The DOI matches its Crossref record; 74 of the 74 references it cites were found in a registry or an index.
Hippocampal size predicts rapid learning of a cognitive map in humans
Open accessAbstract
The idea that humans use flexible map‐like representations of their environment to guide spatial navigation has a long and controversial history. One reason for this enduring controversy might be that individuals vary considerably in their ability to form and utilize cognitive maps. Here we investigate the behavioral and neuroanatomical signatures of these individual differences. Participants learned an unfamiliar campus environment over a period of three weeks. In their first visit, they learned the position of different buildings along two routes in separate areas of the campus. During the following weeks, they learned these routes for a second and third time, along with two paths that connected both areas of the campus. Behavioral assessments after each learning session indicated that subjects formed a coherent representation of the spatial structure of the entire campus after learning a single connecting path. Volumetric analyses of structural MRI data and voxel‐based morphometry (VBM) indicated that the size of the right posterior hippocampus predicted the ability to use this spatial knowledge to make inferences about the relative positions of different buildings on the campus. An inverse relationship between gray matter volume and performance was observed in the caudate. These results suggest that (i) humans can rapidly acquire cognitive maps of large‐scale environments and (ii) individual differences in hippocampal anatomy may provide the neuroanatomical substrate for individual differences in the ability to learn and flexibly use these cognitive maps. © 2013 Wiley Periodicals, Inc.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Baron, R. M., & Kenny, D. A. (1986) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.51.6.1173 · Cited by 91,532
Fischl, B., Salat, D. H., Busa, E., Albert, M., Dieterich, M., Haselgrove, C., van der Kouwe, A., Killiany, R., Kennedy, D., Klaveness, S., et al. (2002) · Neuron · doi:10.1016/s0896-6273(02)00569-x · Cited by 8,610
(1978) · UA Campus Repository (The University of Arizona) · Cited by 8,010
Cognitive maps in rats and men
Tolman, E. C. (1948) · Psychological Review · doi:10.1037/h0061626 · Cited by 6,641
Circular Statistics in Biology
Watson, G. S., & Batschelet, E. (1982) · Technometrics · doi:10.2307/1267831 · Cited by 4,573
Are the Dorsal and Ventral Hippocampus Functionally Distinct Structures?
Fanselow, M. S., & Dong, H.-W. (2010) · Neuron · doi:10.1016/j.neuron.2009.11.031 · Cited by 3,358
Navigation-related structural change in the hippocampi of taxi drivers
Maguire, E. A., Gadian, D. G., Johnsrude, I. S., Good, C. D., Ashburner, J., Frackowiak, R. S. J., & Frith, C. D. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.070039597 · Cited by 3,225
Mental Rotations, a Group Test of Three-Dimensional Spatial Visualization
Vandenberg, S. G., & Kuse, A. R. (1978) · Perceptual and Motor Skills · doi:10.2466/pms.1978.47.2.599 · Cited by 2,620
Gallistel, C. R. (1990) · Cited by 2,571
The Hippocampus as a Cognitive Map
Ranck, J. B. (1979) · American Journal of Psychiatry · doi:10.1176/ajp.136.10.1353 · Cited by 2,373
The Development of Spatial Representations of Large-Scale Environments
Siegel, A. W., & White, S. H. (1975) · Advances in Child Development and Behavior · doi:10.1016/s0065-2407(08)60007-5 · Cited by 1,830
Learning and Memory Functions of the Basal Ganglia
Packard, M. G., & Knowlton, B. J. (2002) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.25.112701.142937 · Cited by 1,717
Packard, M. G., & McGaugh, J. L. (1996) · Neurobiology of Learning and Memory · doi:10.1006/nlme.1996.0007 · Cited by 1,566
Cognition, evolution, and behavior
