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Poulsen R, Williams Z, Dwyer P, Pellicano E, Sowman PF, McAlpine D. How auditory processing influences the autistic profile: A review. Autism Res 2024; 17:2452-2470. [PMID: 39552096 PMCID: PMC11638897 DOI: 10.1002/aur.3259] [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: 11/22/2023] [Accepted: 10/23/2024] [Indexed: 11/19/2024]
Abstract
We need to combine sensory data from various sources to make sense of the world around us. This sensory data helps us understand our surroundings, influencing our experiences and interactions within our everyday environments. Recent interest in sensory-focused approaches to supporting autistic people has fixed on auditory processing-the sense of hearing and the act of listening-and its crucial role in language, communications, and social domains, as well as non-social autism-specific attributes, to understand better how sensory processing might differ in autistic people. In this narrative review, we synthesize published research into auditory processing in autistic people and the relationship between auditory processing and autistic attributes in a contextually novel way. The purpose is to understand the relationship between these domains more fully, drawing on evidence gleaned from experiential perspectives through to neurological investigations. We also examine the relationship between auditory processing and diagnosable auditory conditions, such as hyperacusis, misophonia, phonophobia, and intolerance to loud sounds, as well as its relation to sleep, anxiety, and sensory overload. Through reviewing experiential, behavioral and neurological literature, we demonstrate that auditory processes interact with and shape the broader autistic profile-something not previously considered. Through a better understanding of the potential impact of auditory experiences, our review aims to inform future research on investigating the relationship between auditory processing and autistic traits through quantitative measures or using qualitative experiential inquiry to examine this relationship more holistically.
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Affiliation(s)
- R. Poulsen
- Department of Linguistics, Faculty of Medicine, Health and Human SciencesMacquarie UniversitySydneyNew South WalesAustralia
| | - Z. Williams
- Medical Scientist Training Program, Vanderbilt University School of MedicineVanderbilt University School of MedicineNashvilleTennesseeUSA
- Department of Hearing and Speech SciencesVanderbilt University Medical CenterNashvilleTennesseeUSA
- Vanderbilt Brain InstituteVanderbilt UniversityNashvilleTennesseeUSA
- Frist Center for Autism and InnovationVanderbilt University School of EngineeringNashvilleTennesseeUSA
| | - P. Dwyer
- Center for the Mind and BrainDepartment of PsychologyMIND InstituteUniversity of CaliforniaDavisCaliforniaUSA
- Olga Tennison Autism Research Centre, School of Psychology and Public HealthLa Trobe UniversityMelbourneVictoriaAustralia
| | - E. Pellicano
- Department of Clinical, Educational and Health PsychologyUniversity College LondonLondonUK
| | - P. F. Sowman
- School of Psychological SciencesMacquarie UniversitySydneyNew South WalesAustralia
- School of Clinical SciencesAuckland University of TechnologyAucklandNew Zealand
| | - D. McAlpine
- Department of Linguistics, Faculty of Medicine, Health and Human SciencesMacquarie UniversitySydneyNew South WalesAustralia
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Li X, Cai S, Chen Y, Tian X, Wang A. Enhancement of visual dominance effects at the response level in children with attention-deficit/hyperactivity disorder. J Exp Child Psychol 2024; 242:105897. [PMID: 38461557 DOI: 10.1016/j.jecp.2024.105897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Revised: 02/16/2024] [Accepted: 02/16/2024] [Indexed: 03/12/2024]
Abstract
Previous studies have widely demonstrated that individuals with attention-deficit/hyperactivity disorder (ADHD) exhibit deficits in conflict control tasks. However, there is limited evidence regarding the performance of children with ADHD in cross-modal conflict processing tasks. The current study aimed to investigate whether children with ADHD have poor conflict control, which has an impact on sensory dominance effects at different levels of information processing under the influence of visual similarity. A total of 82 children aged 7 to 14 years, including 41 children with ADHD and 41 age- and sex-matched typically developing (TD) children, were recruited. We used the 2:1 mapping paradigm to separate levels of conflict, and the congruency of the audiovisual stimuli was divided into three conditions. In C