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Information coding in the rodent prefrontal cortex. II. Ensemble activity in orbitofrontal cortex

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1. Neural activity was recorded from the orbitofrontal cortex (OF) of rats performing an eight-odor discrimination task that included predictable associations between particular odor pairs. A modified linear discriminant analysis was employed to characterize the population response in each trial of the task as a point in an N-dimensional activity space with the firing rate of each cell in the population represented on one of the N dimensions. The ability of the ensemble to discriminate among conditions of a variable was reflected in the tendency of population responses to cluster together in this activity space for repetitions of a given condition. We assessed coding of several variables describing the period of odor sampling, focusing on aspects of current, past, and future events reflected in single-neuron firing patterns, in ensembles composed of 22-138 cells active during the period when the rats sampled the discriminative stimulus in each trial. 2. OF ensembles performed well at discriminating variables with relevance to task demands represented in single-neuron firing patterns, specifically the physical attributes and assigned reward contingency of the current odor as well as the expectation of reward in the following trial that could be inferred from the predictable associations between particular pairs of odors. OF ensembles were able to correctly identify the identity and assigned reward contingency of the current odor in up to 52% (chance = 12.5%) and 99% (chance = 50%) of all trials, respectively, such that the observed behavioral performance required a population of 5,364 odor-responsive cells in the case of odor identity and only 40 cells in the case of valence. Expectations regarding upcoming rewards based on both assigned response contingency and associations between particular pairs of odors were correctly classified in up to 67% (chance = 20%) of all trials such that the observed level of behavioral performance required a population of 3,169 cells. 3. Other information represented in the single-neuron firing patterns, such as the identity and reward contingency of the preceding odor and specific odor-odor associations, was poorly encoded by OF ensembles. Thus neural ensembles in OF may represent only some of the information reflected in single-neuron activity. Stable coding of only the most useful and relevant information by the ensemble might emerge from the tuning properties of single neurons under the influence of the task at hand, producing in the well-trained animal the observed pattern of broad and diverse coding by single neurons and selective, task-relevant coding by neural ensembles in OF.
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... Here, we have addressed this question by recording both signals in the lateral orbitofrontal cortex (OFC) of rats during olfactory discrimination learning. Activity in the OFC during olfactory learning has been well-studied in humans, [11][12][13][14] nonhuman primates, 15,16 and rats, [17][18][19][20][21] where it has been shown to signal information about both the sensory properties of odor cues and the rewards they predict. Our single-unit results replicated prior findings, whereas the calcium signal provided only a degraded estimate of the information available in the single-unit spiking, reflecting primarily reward value. ...
... We examined neural correlates related to odor identity and reward prediction during odor sampling post-criterion. Consistent with prior unit recording studies, 16,17,19,20,39 OFC spiking represented information about both the reward prediction of the current odor ( Figure 1E), its identity ( Figure 1G), or both ( Figure 1F). Such single-unit correlates have been characterized previously during odor discrimination learning in rats 17,19 and monkeys. ...
... Single neuron analyses All trial numbers were chosen to allow sufficient sample sizes and statistical power. 17,19,20 Neurons were deemed reward modulated if average activity during the 16 positive versus 16 negative trials immediately following criterion was significantly different as indicated by Friedman test where positive/negative odor identity was treated as a nuisance variable. Neurons were considered odor identity modulated if average activity during the two pairs (eight trials each) of positive or negative exemplars was significantly different as indicated by Rank Sum test. ...
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Recording action potentials extracellularly during behavior has led to fundamental discoveries regarding neural function—hippocampal neurons respond to locations in space,¹ motor cortex neurons encode movement direction,² and dopamine neurons signal reward prediction errors³—observations undergirding current theories of cognition,⁴ movement,⁵ and learning.⁶ Recently it has become possible to measure calcium flux, an internal cellular signal related to spiking. The ability to image calcium flux in anatomically⁷,⁸ or genetically⁹ identified neurons can extend our knowledge of neural circuit function by allowing activity to be monitored in specific cell types or projections, or in the same neurons across many days. However, while initial studies were grounded in prior unit recording work, it has become fashionable to assume that calcium is identical to spiking, even though the spike-to-fluorescence transformation is nonlinear, noisy, and unpredictable under real-world conditions.¹⁰ It remains an open question whether calcium provides a high-fidelity representation of single-unit activity in awake, behaving subjects. Here, we have addressed this question by recording both signals in the lateral orbitofrontal cortex (OFC) of rats during olfactory discrimination learning. Activity in the OFC during olfactory learning has been well-studied in humans,¹¹,¹²,¹³,¹⁴ nonhuman primates,¹⁵,¹⁶ and rats,¹⁷,¹⁸,¹⁹,²⁰,²¹ where it has been shown to signal information about both the sensory properties of odor cues and the rewards they predict. Our single-unit results replicated prior findings, whereas the calcium signal provided only a degraded estimate of the information available in the single-unit spiking, reflecting primarily reward value.
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... In addition, our results showed that the orbitofrontal cortex hosts certain synaptic plasticity mechanisms that correlate with the precision of remote memory; thus, this region is critical for the retrieval of old and complete episodic memory. This finding is consistent with the major role of the orbitofrontal cortex in the processing and relevance of associative olfactory memory (Alvarez and Eichenbaum, 2002;Gottfried et al., 2006;Gottfried and Zelano, 2011;Lesburgueres et al., 2011;Schoenbaum et al., 2003;Schoenbaum and Eichenbaum, 1995) and the idea that odours and their emotional value are crucial for remote episodic memory Downes, 2002, 2000). The involvement of the hippocampus in remote episodic memories in both Where and WWW rats indicated that their respective memories are still associated with their context, regardless of their content. ...
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... This analysis is not feasible given the design of the tasks analyzed here, but similar analysis have been done on the neural activity from other cortical regions (e.g. Schoenbaum & Eichenbaum, 1995b, 1995aBernacchia, Seo, Lee, & Wang, 2011;Morcos & Harvey, 2016). ...
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... During olfactory learning, rodents rapidly categorize odors into appetitive or aversive stimuli (Schoenbaum et al. 1998(Schoenbaum et al. , 1999Martin et al. 2004;Chapuis et al. 2009), a process that is underpinned by associative learning (Schoenbaum et al. 1998;Martin et al. 2004;Calu et al. 2007;Roesch et al. 2007;Chapuis et al. 2009). Odor categorization is supported by the orbitofrontal cortex (Schoenbaum and Eichenbaum 1995;Stalnaker et al. 2014;Qu et al. 2016), but this structure, in turn, receives instruction from subcortical and cortical structures that provide key information about the precise nature of the odor. Here, systems involved in reward and aversive information processing, as well as the integration of sensory modalities, are likely to play a role (Schoenbaum et al. 1999;Schoenbaum and Setlow 2003;Chapuis et al. 2009). ...
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... When we analyzed the proportion of units contributing to rate changes following choice behavior, we found that PAE mice recruited significantly more choice responsive neurons in both regions, and to both choice types, even when firing rates were reduced. Together, these results suggest that PAE may have subtly altered reward prediction signaling as OFC firing in response to positive reward expectation generally followed patterns described in non-treated rodents and nonhuman primates, but was reduced during criterion performance when associations were well-learned (Thorpe et al., 1983;Schoenbaum and Eichenbaum, 1995;Schoenbaum et al., 2003). Firing following an incorrect response was also altered after PAE in a region specific manner. ...
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