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      Optimizing Cross-Sectional Prediction of Social Functioning in Youth Referred for Neuropsychological Testing

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      PLoS ONE
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          Abstract

          The current study aimed to establish a fine-grained, efficient characterization of the concurrent neuropsychological contributions to social functioning in neuropsychologically-referred youth. A secondary aim was to demonstrate a useful statistic approach for such investigations (Partial Least Squares Regression; PLSR), which is underutilized in this field. Forty-five participants (70 – 164 months; M age = 110.89; 34 male) were recruited from a large neuropsychological assessment clinic. Participants completed subtests from the NEPSY-II focusing on neuropsychological constructs that have been linked to social functioning (affect decoding, social memory, motor skills, visuomotor skills, response inhibition, attention and set-shifting, and verbal comprehension). Mothers completed the BASC-2, from which Atypicality and Social Skills scales were analyzed. PLSR revealed that difficulty with social memory, sensorimotor integration, and the ability to attend to and accurately discriminate auditory stimuli combine to best predict atypical or “odd” behavior. In terms of social skills, two factors emerged. The first factor indicated that, counterintuitively, greater emotional perception, visuospatial perception, ability to attend to and accurately discriminate auditory stimuli, and understand instructions was related to poorer social skills. The second factor indicated that a pattern of better facial memory, and sensorimotor ability (execution & integration) characterized a distinct profile of greater social ability. PLSR results were compared to traditional OLS and Backwards Stepwise regression approaches to demonstrate utility. Results also suggested that these findings were consistent across age, gender, and diagnostic group, indicating common neuropsychological substrates of social functioning in this sample of referred youth. Overall, this study provides the first characterization of optimized combinations of neuropsychological variables in predicting social functioning in assessment clinic-referred youth, and introduces to this literature a valuable statistical approach for obtaining such characterizations.

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          Partial Least Squares (PLS) methods for neuroimaging: a tutorial and review.

          Partial Least Squares (PLS) methods are particularly suited to the analysis of relationships between measures of brain activity and of behavior or experimental design. In neuroimaging, PLS refers to two related methods: (1) symmetric PLS or Partial Least Squares Correlation (PLSC), and (2) asymmetric PLS or Partial Least Squares Regression (PLSR). The most popular (by far) version of PLS for neuroimaging is PLSC. It exists in several varieties based on the type of data that are related to brain activity: behavior PLSC analyzes the relationship between brain activity and behavioral data, task PLSC analyzes how brain activity relates to pre-defined categories or experimental design, seed PLSC analyzes the pattern of connectivity between brain regions, and multi-block or multi-table PLSC integrates one or more of these varieties in a common analysis. PLSR, in contrast to PLSC, is a predictive technique which, typically, predicts behavior (or design) from brain activity. For both PLS methods, statistical inferences are implemented using cross-validation techniques to identify significant patterns of voxel activation. This paper presents both PLS methods and illustrates them with small numerical examples and typical applications in neuroimaging. Copyright © 2010 Elsevier Inc. All rights reserved.
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            Social and pragmatic deficits in autism: cognitive or affective?

            Autism is characterized by a chronic, severe impairment in social relations. Recent studies of language in autism also show pervasive deficits in pragmatics. We assume, uncontroversially, that these two deficits are linked, since pragmatics is part of social competence. This paper reviews the literature describing these deficits, and then considers two different psychological theories of these phenomena: the Affective theory and the Cognitive theory. Although the Affective theory makes better sense of the results from emotional recognition tasks, the Cognitive theory predicts the particular pattern of impaired and unimpaired social skills in autism, as well as the pragmatic deficits. These two theories might usefully be integrated in the future.
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              SOCIAL: an integrative framework for the development of social skills.

              Despite significant advances in the field of social neuroscience, much remains to be understood regarding the development and maintenance of social skills across the life span. Few comprehensive models exist that integrate multidisciplinary perspectives and explain the multitude of factors that influence the emergence and expression of social skills. Here, a developmental biopsychosocial model (SOCIAL) is offered that incorporates the biological underpinnings and socio-cognitive skills that underlie social function (attention/executive function, communication, socio-emotional skills), as well as the internal and external (environmental) factors that mediate these skills. The components of the model are discussed in the context of the social brain network and are supported by evidence from 3 conditions known to affect social functioning (autism spectrum disorders, schizophrenia, and traumatic brain injury). This integrative model is intended to provide a theoretical structure for understanding the origins of social dysfunction and the factors that influence the emergence of social skills through childhood and adolescence in both healthy and clinical populations.
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                Author and article information

                Contributors
                Role: Academic Editor
                Journal
                PLoS One
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, CA USA )
                1932-6203
                26 May 2015
                2015
                : 10
                : 5
                : e0128303
                Affiliations
                [1 ]Department of Psychology, Stony Brook University, Stony Brook, New York, United States of America
                [2 ]Department of Psychiatry and Behavioral Sciences, Feinberg School of Medicine, Northwestern University, Chicago, Illinois, United States of America
                [3 ]Department of Psychiatry & Behavioral Neuroscience, University of Chicago, Chicago, Illinois, United States of America
                University of Dundee, UNITED KINGDOM
                Author notes

                Competing Interests: The authors have declared that no competing interests exist.

                Conceived and designed the experiments: MDL SJH. Performed the experiments: MDL SJH LP. Analyzed the data: MDL. Contributed reagents/materials/analysis tools: SJH. Wrote the paper: MDL LP SJH.

                Article
                PONE-D-14-31267
                10.1371/journal.pone.0128303
                4444114
                26011533
                411af2ad-a749-4ad6-803d-a450fab5670b
                Copyright @ 2015

                This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited

                History
                : 15 July 2014
                : 25 April 2015
                Page count
                Figures: 2, Tables: 4, Pages: 16
                Funding
                These authors have no support or funding to report.
                Categories
                Research Article
                Custom metadata
                Ethical restrictions make data unsuitable for public deposition. An ethically compliant dataset can be obtained on request to the Institutional Review Board of the University of Chicago, or to Dr. Scott Hunter ( shunter@ 123456yoda.bsd.uchicago.edu ).

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