Shettleworth, S. J. (2010) · Choice Reviews Online · doi:10.5860/choice.47-5652 · Cited by 1,455
Cellular networks underlying human spatial navigation
Ekstrom, A. D., Kahana, M. J., Caplan, J. B., Fields, T. A., Isham, E. A., Newman, E. L., & Fried, I. (2003) · Nature · doi:10.1038/nature01964 · Cited by 1,425
(2018) · Sage eBooks · doi:10.4135/9781506326139.n223 · Cited by 1,386
Knowing Where and Getting There: A Human Navigation Network
Maguire, E. A., Burgess, N., Donnett, J. G., Frackowiak, R. S. J., Frith, C. D., & O'Keefe, J. (1998) · Science · doi:10.1126/science.280.5365.921 · Cited by 1,303
(1991) · Choice Reviews Online · doi:10.5860/choice.28-5080 · Cited by 1,276
Peters, M., Laeng, B., Latham, K., Jackson, M., Zaiyouna, R., & Richardson, C. (1995) · Brain and Cognition · doi:10.1006/brcg.1995.1032 · Cited by 1,060
Development of a self-report measure of environmental spatial ability
Hegarty, M. (2002) · Intelligence · doi:10.1016/s0160-2896(02)00116-2 · Cited by 1,023
Parahippocampal and retrosplenial contributions to human spatial navigation
Epstein, R. A. (2008) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2008.07.004 · Cited by 961
Self-citationMoser, E., Moser, M. ‐., & Andersen, P. N. (1993) · Journal of Neuroscience · doi:10.1523/jneurosci.13-09-03916.1993 · Cited by 953
Spatial learning with a minislab in the dorsal hippocampus.
Moser, M., Moser, E. I., Forrest, E., Andersen, P. N., & Morris, R. (1995) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.92.21.9697 · Cited by 944
London taxi drivers and bus drivers: A structural MRI and neuropsychological analysis
Maguire, E. A., Woollett, K., & Spiers, H. J. (2006) · Hippocampus · doi:10.1002/hipo.20233 · Cited by 918
What determines our navigational abilities?
Wolbers, T., & Hegarty, M. (2010) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2010.01.001 · Cited by 889
A dissociation between mental rotation and perspective-taking spatial abilities
Hegarty, M. (2004) · Intelligence · doi:10.1016/j.intell.2003.12.001 · Cited by 860
Spatial memory: how egocentric and allocentric combine
Burgess, N. (2006) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2006.10.005 · Cited by 827
The Well-Worn Route and the Path Less Traveled
Hartley, T., Maguire, E. A., Spiers, H. J., & Burgess, N. (2003) · Neuron · doi:10.1016/s0896-6273(03)00095-3 · Cited by 817
Iaria, G., Petrides, M., Dagher, A., Pike, G. B., & Bohbot, V. D. (2003) · Journal of Neuroscience · doi:10.1523/jneurosci.23-13-05945.2003 · Cited by 799
Finite scale of spatial representation in the hippocampus
Kjelstrup, K. B., Solstad, T., Brun, V. H., Hafting, T., Leutgeb, S., Witter, M. P., Moser, E. I., & Moser, M.-B. (2008) · Science · doi:10.1126/science.1157086 · Cited by 760
Using Imagination to Understand the Neural Basis of Episodic Memory
Hassabis, D., Kumaran, D., & Maguire, E. A. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.4549-07.2007 · Cited by 744 · cited 2×
“…pointing performance and hippocampal volume was partially (but incompletely) mediated by perspective taking ability, suggesting that part of the advantage of a larger right hippocampus is an enhanced ability to construct an egocentric scene from an arbitrary vantage point (Hassabis et al., 2007).”
BackgroundRecalling Routes around London: Activation of the Right Hippocampus in Taxi Drivers
Maguire, E. A., Frackowiak, R. S. J., & Frith, C. (1997) · Journal of Neuroscience · doi:10.1523/jneurosci.17-18-07103.1997 · Cited by 655
Human spatial representation: insights from animals
Wang, R. F., & Spelke, E. S. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)01961-7 · Cited by 655
ISHIKAWA, T., & MONTELLO, D. (2006) · Cognitive Psychology · doi:10.1016/j.cogpsych.2005.08.003 · Cited by 640 · cited 2×
“Written informed consent was obtained according to the provisions set by the Temple University and the University of Pennsylvania local institutional boards.”
