ArticleJournal of neurodevelopmental disorders2020
Natural clusters of tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND): new findings from the TOSCA TAND research project.
Article in Journal of neurodevelopmental disorders, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
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Who cites it
24 citing papers in PubMed.
- Early neurodevelopmental outcomes in a child with tuberous sclerosis complex treated with everolimus and vigabatrin.BMC neurology · 2026Article
- Closing the Gap to Interventions for Tuberous Sclerosis Complex-Associated Neuropsychiatric Disorders (TAND): Protocol for a Longitudinal Study of TAND Severity, Predictors, and Caregiver Well-Being (TANDem-2).JMIR research protocols · 2026Article
- Investigation of risk factors for autism spectrum disorder in children with tuberous sclerosis complex.BMC psychiatry · 2026Article
- Dysregulation of AGO2-miRNA dynamics underlies the AGO2-associated Lessel-Kreienkamp syndrome.Nucleic acids research · 2025Article
- Deep developmental phenotyping in children with tuberous sclerosis complex, with and without autism.Developmental medicine and child neurology · 2025Article
- Validation of the self-report quantified Tuberous Sclerosis Complex-Associated Neuropsyciatric Disorders Checklist (TAND-SQ).Orphanet journal of rare diseases · 2025Article
- Differences between Tuberous Sclerosis Complex Patients with and without Epilepsy: The Results of a Quantitative Diffusion Tensor Imaging Study.Biomedicines · 2024Article
- Enhancing the utility of tuberous sclerosis complex-associated neuropsychiatric disorders checklist in China.Pediatric investigation · 2024Article
- Measurement of Developmental and Behavioral Concerns in Toddlers With Tuberous Sclerosis Complex.Pediatric neurology · 2024Article
- Impaired GABAergic regulation and developmental immaturity in interneurons derived from the medial ganglionic eminence in the tuberous sclerosis complex.Acta neuropathologica · 2024Article
- Duchenne Muscular Dystrophy-Associated Neurobehavioral Difficulties: Insights from Clinical Practice.Journal of neuromuscular diseases · 2024Article
- Development and Feasibility of the Self-Report Quantified Tuberous Sclerosis Complex-Associated Neuropsychiatric Disorders Checklist (TAND-SQ).Pediatric neurology · 2023Article
- International consensus recommendations for the identification and treatment of tuberous sclerosis complex-associated neuropsychiatric disorders (TAND).Journal of neurodevelopmental disorders · 2023Article
- Understanding the impact of tuberous sclerosis complex: development and validation of the TSC-PROM.BMC medicine · 2023Article
- Tuberous Sclerosis Complex Patients' Needs and Difficulties-Results of TAND Questionnaire Analysis in Polish Adult Population.Journal of clinical medicine · 2022Article
- miRNAs and isomiRs: Serum-Based Biomarkers for the Development of Intellectual Disability and Autism Spectrum Disorder in Tuberous Sclerosis Complex.Biomedicines · 2022Article
- Tuberous sclerosis complex is a novel, amyloid-independent tauopathy associated with elevated phosphorylated 3R/4R tau aggregation.Acta neuropathologica communications · 2022Article
- The research landscape of tuberous sclerosis complex-associated neuropsychiatric disorders (TAND)-a comprehensive scoping review.Journal of neurodevelopmental disorders · 2022Article
- Down-regulation of the brain-specific cell-adhesion molecule contactin-3 in tuberous sclerosis complex during the early postnatal period.Journal of neurodevelopmental disorders · 2022Article
- Empowering Families Through Technology: A Mobile-Health Project to Reduce the TAND Identification and Treatment Gap (TANDem).Frontiers in psychiatry · 2022Article
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29 authors.
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Abstract
backgroundTuberous 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.
methodsAs 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.
resultsA 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.
conclusionsResults 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.
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