Medial entorhinal cortex plays a specialized role in learning of flexible, context-dependent interval timing behavior

In order to survive and adapt in a dynamic environment, animals must perceive and remember the temporal structure of events and actions across a wide range of timescales. Prior research to investigate the neurobiological basis underlying so-called interval timing (i.e. timing on the scale of second to minutes) has focused largely on simple timing tasks that require animals to discriminate and/or reproduce stimuli presented at single, fixed durations over thousands of trials. Perhaps not surprisingly, this work has uncovered circuits involved in procedural memory systems, such as the basal ganglia, that play a key role in learning and driving timing behavior. Episodic memory (i.e. the ability to remember specific, personal events that occur in spatial and temporal context) also requires accurate temporal processing and is known to require neural circuits in the medial temporal lobe (MTL), including entorhinal cortex. However, a clear role for medial temporal lobe structures in interval timing has been conspicuously lacking. In order to determine the specific role that MTL structures play in timing behavior, we developed a novel behavioral paradigm that requires learning complex temporal contingencies. Applying this novel interval timing task in mice, in concert with methods for manipulating neural activity and methods for large-scale cellular resolution neurophysiological recording, we have uncovered a specific role for medial entorhinal cortex (MEC) in flexible, context-dependent learning of interval timing behavior. We find neurons in MEC, termed time cells, fire in regular time-locked sequences during timing. Remarkably, over the course of learning, these neural dynamics become context-dependent with specific sub-populations of neurons becoming selectively active within particular trial contexts. We also find that this neural activity is disrupted when animals make errors in their timing behavior and that animals are completely unable to learn this timing behavior without MEC activity. Further, we find that MEC activity is not necessary for very rigid forms of timing behavior and that nearby structures, such as the hippocampus, are not necessary for learning this flexible timing task. Finally, the results identify the particular cognitive strategy employed by the animal to discriminate contexts that contain more complex temporal structure, that often exist in nature. Together these results establish a precise role of MEC in learning flexible timing behavior and demonstrate that learning is driven by context-dependent sequential neural dynamics of MEC time cells.

[1]  M. Wiener,et al.  Anchors for Time, Distance, and Magnitude in Virtual Movements , 2022, bioRxiv.

[2]  Richard J. Gardner,et al.  Toroidal topology of population activity in grid cells , 2021, Nature.

[3]  Miguel Remondes,et al.  Medial entorhinal cortex excitatory neurons are necessary for accurate timing. , 2021, Journal of Neuroscience.

[4]  Samuel A. Ocko,et al.  Distance-tuned neurons drive specialized path integration calculations in medial entorhinal cortex , 2021, Cell reports.

[5]  André O. White,et al.  Medial entorhinal cortex lesions produce delay-dependent disruptions in memory for elapsed time , 2021, Neurobiology of Learning and Memory.

[6]  Jason R. Climer,et al.  Information Theoretic Approaches to Deciphering the Neural Code with Functional Fluorescence Imaging , 2020, eNeuro.

[7]  A. L. Allegra Mascaro,et al.  Inactivation of the Medial Entorhinal Cortex Selectively Disrupts Learning of Interval Timing. , 2020, Cell reports.

[8]  Michael E Hasselmo,et al.  Navigating Through Time: A Spatial Navigation Perspective on How the Brain May Encode Time. , 2020, Annual review of neuroscience.

[9]  Brittney L. Boublil,et al.  Time Cells in the Hippocampus Are Neither Dependent on Medial Entorhinal Cortex Inputs nor Necessary for Spatial Working Memory , 2019, Neuron.

[10]  James G Heys,et al.  Evidence for a sub-circuit in medial entorhinal cortex representing elapsed time during immobility , 2018, Nature Neuroscience.

[11]  Li Lu,et al.  Integrating time from experience in the lateral entorhinal cortex , 2018, Nature.

[12]  Glenn D. R. Watson,et al.  Nigrotectal Stimulation Stops Interval Timing in Mice , 2017, Current Biology.

[13]  Andrew T. Marshall,et al.  Reinforcement Learning Models of Risky Choice and the Promotion of Risk-Taking by Losses Disguised as Wins in Rats , 2017, Journal of experimental psychology. Animal learning and cognition.

[14]  H. Eichenbaum,et al.  Medial Entorhinal Cortex Selectively Supports Temporal Coding by Hippocampal Neurons , 2017, Neuron.

