exploration using eye tracking. Neuropsychologia 2023; 184:108565. [PMID: 37080425 DOI: 10.1016/j.neuropsychologia.2023.108565] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 03/14/2023] [Accepted: 04/16/2023] [Indexed: 04/22/2023]
Abstract
Navigation is instrumental to daily life and is often used to encode and locate objects, such as keys in one's house. Yet, little is known about how navigation works in more ecologically valid situations such as finding objects within a room. Specifically, it is not clear how vision vs. body movements contribute differentially to spatial memory in such small-scale spaces. In the current study, participants encoded object locations by viewing them while standing (stationary condition) or by additionally being guided by the experimenter while blindfolded (walking condition) after viewing the objects. They then retrieved the objects from the same or different viewpoint, creating a 2 × 2 within subject design. We simultaneously recorded participant eye movements throughout the experiment using mobile eye tracking. The results showed no statistically significant differences among our four conditions (stationary, same viewpoint as encoding; stationary, different viewpoint; walking, same viewpoint; walking, different viewpoint), suggesting that in a small real-world space, vision may be sufficient to remember object locations. Eye tracking analyses revealed that object locations were better remembered next to landmarks and that participants encoded items on one wall together, suggesting the use of local wall coordinates rather than global room coordinates. A multivariate regression analysis revealed that the only significant predictor of object placement accuracy was average looking time. These results suggest that vision may be sufficient for encoding object locations in a small-scale environment and that such memories may be formed largely locally rather than globally.
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Affiliation(s)
- Alana Muller
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
| | - Joshua D Garren
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
| | - Kayla Cao
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
| | - Mary A Peterson
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA; Cognitive Science Program, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
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11
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Ekstrom AD, Hill PF. Spatial navigation and memory: A review of the similarities and differences relevant to brain models and age. Neuron 2023; 111:1037-1049. [PMID: 37023709 PMCID: PMC10083890 DOI: 10.1016/j.neuron.2023.03.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 02/23/2023] [Accepted: 02/27/2023] [Indexed: 04/07/2023]
Abstract
Spatial navigation and memory are often seen as heavily intertwined at the cognitive and neural levels of analysis. We review models that hypothesize a central role for the medial temporal lobes, including the hippocampus, in both navigation and aspects of memory, particularly allocentric navigation and episodic memory. While these models have explanatory power in instances in which they overlap, they are limited in explaining functional and neuroanatomical differences. Focusing on human cognition, we explore the idea of navigation as a dynamically acquired skill and memory as an internally driven process, which may better account for the differences between the two. We also review network models of navigation and memory, which place a greater emphasis on connections rather than the functions of focal brain regions. These models, in turn, may have greater explanatory power for the differences between navigation and memory and the differing effects of brain lesions and age.
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Affiliation(s)
- Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA.
| | - Paul F Hill
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
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12
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Du YK, McAvan AS, Zheng J, Ekstrom AD. Spatial memory distortions for the shapes of walked paths occur in violation of physically experienced geometry. PLoS One 2023; 18:e0281739. [PMID: 36763702 PMCID: PMC9916584 DOI: 10.1371/journal.pone.0281739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Accepted: 01/30/2023] [Indexed: 02/12/2023] Open
Abstract
An important question regards the nature of our spatial memories for the paths that we have walked and, in particular, whether such distortions might violate the topological properties of the shape of the paths (i.e., creating an intersection when two paths did not intersect or vice versa). To investigate whether and how this might occur, we tested humans in situations in which they walked simple paths and idiothetic and visual cues either matched or mismatched, with the mismatching cues creating the greatest potential for topological distortions. Participants walked four-segment paths with 90° turns in immersive virtual reality and pointed to their start location when they arrived at the end of the path. In paths with a crossing, when the intersection was not presented, participants pointed to a novel start location suggesting a topological distortion involving non-crossed paths. In paths without a crossing, when a false intersection was presented, participants pointed to a novel start location suggesting a topological distortion involving crossed paths. In paths without crossings and without false intersections, participants showed reduced pointing errors that typically did not involve topological distortions. Distortions more generally, as indicated by pointing errors to the start location, were significantly reduced for walked paths involving primarily idiothetic cues with limited visual cues; conversely, distortions were significantly increased when idiothetic cues were diminished and navigation relied primarily on visual cues. Our findings suggest that our spatial memories for walked paths sometimes involve topological distortions, particularly when resolving the competition between idiothetic and visual cues.
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Affiliation(s)
- Yu K. Du
- Department of Psychology, University of Arizona, Tucson, AZ, United States of America
| | - Andrew S. McAvan
- Department of Psychology, University of Arizona, Tucson, AZ, United States of America
| | - Jingyi Zheng
- Department of Mathematics and Statistics, Auburn University, Auburn, AL, United States of America
| | - Arne D. Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ, United States of America
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, AZ, United States of America
- * E-mail:
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13
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Starrett MJ, Huffman DJ, Ekstrom AD. Combining egoformative and alloformative cues in a novel tabletop navigation task. Psychol Res 2022; 87:1644-1664. [PMID: 36181560 PMCID: PMC9526213 DOI: 10.1007/s00426-022-01739-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Accepted: 09/12/2022] [Indexed: 11/18/2022]
Abstract
Previous work has shown how different interfaces (i.e., route navigation, maps, or a combination of the two) influence spatial knowledge and recollection. To test for the existence of intermediate representations along an egocentric-to-allocentric continuum, we developed a novel task, tabletop navigation, to provide a mixture of cues that inform the emergence of egocentric and allocentric representations or strategies. In this novel tabletop task, participants navigated a remote-controlled avatar through a tabletop scale model of the virtual city. Participants learned virtual cities from either navigating routes, studying maps, or our new tabletop navigation task. We interleaved these learning tasks with either an in situ pointing task (the scene- and orientation-dependent pointing [SOP] task) or imagined judgements of relative direction (JRD) pointing. In Experiment 1, performance on each memory task was similar across learning tasks and performance on the route and map learning tasks correlated with more precise spatial recall on both the JRD and SOP tasks. Tabletop learning performance correlated with SOP performance only, suggesting a reliance on egocentric strategies, although increased utilization of the affordances of the tabletop task were related to JRD performance. In Experiment 2, using a modified criterion map learning task, participants who learned using maps provided more precise responses on the JRD compared to route or tabletop learning. Together, these findings provide mixed evidence for both optimization and egocentric predominance after learning from the novel tabletop navigation task.
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Affiliation(s)
- Michael J Starrett
- Department of Psychology, University of Arizona, Tucson, AZ, 85721, USA. .,Department of Neurobiology and Behavior, University of California, Irvine, CA, 92697, USA.
| | - Derek J Huffman
- Department of Psychology, Colby College, Waterville, ME, 04901, USA
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ, 85721, USA.,Evelyn F. McKnight Brain Institute, University of Arizona, Tucson, AZ, 85719, USA
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Weisberg SM, Ekstrom AD. Corrigendum to "Hippocampal volume and navigational ability: The map(ping) is not to scale" [Neurosci. Biobehav. Rev. 126 (2021) 102-112]. Neurosci Biobehav Rev 2022; 141:104845. [PMID: 36031688 DOI: 10.1016/j.neubiorev.2022.104845] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Affiliation(s)
- Steven M Weisberg
- Department of Psychology, University of Florida, 945 Center Dr., Gainesville, FL 32611, United States.
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, United States; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, United States
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15
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McAvan AS, Wank AA, Rapcsak SZ, Grilli MD, Ekstrom AD. Largely intact memory for spatial locations during navigation in an individual with dense amnesia. Neuropsychologia 2022; 170:108225. [PMID: 35367237 PMCID: PMC9058227 DOI: 10.1016/j.neuropsychologia.2022.108225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Revised: 03/09/2022] [Accepted: 03/23/2022] [Indexed: 11/18/2022]
Abstract
Spatial navigation and event memory (termed episodic memory) are thought to be heavily intertwined, both in terms of their cognitive processes and underlying neural systems. Some theoretical models posit that both memory for places during navigation and episodic memory depend on highly overlapping brain systems. Here, we assessed this relationship by testing navigation in an individual with severe retrograde and anterograde amnesia; the amnesia stemmed from bilateral lesions in the medial temporal lobes from two separate strokes. The individual with amnesia and age-matched controls were tested on their memories for the locations of previously seen objects relative to distal mountain cues in an immersive virtual environment involving free ambulation. All participants were tested from both repeated and novel start locations and when a single distal mountain cue was unknowingly moved to determine if they relied on a single (beacon) cue to a greater extent than the collection of all distal cues. Compared to age-matched controls, the individual with amnesia showed no significant deficits in navigation from either the repeated or novel start points, although both the individual with amnesia and controls performed well above chance at placing objects near their correct locations. The individual with amnesia also relied on a combination of distal cues in a manner comparable to age-matched controls. Despite largely intact memory for locations using distal cues, the individual with amnesia walked longer paths, rotated more, and took longer to complete trials. Our findings suggest that memory for places during navigation and episodic memory may involve partially dissociable brain circuits and that other brain regions outside of the medial temporal lobe partially support some aspects of navigation. At the same time, the fact that the individual with amnesia walked more circuitous paths and had dense amnesia for autobiographic events supports the idea that the hippocampus may be important for binding information as part of a larger role in memory.
