Long duration stimuli and nonlinearities in the neural-haemodynamic coupling

Recent studies have shown that the haemodynamic responses to brief (<2 secs) stimuli can be well characterised as a linear convolution of neural activity with a suitable haemodynamic impulse response. In this paper, we show that the linear convolution model cannot predict measurements of blood fl...

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Published in:Journal of cerebral blood flow and metabolism Vol. 25; no. 5; pp. 651 - 661
Main Authors: Martindale, John, Berwick, Jason, Martin, Chris, Kong, Yazhuo, Zheng, Ying, Mayhew, John
Format: Journal Article
Language:English
Published: London, England SAGE Publications 01-05-2005
Lippincott Williams & Wilkins
Sage Publications Ltd
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Abstract Recent studies have shown that the haemodynamic responses to brief (<2 secs) stimuli can be well characterised as a linear convolution of neural activity with a suitable haemodynamic impulse response. In this paper, we show that the linear convolution model cannot predict measurements of blood flow responses to stimuli of longer duration (>2 secs), regardless of the impulse response function chosen. Modifying the linear convolution scheme to a nonlinear convolution scheme was found to provide a good prediction of the observed data. Whereas several studies have found a nonlinear coupling between stimulus input and blood flow responses, the current modelling scheme uses neural activity as an input, and thus implies nonlinearity in the coupling between neural activity and blood flow responses. Neural activity was assessed by current source density analysis of depth-resolved evoked field potentials, while blood flow responses were measured using laser Doppler flowmetry. All measurements were made in rat whisker barrel cortex after electrical stimulation of the whisker pad for 1 to 16 secs at 5 Hz and 1.2 mA (individual pulse width 0.3 ms).
AbstractList Recent studies have shown that the haemodynamic responses to brief (<2 secs) stimuli can be well characterised as a linear convolution of neural activity with a suitable haemodynamic impulse response. In this paper, we show that the linear convolution model cannot predict measurements of blood flow responses to stimuli of longer duration (>2 secs), regardless of the impulse response function chosen. Modifying the linear convolution scheme to a nonlinear convolution scheme was found to provide a good prediction of the observed data. Whereas several studies have found a nonlinear coupling between stimulus input and blood flow responses, the current modelling scheme uses neural activity as an input, and thus implies nonlinearity in the coupling between neural activity and blood flow responses. Neural activity was assessed by current source density analysis of depth-resolved evoked field potentials, while blood flow responses were measured using laser Doppler flowmetry. All measurements were made in rat whisker barrel cortex after electrical stimulation of the whisker pad for 1 to 16 secs at 5 Hz and 1.2 mA (individual pulse width 0.3 ms).
Recent studies have shown that the haemodynamic responses to brief (&lt;2 secs) stimuli can be well characterised as a linear convolution of neural activity with a suitable haemodynamic impulse response. In this paper, we show that the linear convolution model cannot predict measurements of blood flow responses to stimuli of longer duration (&gt;2 secs), regardless of the impulse response function chosen. Modifying the linear convolution scheme to a nonlinear convolution scheme was found to provide a good prediction of the observed data. Whereas several studies have found a nonlinear coupling between stimulus input and blood flow responses, the current modelling scheme uses neural activity as an input, and thus implies nonlinearity in the coupling between neural activity and blood flow responses. Neural activity was assessed by current source density analysis of depth-resolved evoked field potentials, while blood flow responses were measured using laser Doppler flowmetry. All measurements were made in rat whisker barrel cortex after electrical stimulation of the whisker pad for 1 to 16 secs at 5 Hz and 1.2 mA (individual pulse width 0.3 ms).
Author Martin, Chris
Berwick, Jason
Zheng, Ying
Martindale, John
Mayhew, John
Kong, Yazhuo
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Issue 5
Keywords impulse response
rat
laser Doppler flowmetry
nonlinear
current source density
haemodynamics
Doppler ultrasound study
Nervous system diseases
Rat
Rodentia
Cerebral disorder
Vertebrata
Mammalia
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Central nervous system disease
Laser
Hemodynamics
Flowmetry
Cerebrovascular disease
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PublicationTitle Journal of cerebral blood flow and metabolism
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SSID ssj0008355
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Snippet Recent studies have shown that the haemodynamic responses to brief (<2 secs) stimuli can be well characterised as a linear convolution of neural activity with...
Recent studies have shown that the haemodynamic responses to brief (&lt;2 secs) stimuli can be well characterised as a linear convolution of neural activity...
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pubmed
pascalfrancis
sage
nature
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Publisher
StartPage 651
SubjectTerms Algorithms
Animals
Biological and medical sciences
Brain - blood supply
Brain - physiology
Cerebrovascular Circulation - physiology
Ear, auditive nerve, cochleovestibular tract, facial nerve: diseases, semeiology
Electric Stimulation
Gabaergic and benzodiazepinic system
Hemodynamics - physiology
Image Processing, Computer-Assisted
Laser-Doppler Flowmetry
Medical sciences
Models, Neurological
Neurology
Neuropharmacology
Neurotransmitters. Neurotransmission. Receptors
Non tumoral diseases
Otorhinolaryngology. Stomatology
Pharmacology. Drug treatments
Rats
Time Factors
Vascular diseases and vascular malformations of the nervous system
Vibrissae - innervation
Title Long duration stimuli and nonlinearities in the neural-haemodynamic coupling
URI http://dx.doi.org/10.1038/sj.jcbfm.9600060
https://journals.sagepub.com/doi/full/10.1038/sj.jcbfm.9600060
https://www.ncbi.nlm.nih.gov/pubmed/15703699
https://www.proquest.com/docview/219557598
https://search.proquest.com/docview/67783461
Volume 25
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