1
|
Sánchez-Dinorín G, Rodríguez-Violante M, Cervantes-Arriaga A, Navarro-Roa C, Ricardo-Garcell J, Rodríguez-Camacho M, Solís-Vivanco R. Frontal functional connectivity and disease duration interactively predict cognitive decline in Parkinson's disease. Clin Neurophysiol 2020; 132:510-519. [PMID: 33450572 DOI: 10.1016/j.clinph.2020.11.035] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2020] [Revised: 09/25/2020] [Accepted: 11/16/2020] [Indexed: 01/27/2023]
Abstract
OBJECTIVE Cognitive decline does not always follow a predictable course in Parkinson's disease (PD), with some patients remaining stable while others meet criteria for dementia from early stages. Functional connectivity has been proposed as a good correlate of cognitive decline in PD, although it has not been explored whether the association between this connectivity and cognitive ability is influenced by disease duration, which was our objective. METHODS We included 30 patients with PD and 15 healthy controls (HC). Six cognitive domains were estimated based on neuropsychological assessment. Phase-based connectivity at frontal and posterior cortical regions was estimated from a resting EEG. RESULTS The PD group showed significant impairment for the executive, visuospatial, and language domains compared with HC. Increased connectivity at frontal regions was also found in the PD group. Frontal delta and theta connectivity negatively influenced general cognition and visuospatial performance, but this association was moderated by disease duration, with increased connectivity predicting worse performance after 8 years of disease duration. CONCLUSION Subtle neurophysiological changes underlie cognitive decline along PD progression, especially around a decade after motor symptoms onset. SIGNIFICANCE Connectivity of EEG slow waves at frontal regions might be used as a predictor of cognitive decline in PD.
Collapse
Affiliation(s)
- Gerardo Sánchez-Dinorín
- Neuropsychology Laboratory, Instituto Nacional de Neurología y Neurocirugía Manuel Velasco Suárez (INNN), Mexico City, Mexico; Faculty of Psychology, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico
| | | | | | | | | | | | - Rodolfo Solís-Vivanco
- Neuropsychology Laboratory, Instituto Nacional de Neurología y Neurocirugía Manuel Velasco Suárez (INNN), Mexico City, Mexico; Faculty of Psychology, Universidad Nacional Autónoma de México (UNAM), Mexico City, Mexico.
| |
Collapse
|
2
|
Schütze M, de Souza Costa D, de Paula JJ, Malloy-Diniz LF, Malamut C, Mamede M, de Miranda DM, Brammer M, Romano-Silva MA. Use of machine learning to predict cognitive performance based on brain metabolism in Neurofibromatosis type 1. PLoS One 2018; 13:e0203520. [PMID: 30192842 PMCID: PMC6128556 DOI: 10.1371/journal.pone.0203520] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2017] [Accepted: 08/22/2018] [Indexed: 12/12/2022] Open
Abstract
Neurofibromatosis Type 1 (NF1) can cause a wide range of cognitive deficits, but its underlying nature is still unknown. We investigated the correlation between cognitive performance and specific patterns of resting-state brain metabolism in a NF1 sample. Sixteen individuals diagnosed with NF1 underwent 18F-FDG PET/CT brain imaging followed by a neuropsychological assessment. Principal component analysis was performed on 17 measures of cognitive function and a machine learning approach based on Gaussian Process Regression was used to individually predict the components that represented most of the variance in the neuropsychological data. The accuracy of the method was estimated using leave-one-out cross-validation and its significance through permutation testing. We found that only the first component could be accurately predicted from resting state metabolism (r = 0.926, p<0.001). Multiple and heterogeneous measures contribute to the first component, mainly WISC/WAIS Procedure and Verbal IQ, verbal memory and fluency. Considering the accurate prediction of measures of neuropsychological performance based on brain metabolism in NF1 patients, this suggests an underlying metabolic pattern that relates to cognitive performance in this group.
Collapse
Affiliation(s)
- Manuel Schütze
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- * E-mail:
| | - Danielle de Souza Costa
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Jonas Jardim de Paula
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Leandro Fernandes Malloy-Diniz
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Carlos Malamut
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Centro de Desenvolvimento da Tecnologia Nuclear, Comissão Nacional de Energia Nuclear, Belo Horizonte, Brazil
| | - Marcelo Mamede
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Anatomia e Imagem, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Débora Marques de Miranda
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Pediatria, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Michael Brammer
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Department of Neuroimaging, Institute of Psychiatry, London, United Kingdom
| | - Marco Aurélio Romano-Silva
- Instituto Nacional de Ciência e Tecnologia de Medicina Molecular, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
- Departamento de Saúde Mental, Faculdade de Medicina, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| |
Collapse
|
3
|
de Paula JJ, Oliveira TD, Querino EHG, Malloy-Diniz LF. The Five Digits Test in the assessment of older adults with low formal education: construct validity and reliability in a Brazilian clinical sample. TRENDS IN PSYCHIATRY AND PSYCHOTHERAPY 2017; 39:173-179. [DOI: 10.1590/2237-6089-2016-0060] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/24/2016] [Accepted: 04/16/2017] [Indexed: 11/22/2022]
Abstract
Abstract Introduction In the assessment of older adults with very low formal education, typical tests of selective attention and inhibitory control are biased by reading abilities. In this sense, we aim to assess the psychometric characteristics of the Five Digits Test (FDT), a numerical Stroop paradigm, in older adults without cognitive disorders, with mild cognitive impairment, and with dementia. Methods We assessed 211 Brazilian older adults with low formal education using the FDT and other cognitive measures. Construct validity and reliability were assessed by correlations and internal consistency. Results The FDT test had weak correlations with crystalized intelligence tests and moderate-high correlations with fluid intelligence measures and tests of global cognitive status and executive functions. The split-half coefficient of reliability showed high internal consistency (>0.900). Conclusion Together, the results suggest that the FDT is a valid and reliable measure for the assessment of processing speed and executive functions in older adults with low formal education.