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Affiliation(s)
- Andrew S McAvan
- Psychology Department, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA
| | - Aubrey A Wank
- Psychology Department, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA
| | - Steven Z Rapcsak
- Psychology Department, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Neurology Department, University of Arizona, 1501 N Campbell Ave, Tucson, AZ, 85724, USA; Banner Alzheimer's Institute, 2626 E River Rd, Tucson, AZ, 85718, USA
| | - Matthew D Grilli
- Psychology Department, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Neurology Department, University of Arizona, 1501 N Campbell Ave, Tucson, AZ, 85724, USA
| | - Arne D Ekstrom
- Psychology Department, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E University Blvd, Tucson, AZ, 85721, USA.
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Zheng L, Gao Z, McAvan AS, Isham EA, Ekstrom AD. Partially overlapping spatial environments trigger reinstatement in hippocampus and schema representations in prefrontal cortex. Nat Commun 2021; 12:6231. [PMID: 34711830 PMCID: PMC8553856 DOI: 10.1038/s41467-021-26560-w] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2021] [Accepted: 10/11/2021] [Indexed: 01/17/2023] Open
Abstract
When we remember a city that we have visited, we retrieve places related to finding our goal but also non-target locations within this environment. Yet, understanding how the human brain implements the neural computations underlying holistic retrieval remains unsolved, particularly for shared aspects of environments. Here, human participants learned and retrieved details from three partially overlapping environments while undergoing high-resolution functional magnetic resonance imaging (fMRI). Our findings show reinstatement of stores even when they are not related to a specific trial probe, providing evidence for holistic environmental retrieval. For stores shared between cities, we find evidence for pattern separation (representational orthogonalization) in hippocampal subfield CA2/3/DG and repulsion in CA1 (differentiation beyond orthogonalization). Additionally, our findings demonstrate that medial prefrontal cortex (mPFC) stores representations of the common spatial structure, termed schema, across environments. Together, our findings suggest how unique and common elements of multiple spatial environments are accessed computationally and neurally.
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Affiliation(s)
- Li Zheng
- grid.134563.60000 0001 2168 186XDepartment of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA ,grid.134563.60000 0001 2168 186XEvelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA
| | - Zhiyao Gao
- grid.5685.e0000 0004 1936 9668Department of Psychology, University of York, Heslington, York YO10 5DD UK
| | - Andrew S. McAvan
- grid.134563.60000 0001 2168 186XDepartment of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA ,grid.134563.60000 0001 2168 186XEvelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA
| | - Eve A. Isham
- grid.134563.60000 0001 2168 186XDepartment of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA ,grid.134563.60000 0001 2168 186XEvelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA
| | - Arne D. Ekstrom
- grid.134563.60000 0001 2168 186XDepartment of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA ,grid.134563.60000 0001 2168 186XEvelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85721 USA
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Izadi A, Schedlbauer A, Ondek K, Disse G, Ekstrom AD, Cowen SL, Shahlaie K, Gurkoff GG. Early Intervention via Stimulation of the Medial Septal Nucleus Improves Cognition and Alters Markers of Epileptogenesis in Pilocarpine-Induced Epilepsy. Front Neurol 2021; 12:708957. [PMID: 34557145 PMCID: PMC8452867 DOI: 10.3389/fneur.2021.708957] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 06/28/2021] [Indexed: 11/13/2022] Open
Abstract
Over one-third of patients with temporal lobe epilepsy are refractory to medication. In addition, anti-epileptic drugs often exacerbate cognitive comorbidities. Neuromodulation is an FDA treatment for refractory epilepsy, but patients often wait >20 years for a surgical referral for resection or neuromodulation. Using a rodent model, we test the hypothesis that 2 weeks of theta stimulation of the medial septum acutely following exposure to pilocarpine will alter the course of epileptogenesis resulting in persistent behavioral improvements. Electrodes were implanted in the medial septum, dorsal and ventral hippocampus, and the pre-frontal cortex of pilocarpine-treated rats. Rats received 30 min/day of 7.7 Hz or theta burst frequency on days 4-16 post-pilocarpine, prior to the development of spontaneous seizures. Seizure threshold, spikes, and oscillatory activity, as well as spatial and object-based learning, were assessed in the weeks following stimulation. Non-stimulated pilocarpine animals exhibited significantly decreased seizure threshold, increased spikes, and cognitive impairments as compared to vehicle controls. Furthermore, decreased ventral hippocampal power (6-10 Hz) correlated with both the development of spikes and impaired cognition. Measures of spikes, seizure threshold, and cognitive performance in both acute 7.7 Hz and theta burst stimulated animals were statistically similar to vehicle controls when tested during the chronic phase of epilepsy, weeks after stimulation was terminated. These data indicate that modulation of the septohippocampal circuit early after pilocarpine treatment alters the progression of epileptic activity, resulting in elevated seizure thresholds, fewer spikes, and improved cognitive outcome. Results from this study support that septal theta stimulation has the potential to serve in combination or as an alternative to high frequency thalamic stimulation in refractory cases and that further research into early intervention is critical.
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Affiliation(s)
- Ali Izadi
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Amber Schedlbauer
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA, United States
| | - Katelynn Ondek
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Gregory Disse
- Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ, United States.,McKnight Brain Institute, University of Arizona, Tucson, AZ, United States
| | - Stephen L Cowen
- Department of Psychology, University of Arizona, Tucson, AZ, United States.,McKnight Brain Institute, University of Arizona, Tucson, AZ, United States
| | - Kiarash Shahlaie
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Gene G Gurkoff
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
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Suthana N, Ekstrom AD, Yassa MA, Stark C. Pattern Separation in the Human Hippocampus: Response to Quiroga. Trends Cogn Sci 2021; 25:423-424. [PMID: 33820660 DOI: 10.1016/j.tics.2021.02.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2020] [Revised: 02/06/2021] [Accepted: 02/08/2021] [Indexed: 12/12/2022]
Affiliation(s)
- Nanthia Suthana
- Department of Psychiatry and Biobehavioral Sciences, Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA; Department of Neurosurgery, David Geffen School of Medicine and Semel Institute for Neuroscience and Human Behavior, University of California, Los Angeles, CA 90095, USA; Department of Psychology, University of California, Los Angeles, CA 90095, USA; Department of Bioengineering, University of California, Los Angeles, CA 90095, USA.
| | - Arne D Ekstrom
- Psychology Department, University of Arizona, Tucson, AZ 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, Tucson, AZ 85721, USA
| | - Michael A Yassa
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA 92697, USA; Center for the Neurobiology of Learning and Memory, University of California Irvine, Irvine, CA 92697, USA
| | - Craig Stark
- Department of Neurobiology and Behavior, University of California Irvine, Irvine, CA 92697, USA; Center for the Neurobiology of Learning and Memory, University of California Irvine, Irvine, CA 92697, USA
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Ondek K, Pevzner A, Tercovich K, Schedlbauer AM, Izadi A, Ekstrom AD, Cowen SL, Shahlaie K, Gurkoff GG. Recovery of Theta Frequency Oscillations in Rats Following Lateral Fluid Percussion Corresponds With a Mild Cognitive Phenotype. Front Neurol 2020; 11:600171. [PMID: 33343499 PMCID: PMC7746872 DOI: 10.3389/fneur.2020.600171] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 10/21/2020] [Indexed: 01/31/2023] Open
Abstract
Whether from a fall, sports concussion, or even combat injury, there is a critical need to identify when an individual is able to return to play or work following traumatic brain injury (TBI). Electroencephalogram (EEG) and local field potentials (LFP) represent potential tools to monitor circuit-level abnormalities related to learning and memory: specifically, theta oscillations can be readily observed and play a critical role in cognition. Following moderate traumatic brain injury in the rat, lasting changes in theta oscillations coincide with deficits in spatial learning. We hypothesized, therefore, that theta oscillations can be used as an objective biomarker of recovery, with a return of oscillatory activity corresponding with improved spatial learning. In the current study, LFP were recorded from dorsal hippocampus and anterior cingulate in awake, behaving adult Sprague Dawley rats in both a novel environment on post-injury days 3 and 7, and Barnes maze spatial navigation on post-injury days 8–11. Theta oscillations, as measured by power, theta-delta ratio, peak theta frequency, and phase coherence, were significantly altered on day 3, but had largely recovered by day 7 post-injury. Injured rats had a mild behavioral phenotype and were not different from shams on the Barnes maze, as measured by escape latency. Injured rats did use suboptimal search strategies. Combined with our previous findings that demonstrated a correlation between persistent alterations in theta oscillations and spatial learning deficits, these new data suggest that neural oscillations, and particularly theta oscillations, have potential as a biomarker to monitor recovery of brain function following TBI. Specifically, we now demonstrate that oscillations are depressed following injury, but as oscillations recover, so does behavior.
