scholarly journals Test-retest reliability estimation of functional MRI data

2002 ◽  
Vol 48 (1) ◽  
pp. 62-70 ◽  
Author(s):  
Ranjan Maitra ◽  
Steven R. Roys ◽  
Rao P. Gullapalli
Keyword(s):  
Functional Mri ◽  
Reliability Estimation ◽  
Retest Reliability ◽  
Test Retest Reliability

scholarly journals Integrating Task-Based Functional MRI Across Tasks Markedly Boosts Prediction and Reliability of Brain-Cognition Relationship

2021 ◽  
Author(s):  
Alina Tetereva ◽  
Jean Li ◽  
Jeremiah Deng ◽  
Argyris Stringaris ◽  
Narun Pat
Keyword(s):  
Individual Differences ◽  
Functional Mri ◽  
Cognitive Abilities ◽  
Brain Mri ◽  
Integration Theory ◽  
Sources Of Information ◽  
Resting State Functional Connectivity ◽  
Retest Reliability ◽  
Human Connectome Project ◽  
Test Retest Reliability

Capturing individual differences in cognitive abilities is central to human neuroscience. Yet our ability to estimate cognitive abilities via brain MRI is still poor in both prediction and reliability. Our study tested if this inability was partly due to the over-reliance on 1) non-task MRI modalities and 2) single modalities. We directly compared predictive models comprising of different sets of MRI modalities (e.g., task vs. non-task). Using the Human Connectome Project (n=873 humans, 473 females, after exclusions), we integrated task-based functional MRI (tfMRI) across seven tasks along with other non-task MRI modalities (structural MRI, resting-state functional connectivity) via a machine-learning, stacking approach. The model integrating all modalities provided unprecedented prediction (r=.581) and excellent test-retest reliability (ICC>.75) in capturing general cognitive abilities. Importantly, comparing to the model integrating among non-task modalities (r=.367), integrating tfMRI across tasks led to significantly higher prediction (r=.544) while still providing excellent test-retest reliability (ICC>.75). The model integrating tfMRI across tasks was driven by areas in the frontoparietal network and by tasks that are cognition-related (working-memory, relational processing, and language). This result is consistent with the parieto-frontal integration theory of intelligence. Accordingly, our results sharply contradict the recently popular notion that tfMRI is not appropriate for capturing individual differences in cognition. Instead, our study suggests that tfMRI, when used appropriately (i.e., by drawing information across the whole brain and across tasks and by integrating with other modalities), provides predictive and reliable sources of information for individual differences in cognitive abilities, more so than non-task modalities.

scholarly journals Test–retest reliability of a functional MRI anticipatory anxiety paradigm in healthy volunteers

2008 ◽  
Vol 27 (3) ◽  
pp. 459-468 ◽  
Author(s):  
Thérèse Schunck ◽  
Gilles Erb ◽  
Alexandre Mathis ◽  
Nathalie Jacob ◽  
Christian Gilles ◽  
...  
Keyword(s):  
Healthy Volunteers ◽  
Functional Mri ◽  
Anticipatory Anxiety ◽  
Retest Reliability ◽  
Test Retest Reliability

Test-Retest Reliability of a Functional MRI Working Memory Paradigm in Normal and Schizophrenic Subjects

2001 ◽  
Vol 158 (6) ◽  
pp. 955-958 ◽  
Author(s):  
Dara S. Manoach ◽  
Elkan F. Halpern ◽  
Todd S. Kramer ◽  
Yuchiao Chang ◽  
Donald C. Goff ◽  
...  
Keyword(s):  
Working Memory ◽  
Functional Mri ◽  
Retest Reliability ◽  
Test Retest Reliability

scholarly journals Test-Retest Reliability of Graph Metrics in High-resolution Functional Connectomics: A Resting-State Functional MRI Study

2015 ◽  
Vol 21 (10) ◽  
pp. 802-816 ◽  
Author(s):  
Hai-Xiao Du ◽  
Xu-Hong Liao ◽  
Qi-Xiang Lin ◽  
Gu-Shu Li ◽  
Yu-Ze Chi ◽  
...  
Keyword(s):  
High Resolution ◽  
Functional Mri ◽  
Resting State ◽  
Retest Reliability ◽  
Graph Metrics ◽  
Mri Study ◽  
Test Retest Reliability

scholarly journals Neural responses to children’s faces: Test–retest reliability of structural and functional MRI

2019 ◽  
Vol 9 (3) ◽  
pp. e01192 ◽  
Author(s):  
Esther Heckendorf ◽  
Marian J. Bakermans‐Kranenburg ◽  
Marinus H. van Ijzendoorn ◽  
Rens Huffmeijer
Keyword(s):  
Functional Mri ◽  
Neural Responses ◽  
Retest Reliability ◽  
Test Retest Reliability

Functional brain hubs and their test–retest reliability: A multiband resting-state functional MRI study

NeuroImage ◽  
2013 ◽  
Vol 83 ◽  
pp. 969-982 ◽  
Author(s):  
Xu-Hong Liao ◽  
Ming-Rui Xia ◽  
Ting Xu ◽  
Zheng-Jia Dai ◽  
Xiao-Yan Cao ◽  
...  
Keyword(s):  
Functional Mri ◽  
Resting State ◽  
Retest Reliability ◽  
Functional Brain ◽  
Mri Study ◽  
Test Retest Reliability
Sign in / Sign up

Export Citation Format

Share Document