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Skoog, S., Pagonis, C., Sandstedt, M., Henriksson, L., Gustafsson, H., Persson, A. & Tesselaar, E. (2026). Diagnostic accuracy of energy-integrating and standard-resolution photon counting detector CT for coronary artery stenosis grading in CCTA: A comparative study. Journal of Cardiovascular Computed Tomography
Open this publication in new window or tab >>Diagnostic accuracy of energy-integrating and standard-resolution photon counting detector CT for coronary artery stenosis grading in CCTA: A comparative study
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2026 (English)In: Journal of Cardiovascular Computed Tomography, ISSN 1934-5925Article in journal (Refereed) Epub ahead of print
Abstract [en]

Background: Coronary CT angiography (CCTA) is a key non-invasive tool for evaluating coronary artery disease (CAD). While energy-integrating detector CT (EID-CT) offers high negative predictive value (NPV), its positive predictive value (PPV) is limited in heavily calcified vessels. Photon-counting detector CT (PCD-CT), with higher spatial resolution and reduced blooming, may enhance diagnostic performance. Current PCD-CT systems provide both standard-resolution (SR) and ultra-high-resolution (UHR) modes, but the clinical impact of these modes remains under investigation.

Objectives: To compare the diagnostic accuracy and image quality of SR-PCD-CT versus EID-CT in quantifying coronary stenosis, using quantitative coronary angiography (QCA) as reference. Materials and methods: In this prospective, single-centre study, 21 patients (5 women, mean age 71.5 years) with suspected CAD underwent CCTA with both EID-CT and SR-PCD-CT prior to QCA. A total of 301 coronary segments were assessed for stenosis severity, with ≥50 % stenosis deemed significant. Image quality was graded using a 5-point scale. 

Results: No significant differences in percentage diameter stenosis (%DS) were found between imaging techniques (p = 0.20). Both EID-CT and SR-PCD-CT showed good agreement with QCA (AUC: PCD-CT 0.89, EID-CT 0.86). Specificity and NPV were high for both; sensitivity and PPV were moderate. SR-PCD-CT yielded higher image quality compared to EID-CT (p < 0.001).

Conclusions: In standard resolution mode, PCD-CT offers excellent image quality for quantifying coronary stenosis at comparable diagnostic accuracy compared to EID-CT

Place, publisher, year, edition, pages
Elsevier, 2026
Keywords
PCD-CT, CCTA, CAD, Stenosis assessment, Image quality
National Category
Medical Imaging
Identifiers
urn:nbn:se:liu:diva-221516 (URN)10.1016/j.jcct.2026.01.003 (DOI)
Available from: 2026-02-25 Created: 2026-02-25 Last updated: 2026-02-25Bibliographically approved
Gustafsson, H. (2023). Så kan AI valideras för klinisk implementering. Läkartidningen, 27-31, Article ID 120:23065.
Open this publication in new window or tab >>Så kan AI valideras för klinisk implementering
2023 (Swedish)In: Läkartidningen, ISSN 0023-7205, E-ISSN 1652-7518, p. 27-31, article id 120:23065Article in journal, Editorial material (Other academic) Published
Place, publisher, year, edition, pages
Sveriges läkarförbund, 2023
National Category
Radiology, Nuclear Medicine and Medical Imaging
Identifiers
urn:nbn:se:liu:diva-198300 (URN)37381799 (PubMedID)
Available from: 2023-10-04 Created: 2023-10-04 Last updated: 2024-04-26
Cossío, F., Schurz, H., Engström, M., Barck-Holst, C., Tsirikoglou, A., Lundström, C., . . . Strand, F. (2023). VAI-B: a multicenter platform for the external validation of artificial intelligence algorithms in breast imaging. Journal of Medical Imaging, 10(06)
Open this publication in new window or tab >>VAI-B: a multicenter platform for the external validation of artificial intelligence algorithms in breast imaging
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2023 (Swedish)In: Journal of Medical Imaging, ISSN 2329-4302, E-ISSN 2329-4310, Vol. 10, no 06Article in journal (Refereed) Published
Abstract [en]

