ArticleBrain imaging and behavior2021
FMRI hemodynamic response function (HRF) as a novel marker of brain function: applications for understanding obsessive-compulsive disorder pathology and treatment response.
Article in Brain imaging and behavior, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers, 3 of them syntheses that pooled it.
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Who cites it
18 citing papers in PubMed, 3 syntheses or guidelines pooled it, 38 citations in OpenAlex.
- Machine learning in the prediction of treatment response for emotional disorders: A systematic review and meta-analysis.Clinical psychology review · 2025Pooled it
- A comprehensive review for machine learning on neuroimaging in obsessive-compulsive disorder.Frontiers in human neuroscience · 2023Pooled it
- Neurobiological outcomes of cognitive behavioral therapy for obsessive-compulsive disorder: A systematic review.Frontiers in psychiatry · 2022Pooled it
- Effect of ketamine intervention on hemodynamic responses in patients with treatment-resistant depression.Scientific reports · 2026Article
- Neurovascular Uncoupling in Alzheimer's and Parkinson's Diseases: Mechanisms and Therapeutic Strategies.Brain sciences · 2026Review
- Inter-individual variation of cellular and gene-expression properties of the human striatum.bioRxiv : the preprint server for biology · 2026Article
- Pre-CBT resting-state connectivity and white matter integrity in OCD remission: A multimodal MRI study.Neuroimage. Reports · 2025Article
- Cardiovascular risk in childhood and young adulthood is associated with the hemodynamic response function in midlife: The Bogalusa Heart Study.NeuroImage · 2025Article
- Artificial Intelligence in Obsessive-Compulsive Disorder: A Systematic Review.Current treatment options in psychiatry · 2025Review
- Flow augmentation therapies preserve brain network integrity and hemodynamics in a canine permanent occlusion model.Scientific reports · 2024Article
- Article
- Deconvolution of the Functional Ultrasound Response in the Mouse Visual Pathway Using Block-Term Decomposition.Neuroinformatics · 2023Article
- Using electronically delivered therapy and brain imaging to understand OCD pathology: A pilot feasibility study.Frontiers in psychiatry · 2023Article
- The confound of hemodynamic response function variability in human resting-state functional MRI studies.Frontiers in neuroscience · 2023Article
- Computing hemodynamic response functions from concurrent spectral fiber-photometry and fMRI data.Neurophotonics · 2022Article
- autohrf-an R package for generating data-informed event models for general linear modeling of task-based fMRI data.Frontiers in neuroimaging · 2022Article
- Improved localization of language areas using single voxel signal analysis of unprocessed fMRI data.Frontiers in radiology · 2022Article
- Improved Activation and Hemodynamic Response Function of Olfactory fMRI Using Simultaneous Multislice with Reduced TR Acquisition.BioMed research international · 2021Article
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 3 countries.
Funding
Abstract
The hemodynamic response function (HRF) represents the transfer function linking neural activity with the functional MRI (fMRI) signal, modeling neurovascular coupling. Since HRF is influenced by non-neural factors, to date it has largely been considered as a confound or has been ignored in many analyses. However, underlying biophysics suggests that the HRF may contain meaningful correlates of neural activity, which might be unavailable through conventional fMRI metrics. Here, we estimated the HRF by performing deconvolution on resting-state fMRI data from a longitudinal sample of 25 healthy controls scanned twice and 44 adults with obsessive-compulsive disorder (OCD) before and after 4-weeks of intensive cognitive-behavioral therapy (CBT). HRF response height, time-to-peak and full-width at half-maximum (FWHM) in OCD were abnormal before treatment and normalized after treatment in regions including the caudate. Pre-treatment HRF predicted treatment outcome (OCD symptom reduction) with 86.4% accuracy, using machine learning. Pre-treatment HRF response height in the caudate head and time-to-peak in the caudate tail were top-predictors of treatment response. Time-to-peak in the caudate tail, a region not typically identified in OCD studies using conventional fMRI activation or connectivity measures, may carry novel importance. Additionally, pre-treatment response height in caudate head predicted post-treatment OCD severity (R = -0.48, P = 0.001), and was associated with treatment-related OCD severity changes (R = -0.44, P = 0.0028), underscoring its relevance. With HRF being a reliable marker sensitive to brain function, OCD pathology, and intervention-related changes, these results could guide future studies towards novel discoveries not possible through conventional fMRI approaches like standard BOLD activation or connectivity.
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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.