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Attractor reconstruction analysis for blood flow signals

Attractor reconstruction analysis for blood flow signals
Attractor reconstruction analysis for blood flow signals
Attractor reconstruction analysis has been previously used to determine changes in the shape and variability of fairly periodic signals such as arterial blood pressure signals and electroencephalogram signals, providing a two-dimensional attractor with features like density and symmetry. Since BF signals are fairly periodic and quasi-stationary, we set out to investigate whether attractor reconstruction method could be applied in signals derived from the microvascular perfusion. We describe the basis and the implementation of attractor reconstruction analysis of the microvascular blood flux (BF) signals recorded from the skin of 15 healthy male volunteers, age 29.2 ± 8.1y (mean ± SD). The efficacy of attractor reconstruction analysis (ARA) as a potential method of identifying changes in the microvascular function is evaluated in two haemodynamic steady states, at 33°C, and during warming at 43°C to generate a local thermal hyperaemia (LTH). Our findings show a significant drop of the maximal density derived from the ARA, during increased flow and that there was good discrimination of the blood flow signals between the two haemodynamic steady states, having good classification accuracy (80%). This study shows that ARA of BF signals can identify different microvascular functional states and thus has a potential for the clinical assessment and diagnosis of pathophysiological condition.
Microvascular blood flow, attractor reconstruction analysis
Thanaj, Marjola
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Chipperfield, Andrew
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Clough, Geraldine
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Thanaj, Marjola
fb9baacc-4255-483d-8efa-e4fa983a9b2f
Chipperfield, Andrew
524269cd-5f30-4356-92d4-891c14c09340
Clough, Geraldine
9f19639e-a929-4976-ac35-259f9011c494

Thanaj, Marjola, Chipperfield, Andrew and Clough, Geraldine (2019) Attractor reconstruction analysis for blood flow signals. 41st International Engineering in Medicine and Biology Conference (EMBC 2019), , Berlin, Germany. 23 - 27 Jul 2019. 4 pp .

Record type: Conference or Workshop Item (Paper)

Abstract

Attractor reconstruction analysis has been previously used to determine changes in the shape and variability of fairly periodic signals such as arterial blood pressure signals and electroencephalogram signals, providing a two-dimensional attractor with features like density and symmetry. Since BF signals are fairly periodic and quasi-stationary, we set out to investigate whether attractor reconstruction method could be applied in signals derived from the microvascular perfusion. We describe the basis and the implementation of attractor reconstruction analysis of the microvascular blood flux (BF) signals recorded from the skin of 15 healthy male volunteers, age 29.2 ± 8.1y (mean ± SD). The efficacy of attractor reconstruction analysis (ARA) as a potential method of identifying changes in the microvascular function is evaluated in two haemodynamic steady states, at 33°C, and during warming at 43°C to generate a local thermal hyperaemia (LTH). Our findings show a significant drop of the maximal density derived from the ARA, during increased flow and that there was good discrimination of the blood flow signals between the two haemodynamic steady states, having good classification accuracy (80%). This study shows that ARA of BF signals can identify different microvascular functional states and thus has a potential for the clinical assessment and diagnosis of pathophysiological condition.

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Thanaj 134860 Attractor Reconstruction Analysis for Blood Flow signals final submission - Accepted Manuscript
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Published date: 23 July 2019
Additional Information: tried to find an open access version of this, but authors have used the publisher's template form the start, WORD document marked as "unknown" is the submitted version, not sure if suitable for Open Access?
Venue - Dates: 41st International Engineering in Medicine and Biology Conference (EMBC 2019), , Berlin, Germany, 2019-07-23 - 2019-07-27
Keywords: Microvascular blood flow, attractor reconstruction analysis

Identifiers

Local EPrints ID: 432367
URI: http://eprints.soton.ac.uk/id/eprint/432367
PURE UUID: 860a25be-39c4-4791-9a21-afd750f5f379
ORCID for Marjola Thanaj: ORCID iD orcid.org/0000-0002-1789-7112
ORCID for Andrew Chipperfield: ORCID iD orcid.org/0000-0002-3026-9890
ORCID for Geraldine Clough: ORCID iD orcid.org/0000-0002-6226-8964

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Date deposited: 11 Jul 2019 16:30
Last modified: 16 Mar 2024 03:31

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Contributors

Author: Marjola Thanaj ORCID iD

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