ArticleNeuroImage2019
Sliding window correlation analysis: Modulating window shape for dynamic brain connectivity in resting state.
Article in NeuroImage, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
41 citing papers in PubMed.
- Neural Determinants of Sedentary Lifestyle in Older Adults: A Brain Network Analysis.Brain and behavior · 2025Trial
- Dual-attention temporal graph neural network on resting-state fMRI dynamic functional connectivity identifies risk-related patterns of migraine chronification.BMC medical imaging · 2026Article
- Movement-Based Low Back Pain Subgroups Using Motion Tape Strain Data with Biomechanical and Causal Feature Engineering.Sensors (Basel, Switzerland) · 2026Article
- Sex differences in human brain dynamics assessed with edge functional connectivity.Brain imaging and behavior · 2026Article
- Altered dynamic functional connectivity in adults with rural left-behind experience: a resting-state fMRI study.Frontiers in psychiatry · 2026Article
- Natural language processing reveals network structure of pain communication in social media using discrete mathematical analysis.Scientific reports · 2025Article
- Studying time-resolved functional connectivity via communication theory: on the complementary nature of phase synchronization and sliding window Pearson correlation.bioRxiv : the preprint server for biology · 2025Article
- Decoding dynamic brain networks in Parkinson's disease with temporal attention.Scientific reports · 2025Article
- DySCo: A general framework for dynamic functional connectivity.PLoS computational biology · 2025Article
- Tensor dictionary-based heterogeneous transfer learning to study emotion-related gender differences in brain.Neural networks : the official journal of the International Neural Network Society · 2025Article
- A Statistical Characterization of Dynamic Brain Functional Connectivity.Human brain mapping · 2025Article
- Functional connectivity in EEG: a multiclass classification approach for disorders of consciousness.Frontiers in neuroscience · 2025Article
- Both k-core percolation and directed graph analysis revealed succession and transition of voxels' spatiotemporal progress on dynamic correlation resting-state fMRI.Frontiers in human neuroscience · 2025Article
- Deep learning models reveal the link between dynamic brain connectivity patterns and states of consciousness.Scientific reports · 2024Article
- Robust Inference of Dynamic Covariance Using Wishart Processes and Sequential Monte Carlo.Entropy (Basel, Switzerland) · 2024Article
- Dynamic functional connectivity and gene expression correlates in temporal lobe epilepsy: insights from hidden markov models.Journal of translational medicine · 2024Article
- Stacking models of brain dynamics to improve prediction of subject traits in fMRI.Imaging neuroscience (Cambridge, Mass.) · 2024Article
- Topological state-space estimation of functional human brain networks.PLoS computational biology · 2024Article
- Aberrant dynamic properties of whole-brain functional connectivity in acute mild traumatic brain injury revealed by hidden Markov models.CNS neuroscience & therapeutics · 2024Article
- Decoding the dynamic perception of risk and speed using naturalistic stimuli: A multivariate, whole-brain analysis.Human brain mapping · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
Abstract
The sliding window correlation (SWC) analysis is a straightforward and common approach for evaluating dynamic functional connectivity. Despite the fact that sliding window analyses have been long used, there are still considerable technical issues associated with the approach. A great effort has recently been dedicated to investigate the window setting effects on dynamic connectivity estimation. In this direction, tapered windows have been proposed to alleviate the effect of sudden changes associated with the edges of rectangular windows. Nevertheless, the majority of the windows exploited to estimate brain connectivity tend to suppress dynamic correlations, especially those with faster variations over time. Here, we introduced a window named modulated rectangular (mRect) to address the suppressing effect associated with the conventional windows. We provided a frequency domain analysis using simulated time series to investigate how sliding window analysis (using the regular window functions, e.g. rectangular and tapered windows) may lead to unwanted spectral modulations, and then we showed how this issue can be alleviated through the mRect window. Moreover, we created simulated dynamic network data with altering states over time using simulated fMRI time series, to examine the performance of different windows in tracking network states. We quantified the state identification rate of different window functions through the Jaccard index, and observed superior performance of the mRect window compared to the conventional window functions. Overall, the proposed window function provides an approach that improves SWC estimations, and thus the subsequent inferences and interpretations based on the connectivity network analyses.
Indexed as
Identifiers
What OpenQuestion holds
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.