trials, the target stimulus and the distractor stimulus were identical, and the bimodal stimuli corresponded to the same response keys. In PRIC trials, the distractor stimulus differed from the target stimulus and did not correspond to any response keys. In RIC trials, the distractor stimulus differed from the target stimulus, and the bimodal stimuli corresponded to different response keys. Therefore, we explicitly differentiated cross-modal conflict into a preresponse level (PRIC > C), corresponding to the encoding process, and a response level (RIC > PRIC), corresponding to the response selection process. Our results suggested that auditory distractors caused more interference during visual processing than visual distractors caused during auditory processing (i.e., typical auditory dominance) at the preresponse level regardless of group. However, visual dominance effects were observed in the ADHD group, whereas no visual dominance effects were observed in the TD group at the response level. A possible explanation is that the increased interference effects due to visual similarity and children with ADHD made it more difficult to control conflict when simultaneously confronted with incongruent visual and auditory inputs. The current study highlights how children with ADHD process cross-modal conflicts at multiple levels of information processing, thereby shedding light on the mechanisms underlying ADHD.
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Affiliation(s)
- Xin Li
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou 215123, China
| | - Shizhong Cai
- Department of Child and Adolescent Healthcare, Children's Hospital of Soochow University, Suzhou 215025, China
| | - Yan Chen
- Department of Child and Adolescent Healthcare, Children's Hospital of Soochow University, Suzhou 215025, China.
| | - Xiaoming Tian
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Suzhou University of Science and Technology, Suzhou 215011, China.
| | - Aijun Wang
- Department of Psychology, Research Center for Psychology and Behavioral Sciences, Soochow University, Suzhou 215123, China.
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Keehn B, Kadlaskar G, McNally Keehn R. Elevated and accelerated: Locus coeruleus activity and visual search abilities in autistic children. Cortex 2023; 169:118-129. [PMID: 37866060 PMCID: PMC10842606 DOI: 10.1016/j.cortex.2023.08.016] [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: 01/24/2023] [Revised: 05/26/2023] [Accepted: 08/11/2023] [Indexed: 10/24/2023]
Abstract
BACKGROUND Autistic individuals excel at visual search, however, the neural mechanism(s) underlying this advantage remain unclear. The locus coeruleus-norepinephrine (LC-NE) system, which plays a critical role in sensory perception and selective attention, has been shown to function in a persistently elevated state in individuals on the spectrum. However, the relationship between elevated tonic LC-NE activity and accelerated search in autism has not been explored. OBJECTIVE To examine the relationship between visual search abilities and resting pupil diameter (an indirect measure of tonic LC-NE activation) in autistic and neurotypical children. METHODS Participants were 24 school-aged autistic children and 24 age- and IQ-matched neurotypical children aged 8-15 years. Children completed two tasks: a resting eye-tracking task and a visual search paradigm. For the resting eye-tracking task, pupil diameter was monitored while participants fixated a central crosshair. For the visual search paradigm, participants were instructed to find the target (vertical line) embedded within an array of tilted (10°) distractor lines. The target was present on 50% of trials, and displayed within set sizes of 18, 24, and 36 items. RESULTS Consistent with previous studies, autistic children had significantly larger resting pupil size and searched faster and more efficiently compared to their neurotypical peers. Eye-tracking findings revealed that accelerated search was associated with fewer, not shorter, fixations in the autism group. Autistic children also showed reduced leftward search bias. Larger resting pupil size, indicative of increased tonic activation of the LC-NE system, was associated with greater search efficiency, longer fixation durations, and reduced leftward bias. Finally, within both groups reduced leftward bias was associated with increased autism symptomatology. DISCUSSION Together, these findings add to the existing body of research highlighting superior search in autism, suggest that elevated tonic LC-NE activity may contribute to more efficient search, and link non-social visual-spatial processing strengths to autism symptoms.