Purpose: Multiple vendors are currently offering artificial intelligence (AI) computer-aided systems for triage detection, diagnosis, and risk prediction of breast cancer based on screening mammography. There is an imminent need to establish validation platforms that enable fair and transparent testing of these systems against external data.Approach: We developed validation of artificial intelligence for breast imaging (VAI-B), a platform for independent validation of AI algorithms in breast imaging. The platform is a hybrid solution, with one part implemented in the cloud and another in an on-premises environment at Karolinska Institute. Cloud services provide the flexibility of scaling the computing power during inference time, while secure on-premises clinical data storage preserves their privacy. A MongoDB database and a python package were developed to store and manage the data on-premises. VAI-B requires four data components: radiological images, AI inferences, radiologist assessments, and cancer outcomes.Results: To pilot test VAI-B, we defined a case-control population based on 8080 patients diagnosed with breast cancer and 36,339 healthy women based on the Swedish national quality registry for breast cancer. Images and radiological assessments from more than 100,000 mammography examinations were extracted from hospitals in three regions of Sweden. The images were processed by AI systems from three vendors in a virtual private cloud to produce abnormality scores related to signs of cancer in the images. A total of 105,706 examinations have been processed and stored in the database.Conclusions: We have created a platform that will allow downstream evaluation of AI systems for breast cancer detection, which enables faster development cycles for participating vendors and safer AI adoption for participating hospitals. The platform was designed to be scalable and ready to be expanded should a new vendor want to evaluate their system or should a new hospital wish to obtain an evaluation of different AI systems on their images.

Place, publisher, year, edition, pages
SPIE-SOC PHOTO-OPTICAL INSTRUMENTATION ENGINEERS, 2023
Keywords
breast cancer; data management; machine learning; validation; mammography
National Category
Radiology, Nuclear Medicine and Medical Imaging
Identifiers
urn:nbn:se:liu:diva-198302 (URN)10.1117/1.jmi.10.6.061404 (DOI)001139907400005 ()36949901 (PubMedID)2-s2.0-85182379508 (Scopus ID)
Note

Funding: Regional Cancer Centers in Collaboration and Vinnova [21/00060, 2021-02617]; Medtechlabs, Stockholm, Sweden

Available from: 2023-10-04 Created: 2023-10-04 Last updated: 2025-04-03
Skoog, S., Henriksson, L., Gustafsson, H., Sandstedt, M., Elvelind, S. & Persson, A. (2022). Comparison of the Agatston score acquired with photon-counting detector CT and energy-integrating detector CT: ex vivo study of cadaveric hearts. The International Journal of Cardiovascular Imaging, 38(5), 1145-1155
Open this publication in new window or tab >>Comparison of the Agatston score acquired with photon-counting detector CT and energy-integrating detector CT: ex vivo study of cadaveric hearts
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2022 (English)In: The International Journal of Cardiovascular Imaging, ISSN 1569-5794, E-ISSN 1875-8312, Vol. 38, no 5, p. 1145-1155Article in journal (Refereed) Published
Abstract [en]

The purpose of this study was to compare the correlation and agreement between AS derived from either an energy-integrating detector CT (EID-CT) or a photon-counting detector CT (PCD-CT). Reproducibility was also compared. In total, 26 calcified coronary lesions (from five cadaveric hearts) were identified for inclusion. The hearts were positioned in a chest phantom and scanned in both an EID-CT and a prototype PCD-CT. The EID-CT and PCD-CT acquisition and reconstruction parameters were matched. To evaluate the reproducibility, the phantom was manually repositioned, and an additional scan was performed using both methods. The EID-CT reconstructions were performed using the dedicated calcium score kernel Sa36. The PCD-CT reconstructions were performed with a vendor-recommended kernel (Qr36). Several monoenergetic energy levels (50-150 keV) were evaluated to find the closest match with the EID-CT scans. A semi-automatic evaluation of calcium score was performed on a post-processing multimodality workplace. The best match with Sa36 was PCD-CT Qr36 images, at a monoenergetic level of 72 keV. Statistical analyses showed excellent correlation and agreement. The correlation and agreement with regards to the Agatston score (AS) between the two methods, for each position as well as between the two positions for each method, were assessed with the Spearman s rank correlation. The correlation coefficient, rho, was 0.98 and 0.97 respectively 0.99 and 0.98. The corresponding agreements were investigated by means of Bland-Altman plots. High correlation and agreement was observed between the AS derived from the EID-CT and a PCD-CT. Both methods also demonstrated excellent reproducibility.