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Affiliation(s)
- Katelynn Ondek
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Aleksandr Pevzner
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States
| | - Kayleen Tercovich
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Amber M Schedlbauer
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Ali Izadi
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Arne D Ekstrom
- Department of Psychology, The University of Arizona, Tucson, AZ, United States.,McKnight Brain Institute, The University of Arizona, Tucson, AZ, United States
| | - Stephen L Cowen
- Department of Psychology, The University of Arizona, Tucson, AZ, United States.,McKnight Brain Institute, The University of Arizona, Tucson, AZ, United States
| | - Kiarash Shahlaie
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States
| | - Gene G Gurkoff
- Department of Neurological Surgery, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
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Huffman DJ, Ekstrom AD. An Important Step toward Understanding the Role of Body-based Cues on Human Spatial Memory for Large-Scale Environments. J Cogn Neurosci 2020; 33:167-179. [PMID: 33226317 DOI: 10.1162/jocn_a_01653] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Moving our body through space is fundamental to human navigation; however, technical and physical limitations have hindered our ability to study the role of these body-based cues experimentally. We recently designed an experiment using novel immersive virtual-reality technology, which allowed us to tightly control the availability of body-based cues to determine how these cues influence human spatial memory [Huffman, D. J., & Ekstrom, A. D. A modality-independent network underlies the retrieval of large-scale spatial environments in the human brain. Neuron, 104, 611-622, 2019]. Our analysis of behavior and fMRI data revealed a similar pattern of results across a range of body-based cues conditions, thus suggesting that participants likely relied primarily on vision to form and retrieve abstract, holistic representations of the large-scale environments in our experiment. We ended our paper by discussing a number of caveats and future directions for research on the role of body-based cues in human spatial memory. Here, we reiterate and expand on this discussion, and we use a commentary in this issue by A. Steel, C. E. Robertson, and J. S. Taube (Current promises and limitations of combined virtual reality and functional magnetic resonance imaging research in humans: A commentary on Huffman and Ekstrom (2019). Journal of Cognitive Neuroscience, 2020) as a helpful discussion point regarding some of the questions that we think will be the most interesting in the coming years. We highlight the exciting possibility of taking a more naturalistic approach to study the behavior, cognition, and neuroscience of navigation. Moreover, we share the hope that researchers who study navigation in humans and nonhuman animals will synergize to provide more rapid advancements in our understanding of cognition and the brain.
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Abstract
Functional magnetic resonance imaging (fMRI) is the dominant tool in cognitive neuroscience although its relation to underlying neural activity, particularly in the human brain, remains largely unknown. A major research goal, therefore, has been to uncover a 'Rosetta Stone' providing direct translation between the blood oxygen level-dependent (BOLD) signal, the local field potential and single-neuron activity. Here, I evaluate the proposal that BOLD signal changes equate to changes in gamma-band activity, which in turn may partially relate to the spiking activity of neurons. While there is some support for this idea in sensory cortices, findings in deeper brain structures like the hippocampus instead suggest both regional and frequency-wise differences. Relatedly, I consider four important factors in linking fMRI to neural activity: interpretation of correlations between these signals, regional variability in local vasculature, distributed neural coding schemes and varying fMRI signal quality. Novel analytic fMRI techniques, such as multivariate pattern analysis (MVPA), employ the distributed patterns of voxels across a brain region to make inferences about information content rather than whether a small number of voxels go up or down relative to baseline in response to a stimulus. Although unlikely to provide a Rosetta Stone, MVPA, therefore, may represent one possible means forward for better linking BOLD signal changes to the information coded by underlying neural activity. This article is part of the theme issue 'Key relationships between non-invasive functional neuroimaging and the underlying neuronal activity'.
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Affiliation(s)
- Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Boulevard, Tucson, AZ 85721, USA.,Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Boulevard, Tucson, AZ 85721, USA
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Woolnough O, Rollo PS, Forseth KJ, Kadipasaoglu CM, Ekstrom AD, Tandon N. Category Selectivity for Face and Scene Recognition in Human Medial Parietal Cortex. Curr Biol 2020; 30:2707-2715.e3. [PMID: 32502406 DOI: 10.1016/j.cub.2020.05.018] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 04/20/2020] [Accepted: 05/06/2020] [Indexed: 01/06/2023]
Abstract
The rapid recognition and memory of faces and scenes implies the engagement of category-specific computational hubs in the ventral visual stream with the distributed cortical memory network. To better understand how recognition and identification occur in humans, we performed direct intracranial recordings, in a large cohort of patients (n = 50), from the medial parietal cortex (MPC) and the medial temporal lobe (MTL), structures known to be engaged during face and scene identification. We discovered that the MPC is topologically tuned to face and scene recognition, with clusters in MPC performing scene recognition bilaterally and face recognition in right subparietal sulcus. The MTL displayed a selectivity gradient with anterior, entorhinal cortex showing face selectivity and posterior parahippocampal regions showing scene selectivity. In both MPC and MTL, stimulus-specific identifiable exemplars led to greater activity in these cortical patches. These two regions work in concert for recognition of faces and scenes. Feature selectivity and identity-sensitive activity in the two regions was coincident, and they exhibited theta-phase locking during face and scene recognition. These findings together provide clear evidence for a specific role of subregions in the MPC for the recognition of unique entities.
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Affiliation(s)
- Oscar Woolnough
- Vivian L. Smith Department of Neurosurgery, McGovern Medical School at UT Health Houston, Houston, TX 77030, USA; Texas Institute for Restorative Neurotechnologies, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Patrick S Rollo
- Vivian L. Smith Department of Neurosurgery, McGovern Medical School at UT Health Houston, Houston, TX 77030, USA; Texas Institute for Restorative Neurotechnologies, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Kiefer J Forseth
- Vivian L. Smith Department of Neurosurgery, McGovern Medical School at UT Health Houston, Houston, TX 77030, USA; Texas Institute for Restorative Neurotechnologies, University of Texas Health Science Center at Houston, Houston, TX 77030, USA
| | - Cihan M Kadipasaoglu
- Vivian L. Smith Department of Neurosurgery, McGovern Medical School at UT Health Houston, Houston, TX 77030, USA; Memorial Hermann Hospital, Texas Medical Center, Houston, TX 77030, USA
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ 85721, USA
| | - Nitin Tandon
- Vivian L. Smith Department of Neurosurgery, McGovern Medical School at UT Health Houston, Houston, TX 77030, USA; Texas Institute for Restorative Neurotechnologies, University of Texas Health Science Center at Houston, Houston, TX 77030, USA; Memorial Hermann Hospital, Texas Medical Center, Houston, TX 77030, USA.
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Harootonian SK, Wilson RC, Hejtmánek L, Ziskin EM, Ekstrom AD. Path integration in large-scale space and with novel geometries: Comparing vector addition and encoding-error models. PLoS Comput Biol 2020; 16:e1007489. [PMID: 32379824 PMCID: PMC7244182 DOI: 10.1371/journal.pcbi.1007489] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2019] [Revised: 05/22/2020] [Accepted: 03/24/2020] [Indexed: 11/19/2022] Open
Abstract
Path integration is thought to rely on vestibular and proprioceptive cues yet most studies in humans involve primarily visual input, providing limited insight into their respective contributions. We developed a paradigm involving walking in an omnidirectional treadmill in which participants were guided on two sides of a triangle and then found their back way to origin. In Experiment 1, we tested a range of different triangle types while keeping the distance of the unguided side constant to determine the influence of spatial geometry. Participants overshot the angle they needed to turn and undershot the distance they needed to walk, with no consistent effect of triangle type. In Experiment 2, we manipulated distance while keeping angle constant to determine how path integration operated over both shorter and longer distances. Participants underestimated the distance they needed to walk to the origin, with error increasing as a function of the walked distance. To attempt to account for our findings, we developed configural-based computational models involving vector addition, the second of which included terms for the influence of past trials on the current one. We compared against a previously developed configural model of human path integration, the Encoding-Error model. We found that the vector addition models captured the tendency of participants to under-encode guided sides of the triangles and an influence of past trials on current trials. Together, our findings expand our understanding of body-based contributions to human path integration, further suggesting the value of vector addition models in understanding these important components of human navigation. How do we remember where we have been? One important mechanism for doing so is called path integration, which refers to the computation of one’s position in space with only self-motion cues. By tracking the direction and distance we have walked, we can create a mental arrow from the current location to the origin, termed the homing vector. Previous studies have shown that the homing vector is subject to systematic distortions depending on previously experienced paths, yet what influences these patterns of errors, particularly in humans, remains uncertain. In this study, we compare two models of path integration based on participants walking two sides of a triangle without vision and then completing the third side based on their estimate of the homing vector. We found no effect of triangle shape on systematic errors, while the systematic errors scaled with path length logarithmically, similar to Weber-Fechner law. While we show that both models captured participants’ behavior, a model based on vector addition best captured the patterns of error in the homing vector. Our study therefore has important implications for how humans track their location, suggesting that vector-based models provide a reasonable and simple explanation for how we do so.
