Suppr超能文献

块设计 fMRI 研究中的血流动力学响应建模。

Modeling of the hemodynamic responses in block design fMRI studies.

机构信息

Centre for Advanced Imaging, The University of Queensland, Brisbane, Queensland, Australia.

Queensland Institute of Medical Research, Brisbane, Queensland, Australia.

出版信息

J Cereb Blood Flow Metab. 2014 Feb;34(2):316-24. doi: 10.1038/jcbfm.2013.200. Epub 2013 Nov 20.

Abstract

The hemodynamic response function (HRF) describes the local response of brain vasculature to functional activation. Accurate HRF modeling enables the investigation of cerebral blood flow regulation and improves our ability to interpret fMRI results. Block designs have been used extensively as fMRI paradigms because detection power is maximized; however, block designs are not optimal for HRF parameter estimation. Here we assessed the utility of block design fMRI data for HRF modeling. The trueness (relative deviation), precision (relative uncertainty), and identifiability (goodness-of-fit) of different HRF models were examined and test-retest reproducibility of HRF parameter estimates was assessed using computer simulations and fMRI data from 82 healthy young adult twins acquired on two occasions 3 to 4 months apart. The effects of systematically varying attributes of the block design paradigm were also examined. In our comparison of five HRF models, the model comprising the sum of two gamma functions with six free parameters had greatest parameter accuracy and identifiability. Hemodynamic response function height and time to peak were highly reproducible between studies and width was moderately reproducible but the reproducibility of onset time was low. This study established the feasibility and test-retest reliability of estimating HRF parameters using data from block design fMRI studies.

摘要

血流动力学响应函数(HRF)描述了脑脉管系统对功能激活的局部反应。准确的 HRF 建模能够研究脑血流调节,并提高我们解释 fMRI 结果的能力。由于检测能力最大化,块设计已被广泛用作 fMRI 范式;然而,块设计并不适合 HRF 参数估计。在这里,我们评估了块设计 fMRI 数据在 HRF 建模中的效用。使用计算机模拟和从 82 对健康年轻成年双胞胎在相隔 3 至 4 个月的两次采集的 fMRI 数据,评估了不同 HRF 模型的准确性(相对偏差)、精密度(相对不确定性)和可识别性(拟合优度),并评估了 HRF 参数估计的测试-重测可重复性。还检查了块设计范式的系统变化属性的影响。在对五个 HRF 模型的比较中,包含两个伽马函数的和六个自由参数的模型具有最高的参数准确性和可识别性。在研究之间,血流动力学响应函数的高度和峰值时间高度可重复,而宽度中度可重复,但起始时间的可重复性较低。这项研究确定了使用块设计 fMRI 研究的数据估计 HRF 参数的可行性和测试-重测可靠性。

相似文献

1
Modeling of the hemodynamic responses in block design fMRI studies.
J Cereb Blood Flow Metab. 2014 Feb;34(2):316-24. doi: 10.1038/jcbfm.2013.200. Epub 2013 Nov 20.
2
The impact of temporal regularization on estimates of the BOLD hemodynamic response function: a comparative analysis.
Neuroimage. 2008 May 1;40(4):1606-18. doi: 10.1016/j.neuroimage.2008.01.011. Epub 2008 Jan 26.
3
A signal subspace approach for modeling the hemodynamic response function in fMRI.
Magn Reson Imaging. 2003 Oct;21(8):835-43. doi: 10.1016/s0730-725x(03)00180-2.
4
Joint maximum likelihood estimation of activation and Hemodynamic Response Function for fMRI.
Med Image Anal. 2014 Jul;18(5):711-24. doi: 10.1016/j.media.2014.03.005. Epub 2014 Apr 24.
5
Validity and power in hemodynamic response modeling: a comparison study and a new approach.
Hum Brain Mapp. 2007 Aug;28(8):764-84. doi: 10.1002/hbm.20310.
6
Optimizing stimulation and analysis protocols for neonatal fMRI.
PLoS One. 2015 Aug 12;10(8):e0120202. doi: 10.1371/journal.pone.0120202. eCollection 2015.
7
Fourier modeling of the BOLD response to a breath-hold task: Optimization and reproducibility.
Neuroimage. 2016 Jul 15;135:223-31. doi: 10.1016/j.neuroimage.2016.02.037. Epub 2016 Feb 22.
9
Modelling hemodynamic response function in epilepsy.
Clin Neurophysiol. 2013 Nov;124(11):2108-18. doi: 10.1016/j.clinph.2013.05.024. Epub 2013 Jul 9.