[15]  Dmitriy Aronov,et al.  Mapping of a non-spatial dimension by the hippocampal/entorhinal circuit , 2017, Nature.

[16]  Mario Dipoppa,et al.  Suite2p: beyond 10,000 neurons with standard two-photon microscopy , 2016, bioRxiv.

[17]  Marc W Howard,et al.  Time Cells in Hippocampal Area CA3 , 2016, The Journal of Neuroscience.

[18]  Alcino J. Silva,et al.  A shared neural ensemble links distinct contextual memories encoded close in time , 2016, Nature.

[19]  Dean V Buonomano,et al.  Differential Encoding of Time by Prefrontal and Striatal Network Dynamics , 2017, The Journal of Neuroscience.

[20]  Mark P. Brandon,et al.  During Running in Place, Grid Cells Integrate Elapsed Time and Distance Run , 2015, Neuron.

[21]  Michael N. Shadlen,et al.  A Neural Mechanism for Sensing and Reproducing a Time Interval , 2015, Current Biology.

[22]  Joseph J. Paton,et al.  A Scalable Population Code for Time in the Striatum , 2015, Current Biology.

[23]  M. Verfaellie,et al.  The medial temporal lobes are critical for reward‐based decision making under conditions that promote episodic future thinking , 2015, Hippocampus.

[24]  James G. Heys,et al.  The Functional Micro-organization of Grid Cells Revealed by Cellular-Resolution Imaging , 2014, Neuron.

[25]  H. Eichenbaum Time cells in the hippocampus: a new dimension for mapping memories , 2014, Nature Reviews Neuroscience.

[26]  Melissa J. Allman,et al.  Properties of the internal clock: first- and second-order principles of subjective time. , 2014, Annual review of psychology.

[27]  H. Eichenbaum,et al.  Distinct Hippocampal Time Cell Sequences Represent Odor Memories in Immobilized Rats , 2013, The Journal of Neuroscience.

[28]  N. Fortin,et al.  Critical Role of the Hippocampus in Memory for Elapsed Time , 2013, The Journal of Neuroscience.

[29]  C. Barry,et al.  Specific evidence of low-dimensional continuous attractor dynamics in grid cells , 2013, Nature Neuroscience.

[30]  Lacey J. Kitch,et al.  Long-term dynamics of CA1 hippocampal place codes , 2013, Nature Neuroscience.

[31]  May-Britt Moser,et al.  The entorhinal grid map is discretized , 2012, Nature.

[32]  Fraser T. Sparks,et al.  Neuronal code for extended time in the hippocampus , 2012, Proceedings of the National Academy of Sciences.

[33]  Nathaniel J. Killian,et al.  A map of visual space in the primate entorhinal cortex , 2012, Nature.

[34]  Kechen Zhang,et al.  Universal conditions for exact path integration in neural systems , 2012, Proceedings of the National Academy of Sciences.

[35]  M. Yartsev,et al.  Grid cells without theta oscillations in the entorhinal cortex of bats , 2011, Nature.

[36]  H. Eichenbaum,et al.  Hippocampal “Time Cells” Bridge the Gap in Memory for Discontiguous Events , 2011, Neuron.

[37]  Lin Tian,et al.  Functional imaging of hippocampal place cells at cellular resolution during virtual navigation , 2010, Nature Neuroscience.

[38]  Christian F. Doeller,et al.  Evidence for grid cells in a human memory network , 2010, Nature.

[39]  Ann M Graybiel,et al.  Neural representation of time in cortico-basal ganglia circuits , 2009, Proceedings of the National Academy of Sciences.

[40]  C. Gallistel,et al.  Temporal maps and informativeness in associative learning , 2009, Trends in Neurosciences.

[41]  Yoram Burakyy,et al.  Accurate Path Integration in Continuous Attractor Network Models of Grid Cells , 2009 .

[42]  T. Hafting,et al.  Grid cells in mice , 2008, Hippocampus.

[43]  Asohan Amarasingham,et al.  Internally Generated Cell Assembly Sequences in the Rat Hippocampus , 2008, Science.

[44]  J. White,et al.  Sniffing controls an adaptive filter of sensory input to the olfactory bulb , 2007, Nature Neuroscience.

[45]  A. Treves,et al.  Hippocampal remapping and grid realignment in entorhinal cortex , 2007, Nature.

[46]  W. Meck Neuroanatomical localization of an internal clock: A functional link between mesolimbic, nigrostriatal, and mesocortical dopaminergic systems , 2006, Brain Research.