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Affiliation(s)
- Sevan K. Harootonian
- Center for Neuroscience, University of California Davis, Davis, California, United States of America
- Psychology Department, University of Arizona, Tucson, Arizona, United States of America
| | - Robert C. Wilson
- Psychology Department, University of Arizona, Tucson, Arizona, United States of America
- Cognitive Science Program, University of Arizona, Tucson, Arizona, United States of America
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, Arizona, United States of America
| | - Lukáš Hejtmánek
- Center for Neuroscience, University of California Davis, Davis, California, United States of America
- Third Faculty of Medicine, Charles University, Ruská, Prague, Czech Republic
| | - Eli M. Ziskin
- Center for Neuroscience, University of California Davis, Davis, California, United States of America
- Psychology Department, University of Arizona, Tucson, Arizona, United States of America
| | - Arne D. Ekstrom
- Center for Neuroscience, University of California Davis, Davis, California, United States of America
- Psychology Department, University of Arizona, Tucson, Arizona, United States of America
- Evelyn McKnight Brain Institute, University of Arizona, Tucson, Arizona, United States of America
- * E-mail:
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Ekstrom AD, Harootonian SK, Huffman DJ. Grid coding, spatial representation, and navigation: Should we assume an isomorphism? Hippocampus 2020; 30:422-432. [PMID: 31742364 PMCID: PMC7409510 DOI: 10.1002/hipo.23175] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2019] [Revised: 10/21/2019] [Accepted: 10/28/2019] [Indexed: 12/11/2022]
Abstract
Grid cells provide a compelling example of a link between cellular activity and an abstract and difficult to define concept like space. Accordingly, a representational perspective on grid coding argues that neural grid coding underlies a fundamentally spatial metric. Recently, some theoretical proposals have suggested extending such a framework to nonspatial cognition as well, such as category learning. Here, we provide a critique of the frequently employed assumption of an isomorphism between patterns of neural activity (e.g., grid cells), mental representation, and behavior (e.g., navigation). Specifically, we question the strict isomorphism between these three levels and suggest that human spatial navigation is perhaps best characterized by a wide variety of both metric and nonmetric strategies. We offer an alternative perspective on how grid coding might relate to human spatial navigation, arguing that grid coding is part of a much larger conglomeration of neural activity patterns that dynamically tune to accomplish specific behavioral outputs.
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Affiliation(s)
- Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, Arizona
| | | | - Derek J Huffman
- Center for Neuroscience, University of California, Davis, California
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Hejtmanek L, Starrett M, Ferrer E, Ekstrom AD. How Much of What We Learn in Virtual Reality Transfers to Real-World Navigation? Multisens Res 2020; 33:479-503. [PMID: 31972540 DOI: 10.1163/22134808-20201445] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 12/18/2019] [Indexed: 11/19/2022]
Abstract
Past studies suggest that learning a spatial environment by navigating on a desktop computer can lead to significant acquisition of spatial knowledge, although typically less than navigating in the real world. Exactly how this might differ when learning in immersive virtual interfaces that offer a rich set of multisensory cues remains to be fully explored. In this study, participants learned a campus building environment by navigating (1) the real-world version, (2) an immersive version involving an omnidirectional treadmill and head-mounted display, or (3) a version navigated on a desktop computer with a mouse and a keyboard. Participants first navigated the building in one of the three different interfaces and, afterward, navigated the real-world building to assess information transfer. To determine how well they learned the spatial layout, we measured path length, visitation errors, and pointing errors. Both virtual conditions resulted in significant learning and transfer to the real world, suggesting their efficacy in mimicking some aspects of real-world navigation. Overall, real-world navigation outperformed both immersive and desktop navigation, effects particularly pronounced early in learning. This was also suggested in a second experiment involving transfer from the real world to immersive virtual reality (VR). Analysis of effect sizes of going from virtual conditions to the real world suggested a slight advantage for immersive VR compared to desktop in terms of transfer, although at the cost of increased likelihood of dropout. Our findings suggest that virtual navigation results in significant learning, regardless of the interface, with immersive VR providing some advantage when transferring to the real world.
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Affiliation(s)
- Lukas Hejtmanek
- 1Third Faculty of Medicine, Charles University, Ruská 87, Prague 10, 100 00, Czech Republic.,2Center for Neuroscience, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA
| | - Michael Starrett
- 2Center for Neuroscience, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA.,3Department of Psychology, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA.,4Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
| | - Emilio Ferrer
- 3Department of Psychology, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA
| | - Arne D Ekstrom
- 2Center for Neuroscience, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA.,3Department of Psychology, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA.,4Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ 85719, USA
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27
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Hodgetts CJ, Stefani M, Williams AN, Kolarik BS, Yonelinas AP, Ekstrom AD, Lawrence AD, Zhang J, Graham KS. The role of the fornix in human navigational learning. Cortex 2020; 124:97-110. [PMID: 31855730 PMCID: PMC7061322 DOI: 10.1016/j.cortex.2019.10.017] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2018] [Revised: 07/12/2019] [Accepted: 10/24/2019] [Indexed: 12/30/2022]
Abstract
Experiments on rodents have demonstrated that transecting the white matter fibre pathway linking the hippocampus with an array of cortical and subcortical structures - the fornix - impairs flexible navigational learning in the Morris Water Maze (MWM), as well as similar spatial learning tasks. While diffusion magnetic resonance imaging (dMRI) studies in humans have linked inter-individual differences in fornix microstructure to episodic memory abilities, its role in human spatial learning is currently unknown. We used high-angular resolution diffusion MRI combined with constrained spherical deconvolution-based tractography, to ask whether inter-individual differences in fornix microstructure in healthy young adults would be associated with spatial learning in a virtual reality navigation task. To efficiently capture individual learning across trials, we adopted a novel curve fitting approach to estimate a single index of learning rate. We found a statistically significant correlation between learning rate and the microstructure (mean diffusivity) of the fornix, but not that of a comparison tract linking occipital and anterior temporal cortices (the inferior longitudinal fasciculus, ILF). Further, this correlation remained significant when controlling for both hippocampal volume and participant gender. These findings extend previous animal studies by demonstrating the functional relevance of the fornix for human spatial learning in a virtual reality environment, and highlight the importance of a distributed neuroanatomical network, underpinned by key white matter pathways, such as the fornix, in complex spatial behaviour.
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Affiliation(s)
- Carl J Hodgetts
- Department of Psychology, Royal Holloway University of London, Egham, UK; Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK.
| | - Martina Stefani
- Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK
| | - Angharad N Williams
- Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK
| | - Branden S Kolarik
- Center for the Neurobiology of Learning & Memory, University of California, Irvine, USA
| | - Andrew P Yonelinas
- Department of Psychology, University of California, Davis, CA, USA; Center for Neuroscience, University of California, Davis, CA, USA
| | - Arne D Ekstrom
- Department of Psychology, The University of Arizona, AZ USA
| | - Andrew D Lawrence
- Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK
| | - Jiaxiang Zhang
- Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK
| | - Kim S Graham
- Cardiff University Brain Research Imaging Centre, School of Psychology, Cardiff University, Cardiff Wales, UK
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Ekstrom AD, Yonelinas AP. Precision, binding, and the hippocampus: Precisely what are we talking about? Neuropsychologia 2020; 138:107341. [PMID: 31945386 DOI: 10.1016/j.neuropsychologia.2020.107341] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2019] [Revised: 11/22/2019] [Accepted: 01/11/2020] [Indexed: 02/05/2023]
Abstract
Endel Tulving's proposal that episodic memory is distinct from other memory systems like semantic memory remains an extremely influential idea in cognitive neuroscience research. As originally suggested by Tulving, episodic memory involves three key components that differentiate it from all other memory systems: spatiotemporal binding, mental time travel, and autonoetic consciousness. Here, we focus on the idea of spatiotemporal binding in episodic memory and, in particular, how consideration of the precision of spatiotemporal context helps expand our understanding of episodic memory. Precision also helps shed light on another key issue in cognitive neuroscience, the role of the hippocampus outside of episodic memory in perception, attention, and working memory. By considering precision alongside item-context bindings, we attempt to shed new light on both the nature of how we represent context and what roles the hippocampus plays in episodic memory and beyond.
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Affiliation(s)
- Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA; Evelyn McKnight Brain Institute, University of Arizona, 1503 E. University Blvd., Tucson, AZ, 85721, USA.
| | - Andrew P Yonelinas
- Center for Neuroscience, University of California, Davis, 1 Shields Ave, Davis, CA, 95618, USA; Department of Psychology, University of California, Davis, 1 Shields Ave, Davis, CA, 95618, USA.
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Huffman DJ, Ekstrom AD. A Modality-Independent Network Underlies the Retrieval of Large-Scale Spatial Environments in the Human Brain. Neuron 2019; 104:611-622.e7. [PMID: 31540825 DOI: 10.1016/j.neuron.2019.08.012] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 06/15/2019] [Accepted: 08/05/2019] [Indexed: 12/17/2022]
Abstract
In humans, the extent to which body-based cues, such as vestibular, somatosensory, and motoric cues, are necessary for normal expression of spatial representations remains unclear. Recent breakthroughs in immersive virtual reality technology allowed us to test how body-based cues influence spatial representations of large-scale environments in humans. Specifically, we manipulated the availability of body-based cues during navigation using an omnidirectional treadmill and a head-mounted display, investigating brain differences in levels of activation (i.e., univariate analysis), patterns of activity (i.e., multivariate pattern analysis), and putative network interactions between spatial retrieval tasks using fMRI. Our behavioral and neuroimaging results support the idea that there is a core, modality-independent network supporting spatial memory retrieval in the human brain. Thus, for well-learned spatial environments, at least in humans, primarily visual input may be sufficient for expression of complex representations of spatial environments. VIDEO ABSTRACT.
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Affiliation(s)
- Derek J Huffman
- Center for Neuroscience, University of California, Davis, Davis, CA 95618, USA
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis, Davis, CA 95618, USA; Psychology Department, University of Arizona, Tucson, AZ 85719, USA.
