Mapping Longitudinal Psychiatric Signatures in Huntington's Disease

被引:0
作者
De Paepe, Audrey E. [1 ,2 ]
Giannoula, Alexia [2 ]
Garcia-Gorro, Clara [1 ]
Rodriguez-Dechicha, Nadia [3 ]
Vaquer, Irene [3 ]
Calopa, Matilde [4 ]
Sanz, Ferran [2 ]
Furlong, Laura, I [5 ]
de Diego-Balaguer, Ruth [1 ,6 ,7 ,8 ]
Camara, Estela [1 ]
机构
[1] Bellvitge Biomed Res Inst, IDIBELL, Cognit & Brain Plast Unit, Barcelona, Spain
[2] Univ Pompeu Fabra, Hosp Mar Res Inst, Dept Med & Life Sci MELIS, Res Grp Integrat Biomed Informat GRIB, Barcelona, Spain
[3] Hosp Duran & Reynals, Barcelona, Spain
[4] Hosp Univ Bellvitge, Neurol Serv, Movement Disorders Unit, Barcelona, Spain
[5] MedBioinformat Solut, Barcelona, Spain
[6] Univ Barcelona, Dept Cognit Dev & Educ Psychol, Barcelona, Spain
[7] Catalan Inst Res & Adv Studies, CREA, Barcelona, Spain
[8] Univ Barcelona, Inst Neurosci, Barcelona, Spain
关键词
Huntington's disease; Individual differences; Depression; Irritability; Disease trajectories; Machine learning; PROBLEM BEHAVIORS ASSESSMENT; CAG REPEAT LENGTH; QUALITY-OF-LIFE; NEUROPSYCHIATRIC SYMPTOMS; COMPULSIVE SYMPTOMS; TRACK-HD; PBA-S; DEPRESSION; APATHY; PROGRESSION;
D O I
10.1093/arclin/acaf011
中图分类号
B849 [应用心理学];
学科分类号
040203 ;
摘要
Objective Although Huntington's disease is characterized by motor onset, psychiatric disturbances may present years prior and affect functioning. However, there is inter-individual variability in psychiatric expression and progression. This study therefore strives to stratify longitudinal psychiatric signatures that may inform Huntington's disease prognosis, with potential clinical applications.Methods Forty-six Huntington's disease gene carriers (21 premanifest, 25 manifest; 31 female; age range 25-69) underwent short-Problem Behavior Assessment for depression, irritability, apathy, and dysexecutive behaviors for up to six longitudinal visits. The Disease Trajectories software, a machine-learning approach, was employed to perform unsupervised clustering of psychiatric trajectories. Linear fits were calculated for each cluster. Lastly, the main clusters of shared trajectories were assessed for group differences in demographic and clinical characteristics.Results The Disease Trajectories analysis software identified two main psychiatric patterns comprising premanifest and manifest patients that explained 54% of the sample. These two clusters evinced a dissociation in the development of depression and irritability; the first cluster was defined by increasing irritability with no depression and the second by a rise-and-fall in depression with no irritability. Both clusters showed a longitudinal increase in clinically relevant apathy and dysexecutive behaviors.Conclusions Ultimately, through the detection of individual-level psychiatric trajectories with machine-learning, this exploratory study reveals that a dissociation of depression and irritability is apparent even in premanifest stages. These findings underscore individual differences in the severity of longitudinal multivariate clinical characteristics for real-world patient stratification, with implications for precision medicine.
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页数:13
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