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Bergstrand, S., Jonasson, H., Fredriksson, I., Larsson, M., Östgren, C. J. & Strömberg, T. (2024). Association between cardiovascular risk profile and impaired microvascular function in a Swedish middle-aged cohort (the SCAPIS study). European Journal of Preventive Cardiology, 31(9), 1152-1161
Open this publication in new window or tab >>Association between cardiovascular risk profile and impaired microvascular function in a Swedish middle-aged cohort (the SCAPIS study)
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2024 (English)In: European Journal of Preventive Cardiology, ISSN 2047-4873, E-ISSN 2047-4881, Vol. 31, no 9, p. 1152-1161Article in journal (Refereed) Published
Abstract [en]

Aims The aim was to investigate the relationship between microvascular function, cardiovascular risk profile, and subclinical atherosclerotic burden. Methods and results The study enrolled 3809 individuals, 50-65 years old, participating in the population-based observational cross-sectional Swedish CArdioPulmonary bioImage Study. Microvascular function was assessed in forearm skin using an arterial occlusion and release protocol determining peak blood oxygen saturation (OxyP). Cardiovascular risk was calculated using the updated Systematic Coronary Risk Evaluation [SCORE2; 10-year risk of fatal and non-fatal cardiovascular disease (CVD) events]. The OxyP was compared with coronary artery calcification score (CACS) and to plaques in the carotid arteries. Individuals with OxyP values in the lowest quartile (Q1; impaired microvascular function) had a mean SCORE2 of 5.8% compared with 3.8% in those with the highest values of OxyP (Q4), a relative risk increase of 53%. The risk of having a SCORE2 > 10% was five times higher for those in Q1 (odds ratio: 4.96, 95% confidence interval: 2.76-8.93) vs. Q4 when adjusting for body mass index and high-sensitivity C-reactive protein. The OxyP was lower in individuals with CACS > 0 and in those with both carotid plaques and CACS > 0, compared with individuals without subclinical atherosclerotic burdens (87.5 +/- 5.6% and 86.9 +/- 6.0%, vs. 88.6 +/- 5.8%, P < 0.01). Conclusion In a population without CVD or diabetes mellitus, impaired microvascular function is associated with cardiovascular risk profiles such as higher SCORE2 risk and CACS. We suggest that OxyP may serve as a microcirculatory functional marker of subclinical atherosclerosis and CVD risk that is not detected by structural assessments.

Place, publisher, year, edition, pages
OXFORD UNIV PRESS, 2024
Keywords
Microcirculation; Atherosclerosis; Cardiovascular diseases; Cardiovascular risk; Cardiovascular risk score
National Category
Cardiology and Cardiovascular Disease
Identifiers
urn:nbn:se:liu:diva-201475 (URN)10.1093/eurjpc/zwae052 (DOI)001174522400001 ()38333959 (PubMedID)2-s2.0-85199683114 (Scopus ID)
Note

Funding Agencies|Swedish Research Council [2021-06432, 2021-03690]; Swedish Heart-Lung Foundation [20210184]; Sweden's innovation agency (VINNOVA) via the programme MedTech4Health [2016-02211]; Knut and Alice Wallenberg Foundation; VINNOVA; University of Gothenburg; Sahlgrenska University Hospital; Karolinska Institutet; Stockholm County Council; Linkoping University; University Hospital; Lund University; Skane University Hospital; Umea University; Uppsala University

Available from: 2024-03-12 Created: 2024-03-12 Last updated: 2025-02-27Bibliographically approved
Hultman, M., Aronsson, S., Fredriksson, I., Zachrisson, H., Pärsson, H. N., Larsson, M. & Strömberg, T. (2022). Comprehensive imaging of microcirculatory changes in the foot during endovascular intervention - A technical feasibility study. Microvascular Research, 141, Article ID 104317.
Open this publication in new window or tab >>Comprehensive imaging of microcirculatory changes in the foot during endovascular intervention - A technical feasibility study
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2022 (English)In: Microvascular Research, ISSN 0026-2862, E-ISSN 1095-9319, Vol. 141, article id 104317Article in journal (Refereed) Published
Abstract [en]

