Skip to main navigation Skip to search Skip to main content

Natural clusters of tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND): New findings from the TOSCA TAND research project

  • TOSCA Consortium
  • , TOSCA Investigators
  • University of Cape Town
  • Pirogov Russian National Research Medical University (RNRMU)
  • SPS Pediatrična Klinika
  • TSA Tuberous Sclerosis Association
  • Université Claude Bernard Lyon 1
  • Tor Vergata University Hospital
  • Novartis Farma SpA
  • Association Sclérose Tubéreuse de Bourneville
  • Centro Hospitalar Lisboa Ocidental
  • Medical University of Vienna
  • Associazione Sclerosi Tuberosa ONLUS
  • European Tuberous Sclerosis Complex Association
  • Vivantes Hospital Neukoelln
  • Medical University of Warsaw
  • The Children's Memorial Health Institute
  • Sydney Children's Hospital, Randwick
  • University Hospital Vall d'Hebron
  • University of Leon
  • Hôpital Necker Enfants Malades
  • University College London Great Ormond Street Institute of Child Health
  • Peking University Peopleʼs Hospital
  • Tallinn Children Hospital
  • Klinikverbund Kempten-Oberallgäu gGmbH
  • Novartis Healthcare Pvt. Ltd.
  • NHO
  • CHU-Hôpital Nord
  • St. Sophia Children's Hospital
  • University Medical Centre Utrecht
  • St George's University of London
  • Universitair Ziekenhuis Brussel

Research output: Contribution to journalArticlepeer-review

31 Citations (Scopus)

Abstract

Background: Tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND) have unique, individual patterns that pose significant challenges for diagnosis, psycho-education, and intervention planning. A recent study suggested that it may be feasible to use TAND Checklist data and data-driven methods to generate natural TAND clusters. However, the study had a small sample size and data from only two countries. Here, we investigated the replicability of identifying natural TAND clusters from a larger and more diverse sample from the TOSCA study. Methods: As part of the TOSCA international TSC registry study, this embedded research project collected TAND Checklist data from individuals with TSC. Correlation coefficients were calculated for TAND variables to generate a correlation matrix. Hierarchical cluster and factor analysis methods were used for data reduction and identification of natural TAND clusters. Results: A total of 85 individuals with TSC (female:male, 40:45) from 7 countries were enrolled. Cluster analysis grouped the TAND variables into 6 clusters: a scholastic cluster (reading, writing, spelling, mathematics, visuo-spatial difficulties, disorientation), a hyperactive/impulsive cluster (hyperactivity, impulsivity, self-injurious behavior), a mood/anxiety cluster (anxiety, depressed mood, sleep difficulties, shyness), a neuropsychological cluster (attention/concentration difficulties, memory, attention, dual/multi-tasking, executive skills deficits), a dysregulated behavior cluster (mood swings, aggressive outbursts, temper tantrums), and an autism spectrum disorder (ASD)-like cluster (delayed language, poor eye contact, repetitive behaviors, unusual use of language, inflexibility, difficulties associated with eating). The natural clusters mapped reasonably well onto the six-factor solution generated. Comparison between cluster and factor solutions from this study and the earlier feasibility study showed significant similarity, particularly in cluster solutions. Conclusions: Results from this TOSCA research project in an independent international data set showed that the combination of cluster analysis and factor analysis may be able to identify clinically meaningful natural TAND clusters. Findings were remarkably similar to those identified in the earlier feasibility study, supporting the potential robustness of these natural TAND clusters. Further steps should include examination of larger samples, investigation of internal consistency, and evaluation of the robustness of the proposed natural clusters.

Original languageEnglish
Article number24
JournalJournal of Neurodevelopmental Disorders
Volume12
Issue number1
DOIs
Publication statusPublished - 1 Sept 2020

Keywords

  • ASD
  • Cluster analysis
  • Factor analysis
  • Natural TAND clusters
  • Neuropsychiatric
  • Registry
  • TAND
  • TOSCA
  • Tuberous sclerosis complex

Fingerprint

Dive into the research topics of 'Natural clusters of tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND): New findings from the TOSCA TAND research project'. Together they form a unique fingerprint.

Cite this