BackgroundMethodA dissociation between object manipulation spatial ability and spatial orientation ability
Kozhevnikov, M., & Hegarty, M. (2001) · Memory & Cognition · doi:10.3758/bf03200477 · Cited by 629
Spatial Cognition and the Brain
Burgess, N. (2008) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1440.002 · Cited by 614
Acquiring “the Knowledge” of London's Layout Drives Structural Brain Changes
Woollett, K., & Maguire, E. A. (2011) · Current Biology · doi:10.1016/j.cub.2011.11.018 · Cited by 535
Styles and Methods of Structuring a City
Appleyard, D. (1970) · Environment and Behavior · doi:10.1177/001391657000200106 · Cited by 513
Batschelet, W. H., & Archer, R. D. (1981) · Journal of Inorganic and Nuclear Chemistry · doi:10.1016/0022-1902(81)80263-1 · Cited by 503
Mental navigation along memorized routes activates the hippocampus, precuneus, and insula
Ghaëm, O., Mellet, E., Crivello, F., Tzourio‐Mazoyer, N., Mazoyer, B. M., Berthoz, A., & Denis, M. (1997) · Neuroreport · doi:10.1097/00001756-199702100-00032 · Cited by 481
Cognition, Evolution, and Behavior
Emery, N. J. (2010) · Animal Behaviour · doi:10.1016/j.anbehav.2010.05.017 · Cited by 465
A New Framework for Understanding the Acquisition of Spatial Knowledge in Large-Scale Environments
Montello, D. R. (1998) · Spatial And Temporal Reasoning In Geographic Information Systems · doi:10.1093/oso/9780195103427.003.0011 · Cited by 414
Foo, P., Warren, W. H., Duchon, A., & Tarr, M. J. (2005) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/0278-7393.31.2.195 · Cited by 406
Navigation expertise and the human hippocampus: A structural brain imaging analysis
Maguire, E. A., Spiers, H. J., Good, C. D., Hartley, T., Frackowiak, R. S. J., & Burgess, N. (2003) · Hippocampus · doi:10.1002/hipo.10087 · Cited by 381
Thoughts, behaviour, and brain dynamics during navigation in the real world
Spiers, H. J., & Maguire, E. A. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.01.037 · Cited by 371
Do Animals Have Cognitive Maps?
Bennett, A. T. D. (1996) · Journal of Experimental Biology · doi:10.1242/jeb.199.1.219 · Cited by 356
Gray matter differences correlate with spontaneous strategies in a human virtual navigation task
Bohbot, V. D., Lerch, J., Thorndycraft, B., Iaria, G., & Zijdenbos, A. P. (2007) · The Journal of Neuroscience · doi:10.1523/jneurosci.1763-07.2007 · Cited by 347
The Cognition of Geographic Space
Kitchin, R., & Blades, M. (2002) · I.B.Tauris eBooks · doi:10.5040/9780755620951 · Cited by 325
Spatial memory deficits in patients with unilateral damage to the right hippocampal formation
Abrahams, S., Pickering, A. D., Polkey, C. E., & Morris, R. G. (1997) · Neuropsychologia · doi:10.1016/s0028-3932(96)00051-6 · Cited by 309
The Construction of Cognitive Maps
Portugali, J. (1996) · The Geojournal library · doi:10.1007/978-0-585-33485-1 · Cited by 306
Wolbers, T., & Büchel, C. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.4705-04.2005 · Cited by 301
Wolbers, T., Wiener, J. M., Mallot, H. A., & Büchel, C. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.2146-07.2007 · Cited by 290
Holdstock, J. S., Mayes, A. R., Cezayirli, E., Isaac, C. L., Aggleton, J. P., & Roberts, N. P. (2000) · Neuropsychologia · doi:10.1016/s0028-3932(99)00099-8 · Cited by 260
Distance estimation from cognitive maps
Thorndyke, P. W. (1981) · Cognitive Psychology · doi:10.1016/0010-0285(81)90019-0 · Cited by 256
Methods for normalization of hippocampal volumes measured with MR.