Chronic limb-threatening ischemia (CLTI) has a major impact on patient's lives and is associated with a heavy health care burden with high morbidity and mortality. Treatment by endovascular intervention is mostly based on macrocirculatory information from angiography and does not consider the microcirculation. Despite successful endovascular intervention according to angiographic criteria, a proportion of patients fail to heal ischemic lesions. This might be due to impaired microvascular perfusion and variations in the supply to different angiosomes. Non-invasive optical techniques for microcirculatory perfusion and oxygen saturation imaging have the potential to provide the interventionist with additional information in real-time, supporting clinical decisions during the intervention. This study presents a novel multimodal imaging system, based on multi-exposure laser speckle contrast imaging and multi-spectral imaging, for continuous use during endovascular intervention. The results during intervention display spatiotemporal changes in the microcirculation compatible with expected physiological reactions during balloon dilation, with initially induced ischemia followed by a restored perfusion, and local administration of a vasodilator inducing hyperemia. We also present perioperative and postoperative follow-up measurements with a pulsatile microcirculation perfusion. Finally, cases of spatial heterogeneity in the observed oxygen saturation and perfusion are discussed. In conclusion, this technical feasibility study shows the potential of the methodology to characterize changes in microcirculation before, during, and after endovascular intervention.

Place, publisher, year, edition, pages
Maryland Heights, MO, United States: Academic Press, 2022
Keywords
Chronic limb-threatening ischemia, Microcirculation, Multi-exposure laser speckle contrast imaging, Multi-spectral imaging
National Category
Anesthesiology and Intensive Care
Identifiers
urn:nbn:se:liu:diva-182544 (URN)10.1016/j.mvr.2022.104317 (DOI)000781660500004 ()35016873 (PubMedID)2-s2.0-85123386374 (Scopus ID)
Note

Funding: Swedish Research CouncilSwedish Research CouncilEuropean Commission [2014-6141]; Swedens Innovation Agency VINNOVAVinnova [2017-01435, 2019-01522]

Available from: 2022-01-26 Created: 2022-01-26 Last updated: 2023-05-07Bibliographically approved
Ewerlöf, M., Strömberg, T., Larsson, M. & Salerud, E. G. (2022). Multispectral snapshot imaging of skin microcirculatory hemoglobin oxygen saturation using artificial neural networks trained on in vivo data. Journal of Biomedical Optics, 27(3), Article ID 036004.
Open this publication in new window or tab >>Multispectral snapshot imaging of skin microcirculatory hemoglobin oxygen saturation using artificial neural networks trained on in vivo data
2022 (English)In: Journal of Biomedical Optics, ISSN 1083-3668, E-ISSN 1560-2281, Vol. 27, no 3, article id 036004Article in journal (Refereed) Published
Abstract [en]

Significance: Developing algorithms for estimating blood oxygenation from snapshot multispectral imaging (MSI) data is challenging due to the complexity of sensor characteristics and photon transport modeling in tissue. We circumvent this using a method where artificial neural networks (ANNs) are trained on in vivo MSI data with target values from a point-measuring reference method.

Aim: To develop and evaluate a methodology where a snapshot filter mosaic camera is utilized for imaging skin hemoglobin oxygen saturation (SO2), using ANNs.

Approach: MSI data were acquired during occlusion provocations. ANNs were trained to estimate SO2 with MSI data as input, targeting data from a validated probe-based reference system. Performance of ANNs with different properties and training data sets was compared.

Results: The method enables spatially resolved estimation of skin tissue SO2. Results are comparable to those acquired using a Monte-Carlo-based approach when relevant training data are used.

Conclusions: Training an ANN on in vivo MSI data covering a wide range of target values acquired during an occlusion protocol enable real-time estimation of SO2 maps. Data from the probe-based reference system can be used as target despite differences in sampling depth and measurement position.

