ReviewThe Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry2024
The Prediction of Brain Activity from Connectivity: Advances and Applications.
Review in The Neuroscientist : a review journal bringing neurobiology, neurology and psychiatry, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers.
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The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
16 citing papers in PubMed.
- Sequence of episodic memory-related behavioral and brain-imaging abnormalities in type 2 diabetes.Nutrition & diabetes · 2025Trial
- Fusiform face area development correlates with development in higher-order social brain regions.Developmental cognitive neuroscience · 2026Article
- Increasing the Reliability of Functional Connectivity by Predicting Long-Scan Functional Connectivity based on Short-Scan Functional Connectivity: Model Exploration, Explanation, Validation, and Application.Neuroinformatics · 2026Article
- Efficient Deep Learning Models for Predicting Individualized Task Activation From Resting-State Functional Connectivity.Human brain mapping · 2026Article
- Subject fingerprinting and task classification rely on distinct functional connectivity features.Brain structure & function · 2026Article
- Connectivity and function are coupled across cognitive domains throughout the brain.Network neuroscience (Cambridge, Mass.) · 2026Article
- Stable individualized brain computing model informed by spatiotemporal co-activity patterns.PLoS computational biology · 2025Article
- Post-Traumatic Stress Symptoms in Parents of Preschoolers First Diagnosed with Autism: Gender Differences and Correlations with Broad Autism Phenotypes.International journal of environmental research and public health · 2025Article
- Continuous Diffusion-Detected Neuroplasticity during Motor Learning.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2025Article
- Review
- Predicting task-related brain activity from resting-state brain dynamics with fMRI Transformer.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Functional coupling of the lateral prefrontal cortex and the default mode network predicts performance in mental rotation.Imaging neuroscience (Cambridge, Mass.) · 2025Article
- Gender differences in brain activity underlying acupuncture sensations at LR3: a task-based fMRI study.Frontiers in human neuroscience · 2025Article
- Impact of data processing varieties on DCM estimates of effective connectivity from task-fMRI.Human brain mapping · 2024Article
- Predicting high-level visual areas in the absence of task fMRI.Scientific reports · 2024Article
- Editorial: Novel perspectives and improvements in fMRI functional connectivity analysis methods used to investigate brain networks and cognitive mechanisms in humans.Frontiers in neuroscience · 2023Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The human brain is composed of multiple, discrete, functionally specialized regions that are interconnected to form large-scale distributed networks. Using advanced brain-imaging methods and machine-learning analytical approaches, recent studies have demonstrated that regional brain activity during the performance of various cognitive tasks can be accurately predicted from patterns of task-independent brain connectivity. In this review article, we first present evidence for the predictability of brain activity from structural connectivity (i.e., white matter connections) and functional connectivity (i.e., temporally synchronized task-free activations). We then discuss the implications of such predictions to clinical populations, such as patients diagnosed with psychiatric disorders or neurologic diseases, and to the study of brain-behavior associations. We conclude that connectivity may serve as an infrastructure that dictates brain activity, and we pinpoint several open questions and directions for future research.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.