Trace conditioning in insects—keep the trace!
Open accessAbstract
Trace conditioning is a form of associative learning that can be induced by presenting a conditioned stimulus (CS) and an unconditioned stimulus (US) following each other, but separated by a temporal gap. This gap distinguishes trace conditioning from classical delay conditioning, where the CS and US overlap. To bridge the temporal gap between both stimuli and to form an association between CS and US in trace conditioning, the brain must keep a neural representation of the CS after its termination-a stimulus trace. Behavioral and physiological studies on trace and delay conditioning revealed similarities between the two forms of learning, like similar memory decay and similar odor identity perception in invertebrates. On the other hand differences were reported also, like the requirement of distinct brain structures in vertebrates or disparities in molecular mechanisms in both vertebrates and invertebrates. For example, in commonly used vertebrate conditioning paradigms the hippocampus is necessary for trace but not for delay conditioning, and Drosophila delay conditioning requires the Rutabaga adenylyl cyclase (Rut-AC), which is dispensable in trace conditioning. It is still unknown how the brain encodes CS traces and how they are associated with a US in trace conditioning. Insects serve as powerful models to address the mechanisms underlying trace conditioning, due to their simple brain anatomy, behavioral accessibility and established methods of genetic interference. In this review we summarize the recent progress in insect trace conditioning on the behavioral and physiological level and emphasize similarities and differences compared to delay conditioning. Moreover, we examine proposed molecular and computational models and reassess different experimental approaches used for trace conditioning.
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Cites
Rescorla, R. A. (1972) · Medical Entomology and Zoology · Cited by 7,268 · see citing works
Glutamate Receptor Ion Channels: Structure, Regulation, and Function
Traynelis, S. F., Wollmuth, L. P., McBain, C. J., Menniti, F. S., Vance, K. M., Ogden, K. K., Hansen, K. B., Yuan, H., Myers, S. J., & Dingledine, R. (2010) · Pharmacological Reviews · doi:10.1124/pr.109.002451 · Cited by 3,568 · see citing works
Conditioned Reflexes: An Investigation of the Physiological Activity of the Cerebral Cortex.
Pavlov, P. I. (1930) · Archives of Neurology And Psychiatry · doi:10.1001/archneurpsyc.1930.02220110256018 · Cited by 2,681 · see citing works
Behavioral Theories and the Neurophysiology of Reward
Schultz, W. (2006) · Annual Review of Psychology · doi:10.1146/annurev.psych.56.091103.070229 · Cited by 1,637 · see citing works
Mushroom body memoir: from maps to models
Heisenberg, M. (2003) · Nature Reviews Neuroscience · doi:10.1038/nrn1074 · Cited by 1,286 · see citing works
Classical conditioning and retention in normal and mutantDrosophila melanogaster
Tully, T., & Quinn, W. G. (1985) · Journal of Comparative Physiology A · doi:10.1007/bf01350033 · Cited by 1,189 · see citing works
Classical conditioning and brain systems: the role of awareness
Clark, R. E., & Squire, L. R. (1998) · Science · doi:10.1126/science.280.5360.77 · Cited by 1,138 · see citing works
Schwaerzel, M., Monastirioti, M., Scholz, H., Friggi-Grelin, F., Birman, S., & Heisenberg, M. (2003) · The Journal of Neuroscience · doi:10.1523/jneurosci.23-33-10495.2003 · Cited by 871 · see citing works
Oscillations and Sparsening of Odor Representations in the Mushroom Body
Pérez-Orive, J., Mazor, O., Turner, G. C., Cassenaer, S., Wilson, R. I., & Laurent, G. (2002) · Science · doi:10.1126/science.1070502 · Cited by 792 · see citing works
Solomon, P. R., Schaaf, E. R. V., Thompson, R. F., & Weisz, D. J. (1986) · Behavioral Neuroscience · doi:10.1037//0735-7044.100.5.729 · Cited by 724 · see citing works
Solomon, P. R., Vander Schaaf, E. R., Thompson, R. F., & Weisz, D. J. (1986) · Behavioral Neuroscience · doi:10.1037/0735-7044.100.5.729 · Cited by 724 · see citing works
Behavioral studies of Pavlovian conditioning
Rescorla, R. A. (1988) · Annual Review of Neuroscience · doi:10.1146/annurev.ne.11.030188.001553 · Cited by 715 · see citing works
Drosophila Mushroom Body Mutants are Deficient in Olfactory Learning
Heisenberg, M., Borst, A., Wagner, S., & Byers, D. (1985) · Journal of Neurogenetics · doi:10.3109/01677068509100140 · Cited by 697 · see citing works
Solving the Distal Reward Problem through Linkage of STDP and Dopamine Signaling
Izhikevich, E. M. (2007) · Cerebral Cortex · doi:10.1093/cercor/bhl152 · Cited by 664 · see citing works
Neural Substrates of Eyeblink Conditioning: Acquisition and RetentionPreprint
Christian, K. M., & Thompson, R. F. (2003) · Learning & Memory · doi:10.1101/lm.59603 · Cited by 609 · see citing works
Searching for the Memory Trace in a Mini-Brain, the HoneybeePreprint
Menzel, R. (2001) · Learning & Memory · doi:10.1101/lm.38801 · Cited by 518 · see citing works
Writing Memories with Light-Addressable Reinforcement Circuitry
Claridge-Chang, A., Roorda, R. D., Vrontou, E., Sjulson, L., Li, H., Hirsh, J., & Miesenböck, G. (2009) · Cell · doi:10.1016/j.cell.2009.08.034 · Cited by 484 · see citing works
Navigational Strategies Used by Insects to Find Distant, Wind-Borne Sources of Odor
Cardé, R. T., & Willis, M. A. (2008) · Journal of Chemical Ecology · doi:10.1007/s10886-008-9484-5 · Cited by 483 · cited 1× · see citing works
“This ability relies on analyzing and remembering the temporal structure of odor plumes, which contain information about the distance and location of the odor source (Vickers, 2000; Cardé and Willis, 2008).”