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30
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Schedlbauer AM, Ekstrom AD. Flexible network community organization during the encoding and retrieval of spatiotemporal episodic memories. Netw Neurosci 2019; 3:1070-1093. [PMID: 31637339 PMCID: PMC6777981 DOI: 10.1162/netn_a_00102] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2019] [Accepted: 06/24/2019] [Indexed: 01/22/2023] Open
Abstract
Memory encoding and retrieval involve distinct interactions between multiple brain areas, yet the flexible structure of corresponding large-scale networks during such memory processing remains unclear. Using functional magnetic resonance imaging, we employed a spatiotemporal encoding and retrieval task, detecting functional community structure across the multiple components of our task. Consistent with past work, we identified a set of stable subnetworks, mostly belonging to primary motor and sensory cortices but also identified a subset of flexible hubs, mostly belonging to higher association areas. These “mover” hubs changed connectivity patterns across spatial and temporal memory encoding and retrieval, engaging in an integrative role within the network. Global encoding network and subnetwork dissimilarity predicted retrieval performance. Together, our findings emphasize the importance of flexible network allegiance among some hubs and the importance of network reconfiguration to human episodic memory. The degree to which task-related functional connectivity patterns remain stable or are dynamic when people learn and remember information remains largely untested. We investigated this issue by collecting fMRI while participants performed a memory encoding and retrieval task. Our results suggested that subnetworks are dynamic and tend to fragment relative to a resting-state network partition. From these changes in connectivity, we identified a subset of “movers,” or in other words, nodes that changed their allegiance to subnetworks across all aspects of the task. These findings emphasize that memory is a dynamic process involving changes in task-related functional connectivity across the brain.
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Affiliation(s)
| | - Arne D Ekstrom
- Neuroscience Graduate Group, University of California, Davis, CA, USA
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Abstract
Episodic memory reflects the ability to recollect the temporal and spatial context of past experiences. Episodic memories depend on the hippocampus but have been proposed to undergo rapid forgetting unless consolidated during offline periods such as sleep to neocortical areas for long-term storage. Here, we propose an alternative to this standard systems consolidation theory (SSCT) - a contextual binding account - in which the hippocampus binds item-related and context-related information. We compare these accounts in light of behavioural, lesion, neuroimaging and sleep studies of episodic memory and contend that forgetting is largely due to contextual interference, episodic memory remains dependent on the hippocampus across time, contextual drift produces post-encoding activity and sleep benefits memory by reducing contextual interference.
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Affiliation(s)
| | - Charan Ranganath
- Center for Neuroscience, University of California, Davis, CA, USA
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ, USA
| | - Brian J Wiltgen
- Center for Neuroscience, University of California, Davis, CA, USA
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32
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Izadi A, Pevzner A, Lee DJ, Ekstrom AD, Shahlaie K, Gurkoff GG. Medial septal stimulation increases seizure threshold and improves cognition in epileptic rats. Brain Stimul 2019; 12:735-742. [PMID: 30733144 DOI: 10.1016/j.brs.2019.01.005] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Revised: 01/07/2019] [Accepted: 01/10/2019] [Indexed: 11/27/2022] Open
Abstract
BACKGROUND Temporal lobe epilepsy is most prevalent among focal epilepsies, and nearly one-third of patients are refractory to pharmacological intervention. Persistent cognitive and neurobehavioral comorbidities also occur due to the recurrent nature of seizures and medication-related side effects. HYPOTHESIS Electrical neuromodulation is an effective strategy to reduce seizures both in animal models and clinically, but its efficacy to modulate cognition remains unclear. We hypothesized that theta frequency stimulation of the medial septum would increase septohippocampal oscillations, increase seizure threshold, and improve spatial learning in a rat model of pilocarpine-induced epilepsy. METHODS Sham and pilocarpine rats were implanted with electrodes in the medial septum, hippocampus and prefrontal cortex. EEG was assessed days prior to and following stimulation. Sham and pilocarpine-treated rats received either no stimulation, continuous (throughout each behavior), or pre-task (one minute prior to each behavior) 7.7 Hz septal stimulation during the Barnes maze spatial navigation test and also during assessment of flurothyl-induced seizures. RESULTS Both continuous and pre-task stimulation prevented epilepsy-associated reductions in theta oscillations over time. Additionally, both stimulation paradigms significantly improved spatial navigation in the Barnes maze, reducing latency and improving search strategy. Moreover, stimulation led to significant increases in seizure threshold in pilocarpine-treated rats. There was no evidence of cognitive enhancement or increased seizure threshold in stimulated sham rats. CONCLUSION These findings have profound implications as theta stimulation of the septum represents a single frequency and target that has the potential to both improve cognition and reduce seizures for patients with refractory epilepsy.
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Affiliation(s)
- Ali Izadi
- Department of Neurological Surgery, University of California, Davis, USA; Center for Neuroscience, University of California, Davis, USA
| | - Aleksandr Pevzner
- Department of Neurological Surgery, University of California, Davis, USA
| | - Darrin J Lee
- Department of Neurological Surgery, University of California, Davis, USA
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis, USA
| | - Kiarash Shahlaie
- Department of Neurological Surgery, University of California, Davis, USA; Center for Neuroscience, University of California, Davis, USA
| | - Gene G Gurkoff
- Department of Neurological Surgery, University of California, Davis, USA; Center for Neuroscience, University of California, Davis, USA.
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33
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Abstract
We present a detailed analysis of a widely used assay in human spatial cognition, the judgments of relative direction (JRD) task. We conducted three experiments involving virtual navigation interspersed with the JRD task, and included confidence judgments and map drawing as additional metrics. We also present a technique for assessing the similarity of the cognitive representations underlying performance on the JRD and map drawing tasks. Our results support the construct validity of the JRD task and its connection to allocentric representation. Additionally, we found that chance performance on the JRD task depends on the distribution of the angles of participants' responses, rather than being constant and 90 degrees. Accordingly, we present a method for better determining chance performance.
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Affiliation(s)
| | - Arne D Ekstrom
- Center for Neuroscience, Department of Psychology, Neuroscience Graduate Group, University of California, Davis; Psychology Department, University of Arizona
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34
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Abstract
Humans possess a unique ability to communicate spatially-relevant information, yet the intersection between language and navigation remains largely unexplored. One possibility is that verbal cues accentuate heuristics useful for coding spatial layouts, yet this idea remains largely untested. We test the idea that verbal cues flexibly accentuate the coding of heuristics to remember spatial layouts via spatial boundaries or landmarks. The alternative hypothesis instead conceives of encoding during navigation as a step-wise process involving binding lower-level features, and thus subsequently formed spatial representations should not be modified by verbal cues. Across three experiments, we found that verbal cues significantly affected pointing error patterns at axes that were aligned with the verbally cued heuristic, suggesting that verbal cues influenced the heuristics employed to remember object positions. Further analyses suggested evidence for a hybrid model, in which boundaries were encoded more obligatorily than landmarks, but both were accessed flexibly with verbal instruction. These findings could not be accounted for by a tendency to spend more time facing the instructed component during navigation, ruling out an attentional-encoding mechanism. Our findings argue that verbal cues influence the heuristics employed to code environments, suggesting a mechanism for how humans use language to communicate navigationally-relevant information.
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Affiliation(s)
- Candace E Peacock
- a Center for Neuroscience , University of California , Davis , CA , USA.,b Department of Psychology , University of California , Davis , CA , USA
| | - Arne D Ekstrom
- a Center for Neuroscience , University of California , Davis , CA , USA.,b Department of Psychology , University of California , Davis , CA , USA.,c Department of Psychology , University of Arizona , Tucson , AZ , USA
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35
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Arnold AEGF, Ekstrom AD, Iaria G. Dynamic Neural Network Reconfiguration During the Generation and Reinstatement of Mnemonic Representations. Front Hum Neurosci 2018; 12:292. [PMID: 30079017 PMCID: PMC6062623 DOI: 10.3389/fnhum.2018.00292] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2018] [Accepted: 07/02/2018] [Indexed: 01/03/2023] Open
Abstract
Mnemonic representations allow humans to re-experience the past or simulate future scenarios by integrating episodic features from memory. Theoretical models posit that mnemonic representations require dynamic processing between neural indexes in the hippocampus and areas of the cortex providing specialized information processing. However, it remains unknown whether global and local network topology varies as information is encoded into a mnemonic representation and subsequently reinstated. Here, we investigated the dynamic nature of memory networks while a representation of a virtual city is generated and reinstated during mental simulations. We find that the brain reconfigures from a state of heightened integration when encoding demands are highest, to a state of localized processing once representations are formed. This reconfiguration is associated with changes in hippocampal centrality at the intra- and inter-module level, decreasing its role as a connector hub between modules and within a hippocampal neighborhood as encoding demands lessen. During mental simulations, we found increased levels of hippocampal centrality within its local neighborhood coupled with decreased functional interactions between other regions of the neighborhood during highly vivid simulations, suggesting that information flow vis-à-vis the hippocampus is critical for high fidelity recapitulation of mnemonic representations.
