Analysis of microvascular blood flow and oxygenation: Discrimination between two haemodynamic steady states using nonlinear measures and multiscale analysis

Thanaj, M., Chipperfield, A.J. and Clough, G.F. 2018. Analysis of microvascular blood flow and oxygenation: Discrimination between two haemodynamic steady states using nonlinear measures and multiscale analysis. Computers in Biology and Medicine. 102, pp. 157-167. https://doi.org/10.1016/j.compbiomed.2018.09.026

TitleAnalysis of microvascular blood flow and oxygenation: Discrimination between two haemodynamic steady states using nonlinear measures and multiscale analysis
TypeJournal article
AuthorsThanaj, M., Chipperfield, A.J. and Clough, G.F.
Abstract

Objective
This study investigates the feasibility of the use of nonlinear complexity methods as a tool to identify altered microvascular function often associated with pathological conditions. We evaluate the efficacy of multiscale nonlinear complexity methods to account for the multiple time-scales of processes modulating microvascular network perfusion.

Methods
Microvascular blood flux (BF) and oxygenation (OXY: oxyHb, deoxyHb, totalHb and SO2%) signals were recorded simultaneously at the same site, from the skin of 15 healthy young male volunteers using combined laser Doppler fluximetry (LDF) and white light spectroscopy. Skin temperature was clamped at 33 °C prior to warming to 43 °C to generate a local thermal hyperaemia (LTH). Conventional and multiscale variants of sample entropy (SampEn) were used to quantify signal regularity and Lempel and Ziv (LZ) and effort to compress (ETC) to determine complexity.

Results
SampEn showed a decrease in entropy during LTH in BF (p = 0.007) and oxygenated haemoglobin (oxyHb) (p = 0.029). Complexity analysis using LZ and ETC also showed a significant reduction in complexity of BF (LZ, p = 0.003; ETC, p = 0.002) and oxyHb (p < 0.001, for both) with LTH. Multiscale complexity methods were better able to discriminate between haemodynamic states (p < 0.001) than conventional ones over multiple time-scales.

Conclusion
Our findings show that there is a good discrimination in complexity of both BF and oxyHb signals between two haemodynamic steady states which is consistent across multiple scales.

JournalComputers in Biology and Medicine
Journal citation102, pp. 157-167
ISSN0010-4825
Year2018
PublisherElsevier
Digital Object Identifier (DOI)https://doi.org/10.1016/j.compbiomed.2018.09.026
Web address (URL)https://www.sciencedirect.com/science/article/pii/S0010482518302889
Publication dates
Published01 Nov 2018

Related outputs

Preprint: MRI assessment of adipose tissue fatty acid composition in the UK Biobank and its association with diet and disease
Marjola Thanaj, Nicolas Basty, Brandon Whitcher, Jimmy D. Bell and E. Louise Thomas 2024. Preprint: MRI assessment of adipose tissue fatty acid composition in the UK Biobank and its association with diet and disease. medRxiv. https://doi.org/10.1101/2024.03.27.24304957

Genetic evidence for distinct biological mechanisms that link adiposity to type 2 diabetes: towards precision medicine
Abraham, Angela, Cule, M., Thanaj, M., Basty, N., Hashemloo, M.A., Sorokin, E., Whitcher, B., Burgess, S., Bell, J.D., Sattar, N., Thomas, E.L. and Yaghootkar, H. 2024. Genetic evidence for distinct biological mechanisms that link adiposity to type 2 diabetes: towards precision medicine. Diabetes. Advanced online publication. https://doi.org/10.2337/db23-1005

Precision MRI phenotyping of muscle volume and quality at a population scale
Thanaj, M., Basty, N., Whitcher, B., Sorokin, E., Liu, Y., Srinivasan, R., Cule, M., Thomas, E.L. and Bell, J.D. 2024. Precision MRI phenotyping of muscle volume and quality at a population scale. Frontiers in Physiology. 15 1288657. https://doi.org/10.3389/fphys.2024.1288657

Liver Shape Analysis using Statistical Parametric Maps at Population Scale
Thanaj, M., Basty, N., Cule, M., Sorokin, E., Whitcher, B., Bell, J.D. and Thomas, E.L. 2024. Liver Shape Analysis using Statistical Parametric Maps at Population Scale. BMC Medical Imaging. 24 15. https://doi.org/10.1186/s12880-023-01149-5

