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Natural clusters of tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND): new findings from the TOSCA TAND research project
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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.
Springer Science and Business Media LLC
Petrus J. de Vries
Elena Belousova
Mirjana P. Benedik
Tom Carter
Vincent Cottin
Paolo Curatolo
Lisa D’Amato
Guillaume Beure d’Augères
José C. Ferreira
Martha Feucht
Carla Fladrowski
Christoph Hertzberg
Sergiusz Jozwiak
John A. Lawson
Alfons Macaya
Ruben Marques
Rima Nabbout
Finbar O’Callaghan
Jiong Qin
Valentin Sander
Matthias Sauter
Seema Shah
Yukitoshi Takahashi
Renaud Touraine
Sotiris Youroukos
Bernard Zonnenberg
J. Chris Kingswood
Anna C. Jansen
Nobuo Shinohara
Shigeo Horie
Masaya Kubota
Jun Tohyama
Katsumi Imai
Mari Kaneda
Hideo Kaneko
Yasushi Uchida
Tomoko Kirino
Shoichi Endo
Yoshikazu Inoue
Katsuhisa Uruno
Ayse Serdaroglu
Zuhal Yapici
Banu Anlar
Sakir Altunbasak
Olga Lvova
Oleg Valeryevich Belyaev
Oleg Agranovich
Elena Vladislavovna Levitina
Yulia Vladimirovna Maksimova
Antonina Karas
Yuwu Jiang
Liping Zou
Kaifeng Xu
Yushi Zhang
Guoming Luan
Yuqin Zhang
Yi Wang
Meiling Jin
Dingwei Ye
Weiping Liao
Liemin Zhou
Jie Liu
Jianxiang Liao
Bo Yan
Yanchun Deng
Li Jiang
Zhisheng Liu
Shaoping Huang
Hua Li
Kijoong Kim
Pei-Lung Chen
Hsiu-Fen Lee
Jeng-Dau Tsai
Ching-Shiang Chi
Chao-Ching Huang
Kate Riney
Deborah Yates
Patrick Kwan
Surachai Likasitwattanakul
Charcrin Nabangchang
Lunliya Thampratankul Krisnachai Chomtho
Kamornwan Katanyuwong
Somjit Sriudomkajorn
Jo Wilmshurst
Reeval Segel
Tal Gilboa
Michal Tzadok
Aviva Fattal-Valevski
Panagiotis Papathanasopoulos
Antigone Syrigou Papavasiliou
Stylianos Giannakodimos
Stylianos Gatzonis
Evangelos Pavlou
Meropi Tzoufi
A. M. H. Vergeer
Marc Dhooghe
Hélène Verhelst
Filip Roelens
Marie Cecile Nassogne
Pierre Defresne
Liesbeth De Waele
Patricia Leroy
Nathalie Demonceau
Benjamin Legros
Patrick Van Bogaert
Berten Ceulemans
Lina Dom
Pierre Castelnau
Anne De Saint Martin
Audrey Riquet
Mathieu Milh
Claude Cances
Jean-Michel Pedespan
Dorothee Ville
Agathe Roubertie
Stéphane Auvin
Patrick Berquin
Christian Richelme
Catherine Allaire
Sophie Gueden
Sylvie Nguyen The Tich
Bertrand Godet
Maria Luz Ruiz Falco Rojas
Jaume Campistol Planas
Antonio Martinez Bermejo
Patricia Smeyers Dura
Susana Roldan Aparicio
Maria Jesus Martinez Gonzalez
Javier Lopez Pison
Manuel Oscar Blanco Barca
Eduardo Lopez Laso
Olga Alonso Luengo
Francisco Javier Aguirre Rodriguez
Ignacio Malaga Dieguez
Ana Camacho Salas
Itxaso Marti Carrera
Eduardo Martinez Salcedo
Maria Eugenia Yoldi Petri
Ramon Cancho Candela
Ines da Conceicao Carrilho
Jose Pedro Vieira
José Paulo da Silva Oliveira Monteiro
Miguel Jorge Santos de Oliveira Ferreira Leao
Catarina Sofia Marceano Ribeiro Luis
Carla Pires Mendonca
Milda Endziniene
Jurgis Strautmanis
Inga Talvik
Maria Paola Canevini
Antonio Gambardella
Dario Pruna
Salvatore Buono
Elena Fontana
Bernardo Dalla Bernardina
Carmen Burloiu
Iuliu Stefan Bacos Cosma
Mihaela Adela Vintan
Laura Popescu
Karel Zitterbart
Jaroslava Payerova
Ladislav Bratsky
Zuzana Zilinska
Ursula Gruber-Sedlmayr
Matthias Baumann
Edda Haberlandt
Kevin Rostasy
Ekaterina Pataraia
Frances Elmslie
Clare Ann Johnston
Pamela Crawford
Peter Uldall
Maria Dahlin
Paul Uvebrant
Olof Rask
Marit Bjoernvold
Eylert Brodtkorb
Andreas Sloerdahl
Ragnar Solhoff
Martine Sofie Gilje Jaatun
Marek Mandera
Elzbieta Janina Radzikowska
Mariusz Wysocki
Michael Fischereder
Gerhard Kurlemann
Bernd Wilken
Adelheid Wiemer-Kruel
Klemens Budde
Klaus Marquard
Markus Knuf
Andreas Hahn
Hans Hartmann
Andreas Merkenschlager
Regina Trollmann
Title: Natural clusters of tuberous sclerosis complex (TSC)-associated neuropsychiatric disorders (TAND): new findings from the TOSCA TAND research project
Description:
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.
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