Publication: Predicting future cognitive decline from non-brain and multimodal brain imaging data in healthy and pathological aging
Predicting future cognitive decline from non-brain and multimodal brain imaging data in healthy and pathological aging
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Hebling Vieira, B., Liem, F., Dadi, K., Engemann, D. A., Gramfort, A., Bellec, P., Craddock, R. C., Damoiseaux, J. S., Steele, C. J., Yarkoni, T., Langer, N., Margulies, D. S., & Varoquaux, G. (2022). Predicting future cognitive decline from non-brain and multimodal brain imaging data in healthy and pathological aging. Neurobiology of Aging, 118, 55–65. https://doi.org/10.1016/j.neurobiolaging.2022.06.008
Abstract
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Abstract
Previous literature has focused on predicting a diagnostic label from structural brain imaging. Since subtle changes in the brain precede a cognitive decline in healthy and pathological aging, our study predicts future decline as a continuous trajectory instead. Here, we tested whether baseline multimodal neuroimaging data improve the prediction of future cognitive decline in healthy and pathological aging. Nonbrain data (demographics, clinical, and neuropsychological scores), structural MRI, and functional connectivity data from OASI
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- Hebling Vieira, Bruno
- Liem, Franziskus
- Dadi, Kamalaker
- Engemann, Denis A
- Gramfort, Alexandre
- Bellec, Pierre
- Craddock, Richard Cameron
- Damoiseaux, Jessica S
- Steele, Christopher J
- Yarkoni, Tal
- Langer, Nicolas
- Margulies, Daniel S
- Varoquaux, Gael
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Hebling Vieira, B., Liem, F., Dadi, K., Engemann, D. A., Gramfort, A., Bellec, P., Craddock, R. C., Damoiseaux, J. S., Steele, C. J., Yarkoni, T., Langer, N., Margulies, D. S., & Varoquaux, G. (2022). Predicting future cognitive decline from non-brain and multimodal brain imaging data in healthy and pathological aging. Neurobiology of Aging, 118, 55–65. https://doi.org/10.1016/j.neurobiolaging.2022.06.008