BackgroundMechanisms of animal navigation in odor plumes
Vickers, N. J. (2000) · Biological Bulletin · doi:10.2307/1542524 · Cited by 479 · see citing works
Neuronal assemblies of the <i>Drosophila</i> mushroom body
Tanaka, N. K., Tanimoto, H., & Ito, K. (2008) · Journal of Comparative Neurology · doi:10.1002/cne.21692 · Cited by 470 · see citing works
The honeybee as a model for understanding the basis of cognition
Menzel, R. (2012) · Nature reviews. Neuroscience · doi:10.1038/nrn3357 · Cited by 444 · see citing works
Olfactory Representations by Drosophila Mushroom Body Neurons
Turner, G. C., Bazhenov, M., & Laurent, G. (2007) · Journal of Neurophysiology · doi:10.1152/jn.01283.2007 · Cited by 416 · see citing works
Localization of short‐term memory in the brain of the bee, Apis mellifera
Erber, J., Masuhr, T., & Menzel, R. (1980) · Physiological Entomology · doi:10.1111/j.1365-3032.1980.tb00244.x · Cited by 412 · see citing works
Reward learning in normal and mutant Drosophila
Tempel, B. L., Bonini, N. M., Dawson, D. R., & Quinn, W. G. (1983) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.80.5.1482 · Cited by 391 · see citing works
Kim, Y.-C., Lee, H.-G., & Han, K. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.1167-07.2007 · Cited by 365 · see citing works
Analysis of a spatial orientation memory in Drosophila
Neuser, K., Triphan, T., Mronz, M., Poeck, B., & Strauß, R. (2008) · Nature · doi:10.1038/nature07003 · Cited by 363 · see citing works
Punishment Prediction by Dopaminergic Neurons in Drosophila
Riemensperger, T. D., Völler, T., Stock, P., Buchner, E., & Fiala, A. (2005) · Current Biology · doi:10.1016/j.cub.2005.09.042 · Cited by 350 · see citing works
Perceptual and Neural Olfactory Similarity in Honeybees
Guerrieri, F. J., Schubert, M., Sandoz, J., & Giurfa, M. (2005) · PLoS Biology · doi:10.1371/journal.pbio.0030060 · Cited by 337 · see citing works
Waddell, S., Armstrong, J. D., Kitamoto, T., Kaiser, K., & Quinn, W. G. (2000) · Cell · doi:10.1016/s0092-8674(00)00183-5 · Cited by 332 · see citing works
Specific Dopaminergic Neurons for the Formation of Labile Aversive Memory
Aso, Y., Siwanowicz, I., Bräcker, L. B., Ito, K., Kitamoto, T., & Tanimoto, H. (2010) · Current Biology · doi:10.1016/j.cub.2010.06.048 · Cited by 324 · see citing works
Aversive Learning in Honeybees Revealed by the Olfactory Conditioning of the Sting Extension Reflex
Vergoz, V., Roussel, E., Sandoz, J., & Giurfa, M. (2007) · PLoS ONE · doi:10.1371/journal.pone.0000288 · Cited by 314 · see citing works
Trace but not delay fear conditioning requires attention and the anterior cingulate cortex
Han, C. J., O'Tuathaigh, C. M., van Trigt, L., Quinn, J. J., Fanselow, M. S., Mongeau, R., Koch, C., & Anderson, D. J. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.2132313100 · Cited by 302 · see citing works
Skoulakis, E. M. C., Kalderon, D., & Davis, R. L. (1993) · Neuron · doi:10.1016/0896-6273(93)90178-t · Cited by 293 · see citing works
Exclusive Consolidated Memory Phases in Drosophila
Isabel, G., Pascual, A., & Préat, T. (2004) · Science · doi:10.1126/science.1094932 · Cited by 285 · see citing works
Yu, D., Akalal, D.-B. G., & Davis, R. L. (2006) · Neuron · doi:10.1016/j.neuron.2006.10.030 · Cited by 266 · see citing works
Trial and intertrial durations in autoshaping.
