Functional phenotypes in schizophrenia spectrum disorders: defining the constructs and identifying biopsychosocial correlates using data-driven methods
Functional impairments contribute to poor quality of life in schizophrenia spectrum disorders (SSD). We sought to (Objective I ) define the main functional phenotypes in SSD, then (Objective II ) identify key biopsychosocial correlates, emphasizing interpretable data-driven methods. Objective I was...
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Published in | NPJ schizophrenia Vol. 10; no. 1; pp. 58 - 13 |
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Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
London
Nature Publishing Group UK
24.06.2024
Nature Publishing Group Nature Portfolio |
Subjects | |
Online Access | Get full text |
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Summary: | Functional impairments contribute to poor quality of life in schizophrenia spectrum disorders (SSD). We sought to (Objective
I
) define the main functional phenotypes in SSD, then (Objective
II
) identify key biopsychosocial correlates, emphasizing interpretable data-driven methods.
Objective I
was tested on independent samples:
Dataset I
(
N
= 282) and
Dataset II
(
N
= 317), with SSD participants who underwent assessment of multiple functioning areas. Participants were clustered based on functioning.
Objective II
was evaluated in
Dataset I
by identifying key features for classifying functional phenotype clusters from among 65 sociodemographic, psychological, clinical, cognitive, and brain volume measures. Findings were replicated across latent discriminant analyses (LDA) and one-vs.-rest binomial regularized regressions to identify key predictors. We identified three clusters of participants in each dataset, demonstrating replicable functional phenotypes:
Cluster 1
—poor functioning across domains;
Cluster 2
—impaired
Role Functioning
, but partially preserved
Independent
and
Social Functioning
;
Cluster 3
—good functioning across domains. Key correlates were
Avolition, anhedonia, left hippocampal volume
, and measures of emotional intelligence and subjective social experience.
Avolition
appeared more closely tied to
role functioning
, and
anhedonia to independent and social functioning
. Thus, we found three replicable functional phenotypes with evidence that recovery may not be uniform across domains.
Avolition
and
anhedonia
were both critical but played different roles for different functional domains. It may be important to identify critical functional areas for individual patients and target interventions accordingly. |
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Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
ISSN: | 2754-6993 2754-6993 2334-265X |
DOI: | 10.1038/s41537-024-00479-9 |