Peter C. Holland’s research while affiliated with Johns Hopkins University and other places

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Publications (196)


Stimulus preexposure speeds or slows subsequent acquisition of associative learning depending on learning test procedures and response measure
  • Article

October 2017

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38 Reads

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6 Citations

Learning & Behavior

Peter C. Holland

Prior exposure to a conditioned stimulus (CS) typically results in latent inhibition—slower acquisition of associative learning about that stimulus in subsequent training. Here, we found that CS preexposure had different effects on the appetitive conditioning of rats with a sucrose unconditioned stimulus (US) depending on training test procedures, the similarity of preexposure and training procedures, and the choice of response measure. Preexposure to a visual or an auditory stimulus produced facilitation of acquisition of food-cup-directed responding when both of those cues were (separately) paired with sucrose delivery in the training test (Experiments 1 and 3). By contrast, the same preexposure procedure resulted in latent inhibition of food-cup learning if the second stimulus in the test phase was of the same modality as the preexposed stimulus (Experiment 2). In Experiment 3, latent inhibition was enhanced if both phases included a single CS or both phases included both auditory and visual CSs, compared to treatments in which only one CS was presented in one phase but two CSs were presented in the other phase. In Experiment 4, preexposure of an auditory cue slowed subsequent learning about it if the context was salient but enhanced learning if the context was of weaker salience. Finally, a measure of general activity revealed latent inhibition after preexposure in all conditions in all 4 experiments. We discuss the results within several classes of latent inhibition theories, none of which provides a comprehensive account.


Consolidation of altered associability information by amygdala central nucleus

July 2016

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31 Reads

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3 Citations

Neurobiology of Learning and Memory

The surprising omission of a reinforcer can enhance the associability of the stimuli that were present when the reward prediction error was induced, so that they more readily enter into new associations in the future. Previous research from this laboratory identified brain circuit elements critical to the enhancement of stimulus associability by the omission of an expected event and to the subsequent expression of that altered associability in more rapid learning. These elements include the amygdala, the midbrain substantia nigra, the basal forebrain substantia innominata, the dorsolateral striatum, the secondary visual cortex, and the posterior parietal cortex. Here, we found that consolidation of a surprise-enhanced associability memory in a serial prediction task depends on processing in the amygdala central nucleus (CeA) after completion of sessions that included the surprising omission of an expected event. Post-surprise infusions of anisomycin, lidocaine, or muscimol prevented subsequent display of surprise-enhanced associability. Because previous studies indicated that CeA function is unnecessary for the expression of associability enhancements that were induced previously when CeA function was intact (Holland & Gallagher, 2006), we interpreted these results as indicating that post-surprise activity of CeA ("surprise replay") is necessary for the consolidation of altered associability memories elsewhere in the brain, such as the posterior parietal cortex (Schiffino, et al., 2014a).


Secondary visual cortex is critical to the expression of surprise-induced enhancements in cue associability in rats

May 2016

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20 Reads

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6 Citations

Considerable evidence indicates that reinforcement prediction error, the difference between the obtained and expected reinforcer values, modulates attention to potential cues for reinforcement. The surprising delivery or omission of a reinforcer enhances the associability of the stimuli that were present when the error was induced, so that they more readily enter into new associations in the future. Previous research from our laboratory identified brain circuit elements critical to the enhancement of stimulus associability by the omission of an expected event and to the subsequent expression of that altered associability in more rapid learning. A key finding was that the rat posterior parietal cortex was essential during the encoding, consolidation, and retrieval of associability memories that were altered by the surprising omission of an expected event in a serial prediction task. Here, we found that function of the adjacent secondary visual cortex was critical only to the expression of altered cue associability in that same task. This specialization of function is discussed in the context of broader cortical and subcortical networks for modulation of attention in associative learning, as well as recent anatomical investigations that suggest that the rodent posterior parietal cortex overlaps with and may subsume secondary visual cortex. This article is protected by copyright. All rights reserved.