Gibbon, J., Baldock, M. D., Locurto, C., Gold, L., & Terrace, H. S. (1977) · Journal of Experimental Psychology Animal Behavior Processes · doi:10.1037/0097-7403.3.3.264 · Cited by 260 · see citing works
Activation of Dorsal Raphe Serotonin Neurons Underlies Waiting for Delayed Rewards
Miyazaki, K., Miyazaki, K. W., & Doya, K. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.3714-10.2011 · Cited by 257 · see citing works
Bathellier, B., Buhl, D. L., Accolla, R., & Carleton, A. (2008) · Neuron · doi:10.1016/j.neuron.2008.02.011 · Cited by 254 · see citing works
Matsumoto, Y., Menzel, R., Sandoz, J., & Giurfa, M. (2012) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2012.08.018 · Cited by 251 · see citing works
The GABAergic anterior paired lateral neuron suppresses and is suppressed by olfactory learning
Liu, X., & Davis, R. L. (2009) · Nature Neuroscience · doi:10.1038/nn.2235 · Cited by 250 · see citing works
Cellular-Resolution Population Imaging Reveals Robust Sparse Coding in the Drosophila Mushroom Body
Honegger, K. S., Campbell, R. A. A., & Turner, G. C. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.1099-11.2011 · Cited by 250 · see citing works
Classical conditioning, awareness, and brain systems
Clark, R. E., Manns, J. R., & Squire, L. R. (2002) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)02041-7 · Cited by 249 · see citing works
Forgetting Is Regulated through Rac Activity in Drosophila
Shuai, Y., Lu, B., Hu, Y., Wang, L., Sun, K., & Zhong, Y. (2010) · Cell · doi:10.1016/j.cell.2009.12.044 · Cited by 246 · see citing works
The Role of the Hippocampus in Trace Conditioning: Temporal Discontinuity or Task Difficulty?
Beylin, A. V., Gandhi, C. C., Wood, G. E., Talk, A. C., Matzel, L. D., & Shors, T. J. (2001) · Neurobiology of Learning and Memory · doi:10.1006/nlme.2001.4039 · Cited by 245 · see citing works
Humans can learn new information during sleep
Arzi, A., Shedlesky, L., Ben-Shaul, M., Nasser, K., Oksenberg, A., Hairston, I. S., & Sobel, N. (2012) · Nature Neuroscience · doi:10.1038/nn.3193 · Cited by 240 · see citing works
Gervasi, N., Tchénio, P., & Préat, T. (2010) · Neuron · doi:10.1016/j.neuron.2010.01.014 · Cited by 230 · see citing works
Smith, M. C., Coleman, S. R., & Gormezano, I. (1969) · Journal of Comparative and Physiological Psychology · doi:10.1037/h0028212 · Cited by 221 · see citing works
Tomchik, S. M., & Davis, R. L. (2009) · Neuron · doi:10.1016/j.neuron.2009.09.029 · Cited by 217 · see citing works
Duerr, J. S., & Quinn, W. G. (1982) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.79.11.3646 · Cited by 216 · see citing works
Conditional modulation of spike-timing-dependent plasticity for olfactory learning
Cassenaer, S., & Laurent, G. (2012) · Nature · doi:10.1038/nature10776 · Cited by 215 · see citing works
Sparsening and Temporal Sharpening of Olfactory Representations in the Honeybee Mushroom Bodies
Szyszka, P., Ditzen, M., Galkin, A., Galizia, C. G., & Menzel, R. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00397.2005 · Cited by 208 · see citing works
Self-citationEvent timing turns punishment to reward
Tanimoto, H., Heisenberg, M., & Gerber, B. (2004) · Nature · doi:10.1038/430983a · Cited by 197 · see citing works
The Neuroscience of Learning: Beyond the Hebbian Synapse
Gallistel, C. R., & Matzel, L. D. (2012) · Annual Review of Psychology · doi:10.1146/annurev-psych-113011-143807 · Cited by 197 · see citing works
Gilmartin, M. R., & Helmstetter, F. J. (2010) · Learning & Memory · doi:10.1101/lm.1597410 · Cited by 196 · see citing works
Wang, Y., Guo, H.-F., Pologruto, T. A., Hannan, F., Hakker, I., Svoboda, K., & Zhong, Y. (2004) · Journal of Neuroscience · doi:10.1523/jneurosci.3727-03.2004 · Cited by 195 · see citing works
Where is the trace in trace conditioning?
