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 |
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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). |
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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 (<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). |
Author | Martin, Chris Berwick, Jason Zheng, Ying Martindale, John Mayhew, John Kong, Yazhuo |
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Keywords | impulse response rat laser Doppler flowmetry nonlinear current source density haemodynamics Doppler ultrasound study Nervous system diseases Rat Rodentia Cerebral disorder Vertebrata Mammalia Animal Central nervous system disease Laser Hemodynamics Flowmetry Cerebrovascular disease |
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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 (<2 secs) stimuli can be well characterised as a linear convolution of neural activity... |
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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 |
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