Effects of Amygdala Lesions on Overexpectation Phenomena in Food Cup Approach and Autoshaping Procedures

May 2016

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12 Reads

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10 Citations

Prediction error (PE) plays a critical role in most modern theories of associative learning, by determining the effectiveness of conditioned stimuli (CS) or unconditioned stimuli (US). Here, we examined the effects of lesions of central (CeA) or basolateral (BLA) amygdala on performance in overexpectation tasks. In 2 experiments, after 2 CSs were separately paired with the US, they were combined and followed by the same US. In a subsequent test, we observed losses in strength of both CSs, as expected if the negative PE generated on reinforced compound trials encouraged inhibitory learning. CeA lesions, known to interfere with PE-induced enhancements in CS effectiveness, reduced those losses, suggesting that normally the negative PE also enhances cue associability in this task. BLA lesions had no effect. When a novel cue accompanied the reinforced compound, it acquired net conditioned inhibition, despite its consistent pairings with the US, consonant with US effectiveness models. That acquisition was unaffected by either CeA or BLA lesions, suggesting different rules for assignment of credit of changes in cue strength and cue associability. Finally, we examined a puzzling autoshaping phenomenon previously attributed to overexpectation effects. When a previously food-paired auditory cue was combined with the insertion of a lever and paired with the same food US, the auditory cue not only failed to block conditioning to the lever, but also lost strength, as in an overexpectation experiment. This effect was abolished by BLA lesions but unaffected by CeA lesions, suggesting it was unrelated to other overexpectation effects. (PsycINFO Database Record


Mini-Review: Prediction errors, attention and associative learning

March 2016

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139 Reads

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77 Citations

Neurobiology of Learning and Memory

Most modern theories of associative learning emphasize a critical role for prediction error (PE, the difference between received and expected events). One class of theories, exemplified by the Rescorla-Wagner (1972) model, asserts that PE determines the effectiveness of the reinforcer or unconditioned stimulus (US): surprising reinforcers are more effective than expected ones. A second class, represented by the Pearce-Hall (1980) model, argues that PE determines the associability of conditioned stimuli (CSs), the rate at which they may enter into new learning: the surprising delivery or omission of a reinforcer enhances subsequent processing of the CSs that were present when PE was induced. In this mini-review we describe evidence, mostly from our laboratory, for PE-induced changes in the associability of both CSs and USs, and the brain systems involved in the coding, storage and retrieval of these altered associability values. This evidence favors a number of modifications to behavioral models of how PE influences event processing, and suggests the involvement of widespread brain systems in animals' responses to PE.


Enhancing Second-Order Conditioning With Lesions of the Basolateral Amygdala
  • Article
  • Publisher preview available

January 2016

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22 Reads

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14 Citations

Because the occurrence of primary reinforcers in natural environments is relatively rare, conditioned reinforcement plays an important role in many accounts of behavior, including pathological behaviors such as the abuse of alcohol or drugs. As a result of pairing with natural or drug reinforcers, initially neutral cues acquire the ability to serve as reinforcers for subsequent learning. Accepting a major role for conditioned reinforcement in everyday learning is complicated by the often-evanescent nature of this phenomenon in the laboratory, especially when primary reinforcers are entirely absent from the test situation. Here, I found that under certain conditions, the impact of conditioned reinforcement could be extended by lesions of the basolateral amygdala (BLA). Rats received first-order Pavlovian conditioning pairings of 1 visual conditioned stimulus (CS) with food prior to receiving excitotoxic or sham lesions of the BLA, and first-order pairings of another visual CS with food after that surgery. Finally, each rat received second-order pairings of a different auditory cue with each visual first-order CS. As in prior studies, relative to sham-lesioned control rats, lesioned rats were impaired in their acquisition of second-order conditioning to the auditory cue paired with the first-order CS that was trained after surgery. However, lesioned rats showed enhanced and prolonged second-order conditioning to the auditory cue paired with the first-order CS that was trained before amygdala damage was made. Implications for an enhanced role for conditioned reinforcement by drug-related cues after drug-induced alterations in neural plasticity are discussed. (PsycINFO Database Record

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The antagonism of ghrelin alters the appetitive response to learned cues associated with food

January 2016

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57 Reads

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26 Citations

Behavioural Brain Research

The rapid increase in obesity may be partly mediated by an increase in the exposure to cues for food. Food-paired cues play a role in food procurement and intake under conditions of satiety. The mechanism by which this occurs requires characterization, but may involve ghrelin. This orexigenic peptide alters the response to food-paired conditioned stimuli, and neural responses to food images in reward nuclei. Therefore, we tested whether a ghrelin receptor antagonist alters the influence of food-paired cues on the performance of instrumental responses that earn food and the consumption of food itself using tests of Pavlovian-to-instrumental transfer (PIT) and cue potentiated feeding (CPF), respectively. Food-deprived rats received Pavlovian conditioning where an auditory cue was paired with delivery of sucrose solution followed by instrumental conditioning to lever press for sucrose. Following training, rats were given ad libitum access to chow. On test day, rats were injected with the ghrelin receptor antagonist GHRP-6 [D-Lys3], and then tested for PIT or CPF. Disruption with ghrelin signaling enhanced expression of PIT. In addition, GHRP-6 [D-Lys3] impaired the initiation of feeding behavior in CPF without influencing overall intake of sucrose. Finally, in PIT tested rats, enhanced FOS immunoreactivity was revealed following the antagonist in regions thought to underlie PIT; however, the antagonist had no effect on FOS immunoreactivity in CPF tested rats.


