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Loren Frank - Publications

Affiliations: 
Keck Center for Integrative Neuroscience, Dept. of Physiology University of California, San Francisco, San Francisco, CA 
Area:
Learning, Memory, Hippocampus, Decision making
Website:
http://keck.ucsf.edu/~loren

81 high-probability publications. We are testing a new system for linking publications to authors. You can help! If you notice any inaccuracies, please sign in and mark papers as correct or incorrect matches. If you identify any major omissions or other inaccuracies in the publication list, please let us know.

Year Citation  Score
2022 Kastner DB, Miller EA, Yang Z, Roumis DK, Liu DF, Frank LM, Dayan P. Spatial preferences account for inter-animal variability during the continual learning of a dynamic cognitive task. Cell Reports. 39: 110708. PMID 35443181 DOI: 10.1016/j.celrep.2022.110708  0.326
2021 Aery Jones EA, Rao A, Zilberter M, Djukic B, Bant JS, Gillespie AK, Koutsodendris N, Nelson M, Yoon SY, Huang K, Yuan H, Gill TM, Huang Y, Frank LM. Dentate gyrus and CA3 GABAergic interneurons bidirectionally modulate signatures of internal and external drive to CA1. Cell Reports. 37: 110159. PMID 34965435 DOI: 10.1016/j.celrep.2021.110159  0.728
2021 Denovellis EL, Gillespie AK, Coulter ME, Sosa M, Chung JE, Eden UT, Frank LM. Hippocampal replay of experience at real-world speeds. Elife. 10. PMID 34570699 DOI: 10.7554/eLife.64505  0.778
2021 Yu JY, Frank LM. Prefrontal cortical activity predicts the occurrence of nonlocal hippocampal representations during spatial navigation. Plos Biology. 19: e3001393. PMID 34529647 DOI: 10.1371/journal.pbio.3001393  0.723
2021 Joo HR, Liang H, Chung JE, Geaghan-Breiner C, Fan JL, Nachman BP, Kepecs A, Frank LM. Rats use memory confidence to guide decisions. Current Biology : Cb. PMID 34473948 DOI: 10.1016/j.cub.2021.08.013  0.352
2021 Gillespie AK, Astudillo Maya DA, Denovellis EL, Liu DF, Kastner DB, Coulter ME, Roumis DK, Eden UT, Frank LM. Hippocampal replay reflects specific past experiences rather than a plan for subsequent choice. Neuron. PMID 34450026 DOI: 10.1016/j.neuron.2021.07.029  0.765
2020 Kastner DB, Kharazia V, Nevers R, Smyth C, Astudillo-Maya DA, Williams GM, Yang Z, Holobetz CM, Santina LD, Parkinson DY, Frank LM. Scalable method for micro-CT analysis enables large scale quantitative characterization of brain lesions and implants. Scientific Reports. 10: 20851. PMID 33257721 DOI: 10.1038/s41598-020-77796-3  0.765
2020 Rezaei MR, Arai K, Frank LM, Eden UT, Yousefi A. Real-Time Point Process Filter for Multidimensional Decoding Problems Using Mixture Models. Journal of Neuroscience Methods. 109006. PMID 33232686 DOI: 10.1016/j.jneumeth.2020.109006  0.575
2020 Kastner DB, Gillespie AK, Dayan P, Frank LM. Memory alone does not account for the speed of learning of a simple spatial alternation task in rats. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. PMID 32753514 DOI: 10.1523/Jneurosci.0972-20.2020  0.823
2020 Genzel L, Dragoi G, Frank L, Ganguly K, de la Prida L, Pfeiffer B, Robertson E. A consensus statement: defining terms for reactivation analysis. Philosophical Transactions of the Royal Society of London. Series B, Biological Sciences. 375: 20200001. PMID 32248790 DOI: 10.1098/Rstb.2020.0001  0.352