Collapse
Affiliation(s)
- Jonas Jardim de Paula
- Faculdade de Ciências Médicas de Minas Gerais, Brazil; Universidade Federal de Minas Gerais, Brazil
| | | | | | | |
Collapse
|
4
|
Paula JJD, Costa DDS, Bertola L, Miranda DD, Malloy-Diniz LF. Verbal fluency in older adults with low educational level: what is the role of executive functions and processing speed? BRAZILIAN JOURNAL OF PSYCHIATRY 2013; 35:440-2. [PMID: 24402221 DOI: 10.1590/1516-4446-2013-1118] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/24/2013] [Accepted: 03/27/2013] [Indexed: 11/22/2022]
Affiliation(s)
- Jonas Jardim de Paula
- Laboratory of Neuropsychological Investigations (LIN), School of Medicine, Universidade Federal de Minas Gerais (UFMG), Belo HorizonteMG, Brazil
| | - Danielle de Souza Costa
- Laboratory of Neuropsychological Investigations (LIN), School of Medicine, Universidade Federal de Minas Gerais (UFMG), Belo HorizonteMG, Brazil
| | - Laiss Bertola
- Laboratory of Neuropsychological Investigations (LIN), School of Medicine, Universidade Federal de Minas Gerais (UFMG), Belo HorizonteMG, Brazil
| | - Débora de Miranda
- National Science and Technology Institute for Molecular Medicine, School of Medicine, UFMG, Belo HorizonteMG, Brazil
| | - Leandro Fernandes Malloy-Diniz
- Laboratory of Neuropsychological Investigations (LIN), School of Medicine, Universidade Federal de Minas Gerais (UFMG), Belo HorizonteMG, Brazil
| |
Collapse
|
5
|
de Paula JJ, Cintra MTG, Miranda DM, Bicalho MAC, Moares EN, Malloy-Diniz LF. Remission of cognitive deficits in Parkinson's disease: recovery from a nonamnestic mild cognitive impairment or psychiatric symptoms remission? Case Rep Psychiatry 2012; 2012:427698. [PMID: 23193494 PMCID: PMC3501808 DOI: 10.1155/2012/427698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2012] [Accepted: 10/01/2012] [Indexed: 12/02/2022] Open
Abstract
Mild cognitive impairment is a clinical condition more frequent in patients with Parkinson's disease than in general population. The nonamnestic presentations, usually characterized by executive dysfunction, are most prevalent. We present a case report of a Parkinson's disease patient diagnosed with nonamnestic mild cognitive impairment that showed complete remission of cognitive symptoms after one year. We discuss the possible causes for the remission, focusing on the treatment of medical conditions such as a major depressive episode and vitamin B12 deficiency, in addition to the change of pharmacological treatment. In a third assessment, cognitive performance remained normal. The case report highlights the importance of controlling clinical comorbidities on the assessment and followup of mild cognitive impairment, especially on Parkinson's disease.
Collapse
Affiliation(s)
- Jonas Jardim de Paula
- Laboratório de Investigações Neuropsicológicas (LIN), Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
- INCT de Medicina Molecular, Faculdade de Medicina, Universidade Federal de Minas Gerais, Avenida Alfredo Balena 190, 30130-100 Belo Horizonte, MG, Brazil
- Instituto Jenny de Andrade Faria de Atenção à Saúde do Idoso, Hospital das Clínicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
| | - Marco Túlio Gualberto Cintra
- Instituto Jenny de Andrade Faria de Atenção à Saúde do Idoso, Hospital das Clínicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
| | - Débora Marques Miranda
- INCT de Medicina Molecular, Faculdade de Medicina, Universidade Federal de Minas Gerais, Avenida Alfredo Balena 190, 30130-100 Belo Horizonte, MG, Brazil
| | - Maria Aparecida Camargos Bicalho
- Departamento de Clínica Médica, Faculdade de Medicina, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
| | - Edgar Nunes Moares
- Instituto Jenny de Andrade Faria de Atenção à Saúde do Idoso, Hospital das Clínicas, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
- Departamento de Clínica Médica, Faculdade de Medicina, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
| | - Leandro Fernandes Malloy-Diniz
- Laboratório de Investigações Neuropsicológicas (LIN), Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
- INCT de Medicina Molecular, Faculdade de Medicina, Universidade Federal de Minas Gerais, Avenida Alfredo Balena 190, 30130-100 Belo Horizonte, MG, Brazil
- Departamento de Saúde Mental, Faculdade de Medicina, Universidade Federal de Minas Gerais, 31270-901 Belo Horizonte, MG, Brazil
| |
Collapse
|