Dorsolateral striatum is critical for the expression of surprise-induced enhancements in cue associability

June 2015

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66 Reads

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8 Citations

The dorsolateral striatum (DLS) is frequently implicated in sensory-motor integration, including the performance of sensory orienting responses and learned stimulus-response habits. Our laboratory previously identified a role for the DLS in rats' performance of conditioned orienting responses (ORs) to Pavlovian cues for food delivery. Here, we considered whether DLS is also critical to another aspect of attention in associative learning, the surprise-induced enhancement of cue associability. A large behavioral literature shows that a cue present when an expected event is omitted enters into new associations more rapidly, when that cue is subsequently paired with food. Research from our laboratory has shown that both cue associability enhancements and conditioned ORs depend on the function of a circuit that includes the amygdala central nucleus and the substantia nigra pars compacta. In three experiments, we explored the involvement of DLS in surprise-induced associability enhancements, using a three-stage serial prediction task that permitted separation of DLS function in registering surprise (prediction error) and enhancing cue associability, and in using that increased associability to learn more rapidly about that cue later. The results showed that DLS is critical to the expression, but not the establishment, of the enhanced cue associability normally produced by surprise in this task. They extend the role of DLS and the amygdalo-nigro-striatal circuit underlying learned orienting to more subtle aspects of attention in associative learning, but are consistent with the general notion that DLS is more important in the expression of previously-acquired tendencies than in their acquisition. This article is protected by copyright. All rights reserved. This article is protected by copyright. All rights reserved.



Fig. 1. Pavlovian conditioning of MCH-1R wild-type (WT) and knockout (KO) mice. WT and KO mice showed a comparable increase in food cup responding during CS+ cue relative to the CS−. Data are presented in food magazine responses/min during the initial 5 s of CS presentation-pre-CS (5 s prior to CS). Error bars indicate standard error of the mean (SEM).
Fig. 2. CPF test of MCH-1R wild-type (WT) and knockout (KO) mice. (a) WT mice increased their licks/min during presentations of the CS+, but not the CS−, when compared to the intertrial intervals (ITIs). (b) By comparison, KO mice demonstrated similar lick rates throughout the CPF test. Error bars indicate SEM. 
Fig. 3. Licking microstructure during CPF trials in MCH-1R wild-type (WT) and knockout (KO) mice. (a) The mean burst size (defined as the average number of licks before a pause greater than 1 s) was greater during CS+ trials compared to CS− trials in the WT, but not the KO group. # indicates group × cue interaction, p = 0.06; * indicates main effect of cue, p = 0.05. (b) The number of bursts (defined as the number of bursts initiated following a pause greater than 1 s) increased during CS+ trials relative to CS− trials in both groups; however, the number of burst during the CS+ was significantly greater in the WT group than in the KO group (see text for statistical analyses). # indicates significant group interaction, p b 0.05; * indicates main effect of cue, p's b 0.05. Error bars indicate SEM. 
Deletion of Melanin Concentrating Hormone Receptor-1 disrupts overeating in the presence of food cues

June 2015

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143 Reads

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34 Citations

Physiology & Behavior

Exposure to environmental cues associated with food can evoke eating behavior in the absence of hunger. This capacity for reward cues to promote feeding behaviors under sated conditions can be examined in the laboratory using cue-potentiated feeding (CPF). The orexigenic neuropeptide Melanin Concentrating Hormone is expressed throughout brain circuitry critical for CPF. We examined whether deletion of the MCH receptor, MCH-1R, would in KO mice disrupt overeating in the presence of a Pavlovian CS+ associated with sucrose delivery. While both wild-type controls and KO mice showed comparable food magazine approach responses during the CPF test, MCH-1R deletion significantly impaired the ability of the CS+ to evoke overeating of sucrose. Through the use of a refined analysis of meal intake, it was revealed that this disruption to overeating behavior in KO mice reflected a reduction in the capacity for the CS+ to initiate and maintain bursts of licking behavior. These findings suggest that overeating during CPF requires intact MCH-1R signaling and may be due to an influence of the CS+ on the palatability of food and on regulatory mechanisms of peripheral control. Thus, disruptions to MCH-1R signaling may be a useful pharmacological tool to inhibit this form of overeating behavior. Copyright © 2015. Published by Elsevier Inc.