Place, publisher, year, edition, pages
Bellingham, WA, United States: SPIE - International Society for Optical Engineering, 2022
Keywords
multispectral imaging, artificial neural networks, hemoglobin oxygen saturation, skin microcirculation, diffuse reflectance spectroscopy
National Category
Medical Laboratory Technologies
Identifiers
urn:nbn:se:liu:diva-184440 (URN)10.1117/1.jbo.27.3.036004 (DOI)000776555200006 ()35340134 (PubMedID)2-s2.0-85127252219 (Scopus ID)
Note

Funding: This study was financially supported by VINNOVA Grants via the Swelife and MedTech4Health programs (Grant Nos.2016-02211, 2017-01435, and 2019-01522).

Available from: 2022-04-20 Created: 2022-04-20 Last updated: 2025-02-09Bibliographically approved
Majedy, M., Saager, R. B., Strömberg, T., Larsson, M. & Salerud, G. E. (2022). Spectral characterization of liquid hemoglobin phantoms with varying oxygenation states. Journal of Biomedical Optics, 27(7), Article ID 74708.
Open this publication in new window or tab >>Spectral characterization of liquid hemoglobin phantoms with varying oxygenation states
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2022 (English)In: Journal of Biomedical Optics, ISSN 1083-3668, E-ISSN 1560-2281, Vol. 27, no 7, article id 74708Article in journal (Refereed) Published
Abstract [en]

Significance: For optical methods to accurately assess hemoglobin oxygen saturation in vivo, an independently verifiable tissue-like standard is required for validation. For this purpose, we propose three hemoglobin preparations and evaluate methods to characterize them.

Aim: To spectrally characterize three different hemoglobin preparations using multiple spectroscopic methods and to compare their absorption spectra to commonly used reference spectra.

Approach: Absorption spectra of three hemoglobin preparations in solution were characterized using spectroscopic collimated transmission: whole blood, lysed blood, and ferrous-stabilized hemoglobin. Tissue-mimicking phantoms composed of Intralipid, and the hemoglobin solutions were characterized using spatial frequency-domain spectroscopy (SFDS) and enhanced perfusion and oxygen saturation (EPOS) techniques while using yeast to deplete oxygen.

Results: All hemoglobin preparations exhibited similar absorption spectra when accounting for methemoglobin and scattering in their oxyhemoglobin and deoxyhemoglobin forms, respectively. However, systematic differences were observed in the fitting depending on the reference spectra used. For the tissue-mimicking phantoms, SFDS measurements at the surface of the phantom were affected by oxygen diffusion at the interface with air, associated with higher values than for the EPOS system.

Conclusions: We show the validity of different blood phantoms and what considerations need to be addressed in each case to utilize them equivalently.

Place, publisher, year, edition, pages
Bellingham, WA, United States: SPIE - The International Society for Optics and Photonics, 2022
Keywords
hemoglobin; oxygen saturation; tissue simulating phantom
National Category
Medical Laboratory Technologies Atom and Molecular Physics and Optics
Identifiers
urn:nbn:se:liu:diva-183172 (URN)10.1117/1.jbo.27.7.074708 (DOI)000832962900012 ()34850613 (PubMedID)2-s2.0-85122425205 (Scopus ID)
Note

Funding: VINNOVA grants [2016-02211, 2017-01435, 2019-01522]; Alice Wallenberg Foundations Center for Molecular Medicine at Linkoping University (WCMM)

Available from: 2022-02-24 Created: 2022-02-24 Last updated: 2025-02-09Bibliographically approved
Fredriksson, I., Larsson, M., Strömberg, T. & Iredahl, F. (2022). Vasomotion analysis of speed resolved perfusion, oxygen saturation, red blood cell tissue fraction, and vessel diameter: Novel microvascular perspectives. Skin research and technology, 28(1), 142-152
Open this publication in new window or tab >>Vasomotion analysis of speed resolved perfusion, oxygen saturation, red blood cell tissue fraction, and vessel diameter: Novel microvascular perspectives
2022 (English)In: Skin research and technology, ISSN 0909-752X, E-ISSN 1600-0846, Vol. 28, no 1, p. 142-152Article in journal (Refereed) Published
Abstract [en]

Background

Vasomotion is the spontaneous oscillation in vascular tone in the microcirculation and is believed to be a physiological mechanism facilitating the transport of blood gases and nutrients to and from tissues. So far, Laser Doppler flowmetry has constituted the gold standard for in vivo vasomotion analysis.