Kidney Shape Statistical Analysis: Associations with Disease and Anthropometric Factors
Thanaj, M., Basty, N., Cule, M., Sorokin, E., Whitcher, B., Srinivasan, R., Lennon, R., Bell, J.D. and Thomas, E.L. 2023. Kidney Shape Statistical Analysis: Associations with Disease and Anthropometric Factors. BMC Nephrology. 24 362. https://doi.org/10.1186/s12882-023-03407-8

Preprint: Kidney Shape Statistical Analysis: Associations with Disease and Anthropometric Factors
Thanaj, M., Basty, N., Cule, M., Sorokin, E., Whitcher, B., Srinivasan, R., Lennon, R., Bell, J.D. and Thomas, E.L. 2023. Preprint: Kidney Shape Statistical Analysis: Associations with Disease and Anthropometric Factors. medRxiv. https://doi.org/10.1101/2023.06.26.23291901

Abdominal imaging associates body composition with COVID-19 severity
Basty, N., Sorokin, E., Thanaj, M., Srinivasan, R., Whitcher, B., Bell, J.D., Cule, M. and Thomas, E.L. 2023. Abdominal imaging associates body composition with COVID-19 severity. PLoS ONE. 18 (4) e0283506. https://doi.org/10.1371/journal.pone.0283506

Preprint: Precision MRI phenotyping of muscle volume and quality at a population scale
Marjola Thanaj, Nicolas Basty, Brandon Whitcher, Elena P. Sorokin, Yi Liu, Ramprakash Srinivasan, Madeleine Cule, E. Louise Thomas and Jimmy D. Bell 2023. Preprint: Precision MRI phenotyping of muscle volume and quality at a population scale. medRxiv. https://doi.org/10.1101/2023.03.02.23286689

Preprint: Cardiovascular measures from abdominal MRI provide insights into abdominal vessel genetic architecture
Nicolas Basty, Elena P. Sorokin, Marjola Thanaj, Brandon Whitcher, Yi Liu, Jimmy D. Bell, E. Louise Thomas and Madeleine Cule 2023. Preprint: Cardiovascular measures from abdominal MRI provide insights into abdominal vessel genetic architecture. medRxiv. https://doi.org/10.1101/2022.08.02.22278060

Artifact-Free Fat-Water Separation in Dixon MRI using Deep Learning
Basty, N., Thanaj, M., Cule, M., Sorokin, E., Liu, Y., Thomas, E.L., Bell, J.D. and Whitcher, B. 2023. Artifact-Free Fat-Water Separation in Dixon MRI using Deep Learning. Journal of Big Data. 10 4. https://doi.org/10.1186/s40537-022-00677-1

Preprint: Liver Shape Analysis using Statistical Parametric Maps at Population Scale
Thanaj, M., Basty, N., Cule, M., Sorokin, E.P., Whitcher, B., Bell, J.D. and Thomas, E.L. 2023. Preprint: Liver Shape Analysis using Statistical Parametric Maps at Population Scale. medRxiv. https://doi.org/10.1101/2022.08.18.22278951

Genetic and environmental determinants of diastolic heart function
Marjola Thanaj, Johanna Mielke, Kathryn A. McGurk, Wenjia Bai, Nicolò Savioli, Antonio de Marvao, Hannah V. Meyer, Lingyao Zeng, Florian Sohler, R. Thomas Lumbers, Martin R. Wilkins, James S. Ware, Christian Bender, Daniel Rueckert, Aidan MacNamara, Daniel F. Freitag and Declan P. O’Regan 2022. Genetic and environmental determinants of diastolic heart function. Nature Cardiovascular Research. 1, p. 361–371. https://doi.org/10.1038/s44161-022-00048-2

Improving the accuracy of fatty liver index to reflect liver fat content with predictive regression modelling
Asaturyan, A.H., Basty, N., Thanaj, M., Whitcher, B., Thomas, E.L. and Bell, J.D. 2022. Improving the accuracy of fatty liver index to reflect liver fat content with predictive regression modelling. PLoS ONE. 17 (9) e0273171. https://doi.org/10.1371/journal.pone.0273171

Precision MRI Phenotyping Enables Detection of Small Changes in Body Composition for Longitudinal Cohorts
Whitcher, B., Thanaj, M., Cule, M., Liu, Y., Basty, N., Sorokin, E., Bell, J.D. and Thomas, E.L. 2022. Precision MRI Phenotyping Enables Detection of Small Changes in Body Composition for Longitudinal Cohorts. Scientific Reports. 12 3748. https://doi.org/10.1038/s41598-022-07556-y

