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Ahumada L, Panitz C, Traiser C, Gilbert F, Ding M, Keil A. Quantifying Population-level Neural Tuning Functions Using Ricker Wavelets and the Bayesian Bootstrap. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.22.595429. [PMID: 38826264 PMCID: PMC11142194 DOI: 10.1101/2024.05.22.595429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Experience changes the tuning of sensory neurons, including neurons in retinotopic visual cortex, as evident from work in humans and non-human animals. In human observers, visuo-cortical re-tuning has been studied during aversive generalization learning paradigms, in which the similarity of generalization stimuli (GSs) with a conditioned threat cue (CS+) is used to quantify tuning functions. This work utilized pre-defined tuning shapes reflecting prototypical generalization (Gaussian) and sharpening (Difference-of-Gaussians) patterns. This approach may constrain the ways in which re-tuning can be characterized, for example if tuning patterns do not match the prototypical functions or represent a mixture of functions. The present study proposes a flexible and data-driven method for precisely quantifying changes in neural tuning based on the Ricker wavelet function and the Bayesian bootstrap. The method is illustrated using data from a study in which university students (n = 31) performed an aversive generalization learning task. Oriented gray-scale gratings served as CS+ and GSs and a white noise served as the unconditioned stimulus (US). Acquisition and extinction of the aversive contingencies were examined, while steady-state visual event potentials (ssVEP) and alpha-band (8-13 Hz) power were measured from scalp EEG. Results showed that the Ricker wavelet model fitted the ssVEP and alpha-band data well. The pattern of re-tuning in ssVEP amplitude across the stimulus gradient resembled a generalization (Gaussian) shape in acquisition and a sharpening (Difference-of-Gaussian) shape in an extinction phase. As expected, the pattern of re-tuning in alpha-power took the form of a generalization shape in both phases. The Ricker-based approach led to greater Bayes factors and more interpretable results compared to prototypical tuning models. The results highlight the promise of the current method for capturing the precise nature of visuo-cortical tuning functions, unconstrained by the exact implementation of prototypical a-priori models.
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Affiliation(s)
- Laura Ahumada
- Department of Psychology, University of Florida, Gainesville, Florida 32611, USA
| | - Christian Panitz
- Department of Psychology, University of Florida, Gainesville, Florida 32611, USA
- Department of Psychology, University of Bremen, 28359 Bremen, Germany
| | - Caitlin Traiser
- Department of Psychology, University of Florida, Gainesville, Florida 32611, USA
| | - Faith Gilbert
- Department of Psychology, University of Florida, Gainesville, Florida 32611, USA
| | - Mingzhou Ding
- J. Crayton Pruitt Family Department of Biomedical Engineering, University of Florida, Gainesville, Florida 32611, USA
| | - Andreas Keil
- Department of Psychology, University of Florida, Gainesville, Florida 32611, USA
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Farkas AH, Ward RT, Gilbert FE, Pouliot J, Chiasson P, McIlvanie S, Traiser C, Riels K, Mears R, Keil A. Auditory aversive generalization learning prompts threat-specific changes in alpha-band activity. Cereb Cortex 2024; 34:bhae099. [PMID: 38517176 DOI: 10.1093/cercor/bhae099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Revised: 02/09/2024] [Accepted: 02/10/2024] [Indexed: 03/23/2024] Open
Abstract
Pairing a neutral stimulus with aversive outcomes prompts neurophysiological and autonomic changes in response to the conditioned stimulus (CS+), compared to cues that signal safety (CS-). One of these changes-selective amplitude reduction of parietal alpha-band oscillations-has been reliably linked to processing of visual CS+. It is, however, unclear to what extent auditory conditioned cues prompt similar changes, how these changes evolve as learning progresses, and how alpha reduction in the auditory domain generalizes to similar stimuli. To address these questions, 55 participants listened to three sine wave tones, with either the highest or lowest pitch (CS+) being associated with a noxious white noise burst. A threat-specific (CS+) reduction in occipital-parietal alpha-band power was observed similar to changes expected for visual stimuli. No evidence for aversive generalization to the tone most similar to the CS+ was observed in terms of alpha-band power changes, aversiveness ratings, or pupil dilation. By-trial analyses found that selective alpha-band changes continued to increase as aversive conditioning continued, beyond when participants reported awareness of the contingencies. The results support a theoretical model in which selective alpha power represents a cross-modal index of continuous aversive learning, accompanied by sustained sensory discrimination of conditioned threat from safety cues.