2020 Miller EA, Kastner DB, Grzybowski MN, Dwinell MR, Geurts AM, Frank LM. Robust and replicable measurement for prepulse inhibition of the acoustic startle response. Molecular Psychiatry. PMID 32144356 DOI: 10.1038/S41380-020-0703-Y  0.707
2020 Kay K, Chung JE, Sosa M, Schor JS, Karlsson MP, Larkin MC, Liu DF, Frank LM. Constant Sub-second Cycling between Representations of Possible Futures in the Hippocampus. Cell. PMID 32004462 DOI: 10.1016/J.Cell.2020.01.014  0.699
2019 Jones EA, Gillespie AK, Yoon SY, Frank LM, Huang Y. Early Hippocampal Sharp-Wave Ripple Deficits Predict Later Learning and Memory Impairments in an Alzheimer's Disease Mouse Model. Cell Reports. 29: 2123-2133.e4. PMID 31747587 DOI: 10.1016/J.Celrep.2019.10.056  0.771
2019 Chung JE, Joo HR, Smyth CN, Fan JL, Geaghan-Breiner C, Liang H, Liu DF, Roumis D, Chen S, Lee KY, Pebbles JA, Tooker AC, Tolosa VM, Frank LM. Chronic Implantation of Multiple Flexible Polymer Electrode Arrays. Journal of Visualized Experiments : Jove. PMID 31633681 DOI: 10.3791/59957  0.764
2019 Joo HR, Fan JL, Chen S, Pebbles JA, Liang H, Chung JE, Yorita AM, Tooker A, Tolosa V, Geaghan-Breiner C, Roumis D, Liu D, Haque R, Frank L. A microfabricated, 3D-sharpened silicon shuttle for insertion of flexible electrode arrays through dura mater into brain. Journal of Neural Engineering. PMID 31216526 DOI: 10.1088/1741-2552/Ab2B2E  0.757
2019 Yousefi A, Gillespie AK, Guidera JA, Karlsson M, Frank L, Eden U. Efficient Decoding of Multi-Dimensional Signals from Population Spiking Activity Using a Gaussian Mixture Particle Filter. Ieee Transactions On Bio-Medical Engineering. PMID 30932819 DOI: 10.1109/Tbme.2019.2906640  0.764
2018 Chung JE, Joo HR, Fan JL, Liu DF, Barnett AH, Chen S, Geaghan-Breiner C, Karlsson MP, Karlsson M, Lee KY, Liang H, Magland JF, Pebbles JA, Tooker AC, Greengard LF, ... ... Frank LM, et al. High-Density, Long-Lasting, and Multi-region Electrophysiological Recordings Using Polymer Electrode Arrays. Neuron. PMID 30502044 DOI: 10.1016/J.Neuron.2018.11.002  0.661
2018 Rezaei MR, Gillespie AK, Guidera JA, Nazari B, Sadri S, Frank LM, Eden UT, Yousefi A. A Comparison Study of Point-Process Filter and Deep Learning Performance in Estimating Rat Position Using an Ensemble of Place Cells. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2018: 4732-4735. PMID 30441406 DOI: 10.1109/EMBC.2018.8513154  0.788
2018 Yu JY, Liu DF, Loback A, Grossrubatscher I, Frank LM. Specific hippocampal representations are linked to generalized cortical representations in memory. Nature Communications. 9: 2209. PMID 29880860 DOI: 10.1038/s41467-018-04498-w  0.723
2017 Tang W, Shin JD, Frank LM, Jadhav SP. Hippocampal-prefrontal reactivation during learning is stronger in awake as compared to sleep states. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. PMID 29089440 DOI: 10.1523/Jneurosci.2291-17.2017  0.68
2017 Yu JY, Kay K, Liu DF, Grossrubatscher I, Loback A, Sosa M, Chung JE, Karlsson MP, Larkin MC, Frank LM. Distinct hippocampal-cortical memory representations for experiences associated with movement versus immobility. Elife. 6. PMID 28826483 DOI: 10.7554/Elife.27621  0.83
2016 Sosa M, Gillespie AK, Frank LM. Neural Activity Patterns Underlying Spatial Coding in the Hippocampus. Current Topics in Behavioral Neurosciences. PMID 27885550 DOI: 10.1007/7854_2016_462  0.774
2016 Papale AE, Zielinski MC, Frank LM, Jadhav SP, Redish AD. Interplay between Hippocampal Sharp-Wave-Ripple Events and Vicarious Trial and Error Behaviors in Decision Making. Neuron. PMID 27866796 DOI: 10.1016/J.Neuron.2016.10.028  0.801