Place, publisher, year, edition, pages
Springer, 2022
Keywords
Photon counting detector CT; CT-angiography; Heart; Arteriosclerosis; Calcium; Coronary vessels
National Category
Radiology, Nuclear Medicine and Medical Imaging
Identifiers
urn:nbn:se:liu:diva-182359 (URN)10.1007/s10554-021-02494-8 (DOI)000739258200001 ()34988781 (PubMedID)2-s2.0-85122403893 (Scopus ID)
Note

Funding Agencies|Linkoping University; ALF Grants, Region Ostergotland [LIO 899441]

Available from: 2022-01-19 Created: 2022-01-19 Last updated: 2026-02-25Bibliographically approved
Schiffer, T., Gustafsson, H. & Palm, F. (2018). Kidney outer medulla mitochondria are more efficient compared with cortex mitochondria as a strategy to sustain ATP production in a suboptimal environment. American Journal of Physiology - Renal Physiology, 315(3), F677-F681
Open this publication in new window or tab >>Kidney outer medulla mitochondria are more efficient compared with cortex mitochondria as a strategy to sustain ATP production in a suboptimal environment
2018 (English)In: American Journal of Physiology - Renal Physiology, ISSN 1931-857X, E-ISSN 1522-1466, Vol. 315, no 3, p. F677-F681Article in journal (Refereed) Published
Abstract [en]

The kidneys receive similar to 25% of cardiac output, which is a prerequisite to maintain sufficient glomerular filtration rate. However, both intrarenal regional renal blood flow and tissue oxygen levels are heterogeneous with decreasing levels in the inner part of the medulla. These differences, in combination with the heterogeneous metabolic activity of the different nephron segment located in the different parts of the kidney, may constitute a functional problem when challenged. The proximal tubule and the medullary thick ascending limb of Henle are considered to have the highest metabolic rate, which is related to the high mitochondria content needed to sustain sufficient ATP production from oxidative phosphorylation to support high electrolyte transport activity in these nephron segments. Interestingly, the cells located in kidney medulla function at the verge of hypoxia, and the mitochondria may have adapted to the surrounding environment. However, little is known about intrarenal differences in mitochondria function. We therefore investigated functional differences between mitochondria isolated from kidney cortex and medulla of healthy normoglycemic rats by using high-resolution respirometry. The results demonstrate that medullary mitochondria had a higher degree of coupling, are more efficient, and have higher oxygen affinity, which would make them more suitable to function in an environment with limited oxygen supply. Furthermore, these results support the hypothesis that mitochondria of medullary cells have adapted to the normal hypoxic in vivo situation as a strategy of sustaining ATP production in a suboptimal environment.

Place, publisher, year, edition, pages
AMER PHYSIOLOGICAL SOC, 2018
Keywords
cortex; kidney; medulla; mitochondria; oxygen affinity; P/O ratio
National Category
Physiology and Anatomy
Identifiers
urn:nbn:se:liu:diva-151482 (URN)10.1152/ajprenal.00207.2018 (DOI)000444017300015 ()29846107 (PubMedID)
Note

Funding Agencies|Swedish Medical Research Council; Swedish Diabetes Foundation; Swedish Research Council; Family Ernfors Foundation

Available from: 2018-09-24 Created: 2018-09-24 Last updated: 2025-02-10
Franzén, S., Pihl, L., Khan, N., Gustafsson, H. & Palm, F. (2016). Pronounced kidney hypoxia precedes albuminuria in type 1 diabetic mice. American Journal of Physiology - Renal Physiology, 310(9), F807-F809
Open this publication in new window or tab >>Pronounced kidney hypoxia precedes albuminuria in type 1 diabetic mice
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2016 (English)In: American Journal of Physiology - Renal Physiology, ISSN 1931-857X, E-ISSN 1522-1466, Vol. 310, no 9, p. F807-F809Article in journal (Refereed) Published
Abstract [en]

Intrarenal tissue hypoxia has been proposed as a unifying mechanism for the development of chronic kidney disease, including diabetic nephropathy. However, hypoxia has to be present before the onset of kidney disease in order to be the causal mechanism. In order to establish if hypoxia precedes the onset of diabetic nephropathy, we implemented a minimally invasive electron paramagnetic resonance oximetry technique using implanted oxygen sensing probes for repetitive measurements of in vivo kidney tissue oxygen tensions in mice. Kidney cortex oxygen tensions were measured before and up to 15 days after the induction of insulinopenic diabetes in male mice and compared to normoglycemic controls. On day 16, urinary albumin excretions and conscious glomerular filtration rates were determined in order to define the temporal relationship between intrarenal hypoxia and disease development. Diabetic mice developed pronounced intrarenal hypoxia three days after the induction of diabetes, which persisted throughout the study period. On day 16, diabetic mice had glomerular hyperfiltration, but normal urinary albumin excretion. In conclusion, intrarenal tissue hypoxia in diabetes precedes albuminuria thereby being a plausible cause for the onset and progression of diabetic nephropathy.