Woodruff‐Pak, D. S., & Disterhoft, J. F. (2008) · Trends in Neurosciences · doi:10.1016/j.tins.2007.11.006 · Cited by 188 · see citing works
Functional Organization of Appetitive Learning and Memory in a Generalist Pollinator, the Honey Bee
Menzel, R., Greggers, U., & Hammer, M. (1993) · Springer eBooks · doi:10.1007/978-1-4615-2814-2_4 · Cited by 179 · see citing works
Das Ged�chtnis der Honigbiene f�r Spektralfarben
Menzel, R. (1968) · Journal of Comparative Physiology A · doi:10.1007/bf00737097 · Cited by 172 · see citing works
Solving the distal reward problem through linkage of STDP and dopamine signaling
Izhikevich, E. M. (2007) · BMC Neuroscience · doi:10.1186/1471-2202-8-s2-s15 · Cited by 168 · see citing works
Testing Odor Response Stereotypy in the Drosophila Mushroom Body
Murthy, M., Fiete, I., & Laurent, G. (2008) · Neuron · doi:10.1016/j.neuron.2008.07.040 · Cited by 163 · see citing works
Adaptive timing in neural networks: The conditioned response
Desmond, J. E., & Moore, J. W. (1988) · Biological Cybernetics · doi:10.1007/bf00361347 · Cited by 161 · see citing works
Rapid odor processing in the honeybee antennal lobe network
Krofczik, S. (2008) · Frontiers in Computational Neuroscience · doi:10.3389/neuro.10.009.2008 · Cited by 151 · see citing works
Working memory and fear conditioning
Carter, R. M., Hofstötter, C., Tsuchiya, N., & Koch, C. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0334049100 · Cited by 134 · see citing works
Sparse odor representation and olfactory learning
Ito, I., Ong, R. C.-Y., Raman, B., & Stopfer, M. (2008) · Nature Neuroscience · doi:10.1038/nn.2192 · Cited by 133 · see citing works
Imaging of an Early Memory Trace in theDrosophilaMushroom Body
Wang, Y., Mamiya, A., Chiang, A., & Zhong, Y. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.2958-07.2008 · Cited by 124 · see citing works
Associative and non-associative plasticity in Kenyon cells of the honeybee mushroom body
Szyszka, P. (2008) · Frontiers in Systems Neuroscience · doi:10.3389/neuro.06.003.2008 · Cited by 121 · see citing works
Self-citationClassical conditioning in the vegetative and minimally conscious state
Bekinschtein, T. A., Shalóm, D. E., Forcato, C., Herrera, M., Coleman, M. R., Manes, F. F., & Sigman, M. (2009) · Nature Neuroscience · doi:10.1038/nn.2391 · Cited by 117 · see citing works
Extending the effects of spike-timing-dependent plasticity to behavioral timescales
Drew, P. J., & Abbott, L. F. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0600676103 · Cited by 107 · see citing works
�ber die Orientierung der Biene an der Futterquelle
Opfinger, E. (1931) · Journal of Comparative Physiology A · doi:10.1007/bf00338108 · Cited by 106 · see citing works
Miyashita, T., Oda, Y., Horiuchi, J., Yin, J. C. P., Morimoto, T., & Saitoe, M. (2012) · Neuron · doi:10.1016/j.neuron.2012.03.039 · Cited by 102 · see citing works
Awareness in classical differential eyeblink conditioning in young and aging humans.
Knuttinen, M. G., Power, J., Preston, A. R., & Disterhoft, J. F. (2001) · Behavioral Neuroscience · doi:10.1037/0735-7044.115.4.747 · Cited by 100 · see citing works
Czerniawski, J. L., Ree, F., Chia, C., & Otto, T. (2011) · Hippocampus · doi:10.1002/hipo.20992 · Cited by 91 · see citing works
Barker, L. M., & Smith, J. C. (1974) · Journal of Comparative and Physiological Psychology · doi:10.1037/h0036962 · Cited by 87 · see citing works
Guerrieri, F. J., & d’Ettorre, P. (2009) · Journal of Insect Physiology · doi:10.1016/j.jinsphys.2009.09.007 · Cited by 86 · see citing works
Fundamental Behavioral Methods and Findings in Classical Conditioning
Kehoe, E. J., & Macrae, M. (2002) · Springer eBooks · doi:10.1007/978-1-4419-8558-3_6 · Cited by 80 · see citing works
Aversive conditioning in honeybees (Apis mellifera).