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Affiliation(s)
- Andrew H Farkas
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Richard T Ward
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Faith E Gilbert
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Jourdan Pouliot
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Payton Chiasson
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Skylar McIlvanie
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Caitlin Traiser
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Kierstin Riels
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Ryan Mears
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
| | - Andreas Keil
- Department of Psychology, University of Florida, 945 Center Dr., P.O. Box 112250, Gainesville, FL 32611
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Li W, Keil A. Sensing fear: fast and precise threat evaluation in human sensory cortex. Trends Cogn Sci 2023; 27:341-352. [PMID: 36732175 PMCID: PMC10023404 DOI: 10.1016/j.tics.2023.01.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Revised: 01/05/2023] [Accepted: 01/06/2023] [Indexed: 02/04/2023]
Abstract
Animal models of threat processing have evolved beyond the amygdala to incorporate a distributed neural network. In human research, evidence has intensified in recent years to challenge the canonical threat circuitry centered on the amygdala, urging revision of threat conceptualization. A strong surge of research into threat processing in the sensory cortex in the past decade has generated particularly useful insights to inform the reconceptualization. Here, synthesizing findings from both animal and human research, we highlight sensitive, specific, and adaptable threat representations in the sensory cortex, arising from experience-based sculpting of sensory coding networks. We thus propose that the human sensory cortex can drive smart (fast and precise) threat evaluation, producing threat-imbued sensory afferents to elicit network-wide threat responses.
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Affiliation(s)
- Wen Li
- Department of Psychology, Florida State University, Tallahassee, FL, USA.
| | - Andreas Keil
- Department of Psychology, University of Florida, Gainsville, FL, USA
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Ward RT, Gilbert FE, Pouliot J, Chiasson P, McIlvanie S, Traiser C, Riels K, Mears R, Keil A. The Relationship Between Self-Reported Misophonia Symptoms and Auditory Aversive Generalization Leaning: A Preliminary Report. Front Neurosci 2022; 16:899476. [PMID: 35812229 PMCID: PMC9260228 DOI: 10.3389/fnins.2022.899476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 06/02/2022] [Indexed: 01/29/2023] Open
Abstract
Misophonia is characterized by excessive aversive reactions to specific "trigger" sounds. Although this disorder is increasingly recognized in the literature, its etiological mechanisms and maintaining factors are currently unclear. Several etiological models propose a role of Pavlovian conditioning, an associative learning process heavily researched in similar fear and anxiety-related disorders. In addition, generalization of learned associations has been noted as a potential causal or contributory factor. Building upon this framework, we hypothesized that Misophonia symptoms arise as a consequence of overgeneralized associative learning, in which aversive responses to a noxious event also occur in response to similar events. Alternatively, heightened discrimination between conditioned threat and safety cues may be present in participants high in Misophonia symptoms, as predicted by associative learning models of Misophonia. This preliminary report (n = 34) examines auditory generalization learning using self-reported behavioral (i.e., valence and arousal ratings) and EEG alpha power reduction. Participants listened to three sine tones differing in pitch, with one pitch (i.e., CS+) paired with an aversive loud white noise blast, prompting aversive Pavlovian generalization learning. We assessed the extent to which overgeneralization versus heightened discrimination learning is associated with self-reported Misophonia symptoms, by comparing aversive responses to the CS+ and other tones similar in pitch. Behaviorally, all participants learned the contingencies between CS+ and noxious noise, with individuals endorsing elevated Misophonia showing heightened aversive sensitivity to all stimuli, regardless of conditioning and independent of hyperacusis status. Across participants, parieto-occipital EEG alpha-band power reduction was most pronounced in response to the CS+ tone, and this difference was greater in those with self-reported Misophonia symptoms. The current preliminary findings do not support the notion that overgeneralization is a feature of self-reported emotional experience in Misophonia, but that heightened sensitivity and discrimination learning may be present at the neural level.