Free, S. L., Bergin, P., Fish, D. R., Cook, M. J., Shorvon, S. D., & Stevens, J. (1995) · PubMed Central · Cited by 239
Hippocampal growth and attrition in birds affected by experience.
Clayton, N. S., & Krebs, J. R. (1994) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.91.16.7410 · Cited by 229
Neural Correlates of Encoding Space from Route and Survey Perspectives
Shelton, A. L., & Gabrieli, J. D. E. (2002) · Journal of Neuroscience · doi:10.1523/jneurosci.22-07-02711.2002 · Cited by 224
Strategies of processing spatial information in survey and landmark-centred individuals
Pazzaglia, F., & Béni, R. D. (2001) · The European Journal of Cognitive Psychology · doi:10.1080/09541440042000124 · Cited by 212
Transient and enduring spatial representations under disorientation and self-rotation.
Waller, D. A., & Hodgson, E. (2006) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.32.4.867 · Cited by 203
Distances between real-world locations are represented in the human hippocampus
Morgan, L. K., MacEvoy, S. P., Aguirre, G. K., & Epstein, R. A. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.4667-10.2011 · Cited by 203
Self-citationAlinda Friedman, A., & Kohler, B. (2003) · Psychological Methods · doi:10.1037/1082-989x.8.4.468 · Cited by 186
Tobler, W. (1994) · Geographical Analysis · doi:10.1111/j.1538-4632.1994.tb00320.x · Cited by 177
Strategies of processing spatial information in survey and landmark-centred individuals
Pazzaglia, F., & Béni, R. D. (2001) · The European Journal of Cognitive Psychology · doi:10.1080/09541440125778 · Cited by 160
Navigation ability dependent neural activation in the human brain: An fMRI study
Ohnishi, T., Matsuda, H., Hirakata, M., & Ugawa, Y. (2006) · Neuroscience Research · doi:10.1016/j.neures.2006.04.009 · Cited by 137
The role of visual experience in knowledge of spatial layout
Rieser, J. J., Lockman, J. J., & Pick, H. L. (1980) · Perception & Psychophysics · doi:10.3758/bf03204374 · Cited by 124
Human Hippocampal CA1 Involvement during Allocentric Encoding of Spatial Information
Suthana, N., Ekstrom, A. D., Moshirvaziri, S., Knowlton, B. J., & Bookheimer, S. Y. (2009) · Journal of Neuroscience · doi:10.1523/jneurosci.0621-09.2009 · Cited by 119
Allocentric Versus Egocentric Spatial Memory After Unilateral Temporal Lobectomy in Humans.