Abramson, C. I. (1986) · Journal of comparative psychology · doi:10.1037/0735-7036.100.2.108 · Cited by 79 · see citing works
Sensory Memory for Odors Is Encoded in Spontaneous Correlated Activity Between Olfactory Glomeruli
Galán, R. F., Weidert, M., Menzel, R., Herz, A. V. M., & Galizia, C. G. (2005) · Neural Computation · doi:10.1162/089976606774841558 · Cited by 79 · see citing works
Mind the Gap: Olfactory Trace Conditioning in Honeybees
Szyszka, P., Demmler, C., Oemisch, M., Sommer, L., Biergans, S., Birnbach, B., Silbering, A. F., & Galizia, C. G. (2011) · The Journal of Neuroscience · doi:10.1523/jneurosci.6668-10.2011 · Cited by 79 · see citing works
Self-citationLearning by Honeybees in an Unnatural Situation
Menzel, R., & Bitterman, M. E. (1983) · Springer eBooks · doi:10.1007/978-3-642-69271-0_15 · Cited by 72 · see citing works
Abnormal activity of adenylate cyclase in the Drosophila memory mutant rutabaga
Dudai, Y., Uzzan, A., & Zvi, S. (1983) · Neuroscience Letters · doi:10.1016/0304-3940(83)90408-1 · Cited by 71 · see citing works
The Drosophila radish gene encodes a protein required for anesthesia-resistant memory
Folkers, E., Waddell, S., & Quinn, W. G. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0608377103 · Cited by 61 · see citing works
Olfactory conditioning of proboscis activity in Drosophila melanogaster
Chabaud, M.-A., Devaud, J., Pham‐Delègue, M., Préat, T., & Kaiser, L. (2006) · Journal of Comparative Physiology A · doi:10.1007/s00359-006-0160-3 · Cited by 58 · see citing works
Associative olfactory learning in the desert locust, Schistocerca gregaria
Simões, P. M. V., Ott, S. R., & Niven, J. E. (2011) · Journal of Experimental Biology · doi:10.1242/jeb.055806 · Cited by 55 · see citing works
A model of non-elemental olfactory learning in Drosophila
Wessnitzer, J., Young, J. M., Armstrong, J. D., & Webb, B. H. (2011) · Journal of Computational Neuroscience · doi:10.1007/s10827-011-0348-6 · Cited by 53 · see citing works
Olfactory Trace Conditioning inDrosophila
Galili, D. S., Lüdke, A., Galizia, C. G., Szyszka, P., & Tanimoto, H. (2011) · Journal of Neuroscience · doi:10.1523/jneurosci.6667-10.2011 · Cited by 48 · see citing works
Self-citationAltering the synchrony of stimulus trace processes: tests of a neural-network model
Desmond, J. E., & Moore, J. W. (1991) · Biological Cybernetics · doi:10.1007/bf00198087 · Cited by 46 · see citing works
Distinct molecular underpinnings of <i>Drosophila</i> olfactory trace conditioning
Shuai, Y., Hu, Y., Qin, H., Campbell, R. A. A., & Zhong, Y. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1107489109 · Cited by 45 · see citing works
TRACE AUTOSHAPING: ACQUISITION, MAINTENANCE, AND PATH DEPENDENCE AT LONG TRACE INTERVALS
Lucas, G. A., Deich, J. D., & Wasserman, E. A. (1981) · Journal of the Experimental Analysis of Behavior · doi:10.1901/jeab.1981.36-61 · Cited by 45 · see citing works
Temporal properties of fear extinction—Does time matter?