Citations (97)


... One intriguing recent attempt on that front demonstrated the utility of an associative learning paradigm to probe the capacity to distinguish internally generated representations from external reality using an animal model of schizophrenia (McDannald et al., 2011). The behavioral paradigm is grounded in representation-mediated learning under which a prior experience can enter into current associations (Holland, 1981;Holland & Wheeler, 2008), an account that is consistent with how hallucinations and delusions have been conceptualized in cognitive terms (Adams, Stephan, Brown, Frith, & Friston, 2013;Feeney, Groman, Taylor, & Corlett, 2017;McDannald & Schoenbaum, 2009;Powers et al., 2017). Using conditioned taste aversion in one variant of the procedures for mediated learning (Wheeler, Chang, & Holland, 2013), animals were exposed to a taste-odor compound to endow the odor with the ability to activate a representation of the associated taste. ...

Reference:

A Greater Tendency for Representation Mediated Learning in a Ketamine Mouse Model of Schizophrenia
Representation-Mediated Food Aversions
  • Citing Chapter
  • October 2008

... [18][19][20] Additionally, the amygdala acquires sensory information about the external environment, partially through the amygdalothalamic tract, a conduit for communication between the thalamus and amygdala. [21][22][23] Furthermore, sensory inputs are known to arrive directly from the prefrontal cortex, parietal cortex, and hippocampus. 24 In primates, visual, auditory, and somatosensory information is transmitted to the amygdala by a series of cortico-cortical pathways that originate in the primary sensory cortices and flow toward higher-order association areas. ...

Amygdalo-Hypothalamic Circuit Allows Learned Cues to Override Satiety and Promote Eating
  • Citing Article
  • October 2002

The Journal of Neuroscience : The Official Journal of the Society for Neuroscience

... Related to this point, previous work has shown that sensory enrichment alone can change cortical sensory maps (Polley et al., 2004) and improve task performance (Mandairon et al., 2006;Alwis and Rajan, 2014). Beyond the effects on learning and perceptual judgment, studies in rodents have shown that the effect of stimulus pre-exposure in classical conditioning paradigms can vary depending on test procedures, the similarity of pre-exposure and training procedures, and the choice of response measure (de Hoz and Nelken, 2014;Holland, 2018). This suggests that learning associations related to reward or punishment and the perceptual enhancements that come from passive exposure may rely on different mechanisms and, under some conditions, compete with each other (McLaren et al., 1989). ...

Stimulus preexposure speeds or slows subsequent acquisition of associative learning depending on learning test procedures and response measure
  • Citing Article
  • October 2017

Learning & Behavior

... Eliminating such neurons would thus grant the latter association the upper hand in behavioural control. On the other hand, the deleted ensemble might be critical for restoring attention to the cue in the face of unexpected reward omission and increasing the rate of extinction learning elsewhere (Holland and Gallagher, 1993;Schiffino and Holland, 2016). Although our data are not able to dissociate between these possibilities, both accounts predict that the behavioural scales should be persistently tilted in favour of acquisition, consistent with our findings. ...

Consolidation of altered associability information by amygdala central nucleus
  • Citing Article
  • July 2016

Neurobiology of Learning and Memory

... V2, react to the illusions that underpin disparity capture as well as disparitydefined illusory outlines (Bakin et al. 2000), has also been shown to play a crucial role in associative learning. V2 AMPA neurotransmission has been revealed critical for the expression of surprised-induced enhancement in cue associability (Schiffino and Holland 2016). In addition, V2 was critically involved in the multisensory facilitation of reaction time induced by the combination of auditory and visual stimuli (Hirokawa et al. 2008). ...

