Mushroom Body Output Neurons Encode Odor–Reward Associations

Neural correlates of learning and memory formation have been reported at different stages of the olfactory pathway in both vertebrates and invertebrates. However, the contribution of different neurons to the formation of a memory trace is little understood. Mushroom bodies (MBs) in the insect brain are higher-order structures involved in integration of olfactory, visual, and mechanosensory information and in memory formation. Here we focus on the ensemble spiking activity of single MB output neurons (ENs) when honeybees learned to associate an odor with reward. A large group of ENs (∼50%) changed their odor response spectra by losing or gaining sensitivity for specific odors. This response switching was dominated by the rewarded stimulus (CS+), which evoked exclusively recruitment. The remaining ENs did not change their qualitative odor spectrum but modulated their tuning strength, again dominated by increased responses to the CS+. While the bees showed a conditioned response (proboscis extension) after a few acquisition trials, no short-term effects were observed in the neuronal activity. In both EN types, associative plastic changes occurred only during retention 3 h after conditioning. Thus, long-term but not short-term memory was reflected by increased EN activity to the CS+. During retention, the EN ensemble separated the CS+ most differently from the CS− and control odors ∼140 ms after stimulus onset. The learned behavioral response appeared ∼330 ms later. It is concluded that after memory consolidation, the ensemble activity of the MB output neurons predicts the meaning of the stimulus (reward) and may provide the prerequisite for the expression of the learned behavior.

[1]  P. Mobbs The Brain of the Honeybee Apis Mellifera. I. The Connections and Spatial Organization of the Mushroom Bodies , 1982 .

[2]  M. Bitterman,et al.  Classical conditioning of proboscis extension in honeybees (Apis mellifera). , 1983, Journal of comparative psychology.

[3]  A Borst,et al.  Drosophila mushroom body mutants are deficient in olfactory learning. , 1985, Journal of neurogenetics.

[4]  T. Kingan,et al.  Mushroom body feedback interneurones in the honeybee show GABA-like immunoreactivity , 1985, Brain Research.

[5]  V. Rehder Quantification of the honeybee's proboscis reflex by electromyographic recordings , 1987 .

[6]  J. D. McGaugh,et al.  Involvement of the amygdaloid complex in neuromodulatory influences on memory storage , 1990, Neuroscience & Biobehavioral Reviews.

[7]  R. Menzel,et al.  Anatomy of the mushroom bodies in the honey bee brain: The neuronal connections of the alpha‐lobe , 1993, The Journal of comparative neurology.

[8]  M. Hammer An identified neuron mediates the unconditioned stimulus in associative olfactory learning in honeybees , 1993, Nature.

[9]  J. Mauelshagen,et al.  Neural correlates of olfactory learning paradigms in an identified neuron in the honeybee brain. , 1993, Journal of neurophysiology.

[10]  P. Goldman-Rakic Cellular basis of working memory , 1995, Neuron.

[11]  M. Hammer,et al.  Learning and memory in the honeybee. , 1995, The Journal of neuroscience : the official journal of the Society for Neuroscience.

[12]  R. Menzel,et al.  Learning and memory in honeybees: from behavior to neural substrates. , 1996, Annual review of neuroscience.

[13]  E. Rolls,et al.  Orbitofrontal cortex neurons: role in olfactory and visual association learning. , 1996, Journal of neurophysiology.

[14]  Randolf Menzel,et al.  A semi-in-vivo preparation for optical recording of the insect brain , 1997, Journal of Neuroscience Methods.

[15]  E. Kandel,et al.  Cognitive Neuroscience and the Study of Memory , 1998, Neuron.

[16]  W. Suzuki,et al.  The Long and the Short of It Memory Signals in the Medial Temporal Lobe , 1999, Neuron.

[17]  B. Grünewald,et al.  Morphology of feedback neurons in the mushroom body of the honeybee, Apis mellifera , 1999, The Journal of comparative neurology.

[18]  Stefan Rotter,et al.  Single-trial estimation of neuronal firing rates: From single-neuron spike trains to population activity , 1999, Journal of Neuroscience Methods.

[19]  M. Mizunami,et al.  Sensory responses and movement-related activities in extrinsic neurons of the cockroach mushroom bodies , 1999, Journal of Comparative Physiology A.

[20]  R. Nicoll,et al.  Long-term potentiation--a decade of progress? , 1999, Science.

[21]  R. Menzel,et al.  Associative learning modifies neural representations of odors in the insect brain , 1999, Nature Neuroscience.

[22]  B. Grünewald,et al.  Physiological properties and response modulations of mushroom body feedback neurons during olfactory learning in the honeybee, Apis mellifera , 1999, Journal of Comparative Physiology A.

[23]  J L Gallant,et al.  Sparse coding and decorrelation in primary visual cortex during natural vision. , 2000, Science.

[24]  J. Csicsvari,et al.  Accuracy of tetrode spike separation as determined by simultaneous intracellular and extracellular measurements. , 2000, Journal of neurophysiology.

[25]  R. Malenka,et al.  Delivering the goods to synapses , 2000, Nature Neuroscience.

[26]  U. Müller Prolonged Activation of cAMP-Dependent Protein Kinase during Conditioning Induces Long-Term Memory in Honeybees , 2000, Neuron.