Golkar, A., Bellander, M., & Öhman, A. (2012) · Behavioral Neuroscience · doi:10.1037/a0030892 · Cited by 45 · see citing works
Behavioral Studies Of Pavlovian Conditioning
Rescorla, R. A. (1988) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.11.1.329 · Cited by 44 · see citing works
Visual Associative Learning in Restrained Honey Bees with Intact Antennae
Dobrin, S. E., & Fahrbach, S. E. (2012) · PLoS ONE · doi:10.1371/journal.pone.0037666 · Cited by 43 · see citing works
Neurobiology of learning and memory: The honeybee as a model system
Menzel, R. (1983) · Die Naturwissenschaften · doi:10.1007/bf00394056 · Cited by 43 · see citing works
Gilgamesh Is Required for rutabaga-Independent Olfactory Learning in Drosophila
Tan, Y., Yu, D., Pletting, J., & Davis, R. L. (2010) · Neuron · doi:10.1016/j.neuron.2010.08.020 · Cited by 38 · see citing works
Learning from learning and memory in bumblebees
Riveros, A. J., & Gronenberg, W. (2009) · Communicative & Integrative Biology · doi:10.4161/cib.2.5.9240 · Cited by 33 · see citing works
Niewalda, T., Völler, T., Eschbach, C., Ehmer, J., Chou, W.-C., Timme, M., Fiala, A., & Gerber, B. (2011) · PLoS ONE · doi:10.1371/journal.pone.0024300 · Cited by 32 · see citing works
Dynamics of sensory processing in the dual olfactory pathway of the honeybee
Nawrot, M. P. (2012) · Apidologie · doi:10.1007/s13592-012-0131-3 · Cited by 31 · see citing works
King, R. A. (1965) · Journal of Comparative and Physiological Psychology · doi:10.1037/h0021843 · Cited by 30 · see citing works
Selective effects of division of attention on discrimination conditioning
Carrillo, M. C., Gabrieli, J. D. E., & Disterhoft, J. F. (2000) · Psychobiology · doi:10.3758/bf03331988 · Cited by 30 · see citing works
Hippocampal lesions in rats differentially affect long- and short-trace eyeblink conditioning
Walker, A. G., & Steinmetz, J. E. (2007) · Physiology & Behavior · doi:10.1016/j.physbeh.2007.10.018 · Cited by 25 · see citing works
Event Timing in Associative Learning: From Biochemical Reaction Dynamics to Behavioural Observations
Yarali, A., Nehrkorn, J., Tanimoto, H., & Herz, A. V. M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0032885 · Cited by 24 · see citing works
Grossmann, K. E. (2010) · Zeitschrift für Tierpsychologie · doi:10.1111/j.1439-0310.1971.tb01722.x · Cited by 23 · see citing works
Classical conditioning through auditory stimuli in Drosophila: methods and models
Menda, G., Bar, H., Arthur, B. J., Rivlin, P. K., Wyttenbach, R. A., Strawderman, R. L., & Hoy, R. R. (2011) · Journal of Experimental Biology · doi:10.1242/jeb.055202 · Cited by 21 · see citing works
Grossmann, K. E. (1970) · Zeitschrift für Tierpsychologie · doi:10.1111/j.1439-0310.1970.tb01886.x · Cited by 18 · see citing works
Kehoe, E. J., Ludvig, E. A., & Sutton, R. S. (2009) · Behavioral Neuroscience · doi:10.1037/a0017112 · Cited by 17 · see citing works
Within-stimulus competition in trace conditioning of the rabbit’s nictitating membrane response
Kehoe, E. J., & Weidemann, G. (1999) · Psychobiology · doi:10.3758/bf03332101 · Cited by 9 · see citing works
Bridging temporal gaps between CS and US in autoshaping: A test of a local context hypothesis
Kaplan, P. S. (1984) · Animal Learning & Behavior · doi:10.3758/bf03213133 · Cited by 9 · see citing works
Associative Memory: Without a Trace
Perisse, E., & Waddell, S. (2011) · Current Biology · doi:10.1016/j.cub.2011.06.012 · Cited by 8 · see citing works
Experimental psychology: event timing turns punishment to reward
Tanimoto, H., Heisenberg, M., & Gerber, B. (2004) · e-Neuroforum · doi:10.1515/nf-2004-0405 · Cited by 7 · see citing works
Flagged first, then by citations
1 of the 110 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Kamin L. J. (1965). Temporal and intensity characteristics of the conditioned stimulus, in Classical Conditioning: A Symposium, ed Prokasy W. F. (New York, NY: Appleton-Century-Crofts), 118– 147
Cited by
Sorted by citations
Unlimited Associative Learning and the origins of consciousness: a primer and some predictions
Birch, J., Ginsburg, S., & Jablonka, E. (2020) · Biology & Philosophy · doi:10.1007/s10539-020-09772-0 · Cited by 149 · see citing works
The Transition to Minimal Consciousness through the Evolution of Associative Learning
Bronfman, Z. Z., Ginsburg, S., & Jablonka, E. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01954 · Cited by 133 · see citing works
“…temporal durability of compound percepts based on back and forth (reentrant) signaling is the basis of working memory (Wang, 2001) and of trace conditioning (in which there is a temporal gap between the US and the CS; Solomon et al., 1986; Woodruff-Pak and Disterhoft, 2008; Dylla et al., 2013).”