2016 Deng X, Liu DF, Karlsson MP, Frank LM, Eden UT. Rapid Classification of Hippocampal Replay Content for Real-time Applications. Journal of Neurophysiology. jn.00151.2016. PMID 27535369 DOI: 10.1152/Jn.00151.2016  0.793
2016 Eichenbaum H, Amaral DG, Buffalo EA, Buzsáki G, Cohen N, Davachi L, Frank L, Heckers S, Morris RG, Moser EI, Nadel L, O'Keefe J, Preston A, Ranganath C, Silva A, et al. Hippocampus at 25. Hippocampus. PMID 27399159 DOI: 10.1002/hipo.22616  0.466
2016 Gillespie AK, Jones EA, Lin YH, Karlsson MP, Kay K, Yoon SY, Tong LM, Nova P, Carr JS, Frank LM, Huang Y. Apolipoprotein E4 Causes Age-Dependent Disruption of Slow Gamma Oscillations during Hippocampal Sharp-Wave Ripples. Neuron. PMID 27161522 DOI: 10.1016/J.Neuron.2016.04.009  0.796
2016 Jadhav SP, Rothschild G, Roumis DK, Frank LM. Coordinated Excitation and Inhibition of Prefrontal Ensembles during Awake Hippocampal Sharp-Wave Ripple Events. Neuron. PMID 26971950 DOI: 10.1016/j.neuron.2016.02.010  0.816
2016 Kay K, Sosa M, Chung JE, Karlsson MP, Larkin MC, Frank LM. A hippocampal network for spatial coding during immobility and sleep. Nature. PMID 26934224 DOI: 10.1038/Nature17144  0.776
2015 Roumis DK, Frank LM. Hippocampal sharp-wave ripples in waking and sleeping states. Current Opinion in Neurobiology. 35: 6-12. PMID 26011627 DOI: 10.1016/J.Conb.2015.05.001  0.799
2015 Deng X, Liu DF, Kay K, Frank LM, Eden UT. Clusterless Decoding of Position from Multiunit Activity Using a Marked Point Process Filter. Neural Computation. 27: 1438-60. PMID 25973549 DOI: 10.1162/Neco_A_00744  0.626
2015 Yu JY, Frank LM. Hippocampal-cortical interaction in decision making. Neurobiology of Learning and Memory. 117: 34-41. PMID 24530374 DOI: 10.1016/j.nlm.2014.02.002  0.773
2015 Deng X, Liu DF, Kay K, Frank LM, Eden UT. Decoding position from multiunit activity using a marked point process filter Bmc Neuroscience. 16. DOI: 10.1186/1471-2202-16-S1-P66  0.664
2015 Roumis DK, Frank LM. Hippocampal sharp-wave ripples in waking and sleeping states Current Opinion in Neurobiology. 35: 6-12. DOI: 10.1016/j.conb.2015.05.001  0.766
2014 Anderson EB, Grossrubatscher I, Frank L. Dynamic Hippocampal Circuits Support Learning- and Memory-Guided Behaviors. Cold Spring Harbor Symposia On Quantitative Biology. 79: 51-8. PMID 25922478 DOI: 10.1101/sqb.2014.79.024760  0.662
2014 Tooker A, Liu D, Anderson EB, Felix S, Shah KG, Lee KY, Chung JE, Pannu S, Frank L, Tolosa V. Towards a large-scale recording system: demonstration of polymer-based penetrating array for chronic neural recording. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 2014: 6830-3. PMID 25571565 DOI: 10.1109/EMBC.2014.6945197  0.526
2014 Dabaghian Y, Brandt VL, Frank LM. Reconceiving the hippocampal map as a topological template. Elife. 3: e03476. PMID 25141375 DOI: 10.7554/eLife.03476  0.714
2014 Larkin MC, Lykken C, Tye LD, Wickelgren JG, Frank LM. Hippocampal output area CA1 broadcasts a generalized novelty signal during an object-place recognition task. Hippocampus. 24: 773-83. PMID 24596296 DOI: 10.1002/Hipo.22268  0.301
2014 Jadhav SP, Frank LM. Memory replay in the hippocampus Space, Time and Memory in the Hippocampal Formation. 351-371. DOI: 10.1007/978-3-7091-1292-2_13  0.684