[47]  Torkel Hafting,et al.  Conjunctive Representation of Position, Direction, and Velocity in Entorhinal Cortex , 2006, Science.

[48]  Catalin V. Buhusi,et al.  What makes us tick? Functional and neural mechanisms of interval timing , 2005, Nature Reviews Neuroscience.

[49]  T. Hafting,et al.  Microstructure of a spatial map in the entorhinal cortex , 2005, Nature.

[50]  M. Moser,et al.  Spatial Memory in the Rat Requires the Dorsolateral Band of the Entorhinal Cortex , 2005, Neuron.

[51]  Warren H Meck,et al.  Frontal-striatal circuitry activated by human peak-interval timing in the supra-seconds range. , 2004, Brain research. Cognitive brain research.

[52]  M. Fyhn,et al.  Spatial Representation in the Entorhinal Cortex , 2004, Science.

[53]  Menno P. Witter,et al.  Organization of cortico-hippocampal networks in rats related to learning and memory , 2003 .

[54]  M. Nicolelis,et al.  Interval timing and the encoding of signal duration by ensembles of cortical and striatal neurons. , 2003, Behavioral neuroscience.

[55]  M. Witter,et al.  Projections from the parahippocampal region to the prefrontal cortex in the rat: evidence of multiple pathways , 2002, The European journal of neuroscience.

[56]  M. Wilson,et al.  Trajectory Encoding in the Hippocampus and Entorhinal Cortex , 2000, Neuron.

[57]  H. Eichenbaum,et al.  Neurotoxic Hippocampal Lesions Have No Effect on Odor Span and Little Effect on Odor Recognition Memory But Produce Significant Impairments on Spatial Span, Recognition, and Alternation , 2000, The Journal of Neuroscience.

[58]  A. Dietrich,et al.  Functional dissociation of the prefrontal cortex and the hippocampus in timing behavior. , 1998, Behavioral neuroscience.

[59]  J Gibbon,et al.  Mnemonics for variability: remembering food delay. , 1997, Journal of experimental psychology. Animal behavior processes.

[60]  Bruce L. McNaughton,et al.  An Information-Theoretic Approach to Deciphering the Hippocampal Code , 1992, NIPS.

[61]  H. Eichenbaum,et al.  Neuronal activity in the hippocampus during delayed non‐match to sample performance in rats: Evidence for hippocampal processing in recognition memory , 1992, Hippocampus.

[62]  R. Muller,et al.  The positional firing properties of medial entorhinal neurons: description and comparison with hippocampal place cells , 1992, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[63]  L. Squire,et al.  The medial temporal lobe memory system , 1991, Science.

[64]  John Gibbon,et al.  Timing Mechanisms in Optimal Foraging: Some Applications of Scalar Expectancy Theory , 1990 .

[65]  L. Squire,et al.  Human amnesia and the medial temporal region: enduring memory impairment following a bilateral lesion limited to field CA1 of the hippocampus , 1986, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[66]  E. Tulving Précis of Elements of episodic memory , 1984, Behavioral and Brain Sciences.

[67]  R. Church,et al.  Hippocampus, time, and memory. , 1984, Behavioral neuroscience.

[68]  F. Schenk,et al.  Activity and exploratory behavior after lesions of the medial entorhinal cortex in the woodmouse (Apodemus sylvaticus). , 1983, Behavioral and neural biology.

[69]  M. Mishkin Memory in monkeys severely impaired by combined but not by separate removal of amygdala and hippocampus , 1978, Nature.

[70]  D. Gaffan,et al.  Monkeys' Recognition Memory for Complex Pictures and the Effect of Fornix Transection , 1977, The Quarterly journal of experimental psychology.

[71]  S. P. Grossman,et al.  Some behavioral effects of entorhinal cortex lesions in the albino rat. , 1973, Journal of comparative and physiological psychology.

[72]  H. Mahut Spatial and object reversal learning in monkeys with partial temporal lobe ablations. , 1971, Neuropsychologia.

[73]  Brenda Milner,et al.  Visually-guided maze learning in man: effects of bilateral hippocampal, bilateral frontal, and unilateral cerebral lesions , 1965 .

[74]  W. Scoville,et al.  LOSS OF RECENT MEMORY AFTER BILATERAL HIPPOCAMPAL LESIONS , 1957, Journal of neurology, neurosurgery, and psychiatry.