BackgroundCan insects feel pain? A review of the neural and behavioural evidence
(2022) · Advances in Insect Physiology · doi:10.1016/bs.aiip.2022.10.001 · Cited by 121 · see citing works
Trace conditioning as a test for animal consciousness: a new approach
Droege, P., Weiss, D. J., Schwob, N., & Braithwaite, V. A. (2021) · Animal Cognition · doi:10.1007/s10071-021-01522-3 · Cited by 80 · see citing works
Dylla, K. V., Raiser, G., Galizia, C. G., & Szyszka, P. (2017) · Frontiers in Neural Circuits · doi:10.3389/fncir.2017.00042 · Cited by 39 · see citing works
Self-citationA Mechanistic Model for Reward Prediction and Extinction Learning in the Fruit Fly
Springer, M., & Nawrot, M. P. (2021) · eNeuro · doi:10.1523/eneuro.0549-20.2021 · Cited by 33 · see citing works
Vogt, K., Yarali, A., & Tanimoto, H. (2015) · PLoS ONE · doi:10.1371/journal.pone.0139797 · Cited by 28 · see citing works
Betkiewicz, R., Lindner, B., & Nawrot, M. P. (2020) · eNeuro · doi:10.1523/eneuro.0305-18.2020 · Cited by 32 · see citing works
How do real animals account for the passage of time during associative learning?
Namboodiri, V. M. K. (2022) · Behavioral Neuroscience · doi:10.1037/bne0000516 · Cited by 26 · see citing works
MaBouDi, H., Shimazaki, H., Giurfa, M., & Chıttka, L. (2017) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1005551 · Cited by 28 · see citing works
Birch, J. (2018) · Animal Sentience · doi:10.51291/2377-7478.1377 · Cited by 25 · see citing works
Calcium in Kenyon Cell Somata as a Substrate for an Olfactory Sensory Memory in Drosophila
Lüdke, A., Raiser, G., Nehrkorn, J., Herz, A. V. M., Galizia, C. G., & Szyszka, P. (2018) · Frontiers in Cellular Neuroscience · doi:10.3389/fncel.2018.00128 · Cited by 20 · see citing works
Self-citationOdors from phylogenetically-distant plants to Brassicaceae repel an herbivorous Brassica specialist
Stratton, C. A., Hodgdon, E. A., Rodriguez‐Saona, C., Shelton, A. M., & Chen, Y. H. (2019) · Scientific Reports · doi:10.1038/s41598-019-47094-8 · Cited by 20 · see citing works
High-throughput automated methods for classical and operant conditioning of Drosophila larvae
Croteau-Chonka, E. C., Clayton, M. S., Venkatasubramanian, L., Harris, S. N., Jones, B. M. W., Narayan, L., Winding, M., Masson, J., Zlatic, M., & Klein, K. T. (2022) · eLife · doi:10.7554/elife.70015 · Cited by 17 · see citing works
A cognitive account of trace conditioning in insects
Paoli, M., Macri, C., & Giurfa, M. (2023) · Current Opinion in Insect Science · doi:10.1016/j.cois.2023.101034 · Cited by 17 · see citing works
A science of chimeras? The implications of illusionism for non-human consciousness research
Dung, L., & Kammerer, F. (2025) · Philosophical Psychology · doi:10.1080/09515089.2025.2587227 · Cited by 14 · see citing works
Plasticity in invertebrate sensory systems
Pyza, E. (2013) · Frontiers in Physiology · doi:10.3389/fphys.2013.00226 · Cited by 14 · see citing works
Bennett, M. S. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.685853 · Cited by 13 · see citing works
A Neurophilosophy of Libertarian Free Will
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.001.0001 · Cited by 10 · see citing works
How bumblebees manage conflicting information seen on arrival and departure from flowers
Guiraud, M., MaBouDi, H., Woodgate, J., Bates, O. K., Ramos-Rodriguez, O., Gallo, V., & Barron, A. B. (2025) · Animal Cognition · doi:10.1007/s10071-024-01926-x · Cited by 8 · see citing works
Analysis of fast calcium dynamics of honey bee olfactory coding
Paoli, M., Wystrach, A., Ronsin, B., & Giurfa, M. (2024) · eLife · doi:10.7554/elife.93789.3 · Cited by 8 · see citing works
Serotonergic-dependent awareness is required for trace conditioning in honeybees
Macri, C., Paoli, M., Alamia, A., Gho, M., Isabel, G., & Giurfa, M. (2025) · iScience · doi:10.1016/j.isci.2025.114223 · Cited by 5 · see citing works
What is the state space of the world for real animals?Preprint
Namboodiri, V. M. K. (2021) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/2021.02.07.430001 · Cited by 4 · see citing works
Analysis of fast calcium dynamics of honey bee olfactory coding
Paoli, M., Wystrach, A., Ronsin, B., & Giurfa, M. (2024) · eLife · doi:10.7554/elife.93789 · Cited by 11 · see citing works
Fishnition: Developing Models From Cognition Toward Consciousness
Droege, P., Schwob, N., & Weiss, D. J. (2021) · Frontiers in Veterinary Science · doi:10.3389/fvets.2021.785256 · Cited by 4 · see citing works
Allen‐Hermanson, S. (2017) · Animal Sentience · doi:10.51291/2377-7478.1205 · Cited by 2 · see citing works
Extrapolating animal consciousness