2013 Felix SH, Shah KG, Tolosa VM, Sheth HJ, Tooker AC, Delima TL, Jadhav SP, Frank LM, Pannu SS. Insertion of flexible neural probes using rigid stiffeners attached with biodissolvable adhesive. Journal of Visualized Experiments : Jove. e50609. PMID 24121443 DOI: 10.3791/50609  0.601
2013 Kemere C, Carr MF, Karlsson MP, Frank LM. Rapid and continuous modulation of hippocampal network state during exploration of new places. Plos One. 8: e73114. PMID 24023818 DOI: 10.1371/Journal.Pone.0073114  0.791
2013 Singer AC, Carr MF, Karlsson MP, Frank LM. Hippocampal SWR activity predicts correct decisions during the initial learning of an alternation task. Neuron. 77: 1163-73. PMID 23522050 DOI: 10.1016/J.Neuron.2013.01.027  0.816
2012 Warden MR, Selimbeyoglu A, Mirzabekov JJ, Lo M, Thompson KR, Kim SY, Adhikari A, Tye KM, Frank LM, Deisseroth K. A prefrontal cortex-brainstem neuronal projection that controls response to behavioural challenge. Nature. 492: 428-32. PMID 23160494 DOI: 10.1038/Nature11617  0.459
2012 Carr MF, Karlsson MP, Frank LM. Transient slow gamma synchrony underlies hippocampal memory replay. Neuron. 75: 700-13. PMID 22920260 DOI: 10.1016/J.Neuron.2012.06.014  0.808
2012 Kim SM, Ganguli S, Frank LM. Spatial information outflow from the hippocampal circuit: distributed spatial coding and phase precession in the subiculum. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 32: 11539-58. PMID 22915100 DOI: 10.1523/Jneurosci.5942-11.2012  0.61
2012 Dabaghian Y, Mémoli F, Frank L, Carlsson G. A topological paradigm for hippocampal spatial map formation using persistent homology. Plos Computational Biology. 8: e1002581. PMID 22912564 DOI: 10.1371/journal.pcbi.1002581  0.726
2012 Jadhav SP, Kemere C, German PW, Frank LM. Awake hippocampal sharp-wave ripples support spatial memory. Science (New York, N.Y.). 336: 1454-8. PMID 22555434 DOI: 10.1126/Science.1217230  0.814
2012 Carr MF, Frank LM. A single microcircuit with multiple functions: state dependent information processing in the hippocampus. Current Opinion in Neurobiology. 22: 704-8. PMID 22480878 DOI: 10.1016/J.Conb.2012.03.007  0.777
2012 Anikeeva P, Andalman AS, Witten I, Warden M, Goshen I, Grosenick L, Gunaydin LA, Frank LM, Deisseroth K. Optetrode: a multichannel readout for optogenetic control in freely moving mice. Nature Neuroscience. 15: 163-70. PMID 22138641 DOI: 10.1038/Nn.2992  0.403
2011 Cheng S, Frank LM. The structure of networks that produce the transformation from grid cells to place cells. Neuroscience. 197: 293-306. PMID 21963867 DOI: 10.1016/j.neuroscience.2011.09.002  0.593
2011 Carr MF, Jadhav SP, Frank LM. Hippocampal replay in the awake state: a potential substrate for memory consolidation and retrieval. Nature Neuroscience. 14: 147-53. PMID 21270783 DOI: 10.1038/Nn.2732  0.833
2011 Dabaghian Y, Cohn AG, Frank L. Topological coding in the hippocampus Computational Modeling and Simulation of Intellect: Current State and Future Perspectives. 293-320. DOI: 10.4018/978-1-60960-551-3.ch012  0.666
2010 Singer AC, Karlsson MP, Nathe AR, Carr MF, Frank LM. Experience-dependent development of coordinated hippocampal spatial activity representing the similarity of related locations. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 30: 11586-604. PMID 20810880 DOI: 10.1523/Jneurosci.0926-10.2010  0.807
2010 Smith AC, Nguyen VK, Karlsson MP, Frank LM, Smith P. Probability of repeating patterns in simultaneous neural data. Neural Computation. 22: 2522-36. PMID 20608872 DOI: 10.1162/Neco_A_00020  0.658