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Affiliation(s)
- Aiden E G F Arnold
- Department of Psychology, Hotchkiss Brain Institute and Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis, Davis, CA, United States.,Department of Psychology, University of California, Davis, Davis, CA, United States.,Neuroscience Graduate Group, University of California, Davis, Davis, CA, United States
| | - Giuseppe Iaria
- Department of Psychology, Hotchkiss Brain Institute and Alberta Children's Hospital Research Institute, University of Calgary, Calgary, AB, Canada
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36
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Starrett MJ, Ekstrom AD. Perspective: Assessing the Flexible Acquisition, Integration, and Deployment of Human Spatial Representations and Information. Front Hum Neurosci 2018; 12:281. [PMID: 30050422 PMCID: PMC6050378 DOI: 10.3389/fnhum.2018.00281] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2018] [Accepted: 06/22/2018] [Indexed: 12/29/2022] Open
Abstract
Studying human spatial navigation in the lab can be challenging, particularly when including non-invasive neural measures like functional magnetic resonance imaging (fMRI) and scalp encephalography (EEG). While there is broad consensus that human spatial navigation involves both egocentric (self-referenced) and allocentric (world-referenced) coding schemes, exactly how these can be measured in ecologically meaningful situations remains controversial. Here, we explore these two forms of representation and how we might better measure them by reviewing commonly used spatial memory tasks and proposing a new task: the relative vector discrimination (RVD) task. Additionally, we explore how different encoding modalities (desktop virtual reality, immersive virtual reality, maps, and real-world navigation) might alter how egocentric and allocentric representations manifest. Specifically, we discuss desktop virtual reality vs. more immersive forms of navigation that better approximate real-world situations, and the extent to which less immersive encoding modalities alter neural and cognitive codes engaged during navigation more generally. We conclude that while encoding modality likely alters navigation-related codes to some degree, including egocentric and allocentric representations, it does not fundamentally change the underlying representations. Considering these arguments together, we suggest that tools to study human navigation in the lab, such as desktop virtual reality, provide overall a reasonable approximation of in vivo navigation, with some caveats.
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Affiliation(s)
- Michael J Starrett
- Department of Psychology, University of Arizona, Tucson, AZ, United States.,Department of Psychology, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, Tucson, AZ, United States.,Department of Psychology, University of California, Davis, Davis, CA, United States.,Center for Neuroscience, University of California, Davis, Davis, CA, United States.,Neuroscience Graduate Group, University of California, Davis, Davis, CA, United States
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37
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Starrett MJ, Stokes JD, Huffman DJ, Ferrer E, Ekstrom AD. Learning-dependent evolution of spatial representations in large-scale virtual environments. J Exp Psychol Learn Mem Cogn 2018; 45:497-514. [PMID: 29985031 DOI: 10.1037/xlm0000597] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
An important question regards how we use environmental boundaries to anchor spatial representations during navigation. Behavioral and neurophysiological models appear to provide conflicting predictions, and this question has been difficult to answer because of technical challenges with testing navigation in novel, large-scale, realistic spatial environments. We conducted an experiment in which participants freely ambulated on an omnidirectional treadmill while viewing novel, town-sized environments in virtual reality on a head-mounted display. Participants performed interspersed judgments of relative direction (JRD) to assay their spatial knowledge and to determine when during learning they employed environmental boundaries to anchor their spatial representations. We designed JRD questions that assayed directions aligned and misaligned with the axes of the surrounding rectangular boundaries and employed structural equation modeling to better understand the learning-dependent dynamics for aligned versus misaligned pointing. Pointing accuracy showed no initial directional bias to boundaries, although such "alignment effects" did emerge after the fourth block of learning. Preexposure to a map in Experiment 2 led to similar overall findings. A control experiment in which participants studied a map but did not navigate the environment, however, demonstrated alignment effects after a brief, initial learning experience. Our results help to bridge the gap between neurophysiological models of location-specific firing in rodents and human behavioral models of spatial navigation by emphasizing the experience-dependent accumulation of route-specific knowledge. In particular, our results suggest that the use of spatial boundaries as an organizing schema during navigation of large-scale space occurs in an experience-dependent fashion. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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La Joie R, Daugherty AM, Wisse L, Amaral RS, Amunts K, Augustinack J, Bakker A, Bender A, Berron D, Burggren AC, Chakravarty M, Flores R, Ding SL, Ekstrom AD, Kanel P, Kedo O, Insausti R, Malykhin N, Mueller SG, Ofen N, Palombo D, Pluta JB, Schoemaker D, Stark CE, Steve T, Wang L, Yassa MA, Yu Q, Yushkevich PA, Carr VA, Olsen R. P4‐314: A HARMONIZED PROTOCOL FOR IN VIVO HUMAN HIPPOCAMPAL SUBFIELD SEGMENTATION: INITIAL RESULTS OF THE 3 TESLA PROTOCOL. Alzheimers Dement 2018. [DOI: 10.1016/j.jalz.2018.07.137] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Renaud La Joie
- University of California, San FranciscoSan FranciscoCAUSA
| | - Ana M. Daugherty
- Beckman Institute for Advanced Science and TechnologyChampaignILUSA
| | | | | | | | | | | | | | - David Berron
- Institute of Cognitive Neurology and Dementia ResearchOtto-von-Guericke UniversityMagdeburgGermany
| | | | | | | | | | | | | | - Olga Kedo
- Forschungszentrum JülichJulichGermany
| | | | | | | | - Noa Ofen
- Wayne State UniversityDetroitMIUSA
| | | | | | | | | | | | - Lei Wang
- Northwestern UniversityChicagoILUSA
| | | | | | - Paul A. Yushkevich
- Penn Image Computing and Science LaboratoryUniversity of PennsylvaniaPhiladelphiaPAUSA
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Liang M, Starrett MJ, Ekstrom AD. Dissociation of frontal-midline delta-theta and posterior alpha oscillations: A mobile EEG study. Psychophysiology 2018; 55:e13090. [PMID: 29682758 DOI: 10.1111/psyp.13090] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2017] [Revised: 01/18/2018] [Accepted: 03/20/2018] [Indexed: 01/03/2023]
Abstract
Numerous reports have demonstrated low-frequency oscillations during navigation using invasive recordings in the hippocampus of both rats and human patients. Given evidence, in some cases, of low-frequency synchronization between midline cortex and hippocampus, it is also possible that low-frequency movement-related oscillations manifest in healthy human neocortex. However, this possibility remains largely unexplored, in part due to the difficulties of coupling free ambulation and effective scalp EEG recordings. In the current study, participants freely ambulated on an omnidirectional treadmill and explored an immersive virtual reality city rendered on a head-mounted display while undergoing simultaneous wireless scalp EEG recordings. We found that frontal-midline (FM) delta-theta (2-7.21 Hz) oscillations increased during movement compared to standing still periods, consistent with a role in navigation. In contrast, posterior alpha (8.32-12.76 Hz) oscillations were suppressed in the presence of visual input, independent of movement. Our findings suggest that FM delta-theta and posterior alpha oscillations arise at independent frequencies, under complementary behavioral conditions, and, at least for FM delta-theta oscillations, at independent recordings sites. Together, our findings support a double dissociation between movement-related FM delta-theta and resting-related posterior alpha oscillations. Our study thus provides novel evidence that FM delta-theta oscillations arise, in part, from real-world ambulation, and are functionally independent from posterior alpha oscillations.
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Affiliation(s)
- Mingli Liang
- Center for Neuroscience, University of California, Davis.,Department of Psychology, University of California, Davis
| | - Michael J Starrett
- Center for Neuroscience, University of California, Davis.,Department of Psychology, University of California, Davis
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis.,Department of Psychology, University of California, Davis.,Neuroscience Graduate Group, University of California, Davis
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Dimsdale-Zucker HR, Ritchey M, Ekstrom AD, Yonelinas AP, Ranganath C. CA1 and CA3 differentially support spontaneous retrieval of episodic contexts within human hippocampal subfields. Nat Commun 2018; 9:294. [PMID: 29348512 PMCID: PMC5773497 DOI: 10.1038/s41467-017-02752-1] [Citation(s) in RCA: 108] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Accepted: 12/20/2017] [Indexed: 02/03/2023] Open
Abstract
The hippocampus plays a critical role in spatial and episodic memory. Mechanistic models predict that hippocampal subfields have computational specializations that differentially support memory. However, there is little empirical evidence suggesting differences between the subfields, particularly in humans. To clarify how hippocampal subfields support human spatial and episodic memory, we developed a virtual reality paradigm where participants passively navigated through houses (spatial contexts) across a series of videos (episodic contexts). We then used multivariate analyses of high-resolution fMRI data to identify neural representations of contextual information during recollection. Multi-voxel pattern similarity analyses revealed that CA1 represented objects that shared an episodic context as more similar than those from different episodic contexts. CA23DG showed the opposite pattern, differentiating between objects encountered in the same episodic context. The complementary characteristics of these subfields explain how we can parse our experiences into cohesive episodes while retaining the specific details that support vivid recollection. Computational studies have hinted that hippocampal subfields represent information differently. Here, the authors show that when retrieving items that share an episodic context, subfield CA1 represent similarities between items whereas CA2/3/dentate gyrus represents item-unique features.