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Affiliation(s)
- Richard T. Ward
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
- Department of Psychology, University of Florida, Gainesville, FL, United States
| | - Faith E. Gilbert
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Jourdan Pouliot
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Payton Chiasson
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Skylar McIlvanie
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Caitlin Traiser
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Kierstin Riels
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
| | - Ryan Mears
- Department of Psychology, University of Florida, Gainesville, FL, United States
| | - Andreas Keil
- Center for the Study of Emotion and Attention, University of Florida, Gainesville, FL, United States
- Department of Psychology, University of Florida, Gainesville, FL, United States
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Bacigalupo F, Luck SJ. Alpha-band EEG suppression as a neural marker of sustained attentional engagement to conditioned threat stimuli. Soc Cogn Affect Neurosci 2022; 17:1101-1117. [PMID: 35434733 PMCID: PMC9766959 DOI: 10.1093/scan/nsac029] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 04/06/2022] [Accepted: 04/16/2022] [Indexed: 01/12/2023] Open
Abstract
Attention helps us to be aware of the external world, and this may be especially important when a threat stimulus predicts an aversive outcome. Electroencephalogram (EEG) alpha-band suppression has long been considered as a neural signature of attentional engagement. The present study was designed to test whether attentional engagement, as indexed by alpha-band suppression, is increased in a sustained manner following a conditioned stimulus (CS) that is paired with an aversive (CS+) vs neutral (CS-) outcome. We tested 70 healthy young adults in aversive conditioning and extinction paradigms. One of three colored circles served as the CS+, which was paired in 50% of the trials with a noise burst (unconditioned stimulus, US). The other colored circles (CS-) were never paired with the US. For conditioning, we found greater alpha-band suppression for the CS+ compared to the CS-; this suppression was sustained through the time of the predicted US. This effect was significantly reduced for extinction. These results indicate that conditioned threat stimuli trigger an increase in attentional engagement as subjects monitor the environment for the predicted aversive stimulus. Moreover, this alpha-band suppression effect may be valuable for future studies examining normal or pathological increases in attentional monitoring following threat stimuli.
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Affiliation(s)
- Felix Bacigalupo
- Correspondence should be addressed to Felix Bacigalupo, Pontificia
Universidad Catolica de Chile (UC-Chile). Avenida Vicuña Mackenna 4860, Macul, Santiago,
Chile. E-mail:
| | - Steven J Luck
- Center for Mind and Brain, University of
California, Davis, CA 95616, USA
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Stegmann Y, Andreatta M, Pauli P, Wieser MJ. Associative learning shapes visual discrimination in a web-based classical conditioning task. Sci Rep 2021; 11:15762. [PMID: 34344923 PMCID: PMC8333260 DOI: 10.1038/s41598-021-95200-6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2021] [Accepted: 07/22/2021] [Indexed: 01/17/2023] Open
Abstract
Threat detection plays a vital role in adapting behavior to changing environments. A fundamental function to improve threat detection is learning to differentiate between stimuli predicting danger and safety. Accordingly, aversive learning should lead to enhanced sensory discrimination of danger and safety cues. However, studies investigating the psychophysics of visual and auditory perception after aversive learning show divergent findings, and both enhanced and impaired discrimination after aversive learning have been reported. Therefore, the aim of this web-based study is to examine the impact of aversive learning on a continuous measure of visual discrimination. To this end, 205 participants underwent a differential fear conditioning paradigm before and after completing a visual discrimination task using differently oriented grating stimuli. Participants saw either unpleasant or neutral pictures as unconditioned stimuli (US). Results demonstrated sharpened visual discrimination for the US-associated stimulus (CS+), but not for the unpaired conditioned stimuli (CS-). Importantly, this finding was irrespective of the US's valence. These findings suggest that associative learning results in increased stimulus salience, which facilitates perceptual discrimination in order to prioritize attentional deployment.
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Affiliation(s)
- Yannik Stegmann
- Department of Psychology (Biological Psychology, Clinical Psychology, and Psychotherapy), University of Würzburg, Marcusstraße 9-11, 97070, Würzburg, Germany.
| | - Marta Andreatta
- Department of Psychology (Biological Psychology, Clinical Psychology, and Psychotherapy), University of Würzburg, Marcusstraße 9-11, 97070, Würzburg, Germany
- Department of Psychology, Education, and Child Studies, Erasmus University Rotterdam, Rotterdam, The Netherlands
| | - Paul Pauli
- Department of Psychology (Biological Psychology, Clinical Psychology, and Psychotherapy), University of Würzburg, Marcusstraße 9-11, 97070, Würzburg, Germany
- Center for Mental Health, Medical Faculty, University of Würzburg, Würzburg, Germany
| | - Matthias J Wieser
- Department of Psychology, Education, and Child Studies, Erasmus University Rotterdam, Rotterdam, The Netherlands
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