Place, publisher, year, edition, pages
American Physiological Society Journals, 2016
Keywords
nephropathy, diabetes, hypoxia, EPR
National Category
Physiology and Anatomy
Identifiers
urn:nbn:se:liu:diva-125526 (URN)10.1152/ajprenal.00049.2016 (DOI)000375115700001 ()
Note

The status of this article was previous Manuscript.

Funding agencies: Swedish Research Council; Swedish Heart Lung Foundation; Swedish Diabetes Foundation

Available from: 2016-02-26 Created: 2016-02-25 Last updated: 2025-02-10Bibliographically approved
Ivarsson, M., Broman, C., Gustafsson, H. & Holm, N. G. (2015). Biogenic Mn-Oxides in Subseafloor Basalts. PLOS ONE, 10(6), e0128863
Open this publication in new window or tab >>Biogenic Mn-Oxides in Subseafloor Basalts
2015 (English)In: PLOS ONE, E-ISSN 1932-6203, Vol. 10, no 6, p. e0128863-Article in journal (Refereed) Published
Abstract [en]

The deep biosphere of the subseafloor basalts is recognized as a major scientific frontier in disciplines like biology, geology, and oceanography. Recently, the presence of fungi in these environments has involved a change of view regarding diversity and ecology. Here, we describe fossilized fungal communities in vugs in subseafloor basalts from a depth of 936.65 metres below seafloor at the Detroit Seamount, Pacific Ocean. These fungal communities are closely associated with botryoidal Mn oxides composed of todorokite. Analyses of the Mn oxides by Electron Paramagnetic Resonance spectroscopy (EPR) indicate a biogenic signature. We suggest, based on mineralogical, morphological and EPR data, a biological origin of the botryoidal Mn oxides. Our results show that fungi are involved in Mn cycling at great depths in the seafloor and we introduce EPR as a means to easily identify biogenic Mn oxides in these environments.

Place, publisher, year, edition, pages
Public Library of Science, 2015
National Category
Clinical Medicine
Identifiers
urn:nbn:se:liu:diva-120354 (URN)10.1371/journal.pone.0128863 (DOI)000356932500031 ()26107948 (PubMedID)
Note

Funding Agencies|Swedish Research Council [2012-4364]; Danish National Research Foundation [DNRF53]

Available from: 2015-07-31 Created: 2015-07-31 Last updated: 2021-06-14
Lilledahl, M. B., Gustafsson, H., Gunnar Ellingsen, P., Zachrisson, H., Hallbeck, M., Stenhjem Hagen, V., . . . Lindgren, M. (2015). Combined imaging of oxidative stress and microscopic structure reveals new features in human atherosclerotic plaques. Journal of Biomedical Optics, 20(2), 020503
Open this publication in new window or tab >>Combined imaging of oxidative stress and microscopic structure reveals new features in human atherosclerotic plaques
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2015 (English)In: Journal of Biomedical Optics, ISSN 1083-3668, E-ISSN 1560-2281, Vol. 20, no 2, p. 020503-Article in journal (Refereed) Published
Abstract [en]

Human atherosclerotic samples collected by carotid endarterectomy were investigated using electronic paramagnetic resonance imaging (EPRI) for visualization of reactive oxygen species, and nonlinear optical microscopy (NLOM) to study structural features. Regions of strong EPRI signal, indicating a higher concentration of reactive oxygen species and increased inflammation, were found to colocalize with regions dense in cholesterol crystals as revealed by NLOM.