Secondary visual cortex is critical to the expression of surprise-induced enhancements in cue associability in rats
  • Citing Article
  • May 2016

... The crucial comparison for overexpectation was between Cues A and B. Whereas responding should reduce for A as a consequence of the compound training in Stage 2, responding for B should not. SANDERSON, AUSTEN, MCGREGOR, AND STRICKLAND Various control methods for overexpectation have been used that range from methods similar to those used here to procedures such as continued reinforced training of a cue not presented in compound during Stage 2 or no training at all during Stage 2 (Arico & McNally, 2014;Garfield & McNally, 2009;Haney et al., 2010;Holland, 2016;Iordanova et al., 2016;Kehoe & White, 2004;Khallad & Moore, 1996;Kremer, 1978;Lattal & Nakajima, 1998;Lay et al., 2019Lay et al., , 2023aLay et al., , 2023bLucantonio et al., 2015;McNally et al., 2004;Rescorla, 1970Rescorla, , 1999Rescorla, , 2006Rescorla, , 2007Ruprecht et al., 2014;Sissons & Miller, 2009;Terao et al., 2022;Witnauer & Miller, 2009). The advantage of the use of Cues B and Y as a withinsubjects control procedure for overexpectation is that it allows various explanations for the reduced responding to A be ruled out. ...

Effects of Amygdala Lesions on Overexpectation Phenomena in Food Cup Approach and Autoshaping Procedures
  • Citing Article
  • May 2016

... The PEM framework has also been used to model visual processes such as binocular rivalry (Hohwy et al., 2008) and end-stopping (Rao & Ballard, 1999), as well as other perceptual processes such as interoception (Allen et al, 2019) and audition (Schröger et al., 2015). Outside of perception, PEM has been used to model emotion (Barrett, 2006), attention and learning (e.g., Holland & Schiffino, 2016), classical conditioning (Rescorla & Wagner, 1972), and even schizophrenic hallucinations (Fletcher & Frith, 2009;Sterzer et al., 2018). The most extreme PEM theorists view it as a potential unifying theory of cognition, perception, and action. ...

Mini-Review: Prediction errors, attention and associative learning
  • Citing Article
  • March 2016

Neurobiology of Learning and Memory

... This finding is consistent with ghrelin's known role in the regulation of feeding behavior (10,(48)(49)(50)(51)(52). Moreover, preclinical studies have demonstrated that GHSR blockade reduces food intake and weight (53)(54)(55), as does KO of GHSR in mice (56) and rats (57); in the latter study, we found that reduction in high-fat, diet-related weight gain was only present in male GHSR-KO rodents. We also demonstrated that central administration of PF-5190457 attenuated ghrelin-induced food intake in male, but not in female mice. ...

The antagonism of ghrelin alters the appetitive response to learned cues associated with food
  • Citing Article
  • January 2016

Behavioural Brain Research

... The fact that both procedures can bring about marked and reliable changes in responding to A, extends the ways in which Pavlovian conditioning can influence behavior to a broader range of real-world settings, where events with primary motivational significance (potential USs) are relatively rare (e.g., Flagel et al., 2011;Nasser et al., 2015;Robinson & Flagel, 2009). The two procedures also continue to provide a basis for both translational research (e.g., Wessa & Flor, 2007; see also , Field, 2006;Haselgrove & Hogarth, 2011) and neurobiological analyses of learning and memory (for a review, see Gewirtz & Davis, 2000; see also, e.g., Gilboa et al., 2014;Holland, 2016;Iordanova et al., 2011;Lin et al., , 2018Lin & Honey, 2011;Maes et al., 2020;Mollick et al., 2020;Ward-Robinson et al., 2001). One recent example serves to illustrate the potential of higher-order conditioning procedures to enhance our understanding of the neurobiological basis of learning, and of the role of prediction error in particular. ...

Enhancing Second-Order Conditioning With Lesions of the Basolateral Amygdala

... This advantage has permitted the discovery, for instance, that the central nucleus of the amygdala (CeA; Holland & Gallagher, 2006) and the substantia nigra pars compacta (SNc; Lee et al., 2008) are critical for the encoding, but not the expression of associability increases, although this has only been demonstrated in appetitive conditioning with food. On the other hand, the substantia innominata/nucleus basalis magnocellularis (SI/ nBM; Holland & Gallagher, 2006), the secondary visual cortex (V2; , and the dorsolateral striatum (DLS; Asem et al., 2015) are necessary for the expression, but not the encoding of associability increases. Such associability expression, however, has only been tested within the same behavior system (feeding), and thus it is unclear whether these regions would also be necessary in the current version of the task. ...

Dorsolateral striatum is critical for the expression of surprise-induced enhancements in cue associability
  • Citing Article
  • June 2015