Preprint: Outcomes and phenotypic expression of rare variants in hypertrophic cardiomyopathy genes amongst UK Biobank participants
Antonio de Marvao, Kathryn A. McGurk, Sean L. Zheng, Marjola Thanaj, Wenjia Bai, Jinming Duan, Carlo Biffi, Francesco Mazzarotto, Ben Statton, Timothy J.W. Dawes, Nicolò Savioli, Brian P. Halliday, Xiao Xu, Rachel J. Buchan, A John Baksi, Marina Quinlan, Paweł Tokarczuk, Upasana Tayal, Catherine Francis, Nicola Whiffin, Pantazis I. Theotokis, Xiaolei Zhang, Mikyung Jang, Alaine Berry, Antonis Pantazis, Paul J.R. Barton, Daniel Rueckert, Sanjay K. Prasad, Roddy Walsh, Carolyn Y. Ho, Stuart A. Cook, James S. Ware and Declan P. O’Regan 2021. Preprint: Outcomes and phenotypic expression of rare variants in hypertrophic cardiomyopathy genes amongst UK Biobank participants. medRxiv. https://doi.org/10.1101/2021.01.21.21249470

Preprint: Swap-Free Fat-Water Separation in Dixon MRI using Conditional Generative Adversarial Networks
Basty, Nicolas, Thanaj, Marjola, Cule, Madeleine, Sorokin, Elena, Liu, Yi, Bell, Jimmy D., Thomas, E. Louise and Whitcher, Brandon 2021. Preprint: Swap-Free Fat-Water Separation in Dixon MRI using Conditional Generative Adversarial Networks. arXiv. https://doi.org/10.48550/arXiv.2107.14175

Mass Univariate Regression Analysis for Three-Dimensional Liver Image-Derived Phenotypes
Thanaj, M., Basty, N., Liu, Y., Cule, M., Sorokin, E., Thomas, E.L., Bell, J.D. and Whitcher, B. 2021. Mass Univariate Regression Analysis for Three-Dimensional Liver Image-Derived Phenotypes. Annual Conference on Medical Image Understanding and Analysis. University of Oxford 12 - 14 Jul 2021 Springer. https://doi.org/10.1007/978-3-030-80432-9_13

Multiscale, multidomain analysis of microvascular flow dynamics
Chipperfield, A.J., Thanaj, M. and Clough, G.F. 2020. Multiscale, multidomain analysis of microvascular flow dynamics. Experimental Physiology. 105 (9), pp. 1452-1458. https://doi.org/10.1113/ep087874

Enhanced flow-motion complexity of skin microvascular perfusion in Sherpas and lowlanders during ascent to high altitude
Carey, D., Thanaj, M., Davies, T., Gilbert-Kawai, E., Mitchell, K., Levett, D.Z.H., Mythen, M.G., Martin, D.S., Grocott, M.P., Chipperfield, A.J. and Clough, G.F. 2019. Enhanced flow-motion complexity of skin microvascular perfusion in Sherpas and lowlanders during ascent to high altitude. Scientific Reports. 9 14391. https://doi.org/10.1038/s41598-019-50774-0

Attractor Reconstruction Analysis for Blood Flow Signals
Thanaj, M., Chipperfield, A.J. and Clough, G.F. 2019. Attractor Reconstruction Analysis for Blood Flow Signals. 2019 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC). Berlin, Germany 23 - 27 Jul 2019 IEEE . https://doi.org/10.1109/embc.2019.8856856

Multi-domain analysis of microvascular flow motion dynamics in NAFLD
Chipperfield, A.J., Thanaj, M., Scorletti, E., Byrne, C.D. and Clough, G.F. 2019. Multi-domain analysis of microvascular flow motion dynamics in NAFLD. Microcirculation. 26 (5) e12538. https://doi.org/10.1111/micc.12538

Multiscale Analysis of Microvascular Blood Flow and Oxygenation
Thanaj, M., Chipperfield, A.J. and Clough, G.F. 2018. Multiscale Analysis of Microvascular Blood Flow and Oxygenation. World Congress on Medical Physics and Biomedical Engineering 2018. Prague, Czech Republic 03 - 08 Jun 2018 Springer. https://doi.org/10.1007/978-981-10-9038-7_36

Permalink - https://westminsterresearch.westminster.ac.uk/item/w8x75/analysis-of-microvascular-blood-flow-and-oxygenation-discrimination-between-two-haemodynamic-steady-states-using-nonlinear-measures-and-multiscale-analysis


Share this

Usage statistics

5 total views
0 total downloads
These values cover views and downloads from WestminsterResearch and are for the period from September 2nd 2018, when this repository was created.