引用本文的文献

1
Towards whole brain mapping of the haemodynamic response function.
J Cereb Blood Flow Metab. 2025 Apr 12:271678X251325413. doi: 10.1177/0271678X251325413.
3
The contribution of the vascular architecture and cerebrovascular reactivity to the BOLD signal formation across cortical depth.
Imaging Neurosci (Camb). 2024 Jun 28;2:1-19. doi: 10.1162/imag_a_00203. eCollection 2024 Jun 1.
4
Application of Functional Near-Infrared Spectroscopy in Apraxia Studies in Alzheimer's Disease: A Proof of Concept Experiment.
J Med Signals Sens. 2023 Aug 31;13(4):319-322. doi: 10.4103/jmss.jmss_40_22. eCollection 2023 Oct-Dec.
5
The PyMVPA BIDS-App: a robust multivariate pattern analysis pipeline for fMRI data.
Front Neurosci. 2023 Aug 24;17:1233416. doi: 10.3389/fnins.2023.1233416. eCollection 2023.
7
An fNIRS investigation of novel expressed emotion stimulations in schizophrenia.
Sci Rep. 2023 Jul 10;13(1):11141. doi: 10.1038/s41598-023-38057-1.
8
Morphology and Hemodynamics of Cerebral Arteries and Aneurysms in a Rare Pair of Monozygotic Twins.
Diagnostics (Basel). 2023 Jun 8;13(12):2004. doi: 10.3390/diagnostics13122004.

本文引用的文献

1
Imaging language networks before and after anterior temporal lobe resection: results of a longitudinal fMRI study.
Epilepsia. 2012 Apr;53(4):639-50. doi: 10.1111/j.1528-1167.2012.03433.x. Epub 2012 Mar 16.
2
The continuing challenge of understanding and modeling hemodynamic variation in fMRI.
Neuroimage. 2012 Aug 15;62(2):1017-23. doi: 10.1016/j.neuroimage.2012.02.015. Epub 2012 Feb 14.
3
The BOLD post-stimulus undershoot, one of the most debated issues in fMRI.
Neuroimage. 2012 Aug 15;62(2):1092-102. doi: 10.1016/j.neuroimage.2012.01.029. Epub 2012 Jan 9.
4
Heritability of working memory brain activation.
J Neurosci. 2011 Jul 27;31(30):10882-90. doi: 10.1523/JNEUROSCI.5334-10.2011.
5
Optimal design for nonlinear estimation of the hemodynamic response function.
Hum Brain Mapp. 2012 Jun;33(6):1253-67. doi: 10.1002/hbm.21289. Epub 2011 May 12.
6
Creating probabilistic maps of the face network in the adolescent brain: a multicentre functional MRI study.
Hum Brain Mapp. 2012 Apr;33(4):938-57. doi: 10.1002/hbm.21261. Epub 2011 Mar 17.
7
Individual variability in the shape and amplitude of the BOLD-HRF correlates with endogenous GABAergic inhibition.
Hum Brain Mapp. 2012 Feb;33(2):455-65. doi: 10.1002/hbm.21223. Epub 2011 Mar 17.
8
Dynamic modeling of neuronal responses in fMRI using cubature Kalman filtering.
Neuroimage. 2011 Jun 15;56(4):2109-28. doi: 10.1016/j.neuroimage.2011.03.005. Epub 2011 Mar 9.
9
A multicentre study of motor functional connectivity changes in patients with multiple sclerosis.
Eur J Neurosci. 2011 Apr;33(7):1256-63. doi: 10.1111/j.1460-9568.2011.07623.x. Epub 2011 Mar 7.
10
Physiological noise and signal-to-noise ratio in fMRI with multi-channel array coils.
Neuroimage. 2011 Mar 15;55(2):597-606. doi: 10.1016/j.neuroimage.2010.11.084. Epub 2010 Dec 16.

文献AI研究员

20分钟写一篇综述,助力文献阅读效率提升50倍。

立即体验

用中文搜PubMed

大模型驱动的PubMed中文搜索引擎

马上搜索

文档翻译

学术文献翻译模型,支持多种主流文档格式。

立即体验