Related Experiment Video
Updated: Jun 2, 2026

14:27
Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Structural MRI Biomarkers Related to Cognitive Recovery and Resistance to Recovery Using the Penalized Mixture Cure
Vida Pahlevani1, Farzad Eskanadri2, Mostafa Almasi-Dooghaee3
1Department of Biostatistics, Faculty of Medical Sciences, Tarbiat Modares University, Tehran, Iran.
Basic and Clinical Neuroscience
|June 1, 2026
Summary
Brain structure predicts recovery from mild cognitive impairment. Specific frontal and temporal lobe thickness and volume influence recovery rates and resistance, guiding personalized dementia interventions.
Area of Science:
- Neuroimaging
- Neurology
- Biostatistics
Background:
- Cognitive trajectories in individuals with a baseline Clinical Dementia Rating (CDR) score of 0.5 exhibit significant variability, ranging from recovery to resistance.
- Identifying predictors of these diverse trajectories is crucial for developing targeted interventions for cognitive decline.
Purpose of the Study:
- To investigate baseline structural magnetic resonance imaging (MRI) features and clinical factors associated with recovery rates and resistance in individuals with CDR 0.5.
- To utilize a penalized mixture cure model (MCM) to analyze these associations.
Main Methods:
- Analysis of data from 185 individuals with a baseline CDR of 0.5 from the OASIS-3 database.
- Assessment of structural MRI features and clinical measures using latency (recovery rate) and incidence (resistance) components of an MCM.
Main Results:
- Right rostral middle frontal thickness predicted faster recovery (HR=2.06), while right frontal pole thickness predicted slower recovery (HR=0.48).
- Left bankssts volume predicted resistance (OR=2.21), and left pars orbitalis thickness was protective (OR=0.56).
- Right supramarginal thickness showed paradoxical associations with both faster recovery (HR=1.24) and increased resistance (OR=1.48).
Conclusions:
- Mixture cure models reveal complex, context-dependent roles of structural MRI features in cognitive recovery and resistance.
- Frontal and temporal lobe structures are pivotal in determining cognitive outcomes.
- Findings support the use of MCM for personalized therapeutic strategies and understanding recovery dynamics in cognitive impairment.
