Analysis of Friedreich's ataxia patient clinical data reveals importance of accurate GAA repeat determination in disease prognosis and gender differences in cardiac measures
Autor: | Xiaohui Liu, Paola Giunti, Annette M. Payne, Allan Tucker, Mohammadmersad Ghorbani, Michael H Parkinson, Françoise Pousset, David Gilbert, Stephen Swift |
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Rok vydání: | 2019 |
Předmět: |
0301 basic medicine
medicine.medical_specialty Ataxia Neurology Nucleotide repeat Health Informatics Disease lcsh:Computer applications to medicine. Medical informatics Bioinformatics 03 medical and health sciences 0302 clinical medicine Medicine Allele Disease prognosis biology Clinical prognosis business.industry Friedrich's ataxia medicine.disease 030104 developmental biology 030220 oncology & carcinogenesis Frataxin biology.protein lcsh:R858-859.7 Computerised classification Intelligent data analysis Age of onset medicine.symptom business |
Zdroj: | Informatics in Medicine Unlocked, Vol 17, Iss, Pp-(2019) |
ISSN: | 2352-9148 |
DOI: | 10.1016/j.imu.2019.100266 |
Popis: | Friedreich's ataxia (FRDA) is a rare autosomal recessive inherited neurodegenerative disease which is the result of a triplet repeat expansion in the intronic region of the frataxin FXN gene resulting in depleted frataxin protein expression. Disease onset is usually in childhood and causes progressive damage to the nervous system resulting in progressive disability. This work uses computer aided classification techniques to identify which measures of the disease progression, including accurate determination of the shortest allele repeat length, are the most informative when trying to predict likely disease progression and prognosis. Further we investigate the possibility of a gender difference in the progression of the disease. Our results highlight the importance of accurate determination GAA repeat length in any clinical predictions showing that the number of repeats is the best prognostic tool in FRDA and is strongly linked to the age at onset disease. Further that there are possible gender dependent differences in cardiac measurements recorded from patients of similar age of onset and GAA repeat length. Keywords: Friedrich's ataxia, Nucleotide repeat, Computerised classification, Neurology, Clinical prognosis, Intelligent data analysis |
Databáze: | OpenAIRE |
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