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Affiliation(s)
- Halle R Dimsdale-Zucker
- Center for Neuroscience, University of California, Davis, CA, 95618, USA. .,Department of Psychology, University of California, Davis, CA, 95618, USA.
| | - Maureen Ritchey
- Department of Psychology, Boston College, Chestnut Hill, MA, 02467, USA
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis, CA, 95618, USA.,Department of Psychology, University of California, Davis, CA, 95618, USA
| | - Andrew P Yonelinas
- Center for Neuroscience, University of California, Davis, CA, 95618, USA.,Department of Psychology, University of California, Davis, CA, 95618, USA.,Center for Mind and Brain, University of California, Davis, CA, 95618, USA
| | - Charan Ranganath
- Center for Neuroscience, University of California, Davis, CA, 95618, USA.,Department of Psychology, University of California, Davis, CA, 95618, USA
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41
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Kolarik BS, Baer T, Shahlaie K, Yonelinas AP, Ekstrom AD. Close but no cigar: Spatial precision deficits following medial temporal lobe lesions provide novel insight into theoretical models of navigation and memory. Hippocampus 2018; 28:31-41. [PMID: 28888032 PMCID: PMC5747326 DOI: 10.1002/hipo.22801] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2017] [Revised: 08/25/2017] [Accepted: 09/07/2017] [Indexed: 12/23/2022]
Abstract
Increasing evidence suggests that the human hippocampus contributes to a range of different behaviors, including episodic memory, language, short-term memory, and navigation. A novel theoretical framework, the Precision and Binding Model, accounts for these phenomenon by describing a role for the hippocampus in high-resolution, complex binding. Other theories like Cognitive Map Theory, in contrast, predict a specific role for the hippocampus in allocentric navigation, while Declarative Memory Theory predicts a specific role in delay-dependent conscious memory. Navigation provides a unique venue for testing these predictions, with past results from research with humans providing inconsistent findings regarding the role of the human hippocampus in spatial navigation. Here, we tested five patients with lesions primarily restricted to the hippocampus and those extending out into the surrounding medial temporal lobe cortex on a virtual water maze task. Consistent with the Precision and Binding Model, we found partially intact allocentric memory in all patients, with impairments in the spatial precision of their searches for a hidden target. We found similar impairments at both immediate and delayed testing. Our findings are consistent with the Precision and Binding Model of hippocampal function, arguing for its role across domains in high-resolution, complex binding. SIGNIFICANCE STATEMENT Remembering goal locations in one's environment is a critical skill for survival. How this information is represented in the brain is still not fully understood, but is believed to rely in some capacity on structures in the medial temporal lobe. Contradictory findings from studies of both humans and animals have been difficult to reconcile with regard to the role of the MTL, specifically the hippocampus. By assessing impairments observed during navigation to a goal in patients with medial temporal lobe damage we can better understand the role these structures play in such behavior. Utilizing virtual reality and novel analysis techniques, we have more precisely assessed the impact that medial temporal lobe damage has on spatial memory and navigation.
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Affiliation(s)
- Branden S Kolarik
- Department of Psychology, University of California, Davis, Davis, California, 95618
- Center for Neuroscience, University of California, Davis, Davis, California, 95618
| | - Trevor Baer
- Department of Psychology, University of California, Davis, Davis, California, 95618
- Center for Neuroscience, University of California, Davis, Davis, California, 95618
| | - Kiarash Shahlaie
- Department of Neurological Surgery, University of California, Davis, Sacramento, California, 95817
| | - Andrew P Yonelinas
- Department of Psychology, University of California, Davis, Davis, California, 95618
- Center for Neuroscience, University of California, Davis, Davis, California, 95618
| | - Arne D Ekstrom
- Department of Psychology, University of California, Davis, Davis, California, 95618
- Center for Neuroscience, University of California, Davis, Davis, California, 95618
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42
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Isham EA, Le CH, Ekstrom AD. Rightward and leftward biases in temporal reproduction of objects represented in central and peripheral spaces. Neurobiol Learn Mem 2017; 153:71-78. [PMID: 29274392 DOI: 10.1016/j.nlm.2017.12.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2017] [Revised: 12/13/2017] [Accepted: 12/19/2017] [Indexed: 11/28/2022]
Abstract
The basis for how we represent temporal intervals in memory remains unclear. One proposal, the mental time line theory (MTL), posits that our representation of temporal duration depends on a horizontal mental time line, thus suggesting that the representation of time has an underlying spatial component. Recent work suggests that the MTL is a learned strategy, prompting new questions of when and why MTL is used to represent temporal duration, and whether time is always represented spatially. The current study examines the hypothesis that the MTL may be a time processing strategy specific to centrally-located stimuli. In two experiments (visual eccentricity and prismatic adaptation procedures), we investigated the magnitude of the rightward bias, an index of the MTL, in central and peripheral space. When participants performed a supra-second temporal interval reproduction task, we observed a rightward bias only in central vision (within 3° visual angle), but not in the peripheral space (approximately 6-8° visual angle). Instead, in the periphery, we observed a leftward bias. The results suggest that the MTL may be a learned strategy specific to central space and that strategies for temporal interval estimation that do not depend on MTL may exist for stimuli perceived peripherally.
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Affiliation(s)
- Eve A Isham
- Department of Psychology, University of Arizona, 1503 E. University Blvd, Tucson, AZ 85721, USA; Department of Psychology, Center for Mind and Brain, University of California, Davis, 267 Cousteau Place, Davis, CA, USA.
| | - Cong-Huy Le
- Department of Psychology, Center for Mind and Brain, University of California, Davis, 267 Cousteau Place, Davis, CA, USA
| | - Arne D Ekstrom
- Department of Psychology, University of Arizona, 1503 E. University Blvd, Tucson, AZ 85721, USA; Department of Psychology, Center for Mind and Brain, University of California, Davis, 267 Cousteau Place, Davis, CA, USA; Center for Neuroscience, University of California, Davis, 1 Shields Ave, Davis, CA 95618, USA
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43
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Ekstrom AD, Huffman DJ, Starrett M. Interacting networks of brain regions underlie human spatial navigation: a review and novel synthesis of the literature. J Neurophysiol 2017; 118:3328-3344. [PMID: 28931613 PMCID: PMC5814720 DOI: 10.1152/jn.00531.2017] [Citation(s) in RCA: 76] [Impact Index Per Article: 10.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2017] [Revised: 09/19/2017] [Accepted: 09/19/2017] [Indexed: 12/22/2022] Open
Abstract
Navigation is an inherently dynamic and multimodal process, making isolation of the unique cognitive components underlying it challenging. The assumptions of much of the literature on human spatial navigation are that 1) spatial navigation involves modality independent, discrete metric representations (i.e., egocentric vs. allocentric), 2) such representations can be further distilled to elemental cognitive processes, and 3) these cognitive processes can be ascribed to unique brain regions. We argue that modality-independent spatial representations, instead of providing exact metrics about our surrounding environment, more often involve heuristics for estimating spatial topology useful to the current task at hand. We also argue that egocentric (body centered) and allocentric (world centered) representations are better conceptualized as involving a continuum rather than as discrete. We propose a neural model to accommodate these ideas, arguing that such representations also involve a continuum of network interactions centered on retrosplenial and posterior parietal cortex, respectively. Our model thus helps explain both behavioral and neural findings otherwise difficult to account for with classic models of spatial navigation and memory, providing a testable framework for novel experiments.
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Affiliation(s)
- Arne D Ekstrom
- Center for Neuroscience, University of California , Davis, California
- Department of Psychology, University of California , Davis, California
- Neuroscience Graduate Group, University of California , Davis, California
| | - Derek J Huffman
- Center for Neuroscience, University of California , Davis, California
| | - Michael Starrett
- Center for Neuroscience, University of California , Davis, California
- Department of Psychology, University of California , Davis, California
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44
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Kim K, Schedlbauer A, Rollo M, Karunakaran S, Ekstrom AD, Tandon N. Network-based brain stimulation selectively impairs spatial retrieval. Brain Stimul 2017; 11:213-221. [PMID: 29042188 DOI: 10.1016/j.brs.2017.09.016] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2017] [Revised: 09/26/2017] [Accepted: 09/27/2017] [Indexed: 12/30/2022] Open
Abstract
BACKGROUND Direct brain stimulation via electrodes implanted for intracranial electroencephalography (iEEG) permits the modulation of endogenous electrical signals with significantly greater spatial and temporal specificity than non-invasive approaches. It also allows for the stimulation of deep brain structures important to memory, such as the hippocampus, that are difficult, if not impossible, to target non-invasively. Direct stimulation studies of these deep memory structures, though, have produced mixed results, with some reporting improvement, some impairment, and others, no consistent changes. OBJECTIVE/HYPOTHESIS We hypothesize that to modulate cognitive function using brain stimulation, it is essential to modulate connected nodes comprising a network, rather than just alter local activity. METHODS iEEG data collected while patients performed a spatiotemporal memory retrieval task were used to map frequency-specific, coherent oscillatory activity between different brain regions associated with successful memory retrieval. We used these to identify two target nodes that exhibited selectively stronger coupling for spatial vs. temporal retrieval. In a subsequent session, electrical stimulation - theta-bursts with a fixed phase-lag (0° or 180°) - was applied to the two target regions while patients performed spatiotemporal retrieval. RESULTS Stimulation selectively impaired spatial retrieval while not affecting temporal retrieval, and this selective impairment was associated with theta decoupling of the spatial retrieval network. CONCLUSION These findings suggest that stimulating tightly connected nodes in a functional network at the appropriate phase-lag may effectively modulate the network function, and while in this case it impaired memory processes, it sets a foundation for further network-based perturbation studies.