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Affiliation(s)
- Brandon Keehn
- Department of Speech, Language, and Hearing Sciences, Purdue University, West Lafayette, IN, USA; Department of Psychological Sciences, Purdue University, West Lafayette, IN, USA.
| | - Girija Kadlaskar
- Department of Speech, Language, and Hearing Sciences, Purdue University, West Lafayette, IN, USA
| | - Rebecca McNally Keehn
- Department of Pediatrics, Indiana University School of Medicine, Indianapolis, IN, USA
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Dwyer P, Williams ZJ, Vukusic S, Saron CD, Rivera SM. Habituation of auditory responses in young autistic and neurotypical children. Autism Res 2023; 16:1903-1923. [PMID: 37688470 PMCID: PMC10651062 DOI: 10.1002/aur.3022] [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: 03/24/2023] [Accepted: 08/16/2023] [Indexed: 09/11/2023]
Abstract
Prior studies suggest that habituation of sensory responses is reduced in autism and that diminished habituation could be related to atypical autistic sensory experiences, for example, by causing brain responses to aversive stimuli to remain strong over time instead of being suppressed. While many prior studies exploring habituation in autism have repeatedly presented identical stimuli, other studies suggest group differences can still be observed in habituation to intermittent stimuli. The present study explored habituation of electrophysiological responses to auditory complex tones of varying intensities (50-80 dB SPL), presented passively in an interleaved manner, in a well-characterized sample of 127 autistic (MDQ = 65.41, SD = 20.54) and 79 typically developing (MDQ = 106.02, SD = 11.50) children between 2 and 5 years old. Habituation was quantified as changes in the amplitudes of single-trial responses to tones of each intensity over the course of the experiment. Habituation of the auditory N2 response was substantially reduced in autistic participants as compared to typically developing controls, although diagnostic groups did not clearly differ in habituation of the P1 response. Interestingly, the P1 habituated less to loud 80 dB sounds than softer sounds, whereas the N2 habituated less to soft 50 dB sounds than louder sounds. No associations were found between electrophysiological habituation and cognitive ability or participants' caregiver-reported sound tolerance (Sensory Profile Hyperacusis Index). The results present study results extend prior research suggesting habituation of certain sensory responses is reduced in autism; however, they also suggest that habituation differences observed using this study's paradigm might not be a primary driver of autistic participants' real-world sound intolerance.
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Affiliation(s)
- Patrick Dwyer
- Department of Psychology, UC Davis, Davis, CA, USA
- Center for Mind and Brain, UC Davis, Davis, CA, USA
- MIND Institute, UC Davis, Davis, CA, USA
| | - Zachary J. Williams
- Medical Scientist Training Program, Vanderbilt University School of
Medicine, Nashville, TN, USA
- Department of Hearing & Speech Sciences, Vanderbilt University
Medical Center, Nashville, TN, USA
- Vanderbilt Brain Institute, Vanderbilt University, Nashville, TN,
USA
- Frist Center for Autism and Innovation, Vanderbilt University,
Nashville, TN, USA
- Vanderbilt Kennedy Center, Vanderbilt University Medical Center,
Nashville, TN, USA
| | - Svjetlana Vukusic
- Center for Mind and Brain, UC Davis, Davis, CA, USA
- Department of General Practice, Melbourne Medical School, the
University of Melbourne, Melbourne, VIC, Australia
| | - Clifford D. Saron
- Center for Mind and Brain, UC Davis, Davis, CA, USA
- MIND Institute, UC Davis, Sacramento, CA, USA
| | - Susan M. Rivera
- Department of Psychology, UC Davis, Davis, CA, USA
- Center for Mind and Brain, UC Davis, Davis, CA, USA
- MIND Institute, UC Davis, Sacramento, CA, USA
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Minor GN, Hannula DE, Gordon A, Ragland JD, Iosif AM, Solomon M. Relational memory weakness in autism despite the use of a controlled encoding task. Front Psychol 2023; 14:1210259. [PMID: 37691809 PMCID: PMC10484720 DOI: 10.3389/fpsyg.2023.1210259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Accepted: 08/09/2023] [Indexed: 09/12/2023] Open
Abstract