2009 Singer AC, Frank LM. Rewarded outcomes enhance reactivation of experience in the hippocampus. Neuron. 64: 910-21. PMID 20064396 DOI: 10.1016/j.neuron.2009.11.016  0.602
2009 Jadhav SP, Frank LM. Reactivating memories for consolidation. Neuron. 62: 745-6. PMID 19555641 DOI: 10.1016/J.Neuron.2009.06.002  0.7
2009 Karlsson MP, Frank LM. Awake replay of remote experiences in the hippocampus. Nature Neuroscience. 12: 913-8. PMID 19525943 DOI: 10.1038/Nn.2344  0.714
2009 Kim SM, Frank LM. Hippocampal lesions impair rapid learning of a continuous spatial alternation task. Plos One. 4: e5494. PMID 19424438 DOI: 10.1371/journal.pone.0005494  0.628
2008 Karlsson MP, Frank LM. Network dynamics underlying the formation of sparse, informative representations in the hippocampus. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 28: 14271-81. PMID 19109508 DOI: 10.1523/Jneurosci.4261-08.2008  0.694
2008 Cheng S, Frank LM. New experiences enhance coordinated neural activity in the hippocampus. Neuron. 57: 303-13. PMID 18215626 DOI: 10.1016/j.neuron.2007.11.035  0.683
2007 Dabaghian Y, Cohn AG, Frank L. Topological maps from signals Gis: Proceedings of the Acm International Symposium On Advances in Geographic Information Systems. 392-395. DOI: 10.1145/1341012.1341085  0.666
2006 Frank LM, Brown EN, Stanley GB. Hippocampal and cortical place cell plasticity: implications for episodic memory. Hippocampus. 16: 775-84. PMID 16921502 DOI: 10.1002/hipo.20200  0.75
2005 Barbieri R, Wilson MA, Frank LM, Brown EN. An analysis of hippocampal spatio-temporal representations using a Bayesian algorithm for neural spike train decoding. Ieee Transactions On Neural Systems and Rehabilitation Engineering : a Publication of the Ieee Engineering in Medicine and Biology Society. 13: 131-6. PMID 16003890 DOI: 10.1109/TNSRE.2005.847368  0.611
2005 Law JR, Flanery MA, Wirth S, Yanike M, Smith AC, Frank LM, Suzuki WA, Brown EN, Stark CE. Functional magnetic resonance imaging activity during the gradual acquisition and expression of paired-associate memory. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 25: 5720-9. PMID 15958738 DOI: 10.1523/JNEUROSCI.4935-04.2005  0.531
2004 Barbieri R, Frank LM, Nguyen DP, Quirk MC, Solo V, Wilson MA, Brown EN. A Bayesian decoding algorithm for analysis of information encoding in neural ensembles. Conference Proceedings : ... Annual International Conference of the Ieee Engineering in Medicine and Biology Society. Ieee Engineering in Medicine and Biology Society. Annual Conference. 6: 4483-6. PMID 17271302 DOI: 10.1109/IEMBS.2004.1404246  0.721
2004 Frank LM, Stanley GB, Brown EN. Hippocampal plasticity across multiple days of exposure to novel environments. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 24: 7681-9. PMID 15342735 DOI: 10.1523/JNEUROSCI.1958-04.2004  0.706
2004 Eden UT, Frank LM, Barbieri R, Solo V, Brown EN. Dynamic analysis of neural encoding by point process adaptive filtering. Neural Computation. 16: 971-98. PMID 15070506 DOI: 10.1162/089976604773135069  0.683
2004 Barbieri R, Frank LM, Nguyen DP, Quirk MC, Solo V, Wilson MA, Brown EN. Dynamic analyses of information encoding in neural ensembles. Neural Computation. 16: 277-307. PMID 15006097 DOI: 10.1162/089976604322742038  0.758