[27]  B. McNaughton,et al.  Memory trace reactivation in hippocampal and neocortical neuronal ensembles , 2000, Current Opinion in Neurobiology.

[28]  T. Préat,et al.  Localization of Long-Term Memory Within the Drosophila Mushroom Body , 2001, Science.

[29]  D. Tolhurst,et al.  Characterizing the sparseness of neural codes , 2001, Network.

[30]  Glenn C. Turner,et al.  Oscillations and Sparsening of Odor Representations in the Mushroom Body , 2002, Science.

[31]  O. Bertrand,et al.  Olfactory learning modifies the expression of odour‐induced oscillatory responses in the gamma (60–90 Hz) and beta (15–40 Hz) bands in the rat olfactory bulb , 2003, The European journal of neuroscience.

[32]  V. Jayaraman,et al.  Intensity versus Identity Coding in an Olfactory System , 2003, Neuron.

[33]  C. Mehring,et al.  Inference of hand movements from local field potentials in monkey motor cortex , 2003, Nature Neuroscience.

[34]  M. Heisenberg Mushroom body memoir: from maps to models , 2003, Nature Reviews Neuroscience.

[35]  C. Mehring,et al.  Comparing information about arm movement direction in single channels of local and epicortical field potentials from monkey and human motor cortex , 2004, Journal of Physiology-Paris.

[36]  Gilles Laurent,et al.  Transformation of Olfactory Representations in the Drosophila Antennal Lobe , 2004, Science.

[37]  Karel Svoboda,et al.  Stereotyped Odor-Evoked Activity in the Mushroom Body of Drosophila Revealed by Green Fluorescent Protein-Based Ca2+ Imaging , 2004, The Journal of Neuroscience.

[38]  Ronald L. Davis,et al.  Altered Representation of the Spatial Code for Odors after Olfactory Classical Conditioning Memory Trace Formation by Synaptic Recruitment , 2004, Neuron.

[39]  J. Hildebrand,et al.  Learning modulates the ensemble representations for odors in primary olfactory networks. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[40]  Ronald L. Davis,et al.  Olfactory Learning , 2004, Neuron.

[41]  Thomas Preat,et al.  Exclusive Consolidated Memory Phases in Drosophila , 2004, Science.

[42]  R. Menzel,et al.  Sparsening and temporal sharpening of olfactory representations in the honeybee mushroom bodies. , 2005, Journal of neurophysiology.

[43]  R. Menzel,et al.  Neural plasticity of mushroom body-extrinsic neurons in the honeybee brain , 2005, Journal of Experimental Biology.

[44]  Ronald L. Davis,et al.  Drosophila alpha/beta mushroom body neurons form a branch-specific, long-term cellular memory trace after spaced olfactory conditioning. , 2006, Neuron.

[45]  Z. Mainen,et al.  Early events in olfactory processing. , 2006, Annual review of neuroscience.

[46]  Sebastian Kirschner,et al.  Dual olfactory pathway in the honeybee, Apis mellifera , 2006, The Journal of comparative neurology.

[47]  Ronald L. Davis,et al.  Drosophila α/β Mushroom Body Neurons Form a Branch-Specific, Long-Term Cellular Memory Trace after Spaced Olfactory Conditioning , 2006, Neuron.

[48]  G. Laurent,et al.  Hebbian STDP in mushroom bodies facilitates the synchronous flow of olfactory information in locusts , 2007, Nature.

[49]  R. Menzel,et al.  Learning-Related Plasticity in PE1 and Other Mushroom Body-Extrinsic Neurons in the Honeybee Brain , 2007, The Journal of Neuroscience.

[50]  Gilles Laurent,et al.  A Simple Connectivity Scheme for Sparse Coding in an Olfactory System , 2007, The Journal of Neuroscience.

[51]  Mati Joshua,et al.  Quantifying the isolation quality of extracellularly recorded action potentials , 2007, Journal of Neuroscience Methods.

[52]  Glenn C. Turner,et al.  Olfactory representations by Drosophila mushroom body neurons. , 2008, Journal of neurophysiology.

[53]  W. Suzuki Associative learning signals in the brain. , 2008, Progress in brain research.

[54]  R. Menzel,et al.  Associative and Non-Associative Plasticity in Kenyon Cells of the Honeybee Mushroom Body , 2008, Frontiers in systems neuroscience.

[55]  Characterization of mushroom body extrinsic neurons of the honeybee , 2008 .

[56]  Ad Aertsen,et al.  FIND - A unified framework for neural data analysis , 2008, Neural Networks.

[57]  B. Raman,et al.  Sparse odor representation and olfactory learning , 2008, Nature Neuroscience.

[58]  E. Miller,et al.  Learning Substrates in the Primate Prefrontal Cortex and Striatum: Sustained Activity Related to Successful Actions , 2009, Neuron.

[59]  M. Nawrot,et al.  Serial correlation in neural spike trains: experimental evidence, stochastic modeling, and single neuron variability. , 2009, Physical review. E, Statistical, nonlinear, and soft matter physics.

[60]  Randolf Menzel,et al.  Rapid odor processing in the honeybee antennal lobe network , 2009 .

[61]  B. Smith,et al.  A honeybee's ability to learn, recognize, and discriminate odors depends upon odor sampling time and concentration. , 2009, Behavioral neuroscience.

[62]  A. Cooper,et al.  Predictive Reward Signal of Dopamine Neurons , 2011 .