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Ríos-Anillo MR, Ahmad M, Acosta-López JE, Cervantes-Henríquez ML, Henao-Castaño MC, Morales-Moreno MT, Espitia-Almeida F, Vargas-Manotas J, Sánchez-Barros C, Pineda DA, Sánchez-Rojas M. Brain Volumetric Analysis Using Artificial Intelligence Software in Premanifest Huntington's Disease Individuals from a Colombian Caribbean Population. Biomedicines 2024; 12:2166. [PMID: 39457479 PMCID: PMC11504451 DOI: 10.3390/biomedicines12102166] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2024] [Revised: 09/09/2024] [Accepted: 09/13/2024] [Indexed: 10/28/2024] Open
Abstract
Background and objectives: The premanifest phase of Huntington's disease (HD) is characterized by the absence of motor symptoms and exhibits structural changes in imaging that precede clinical manifestation. This study aimed to analyze volumetric changes identified through brain magnetic resonance imaging (MRI) processed using artificial intelligence (AI) software in premanifest HD individuals, focusing on the relationship between CAG triplet expansion and structural biomarkers. Methods: The study included 36 individuals descending from families affected by HD in the Department of Atlántico. Sociodemographic data were collected, followed by peripheral blood sampling to extract genomic DNA for quantifying CAG trinucleotide repeats in the Huntingtin gene. Brain volumes were evaluated using AI software (Entelai/IMEXHS, v4.3.4) based on MRI volumetric images. Correlations between brain volumes and variables such as age, sex, and disease status were determined. All analyses were conducted using SPSS (v. IBM SPSS Statistics 26), with significance set at p < 0.05. Results: The analysis of brain volumes according to CAG repeat expansion shows that individuals with ≥40 repeats evidence significant increases in cerebrospinal fluid (CSF) volume and subcortical structures such as the amygdalae and left caudate nucleus, along with marked reductions in cerebral white matter, the cerebellum, brainstem, and left pallidum. In contrast, those with <40 repeats show minimal or moderate volumetric changes, primarily in white matter and CSF. Conclusions: These findings suggest that CAG expansion selectively impacts key brain regions, potentially influencing the progression of Huntington's disease, and that AI in neuroimaging could identify structural biomarkers long before clinical symptoms appear.
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Affiliation(s)
- Margarita R. Ríos-Anillo
- Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.A.); (J.V.-M.); (M.S.-R.)
- Médico Residente de Neurología, Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.C.H.-C.); (M.T.M.-M.)
| | - Mostapha Ahmad
- Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.A.); (J.V.-M.); (M.S.-R.)
| | - Johan E. Acosta-López
- Facultad de Ciencias Jurídicas y Sociales, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (J.E.A.-L.); (M.L.C.-H.)
| | - Martha L. Cervantes-Henríquez
- Facultad de Ciencias Jurídicas y Sociales, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (J.E.A.-L.); (M.L.C.-H.)
| | - Maria C. Henao-Castaño
- Médico Residente de Neurología, Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.C.H.-C.); (M.T.M.-M.)
| | - Maria T. Morales-Moreno
- Médico Residente de Neurología, Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.C.H.-C.); (M.T.M.-M.)
| | - Fabián Espitia-Almeida
- Facultad de Ciencias Básicas y Biomédicas, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia;
| | - José Vargas-Manotas
- Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.A.); (J.V.-M.); (M.S.-R.)
| | - Cristian Sánchez-Barros
- Departamento de Neurofisiología Clínica Palma de Mallorca, Hospital Juaneda Miramar, 07001 Palma, Spain;
| | - David A. Pineda
- Grupo Neuropsicología y Conducta, Universidad de San Buenaventura, Medellín 050021, Colombia;
- Grupo de Neurociencias de Antioquia, Universidad de Antioquia, Medellín 050010, Colombia
| | - Manuel Sánchez-Rojas
- Facultad de Ciencias de la Salud, Centro de Investigaciones en Ciencias de la Vida, Universidad Simón Bolívar, Barranquilla 080005, Colombia; (M.A.); (J.V.-M.); (M.S.-R.)
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Niemann N, Jankovic J. Juvenile parkinsonism: Differential diagnosis, genetics, and treatment. Parkinsonism Relat Disord 2019; 67:74-89. [DOI: 10.1016/j.parkreldis.2019.06.025] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Revised: 05/24/2019] [Accepted: 06/28/2019] [Indexed: 12/12/2022]
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Zhang C, Ding Q, He H, Peng Y, Li C, Mai J, Li JS, Zhong J, Chang MW. Nanoporous hollow fibers as a phantom material for the validation of diffusion magnetic resonance imaging. J Appl Polym Sci 2019. [DOI: 10.1002/app.47617] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Affiliation(s)
- Chunchen Zhang
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Zhejiang Provincial Key Laboratory of Cardio-Cerebral Vascular Detection Technology and Medicinal Effectiveness Appraisal; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Qiuping Ding
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Center for Brain Imaging Science and Technology, College of Biomedical Engineering and Instrumental Science; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Hongjian He
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Center for Brain Imaging Science and Technology, College of Biomedical Engineering and Instrumental Science; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Yu Peng
- College of Civil Engineering and Architecture; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Chen Li
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Center for Brain Imaging Science and Technology, College of Biomedical Engineering and Instrumental Science; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - John Mai
- Alfred E. Mann Institute for Biomedical Engineering; University of Southern California; California Los Angeles 90089
| | - Jing-Song Li
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Jianhui Zhong
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Center for Brain Imaging Science and Technology, College of Biomedical Engineering and Instrumental Science; Zhejiang University; Hangzhou 310027 People's Republic of China
| | - Ming-Wei Chang
- Key Laboratory for Biomedical Engineering of Education Ministry of China; Zhejiang University; Hangzhou 310027 People's Republic of China
- Zhejiang Provincial Key Laboratory of Cardio-Cerebral Vascular Detection Technology and Medicinal Effectiveness Appraisal; Zhejiang University; Hangzhou 310027 People's Republic of China
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