Introduction Recent work challenged past findings that documented relational memory impairments in autism. Previous studies often relied solely on explicit behavioral responses to assess relational memory integrity, but successful performance on behavioral tasks may rely on other cognitive abilities (e.g., executive functioning) that are impacted in some autistic individuals. Eye-tracking tasks do not require explicit behavioral responses, and, further, eye movements provide an indirect measure of memory. The current study examined whether memory-specific viewing patterns toward scenes differ between autistic and non-autistic individuals. Methods Using a long-term memory paradigm that equated for complexity between item and relational memory tasks, participants studied a series of scenes. Following the initial study phase, scenes were re-presented, accompanied by an orienting question that directed participants to attend to either features of an item (i.e., in the item condition) or spatial relationships between items (i.e., in the relational condition) that might be subsequently modified during test. At test, participants viewed scenes that were unchanged (i.e., repeated from study), scenes that underwent an "item" modification (an exemplar switch) or a "relational" modification (a location switch), and scenes that had not been presented before. Eye movements were recorded throughout. Results During study, there were no significant group differences in viewing directed to regions of scenes that might be manipulated at test, suggesting comparable processing of scene details during encoding. However, there was a group difference in explicit recognition accuracy for scenes that underwent a relational change. Marginal group differences in the expression of memory-based viewing effects during test for relational scenes were consistent with this behavioral outcome, particularly when analyses were limited to scenes recognized correctly with high confidence. Group differences were also evident in correlational analyses that examined the association between study phase viewing and recognition accuracy and between performance on the Picture Sequence Memory Test and recognition accuracy. Discussion Together, our findings suggest differences in the integrity of relational memory representations and/or in the relationships between subcomponents of memory in autism.
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Affiliation(s)
- Greta N. Minor
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, United States
| | - Deborah E. Hannula
- Department of Psychology, University of Wisconsin-Milwaukee, Milwaukee, WI, United States
| | - Andrew Gordon
- Department of Psychiatry & Behavioral Sciences, University of California, Davis, Davis, CA, United States
| | - J. Daniel Ragland
- Department of Psychiatry & Behavioral Sciences, University of California, Davis, Davis, CA, United States
| | - Ana-Maria Iosif
- Department of Psychiatry & Behavioral Sciences, University of California, Davis, Davis, CA, United States
| | - Marjorie Solomon
- Department of Psychiatry & Behavioral Sciences, University of California, Davis, Davis, CA, United States
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The amplitude of fNIRS hemodynamic response in the visual cortex unmasks autistic traits in typically developing children. Transl Psychiatry 2022; 12:53. [PMID: 35136021 PMCID: PMC8826368 DOI: 10.1038/s41398-022-01820-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 01/17/2022] [Accepted: 01/19/2022] [Indexed: 12/21/2022] Open
Abstract
Autistic traits represent a continuum dimension across the population, with autism spectrum disorder (ASD) being the extreme end of the distribution. Accumulating evidence shows that neuroanatomical and neurofunctional profiles described in relatives of ASD individuals reflect an intermediate neurobiological pattern between the clinical population and healthy controls. This suggests that quantitative measures detecting autistic traits in the general population represent potential candidates for the development of biomarkers identifying early pathophysiological processes associated with ASD. Functional near-infrared spectroscopy (fNIRS) has been extensively employed to investigate neural development and function. In contrast, the potential of fNIRS to define reliable biomarkers of brain activity has been barely explored. Features of non-invasiveness, portability, ease of administration, and low-operating costs make fNIRS a suitable instrument to assess brain function for differential diagnosis, follow-up, analysis of treatment outcomes, and personalized medicine in several neurological conditions. Here, we introduce a novel standardized procedure with high entertaining value to measure hemodynamic responses (HDR) in the occipital cortex of adult subjects and children. We found that the variability of evoked HDR correlates with the autistic traits of children, assessed by the Autism-Spectrum Quotient. Interestingly, HDR amplitude was especially linked to social and communication features, representing the core symptoms of ASD. These findings establish a quick and easy strategy for measuring visually-evoked cortical activity with fNIRS that optimize the compliance of young subjects, setting the background for testing the diagnostic value of fNIRS visual measurements in the ASD clinical population.