Feigenbaum, J., & Morris, R. G. (2004) · Neuropsychology · doi:10.1037/0894-4105.18.3.462 · Cited by 111
Use and interaction of navigation strategies in regionalized environments
Wiener, J. M., Schnee, A., & Mallot, H. A. (2004) · Journal of Environmental Psychology · doi:10.1016/j.jenvp.2004.09.006 · Cited by 104
Neurobiological bases of spatial learning in the natural environment
Lee, D., Miyasato, L. E., & Clayton, N. S. (1998) · Neuroreport · doi:10.1097/00001756-199805110-00076 · Cited by 97
The Construction of Cognitive Maps by Children with Visual Impairments
Ungar, S., Blades, M., & Spencer, C. R. (2007) · Springer eBooks · doi:10.1007/978-0-585-33485-1_11 · Cited by 88
Hegarty, M., Crookes, R. D., Dara-Abrams, D., & Shipley, T. F. (2010) · Lecture notes in computer science · doi:10.1007/978-3-642-14749-4_10 · Cited by 74
Self-citationHölscher, C., Newcombe, N. S., Bateman, J. A., Olivetti Belardinelli, M., & Shipley, T. F. (2010) · Lecture notes in computer science · doi:10.1007/978-3-642-14749-4 · Cited by 42
Self-citationThe role of exploratory experience in a shortcut task by golden hamsters (Mesocricetus auratus)
Chapuis, N., Durup, M., & Thinus‐Blanc, C. (1987) · Animal Learning & Behavior · doi:10.3758/bf03204960 · Cited by 37
Editorial Preface to Tobler's “Bidimensional Regression”
Casetti, E. (1994) · Geographical Analysis · doi:10.1111/j.1538-4632.1994.tb00319.x · Cited by 13
Research works printed but not linked: 2
- Ekstrom R, 1976, Manual for Kit of Factor‐Referenced Cognitive Tests
- Pazzaglia F, 2000, Diverenze individuali nella rappresentazione dello spazio: presentazione di un Questionario autovalutativo [Individual differences in spatial representation: A self‐rating questionnaire], Giornale Italiano di Psicologia, 3, 241
Cited by
Sorted by citations
The cognitive map in humans: spatial navigation and beyond
Epstein, R. A., Patai, E. Z., Julian, J. B., & Spiers, H. J. (2017) · Nature Neuroscience · doi:10.1038/nn.4656 · Cited by 921
Self-citationSpatial navigation deficits — overlooked cognitive marker for preclinical Alzheimer disease?
Coughlan, G., Laczó, J., Hort, J., Minihane, A.-M., & Hornberger, M. (2018) · Nature Reviews Neurology · doi:10.1038/s41582-018-0031-x · Cited by 500
Memory integration: neural mechanisms and implications for behavior
Schlichting, M. L., & Preston, A. R. (2014) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2014.07.005 · Cited by 442
Variations in cognitive maps: Understanding individual differences in navigation.
Weisberg, S. M., Schinazi, V. R., Newcombe, N. S., Shipley, T. F., & Epstein, R. A. (2014) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/a0035261 · Cited by 270
Self-citationHow do (some) people make a cognitive map? Routes, places, and working memory.
Weisberg, S. M., & Newcombe, N. S. (2016) · Journal of Experimental Psychology: Learning, Memory, and Cognition · doi:10.1037/xlm0000200 · Cited by 219
Self-citation
Metadata
- Authors
- Schinazi, V. R., Nardi, D., Newcombe, N. S., Shipley, T. F., & Epstein, R. A.
- Affiliations
- University of Pennsylvania (US)
- Temple University (US)
- Corresponding author
- Schinazi, Victor R.
- Venue
- Hippocampus
- Publisher
- Wiley
- Published
- 2013-03-18
- Volume
- 23
- Issue
- 6
- Pages
- 515-528
- ISSN
- 1050-9631 (ISSN-L)
- 1098-1063
- PMC
- PMC3690629
- OpenAlex
- W2161175542
- Cited by
- 231
- References
- 73
- Citations by year
- 2026: 10 · 2025: 16 · 2024: 16 · 2023: 21 · 2022: 13 · 2021: 12 · 2020: 51 · 2019: 16 · 2018: 16 · 2017: 27 · 2016: 10 · 2015: 12 · 2014: 6 · 2013: 4
- FWCI
- 16.60
- Type
- journal article
- Language
- en
- Open access
- green
- europepmc.org
- Locations
- Hippocampus (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Eye Institute (EY016464, R01EY016464)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Spatial Cognition and Navigation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Social Sciences › Geography, Planning and Development › Geography Education and Pedagogy
- Keywords
- cognitive maps, spatial navigation, hippocampal volume, individual differences, caudate nucleus, gray matter volume, route learning, large-scale environments, spatial memory
- MeSH terms
- Adult, Brain Mapping, Cognition, Female, Forecasting, Hippocampus, Humans, Learning, Male, Organ Size, Orientation, Spatial Behavior, Time Factors, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review