Baetu, T. M. (2024) · Studies in History and Philosophy of Science Part A · doi:10.1016/j.shpsa.2024.03.001 · Cited by 2 · see citing works
Neural circuits mediating aversive olfactory conditioning in Drosophila
Galili, D. S. (2014) · Elektronische Hochschulschriften der LMU München (Ludwig-Maximilians-Universität München) · doi:10.5282/edoc.17542 · Cited by 3 · see citing works
Self-citationCell type-specific contributions to a persistent aggressive internal state in female Drosophila
Chiu, H., Robie, A. A., Branson, K. M., Vippa, T., Epstein, S., Rubin, G. M., Anderson, D. J., & Schretter, C. E. (2025) · eLife · doi:10.1101/2023.06.07.543722
Author Response: Smell and Aftersmell: Fast Calcium Imaging Dynamics of Honey Bee Olfactory Coding
Paoli, M., Wystrach, A., Ronsin, B., & Giurfa, M. (2024) · eLife · doi:10.7554/elife.93789.1.sa3
Author response: Smell and Aftersmell: Fast Calcium Imaging Dynamics of Honey Bee Olfactory Coding
Paoli, M., Wystrach, A., Ronsin, B., & Giurfa, M. (2024) · eLife · doi:10.7554/elife.93789.2.sa0
Scientific Arguments against Free Will
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.003.0004
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.002.0004
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.002.0005
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.002.0009
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.003.0003
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.003.0005
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.003.0002
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.003.0001
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.002.0008
Tse, P. U. (2024) · doi:10.1093/oso/9780198876953.002.0003
Homosensory and heterosensory dishabituation engage distinct circuits in DrosophilaPreprint
Charonitakis, A., Pasadaki, S., Georganta, E., Foka, K., Σεμελίδου, Ο., & Skoulakis, E. M. C. (2025) · eLife · doi:10.7554/elife.106322.1
Homosensory and heterosensory dishabituation engage distinct circuits in DrosophilaPreprint
Charonitakis, A., Pasadaki, S., Georganta, E., Foka, K., Σεμελίδου, Ο., & Skoulakis, E. M. C. (2025) · eLife · doi:10.7554/elife.106322
Tumkaya, T., Zhang, X., Mai, Y., Stewart, J., & Claridge‐Chang, A. (2025) · iScience · doi:10.1016/j.isci.2025.113540
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0004
Dawkins, M. S. (2025) · doi:10.1093/9780197818657.001.0001
Questioning consciousness does not threaten animal welfare
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0002
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0003
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0001
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0006
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0008
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.002.0004
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0007
Dawkins, M. S. (2025) · Oxford University Press eBooks · doi:10.1093/9780197818657.003.0005
Trace conditioning: insights from invertebrate models on bridging the temporal gap
Rivi, V., Ponkshe, A., Lukowiak, K. D., & Batabyal, A. (2026) · Biology Letters · doi:10.1098/rsbl.2026.0022
- Authors
- Dylla, K. V., Galili, D. S., Szyszka, P., & Lüdke, A.
- Affiliations
- Max Planck Society (DE)
- University of Konstanz (DE)
- Corresponding author
- Lüdke, Alja
- Venue
- Frontiers in Physiology
- Publisher
- Frontiers Media SA
- Published
- 2013
- Volume
- 4
- Pages
- 67-67
- ISSN
- 1664-042X (ISSN-L)
- PMC
- PMC3750952
- OpenAlex
- W2071422380
- Cited by
- 57
- References
- 110
- Citations by year
- 2026: 1 · 2025: 17 · 2024: 18 · 2023: 1 · 2022: 3 · 2021: 5 · 2020: 2 · 2019: 1 · 2018: 2 · 2017: 3 · 2016: 1 · 2015: 1 · 2014: 1 · 2013: 1
- FWCI
- 0.65
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Physiology (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- KOPS (University of Konstanz) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Max Planck Digital Library (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- International Max Planck Research School for Environmental, Cellular and Molecular Microbiology
- Minerva Foundation
- Bundesministerium für Bildung und Forschung (01GQ0931)
- Universität Konstanz
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neurobiology and Insect Physiology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Memory and Neural Mechanisms
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neuropharmacology Research
- Keywords
- trace conditioning, delay conditioning, associative learning, insects, time gap, memory decay, hippocampus, Drosophila, computational models of learning, memory encoding
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