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Mallory C, Keehn B. Implications of Sensory Processing and Attentional Differences Associated With Autism in Academic Settings: An Integrative Review. Front Psychiatry 2021; 12:695825. [PMID: 34512416 PMCID: PMC8430329 DOI: 10.3389/fpsyt.2021.695825] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Accepted: 07/14/2021] [Indexed: 11/20/2022] Open
Abstract
The impact of classroom environments on student engagement and academic performance is well-documented. Autism spectrum disorder (ASD) is associated with atypical sensory processing and attentional impairments, which may lead to challenges in successfully accessing educational material within these settings. These symptoms may help explain why students with ASD show discrepancies between intellectual ability and academic performance. Given the increasing number of students with ASD present in classrooms, understanding strengths and weaknesses in sensory processing and attention is necessary in order to design better classroom environments and develop more efficacious accommodations and interventions to support optimal student success. Therefore, the objectives of this review are to provide a brief review of the current literature on sensory processing and attention in ASD, survey how sensory and attentional functions affect academic outcomes in both neurotypical and ASD learners, and suggest potential accommodations/interventions for students with ASD based on these findings.
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Affiliation(s)
- Courtney Mallory
- Department of Speech, Language, and Hearing Sciences, Purdue University, West Lafayette, IN, United States
| | - Brandon Keehn
- Department of Speech, Language, and Hearing Sciences, Purdue University, West Lafayette, IN, United States.,Department of Psychological Sciences, Purdue University, West Lafayette, IN, United States
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8
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Zhang L, Qin Z, Ricke KM, Cruz SA, Stewart AFR, Chen HH. Hyperactivated PTP1B phosphatase in parvalbumin neurons alters anterior cingulate inhibitory circuits and induces autism-like behaviors. Nat Commun 2020; 11:1017. [PMID: 32094367 PMCID: PMC7039907 DOI: 10.1038/s41467-020-14813-z] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2019] [Accepted: 02/05/2020] [Indexed: 01/05/2023] Open
Abstract
Individuals with autism spectrum disorder (ASD) have social interaction deficits and difficulty filtering information. Inhibitory interneurons filter information at pyramidal neurons of the anterior cingulate cortex (ACC), an integration hub for higher-order thalamic inputs important for social interaction. Humans with deletions including LMO4, an endogenous inhibitor of PTP1B, display intellectual disabilities and occasionally autism. PV-Lmo4KO mice ablate Lmo4 in PV interneurons and display ASD-like repetitive behaviors and social interaction deficits. Surprisingly, increased PV neuron-mediated peri-somatic feedforward inhibition to the pyramidal neurons causes a compensatory reduction in (somatostatin neuron-mediated) dendritic inhibition. These homeostatic changes increase filtering of mediodorsal-thalamocortical inputs but reduce filtering of cortico-cortical inputs and narrow the range of stimuli ACC pyramidal neurons can distinguish. Simultaneous ablation of PTP1B in PV-Lmo4KO neurons prevents these deficits, indicating that PTP1B activation in PV interneurons contributes to ASD-like characteristics and homeostatic maladaptation of inhibitory circuits may contribute to deficient information filtering in ASD.
