ArticleFrontiers in neuroinformatics2013
Impact of functional MRI data preprocessing pipeline on default-mode network detectability in patients with disorders of consciousness.
Article in Frontiers in neuroinformatics, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 12 papers, 1 of them a synthesis that pooled it.
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Who cites it
12 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Resting brain activity in disorders of consciousness: a systematic review and meta-analysis.Neurology · 2015Pooled it
- Salience network segregation and symptom profiles in psychosis risk subgroups among youth and early adults.Schizophrenia (Heidelberg, Germany) · 2025Article
- Monotonicity in graph theoretic summaries of fMRI data acquired during human learning.Frontiers in human neuroscience · 2025Article
- Domain adaptation in small-scale and heterogeneous biological datasets.Science advances · 2024Review
- Resting-State fMRI in Chronic Patients with Disorders of Consciousness: The Role of Lower-Order Networks for Clinical Assessment.Brain sciences · 2022Article
- Degrees of functional connectome abnormality in disorders of consciousness.Human brain mapping · 2018Article
- Bayesian Optimization for Neuroimaging Pre-processing in Brain Age Classification and Prediction.Frontiers in aging neuroscience · 2018Article
- Discrete pre-processing step effects in registration-based pipelines, a preliminary volumetric study on T1-weighted images.PloS one · 2017Article
- Neural correlates of consciousness: what we know and what we have to learn!Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2015Review
- Going beyond the current neuroinformatics infrastructure.Frontiers in neuroinformatics · 2015Article
- Preoperative mapping of the sensorimotor cortex: comparative assessment of task-based and resting-state FMRI.PloS one · 2014Article
- Integration of multimodal neuroimaging methods: a rationale for clinical applications of simultaneous EEG-fMRI.Functional neurologyReview
Corrections and comments
- Erratum issued
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
An emerging application of resting-state functional MRI (rs-fMRI) is the study of patients with disorders of consciousness (DoC), where integrity of default-mode network (DMN) activity is associated to the clinical level of preservation of consciousness. Due to the inherent inability to follow verbal instructions, arousal induced by scanning noise and postural pain, these patients tend to exhibit substantial levels of movement. This results in spurious, non-neural fluctuations of the rs-fMRI signal, which impair the evaluation of residual functional connectivity. Here, the effect of data preprocessing choices on the detectability of the DMN was systematically evaluated in a representative cohort of 30 clinically and etiologically heterogeneous DoC patients and 33 healthy controls. Starting from a standard preprocessing pipeline, additional steps were gradually inserted, namely band-pass filtering (BPF), removal of co-variance with the movement vectors, removal of co-variance with the global brain parenchyma signal, rejection of realignment outlier volumes and ventricle masking. Both independent-component analysis (ICA) and seed-based analysis (SBA) were performed, and DMN detectability was assessed quantitatively as well as visually. The results of the present study strongly show that the detection of DMN activity in the sub-optimal fMRI series acquired on DoC patients is contingent on the use of adequate filtering steps. ICA and SBA are differently affected but give convergent findings for high-grade preprocessing. We propose that future studies in this area should adopt the described preprocessing procedures as a minimum standard to reduce the probability of wrongly inferring that DMN activity is absent.
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