Literature DB >> 16690254

Associating functional recovery with neurocognitive profiles identified using partially ordered classification models.

Judith Jaeger1, Curtis Tatsuoka, Stefanie Berns, Ferenc Varadi, Pál Czobor, Sarah Uzelac.   

Abstract

Neurocognitive deficits are a core feature of schizophrenia and a significant cause of functional disability. However, targeting these deficits with new treatment approaches will only yield functional improvements if those cognitive operations that are responsible for different dimensions of functional recovery can be identified. A major challenge is that conventional neuropsychological tests, the most practical tools for broadly sampling cognitive functions in treatment trials, are polyfactorial, so that task performance is influenced by multiple cognitive operations. Hence, it is difficult to pinpoint exactly for which cognitive operations a low scoring subject may have poor functionality. We have previously applied in a neuropsychological test battery administered to 220 patients having schizophrenia or schizoaffective disorder, Bayesian statistical methods (yielding partially ordered sets, or posets) designed to mimic the expert analysis of a neuropsychologist by classifying patients into discrete groupings or "states" each having a unique cognitive profile. Here, we report on the association of attributes describing these states (viz. working memory, capacity for divergent thinking, cognitive flexibility and psychomotor speed) with two domains of functional outcome (work/education and residential functioning) rated up to 18 months later. After multiplicity correction, only working memory was associated with work/education outcome. While working memory was not associated with residential outcome, the remaining three attributes were. These findings suggest that different neurocognitive operations may be responsible for different outcome domains. Findings support the use of the poset methodology for clarifying patterns of relationships between discrete neurocognitive attributes and domains of functional outcome.

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Year:  2006        PMID: 16690254     DOI: 10.1016/j.schres.2006.03.005

Source DB:  PubMed          Journal:  Schizophr Res        ISSN: 0920-9964            Impact factor:   4.939


  5 in total

1.  Neurocognitive impairment in unaffected siblings of youth with bipolar disorder.

Authors:  A E Doyle; J Wozniak; T E Wilens; A Henin; L J Seidman; C Petty; R Fried; L M Gross; S V Faraone; J Biederman
Journal:  Psychol Med       Date:  2008-12-11       Impact factor: 7.723

2.  Modeling the heterogeneity in risk of progression to Alzheimer's disease across cognitive profiles in mild cognitive impairment.

Authors:  Curtis Tatsuoka; Huiyun Tseng; Judith Jaeger; Ferenc Varadi; Mark A Smith; Tomoko Yamada; Kathleen A Smyth; Alan J Lerner
Journal:  Alzheimers Res Ther       Date:  2013-03-06       Impact factor: 6.982

3.  Cognitive function in idiopathic intracranial hypertension: a prospective case-control study.

Authors:  Hanne Maria Yri; Birgitte Fagerlund; Hysse Birgitte Forchhammer; Rigmor Højland Jensen
Journal:  BMJ Open       Date:  2014-04-08       Impact factor: 2.692

4.  Associating Cognition With Amyloid Status Using Partially Ordered Set Analysis.

Authors:  Sarah J A Carr; Judith Jaeger; Shijia Bian; Ping He; Nancy Maserejian; Wenting Wang; Paul Maruff; Ahmed Enayetallah; Yanming Wang; Zhengyi Chen; Alan Lerner; Curtis Tatsuoka
Journal:  Front Neurol       Date:  2019-09-13       Impact factor: 4.003

5.  Neuropsychology of Bipolar Disorder.

Authors:  Peter Gallagher
Journal:  Curr Top Behav Neurosci       Date:  2021
  5 in total

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