Materials and methods

We applied vasomotion analysis to speed-resolved perfusion, oxygen saturation, red blood cell tissue (RBC) tissue fraction, and average vessel diameter from five healthy individuals at rest measured by the newly developed Periflux 6000 EPOS system over 10 minutes. Magnitude scalogram and the time-averaged wavelet spectra were divided into frequency intervals reflecting endothelial, neurogenic, myogenic, respiratory, and cardiac function.

Results

Recurrent high-intensity periods of the myogenic, neurogenic, and endothelial frequency intervals were found. The neurogenic activity was considerably more pronounced for the oxygen saturation, RBC tissue fraction, and vessel diameter signals, than for the perfusion signals. In a correlation analysis we found that changes in perfusion in the myogenic, neurogenic, and endothelial frequency intervals precede changes in the other signals. Furthermore, changes in average vessel diameter were in general negatively correlated to the other signals in the same frequency intervals, indicating the importance of capillary recruitment.

Conclusion

We conclude that vasomotion can be observed in signals reflecting speed resolved perfusion, oxygen saturation, RBC tissue fraction, and vessel diameter. The new parameters enable new aspects of the microcirculation to be observed.

Place, publisher, year, edition, pages
Wiley-Blackwell Publishing Inc., 2022
Keywords
diffuse reflectance spectroscopy, laser Doppler flowmetry, microcirculation, vasomotion
National Category
Medical Laboratory Technologies
Identifiers
urn:nbn:se:liu:diva-180966 (URN)10.1111/srt.13106 (DOI)000716622300001 ()34758168 (PubMedID)2-s2.0-85118764653 (Scopus ID)
Available from: 2021-11-11 Created: 2021-11-11 Last updated: 2025-02-09Bibliographically approved
Ewerlöf, M., Salerud, G., Strömberg, T. & Larsson, M. (2021). Estimation of skin microcirculatory hemoglobinoxygen saturation and red blood cell tissue fractionusing a multispectral snapshot imaging system: a validation study. Journal of Biomedical Optics, 26(2), Article ID 200291RR.
Open this publication in new window or tab >>Estimation of skin microcirculatory hemoglobinoxygen saturation and red blood cell tissue fractionusing a multispectral snapshot imaging system: a validation study
2021 (English)In: Journal of Biomedical Optics, ISSN 1083-3668, E-ISSN 1560-2281, Vol. 26, no 2, article id 200291RRArticle in journal (Refereed) Published
Abstract [en]

Significance: Hemoglobin oxygen saturation and red blood cell (RBC) tissue fraction are important parameters when assessing microvascular status. Functional information can be attained using temporally resolved measurements performed during stimulus–response protocols. Pointwise assessments can currently be conducted with probe-based systems. However, snapshot multispectral imaging (MSI) can be used for spatial–temporal measurements.

Aim: To validate if hemoglobin oxygen saturation and RBC tissue fraction can be quantified using a snapshot MSI system and an inverse Monte Carlo algorithm.

Approach: Skin tissue measurements from the MSI system were compared to those from a validated probe-based system during arterial and venous occlusion provocation on 24 subjects in the wavelength interval 450 to 650 nm, to evaluate a wide range of hemoglobin oxygen saturation and RBC tissue fraction levels.

Results: Arterial occlusion results show a mean linear regression R2 = 0.958 for hemoglobin oxygen saturation. Comparing relative RBC tissue fraction during venous occlusion results in R2 = 0.925. The MSI system shows larger dynamic changes than the reference system, which might be explained by a deeper sampling including more capacitance vessels.

Conclusions: The snapshot MSI system estimates hemoglobin oxygen saturation and RBC tissue fraction in skin microcirculation showing a high correlation (R2 > 0.9 in most subjects) with those measured by the reference method.