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Affiliation(s)
- Kamin Kim
- Department of Neurosurgery, University of Texas Health Science Center, 6431 Fannin Street, Houston, TX, 77030, USA
| | - Amber Schedlbauer
- Neuroscience Graduate Program, University of California Davis, 1544 Newton Court, Davis, CA 95616, USA
| | - Matthew Rollo
- Department of Neurosurgery, University of Texas Health Science Center, 6431 Fannin Street, Houston, TX, 77030, USA
| | - Suganya Karunakaran
- Department of Neurosurgery, University of Texas Health Science Center, 6431 Fannin Street, Houston, TX, 77030, USA
| | - Arne D Ekstrom
- Department of Psychology, University of California Davis, 135 Young Hall, One Shields Avenue, Davis, CA 95616, USA; Center for Neuroscience, University of California Davis, 1544 Newton Court, Davis, CA 95616, USA.
| | - Nitin Tandon
- Department of Neurosurgery, University of Texas Health Science Center, 6431 Fannin Street, Houston, TX, 77030, USA.
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Abstract
Humans, like many other species, employ three fundamental forms of strategies to navigate: allocentric, egocentric, and beacon. Here, we review each of these different forms of navigation with a particular focus on how our high-resolution visual system contributes to their unique properties. We also consider how we might employ allocentric and egocentric representations, in particular, across different spatial dimensions, such as 1-D vs. 2-D. Our high acuity visual system also leads to important considerations regarding the scale of space we are navigating (e.g., smaller, room-sized "vista" spaces or larger city-sized "environmental" spaces). We conclude that a hallmark of human spatial navigation is our ability to employ these representations systems in a parallel and flexible manner, which differ both as a function of dimension and spatial scale.
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Affiliation(s)
- Arne D Ekstrom
- Center For Neuroscience, Dept. of Psychology, University of California, Davis, 1544 Newton Ct., Davis, CA 95616. Center for Mind and Brain, Dept. of Psychology, 267 Cousteau Place, Davis, CA 95618
| | - Eve A Isham
- Center For Neuroscience, Dept. of Psychology, University of California, Davis, 1544 Newton Ct., Davis, CA 95616. Center for Mind and Brain, Dept. of Psychology, 267 Cousteau Place, Davis, CA 95618
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46
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Ekstrom AD, Ranganath C. Space, time, and episodic memory: The hippocampus is all over the cognitive map. Hippocampus 2017; 28:680-687. [DOI: 10.1002/hipo.22750] [Citation(s) in RCA: 97] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Accepted: 06/12/2017] [Indexed: 12/12/2022]
Affiliation(s)
- Arne D. Ekstrom
- Center for NeuroscienceUniversity of CaliforniaDavis, 1544 Newton Court, Davis California
- Department of PsychologyUniversity of CaliforniaDavis, Davis California
- Neuroscience Graduate GroupUniversity of CaliforniaDavis, Davis California
| | - Charan Ranganath
- Center for NeuroscienceUniversity of CaliforniaDavis, 1544 Newton Court, Davis California
- Department of PsychologyUniversity of CaliforniaDavis, Davis California
- Neuroscience Graduate GroupUniversity of CaliforniaDavis, Davis California
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47
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Lieberman JS, Kyle CT, Schedlbauer A, Stokes J, Ekstrom AD. A Tale of Two Temporal Coding Strategies: Common and Dissociable Brain Regions Involved in Recency versus Associative Temporal Order Retrieval Strategies. J Cogn Neurosci 2017; 29:739-754. [DOI: 10.1162/jocn_a_01081] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Abstract
Numerous studies indicate the importance of the hippocampus to temporal order retrieval. However, behavioral studies suggest that there are different ways to retrieve temporal order information from encoded sequences, one involving an associative strategy (retrieving associations using neighboring items in a list) and another involving a recency strategy (determining which of two items came first). It remains unresolved, however, whether both strategies recruit the hippocampus or only associative strategies, consistent with the hippocampus's role in relational processing. To address this, we developed a paradigm in which we dissociated associative versus recency-based retrieval, involving the same stimulus presentation during retrieval. Associative retrieval involved an increase in RT (and decrease in performance) with greater distances between intervals, consistent with the need to retrieve intervening associations. Recency-based retrieval involved an increase in RT (and decrease in performance) with shorter distances between intervals, suggesting the use of a strength-based coding mechanism to retrieve information. We employed fMRI to determine the neural basis of the different strategies. Both strategies showed significant levels of hippocampal activation and connectivity that did not differ between tasks. In contrast, both univariate and connectivity pattern analyses revealed differences in extrahippocampal areas such as parietal and frontal cortices. A covariate analysis suggested that differences could not be explained by task difficulty alone. Together, these findings suggest that the hippocampus plays a role in both forms of temporal order retrieval, with neocortical networks mediating the different cognitive demands for associative versus recency-based temporal order retrieval.
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48
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Bohbot VD, Copara MS, Gotman J, Ekstrom AD. Low-frequency theta oscillations in the human hippocampus during real-world and virtual navigation. Nat Commun 2017; 8:14415. [PMID: 28195129 PMCID: PMC5316881 DOI: 10.1038/ncomms14415] [Citation(s) in RCA: 107] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2016] [Accepted: 12/28/2016] [Indexed: 11/09/2022] Open
Abstract
Low-Frequency Oscillations (LFO) in the range of 7-9 Hz, or theta rhythm, has been recorded in rodents ambulating in the real world. However, intra-hippocampus EEG recordings during virtual navigation in humans have consistently reported LFO that appear to predominate around 3-4 Hz. Here we report clear evidence of 7-9 Hz rhythmicity in raw intra-hippocampus EEG traces during real as well as virtual movement. Oscillations typically occur at a lower frequency in virtual than real world navigation. This study highlights the possibility that human and rodent hippocampal EEG activity are not as different as previously reported and this difference may arise, in part, due to the lack of actual movement in previous human navigation studies, which were virtual.
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Affiliation(s)
- Véronique D Bohbot
- Douglas Institute, Department of Psychiatry, McGill University, 6875 boulevard LaSalle, Verdun, Quebec, Canada H4H 1R3
| | - Milagros S Copara
- Neuroscience Graduate Group, University of California, Davis, 1 Shields Avenue, Davis, California 95616, USA
| | - Jean Gotman
- Montreal Neurological Institute, McGill University, 3801 University Street, Montreal, Quebec, Canada H3A 2B4
| | - Arne D Ekstrom
- Neuroscience Graduate Group, University of California, Davis, 1 Shields Avenue, Davis, California 95616, USA.,Center for Neuroscience, University of California, Davis, 1 Shields Avenue, Davis, California 95618, USA.,Department of Psychology, University of California, Davis, 1 Shields Avenue, Davis, California 95618, USA
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49
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Arnold AEGF, Iaria G, Ekstrom AD. Mental simulation of routes during navigation involves adaptive temporal compression. Cognition 2016; 157:14-23. [PMID: 27568586 DOI: 10.1016/j.cognition.2016.08.009] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2016] [Revised: 08/03/2016] [Accepted: 08/17/2016] [Indexed: 01/30/2023]
Abstract
Mental simulation is a hallmark feature of human cognition, allowing features from memories to be flexibly used during prospection. While past studies demonstrate the preservation of real-world features such as size and distance during mental simulation, their temporal dynamics remains unknown. Here, we compare mental simulations to navigation of routes in a large-scale spatial environment to test the hypothesis that such simulations are temporally compressed in an adaptive manner. Our results show that simulations occurred at 2.39× the speed it took to navigate a route, increasing in compression (3.57×) for slower movement speeds. Participant self-reports of vividness and spatial coherence of simulations also correlated strongly with simulation duration, providing an important link between subjective experiences of simulated events and how spatial representations are combined during prospection. These findings suggest that simulation of spatial events involve adaptive temporal mechanisms, mediated partly by the fidelity of memories used to generate the simulation.
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Affiliation(s)
- Aiden E G F Arnold
- Department of Psychology, Hotchkiss Brain Institute and Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada; Center for Neuroscience, University of California, Davis, 1544 Newton Court, Davis, CA, USA
| | - Giuseppe Iaria
- Department of Psychology, Hotchkiss Brain Institute and Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
| | - Arne D Ekstrom
- Center for Neuroscience, University of California, Davis, 1544 Newton Court, Davis, CA, USA; Department of Psychology, University of California, Davis, CA, USA; Neuroscience Graduate Group, University of California, Davis, CA, USA.
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50
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Wisse LE, Daugherty AM, Amaral RS, Berron D, Carr VA, Ekstrom AD, Kanel P, Kerchner GA, Mueller SG, Pluta J, Stark CE, Steve T, Wang L, Yassa MA, Yushkevich PA, La Joie R. P2‐060: A Harmonized Protocol for Medial Temporal Lobe Subfield Segmentation: Initial Results of The 3‐Tesla Protocol For The Hippocampal Body. Alzheimers Dement 2016. [DOI: 10.1016/j.jalz.2016.06.1265] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
| | - Ana M. Daugherty
- Beckman Institute for Advanced Science and TechnologyChampaignIL USA
| | | | - David Berron
- University Hospital Magdeburg, Institute of Cognitive Neurology and Dementia ResearchMagdeburgGermany
| | | | | | | | | | | | - John Pluta
- University of PennsylvaniaPhiladelphiaPA USA
| | | | | | - Lei Wang
- Northwestern University Feinberg School of MedicineChicagoIL USA
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