2004 Smith AC, Frank LM, Wirth S, Yanike M, Hu D, Kubota Y, Graybiel AM, Suzuki WA, Brown EN. Dynamic analysis of learning in behavioral experiments. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 24: 447-61. PMID 14724243 DOI: 10.1523/JNEUROSCI.2908-03.2004  0.455
2003 Frank LM, Brown EN. Persistent activity and memory in the entorhinal cortex. Trends in Neurosciences. 26: 400-1. PMID 12900167 DOI: 10.1016/S0166-2236(03)00176-0  0.507
2003 Wirth S, Yanike M, Frank LM, Smith AC, Brown EN, Suzuki WA. Single neurons in the monkey hippocampus and learning of new associations. Science (New York, N.Y.). 300: 1578-81. PMID 12791995 DOI: 10.1126/science.1084324  0.561
2003 Nguyen DP, Frank LM, Brown EN. An application of reversible-jump Markov chain Monte Carlo to spike classification of multi-unit extracellular recordings. Network (Bristol, England). 14: 61-82. PMID 12617059 DOI: 10.1088/0954-898X/14/1/304  0.617
2002 Frank LM, Eden UT, Solo V, Wilson MA, Brown EN. Contrasting patterns of receptive field plasticity in the hippocampus and the entorhinal cortex: an adaptive filtering approach. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 22: 3817-30. PMID 11978857 DOI: 10.1523/Jneurosci.22-09-03817.2002  0.748
2002 Brown EN, Barbieri R, Ventura V, Kass RE, Frank LM. The time-rescaling theorem and its application to neural spike train data analysis. Neural Computation. 14: 325-46. PMID 11802915 DOI: 10.1162/08997660252741149  0.459
2002 Barbieri R, Frank LM, Quirk MC, Solo V, Wilson MA, Brown EN. Construction and analysis of non-Gaussian spatial models of neural spiking activity Neurocomputing. 44: 309-314. DOI: 10.1016/S0925-2312(02)00365-X  0.701
2001 Frank LM, Brown EN, Wilson MA. A comparison of the firing properties of putative excitatory and inhibitory neurons from CA1 and the entorhinal cortex. Journal of Neurophysiology. 86: 2029-40. PMID 11600659 DOI: 10.1152/Jn.2001.86.4.2029  0.604
2001 Brown EN, Nguyen DP, Frank LM, Wilson MA, Solo V. An analysis of neural receptive field plasticity by point process adaptive filtering. Proceedings of the National Academy of Sciences of the United States of America. 98: 12261-6. PMID 11593043 DOI: 10.1073/Pnas.201409398  0.636
2001 Barbieri R, Quirk MC, Frank LM, Wilson MA, Brown EN. Construction and analysis of non-Poisson stimulus-response models of neural spiking activity. Journal of Neuroscience Methods. 105: 25-37. PMID 11166363 DOI: 10.1016/S0165-0270(00)00344-7  0.709
2001 Barbieri R, Frank LM, Quirk MC, Wilson MA, Brown EN. Diagnostic methods for statistical models of place cell spiking activity Neurocomputing. 38: 1087-1093. DOI: 10.1016/S0925-2312(01)00450-7  0.685
2000 Frank LM, Brown EN, Wilson M. Trajectory encoding in the hippocampus and entorhinal cortex. Neuron. 27: 169-78. PMID 10939340 DOI: 10.1016/S0896-6273(00)00018-0  0.663
2000 Barbieri R, Frank LM, Quirk MC, Wilson MA, Brown EN. A time-dependent analysis of spatial information encoding in the rat hippocampus Neurocomputing. 32: 629-635. DOI: 10.1016/S0925-2312(00)00225-3  0.72
1998 Brown EN, Frank LM, Tang D, Quirk MC, Wilson MA. A statistical paradigm for neural spike train decoding applied to position prediction from ensemble firing patterns of rat hippocampal place cells. The Journal of Neuroscience : the Official Journal of the Society For Neuroscience. 18: 7411-25. PMID 9736661 DOI: 10.1523/Jneurosci.18-18-07411.1998  0.653
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