Place, publisher, year, edition, pages
SPIE - International Society for Optical Engineering, 2021
Keywords
multispectral imaging, hemoglobin oxygen saturation, RBC tissue fraction, diffuse reflectance spectroscopy, Monte Carlo simulations, skin microcirculation
National Category
Medical Engineering
Identifiers
urn:nbn:se:liu:diva-173730 (URN)10.1117/1.JBO.26.2.026002 (DOI)000624561700013 ()33583154 (PubMedID)
Note

Funding: Swedens Innovation Agency VINNOVA via the programs Swelife and MedTech4Health [2017-01435, 2019-01522]; CENIIT research organization within Linkoping University [11.02]

Available from: 2021-03-04 Created: 2021-03-04 Last updated: 2022-04-20
Jonasson, H., Fredriksson, I., Bergstrand, S., Östgren, C. J., Saager, R., Larsson, M. & Strömberg, T. (2019). In vivo absorption and scattering properties of human skin: a cohort-based study. In: Photonics in Dermatology and Plastic Surgery 2019: . Paper presented at Photonics in Dermatology and Plastic Surgery, SPIE BiOS, Photonics West, San Francisco, California, United States, 2-7 February, 2019. SPIE - The International Society for Optics and Photonics, 10851, Article ID 108510G.
Open this publication in new window or tab >>In vivo absorption and scattering properties of human skin: a cohort-based study
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2019 (English)In: Photonics in Dermatology and Plastic Surgery 2019, SPIE - The International Society for Optics and Photonics, 2019, Vol. 10851, article id 108510GConference paper, Oral presentation with published abstract (Other academic)
Place, publisher, year, edition, pages
SPIE - The International Society for Optics and Photonics, 2019
National Category
Dermatology and Venereal Diseases
Identifiers
urn:nbn:se:liu:diva-208941 (URN)10.1117/12.2508814 (DOI)
Conference
Photonics in Dermatology and Plastic Surgery, SPIE BiOS, Photonics West, San Francisco, California, United States, 2-7 February, 2019
Available from: 2024-10-28 Created: 2024-10-28 Last updated: 2024-11-07
Strömberg, T., Jonasson, H., Fredriksson, I., Salerud, G., Saager, R. & Larsson, M. (2019). Spatial frequency domain spectroscopy imaging using a snap-shot filter mosaic camera compared to a multi-camera system with band-pass filters. In: Photonics in Dermatology and Plastic Surgery 2019: . Paper presented at Photonics in Dermatology and Plastic Surgery, SPIE BiOS, Photonics West, San Francisco, California, United States, 2-7 February, 2019. SPIE - The International Society for Optics and Photonics, 10851, Article ID 108510R.
Open this publication in new window or tab >>Spatial frequency domain spectroscopy imaging using a snap-shot filter mosaic camera compared to a multi-camera system with band-pass filters
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2019 (English)In: Photonics in Dermatology and Plastic Surgery 2019, SPIE - The International Society for Optics and Photonics, 2019, Vol. 10851, article id 108510RConference paper, Oral presentation with published abstract (Other academic)
Place, publisher, year, edition, pages
SPIE - The International Society for Optics and Photonics, 2019
National Category
Medical Laboratory Technologies
Identifiers
urn:nbn:se:liu:diva-208939 (URN)10.1117/12.2508915 (DOI)
Conference
Photonics in Dermatology and Plastic Surgery, SPIE BiOS, Photonics West, San Francisco, California, United States, 2-7 February, 2019
Funder
VinnovaSwedish Research Council
Available from: 2024-10-28 Created: 2024-10-28 Last updated: 2025-02-09
Hultman, M., Fredriksson, I., Larsson, M., Alvandpour, A. & Strömberg, T. (2018). A 15.6 frames per second 1 megapixel Multiple Exposure Laser Speckle Contrast Imaging setup. Journal of Biophotonics, 11(2), Article ID e201700069.
Open this publication in new window or tab >>A 15.6 frames per second 1 megapixel Multiple Exposure Laser Speckle Contrast Imaging setup
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2018 (English)In: Journal of Biophotonics, ISSN 1864-063X, E-ISSN 1864-0648, Vol. 11, no 2, article id e201700069Article in journal (Refereed) Published
Abstract [en]

