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1.
PLoS Comput Biol ; 20(5): e1011869, 2024 May.
Article in English | MEDLINE | ID: mdl-38739671

ABSTRACT

We introduce an innovative, data-driven topological data analysis (TDA) technique for estimating the state spaces of dynamically changing functional human brain networks at rest. Our method utilizes the Wasserstein distance to measure topological differences, enabling the clustering of brain networks into distinct topological states. This technique outperforms the commonly used k-means clustering in identifying brain network state spaces by effectively incorporating the temporal dynamics of the data without the need for explicit model specification. We further investigate the genetic underpinnings of these topological features using a twin study design, examining the heritability of such state changes. Our findings suggest that the topology of brain networks, particularly in their dynamic state changes, may hold significant hidden genetic information.


Subject(s)
Brain , Nerve Net , Adult , Female , Humans , Male , Young Adult , Algorithms , Brain/physiology , Brain Mapping/methods , Cluster Analysis , Computational Biology/methods , Magnetic Resonance Imaging/methods , Models, Neurological , Nerve Net/physiology
2.
Dev Psychopathol ; : 1-20, 2022 Oct 14.
Article in English | MEDLINE | ID: mdl-36229958

ABSTRACT

An enduring issue in the study of mental health is identifying developmental processes that explain how childhood characteristics progress to maladaptive forms. We examine the role that behavioral inhibition (BI) has on social anxiety (SA) during adolescence in 868 families of twins assessed at ages 8, 13, and 15 years. Multimodal assessments of BI and SA were completed at each phase, with additional measures (e.g., parenting stress) for parents and twins. Analyses were conducted in several steps: first, we used a cross-lagged panel model to demonstrate bidirectional paths between BI and SA; second a biometric Cholesky decomposition showed that both genetic and environmental influences on childhood BI also affect adolescent SA; next, multilevel phenotypic models tested moderation effects between BI and SA. We tested seven potential moderators of the BI to SA prediction in individual models and included only those that emerged as significant in a final conditional model examining predictors of SA. Though several main effects emerged as significant, only parenting stress had a significant interaction with BI to predict SA, highlighting the importance of environmental moderators in models examining temperamental effects on later psychological symptoms. This comprehensive assessment continues to build the prototype for such developmental psychopathology models.

4.
Twin Res Hum Genet ; 22(4): 233-239, 2019 08.
Article in English | MEDLINE | ID: mdl-31498059

ABSTRACT

The Wisconsin Twin Project comprises multiple longitudinal studies that span infancy to early adulthood. We summarize recent papers that show how twin designs with deep phenotyping, including biological measures, can inform questions about phenotypic structure, etiology, comorbidity, heterogeneity, and gene-environment interplay of temperamental constructs and mental and physical health conditions of children and adolescents. The general framework for investigations begins with rich characterization of early temperament and follows with study of experiences and exposures across childhood and adolescence. Many studies incorporate neuroimaging and hormone assays.


Subject(s)
Affective Symptoms/genetics , Diseases in Twins/genetics , Mood Disorders/genetics , Twins/genetics , Adolescent , Adult , Affective Symptoms/physiopathology , Affective Symptoms/psychology , Child , Diseases in Twins/epidemiology , Female , Humans , Longitudinal Studies , Male , Mood Disorders/physiopathology , Mood Disorders/psychology , Neurosciences/trends , Phenotype , Psychology, Developmental/trends , Psychopathology/trends , Temperament/physiology , Wisconsin
5.
J Abnorm Child Psychol ; 47(8): 1303-1313, 2019 08.
Article in English | MEDLINE | ID: mdl-30706250

ABSTRACT

Peer victimization impacts 13% of adolescents worldwide (Currie et al. 2012). Despite its prevalence and associated adverse outcomes, global cognitive processes that could be affected by peer victimization have not been thoroughly investigated. Using a monozygotic (MZ) twin difference design that rigorously controls for the influence of genetic and familial level confounders, we examined the relation between peer victimization exposure and selective attention processes during an affective go/no go task. Twins who experienced more severe peer victimization were biased towards detecting goal relevant stimuli during the task. Our findings suggest an environmentally salient relation between peer victimization and goal oriented selective attention. Future work should investigate how this process might serve to enhance or buffer risk of peer victimization exposure for developing later adverse outcomes.


Subject(s)
Attention/physiology , Bullying , Crime Victims , Exposure to Violence , Goals , Peer Group , Adolescent , Adult , Female , Humans , Male , Psychomotor Performance/physiology , Research Design , Twins, Monozygotic , Young Adult
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