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Affiliation(s)
- Li Zhang
- Ottawa Hospital Research Institute, Neuroscience, Ottawa, Canada. .,University of Ottawa Brain and Mind Institute, Ottawa, Canada.
| | - Zhaohong Qin
- Ottawa Hospital Research Institute, Neuroscience, Ottawa, Canada.,University of Ottawa Brain and Mind Institute, Ottawa, Canada
| | - Konrad M Ricke
- Ottawa Hospital Research Institute, Neuroscience, Ottawa, Canada.,University of Ottawa Brain and Mind Institute, Ottawa, Canada.,University of Ottawa Heart Institute, Ottawa, Canada.,Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada
| | - Shelly A Cruz
- Ottawa Hospital Research Institute, Neuroscience, Ottawa, Canada.,University of Ottawa Brain and Mind Institute, Ottawa, Canada
| | - Alexandre F R Stewart
- University of Ottawa Heart Institute, Ottawa, Canada. .,Biochemistry, Microbiology and Immunology, University of Ottawa, Ottawa, Canada. .,Centre for Infection, Immunity and Inflammation, University of Ottawa, Ottawa, Canada.
| | - Hsiao-Huei Chen
- Ottawa Hospital Research Institute, Neuroscience, Ottawa, Canada. .,University of Ottawa Brain and Mind Institute, Ottawa, Canada. .,Centre for Infection, Immunity and Inflammation, University of Ottawa, Ottawa, Canada. .,Cellular and Molecular Medicine, University of Ottawa, Ottawa, Canada. .,Medicine, University of Ottawa, Ottawa, Canada.
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Flowers CS, Peterson MA. Semantic category priming from the groundside of objects shown in nontarget locations and at unpredictable times. J Vis 2018; 18:3. [PMID: 30508428 DOI: 10.1167/18.13.3] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022] Open
Abstract
Previous research demonstrated that familiar objects that are suggested, but not consciously perceived, on the groundside of the contours of a figure activate their semantic category during perceptual organization, at least when the figure appears at fixation at an expected time. Here, we investigate whether evidence for such semantic activation extends to stimuli presented at unpredictable times in peripheral locations. Participants categorized words shown centrally as denoting natural or artificial objects (Experiments 1 and 2a) or positive or negative concepts (Experiment 2b). Prior to the word, two distractor silhouettes appeared above and below fixation; both depicted novel figures. On experimental trials, portions of well-known (familiar) objects were suggested on the groundside of the borders of one (Experiment 1) or both (Experiment 2a and 2b) silhouettes. In Experiment 1, reaction times were slower when targets words were preceded by experimental distractor silhouettes regardless of whether the object suggested on the groundside of their borders was in the same or a different category as the object denoted by the word. Overall slowing may have occurred because (a) semantic category access by objects suggested on the groundside of experimental distractor silhouettes was sufficient to require filtering but not category-specific priming, (b) more competition for object status slowed processing of experimental compared to control silhouettes, or (c) featural differences increased the difficulty of processing the experimental versus the control silhouettes. The use of two identical experimental silhouettes in Experiment 2a allowed a semantic category priming effect to emerge, showing that the categories of objects suggested on the groundside of silhouette borders can be activated at unpredictable times in nontarget locations and in more than one location of the visual field. Experiment 2a suggested that (a) better explains the results of Experiment 1 than (b and c). Experiment 2b further ruled out explanations (b and c) as reasons for the Experiment 1 results by showing that the same pattern is not obtained when the semantic category of the objects suggested on the groundside of the experimental silhouettes borders is not task-relevant and does not require filtering. Thus, spatial prime-target congruence and temporal certainty are not necessary for priming by objects suggested on the groundside of figures. Implications for our understanding of the complex processes involved in perceptual organization are considered.
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Affiliation(s)
- Colin S Flowers
- Department of Psychology, University of Arizona, Tucson, AZ, USA
| | - Mary A Peterson
- Department of Psychology, University of Arizona, Tucson, AZ, USA.,Cognitive Science Program, University of Arizona, Tucson, AZ, USA
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