A multiple exposure laser speckle contrast imaging (MELSCI) setup for visualizing blood perfusion was developed using a field programmable gate array (FPGA), connected to a 1000 frames per second (fps) 1-megapixel camera sensor. Multiple exposure time images at 1, 2, 4, 8, 16, 32 and 64 milliseconds were calculated by cumulative summation of 64 consecutive snapshot images. The local contrast was calculated for all exposure times using regions of 4 × 4 pixels. Averaging of multiple contrast images from the 64-millisecond acquisition was done to improve the signal-to-noise ratio. The results show that with an effective implementation of the algorithm on an FPGA, contrast images at all exposure times can be calculated in only 28 milliseconds. The algorithm was applied to data recorded during a 5 minutes finger occlusion. Expected contrast changes were found during occlusion and the following hyperemia in the occluded finger, while unprovoked fingers showed constant contrast during the experiment. The developed setup is capable of massive data processing on an FPGA that enables processing of MELSCI data in 15.6 fps (1000/64 milliseconds). It also leads to improved frame rates, enhanced image quality and enables the calculation of improved microcirculatory perfusion estimates compared to single exposure time systems.

Place, publisher, year, edition, pages
Wiley-VCH Verlagsgesellschaft, 2018
Keywords
blood flow, blood perfusion, FPGA, LASCA, LSCI, microcirculation, multiexposure
National Category
Other Medical Engineering
Identifiers
urn:nbn:se:liu:diva-141201 (URN)10.1002/jbio.201700069 (DOI)000424643600014 ()2-s2.0-85026753968 (Scopus ID)
Funder
Swedish Research Council, 2014-6141
Available from: 2017-09-26 Created: 2017-09-26 Last updated: 2021-12-28Bibliographically approved
Hultman, M., Fredriksson, I., Strömberg, T. & Larsson, M. (2018). Evaluation of a high framerate multi-exposure laser speckle contrast imaging setup. In: Kevin K. Tsia, Keisuke Goda (Ed.), High-Speed Biomedical Imaging and Spectroscopy III: Toward Big Data Instrumentation and Management. Paper presented at SPIE BIOS 27 January - 1 February 2018 San Francisco, California, United States. SPIE - International Society for Optical Engineering
Open this publication in new window or tab >>Evaluation of a high framerate multi-exposure laser speckle contrast imaging setup
2018 (English)In: High-Speed Biomedical Imaging and Spectroscopy III: Toward Big Data Instrumentation and Management / [ed] Kevin K. Tsia, Keisuke Goda, SPIE - International Society for Optical Engineering, 2018Conference paper, Published paper (Refereed)
Abstract [en]

We present a first evaluation of a new multi-exposure laser speckle contrast imaging (MELSCI) system for assessing spatial variations in the microcirculatory perfusion. The MELSCI system is based on a 1000 frames per second 1-megapixel camera connected to a field programmable gate arrays (FPGA) capable of producing MELSCI data in realtime. The imaging system is evaluated against a single point laser Doppler flowmetry (LDF) system during occlusionrelease provocations of the arm in five subjects. Perfusion is calculated from MELSCI data using current state-of-the-art inverse models. The analysis displayed a good agreement between measured and modeled data, with an average error below 6%. This strongly indicates that the applied model is capable of accurately describing the MELSCI data and that the acquired data is of high quality. Comparing readings from the occlusion-release provocation showed that the MELSCI perfusion was significantly correlated (R=0.83) to the single point LDF perfusion, clearly outperforming perfusion estimations based on a single exposure time. We conclude that the MELSCI system provides blood flow images of enhanced quality, taking us one step closer to a system that accurately can monitor dynamic changes in skin perfusion over a large area in real-time

Place, publisher, year, edition, pages
SPIE - International Society for Optical Engineering, 2018
Series
Progress in Biomedical Optics and Imaging - Proceedings of SPIE, ISSN 0277-786X ; 10505
National Category
Medical Engineering
Identifiers
urn:nbn:se:liu:diva-148844 (URN)10.1117/12.2286248 (DOI)000446339000015 ()978-1-5106-1496-3 (ISBN)
Conference
SPIE BIOS 27 January - 1 February 2018 San Francisco, California, United States
Available from: 2018-06-20 Created: 2018-06-20 Last updated: 2021-12-28
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-6385-6760

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