ArticleFrontiers in neuroscience2013
ICA model order selection of task co-activation networks.
Article in Frontiers in neuroscience, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 71 papers, 1 of them a synthesis that pooled it.
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
71 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Tasks activating the default mode network map multiple functional systems.Brain structure & function · 2022Pooled it
- Intensive Blood Pressure Management Preserves Functional Connectivity in Patients with Hypertension from the Systolic Blood Pressure Intervention Randomized Trial.AJNR. American journal of neuroradiology · 2023Trial
- Changes in brain functional connectivity and cognition related to white matter lesion burden in hypertensive patients from SPRINT.Neuroradiology · 2021Trial
- Altered network hub connectivity after acute LSD administration.NeuroImage. Clinical · 2018Trial
- Neurocognitive characterization of behaviour and mental illness through time-varying brain network analysis.Nature communications · 2026Article
- Deciphering multiway multiscale brain network connectivity from birth to 6 months.Communications biology · 2026Article
- Spatial development of brain networks during the first six postnatal months.Communications biology · 2025Article
- Comparison of different neurite density metrics with brain asymmetry evaluation.Zeitschrift fur medizinische Physik · 2025Article
- Deciphering Multiway Multiscale Brain Network Connectivity: Insights from Birth to 6 Months.bioRxiv : the preprint server for biology · 2025Article
- Motor priming induces changes in resting state dynamics in cerebellum of writer's cramp dystonia: insights for clinical therapies.Dystonia (Lausanne, Switzerland) · 2025Article
- Assessing remission in major depressive disorder using a functional-structural data fusion pipeline: A CAN-BIND-1 study.IBRO neuroscience reports · 2024Article
- Enhanced motor network engagement during reward gain anticipation in fibromyalgia.Cortex; a journal devoted to the study of the nervous system and behavior · 2024Article
- Networks extracted from nonlinear fMRI connectivity exhibit unique spatial variation and enhanced sensitivity to differences between individuals with schizophrenia and controls.Nature. Mental health · 2024Article
- Networks extracted from nonlinear fMRI connectivity exhibit unique spatial variation and enhanced sensitivity to differences between individuals with schizophrenia and controls.bioRxiv : the preprint server for biology · 2023Article
- Interactions between the aging brain and motor task complexity across the lifespan: balancing brain activity resource demand and supply.Cerebral cortex (New York, N.Y. : 1991) · 2023Article
- Temporal dynamics predict symptom onset and cognitive decline in familial frontotemporal dementia.Alzheimer's & dementia : the journal of the Alzheimer's Association · 2023Article
- Assessing dynamic brain activity during verbal associative learning using MEG/fMRI co-processing.Neuroimage. Reports · 2023Article
- Mapping the effects of pregnancy on resting state brain activity, white matter microstructure, neural metabolite concentrations and grey matter architecture.Nature communications · 2022Article
- An efficient functional magnetic resonance imaging data reduction strategy using neighborhood preserving embedding algorithm.Human brain mapping · 2022Article
- Aberrant default mode connectivity in adolescents with early-onset psychosis: A resting state fMRI study.NeuroImage. Clinical · 2022Article
11 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
Abstract
Independent component analysis (ICA) has become a widely used method for extracting functional networks in the brain during rest and task. Historically, preferred ICA dimensionality has widely varied within the neuroimaging community, but typically varies between 20 and 100 components. This can be problematic when comparing results across multiple studies because of the impact ICA dimensionality has on the topology of its resultant components. Recent studies have demonstrated that ICA can be applied to peak activation coordinates archived in a large neuroimaging database (i.e., BrainMap Database) to yield whole-brain task-based co-activation networks. A strength of applying ICA to BrainMap data is that the vast amount of metadata in BrainMap can be used to quantitatively assess tasks and cognitive processes contributing to each component. In this study, we investigated the effect of model order on the distribution of functional properties across networks as a method for identifying the most informative decompositions of BrainMap-based ICA components. Our findings suggest dimensionality of 20 for low model order ICA to examine large-scale brain networks, and dimensionality of 70 to provide insight into how large-scale networks fractionate into sub-networks. We also provide a functional and organizational assessment of visual, motor, emotion, and interoceptive task co-activation networks as they fractionate from low to high model-orders.
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.