Place, publisher, year, edition, pages
Society of Photo-optical Instrumentation Engineers (SPIE), 2015
Keywords
atherosclerosis; electronic paramagnetic resonance imaging; polarimetry; nonlinear optical microscopy
National Category
Clinical Medicine Chemical Sciences Cell and Molecular Biology
Identifiers
urn:nbn:se:liu:diva-116839 (URN)10.1117/1.JBO.20.2.020503 (DOI)000350462900003 ()25714991 (PubMedID)
Note

Funding Agencies|Swedish Research Council [diarienr 2009-5430]

Available from: 2015-04-07 Created: 2015-04-07 Last updated: 2019-10-14
Adolfsson, E., White, S., Landry, G., Lund, E., Gustafsson, H., Verhaegen, F., . . . Alm Carlsson, G. (2015). Measurement of absorbed dose to water around an electronic brachytherapy source: Comparison of two dosimetry systems: lithium formate EPR dosimeters and radiochromic EBT2 film. Physics in Medicine and Biology, 60(9), 3869-3882
Open this publication in new window or tab >>Measurement of absorbed dose to water around an electronic brachytherapy source: Comparison of two dosimetry systems: lithium formate EPR dosimeters and radiochromic EBT2 film
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2015 (English)In: Physics in Medicine and Biology, ISSN 0031-9155, E-ISSN 1361-6560, Vol. 60, no 9, p. 3869-3882Article in journal (Refereed) Published
Abstract [en]

Interest in high dose rate (HDR) electronic brachytherapy operating at 50 kV is increasing. For quality assurance it is important to identify dosimetry systems that can measure the absorbed doses in absolute terms which is difficult in this energy region. In this work a comparison is made between two dosimetry systems, EPR lithium formate dosimeters and radiochromic EBT2 film.

Both types of dosimeters were irradiated simultaneously in a PMMA phantom using the Axxent EBS. Absorbed dose to water was determined at distances of 10 mm, 30 mm and 50 mm from the EBS. Results were traceable to different primary standards as regards to absorbed dose to water (EPR) and air kerma (EBT2). Monte Carlo simulations were used in absolute terms as a third estimate of absorbed dose to water.

Agreement within the estimated expanded (k = 2) uncertainties (5% (EPR), 7% (EBT2)) was found between the results at 30 mm and 50 mm from the x-ray source. The same result was obtained in 4 repetitions of irradiation, indicating high precision in the measurements with both systems. At all distances, agreement between EPR and Monte Carlo simulations was shown as was also the case for the film measurements at 30mm and 50mm. At 10mm the geometry for the film measurements caused too large uncertainty in measured values depending on the exact position (within sub-mm distances) of the EBS and the 10 mm film results were exculded from comparison.

This work has demonstrated good performance of the lithium formate EPR dosimetry system in accordance with earlier experiments at higher photon energies (192Ir HDR brachytherapy). It was also highlighted that there might be issues regarding the energy dependence and intrinsic efficiency of the EBT2 film that need to be considered for measurements using low energy sources.

Place, publisher, year, edition, pages
Institute of Physics Publishing (IOPP), 2015
Keywords
Electronic brachytherapy, EPR, lithium formate, radiochromic film, intrinsic efficiency
National Category
Radiology, Nuclear Medicine and Medical Imaging
Identifiers
urn:nbn:se:liu:diva-111090 (URN)10.1088/0031-9155/60/9/3869 (DOI)000354104700030 ()
Available from: 2014-10-07 Created: 2014-10-07 Last updated: 2021-10-13Bibliographically approved
Gustafsson, H., Hallbeck, M., Lindgren, M., Kolbun, N., Jonson, M., Engström, M., . . . Zachrisson, H. (2015). Visualization of oxidative stress in ex vivo biopsies using electron paramagnetic resonance imaging. Magnetic Resonance in Medicine, 73(4), 1682-1691
Open this publication in new window or tab >>Visualization of oxidative stress in ex vivo biopsies using electron paramagnetic resonance imaging
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2015 (English)In: Magnetic Resonance in Medicine, ISSN 0740-3194, E-ISSN 1522-2594, Vol. 73, no 4, p. 1682-1691Article in journal (Refereed) Published
Abstract [en]

PURPOSE: The purpose of this study was to develop an X-Band electron paramagnetic resonance imaging protocol for visualization of oxidative stress in biopsies.

METHODS: The developed electron paramagnetic resonance imaging protocol was based on spin trapping with the cyclic hydroxylamine spin probe 1-hydroxy-3-methoxycarbonyl-2,2,5,5-tetramethylpyrrolidine and X-Band EPR imaging. Computer software was developed for deconvolution and back-projection of the EPR image. A phantom containing radicals of known spatial characteristic was used for evaluation of the developed protocol. As a demonstration of the technique electron paramagnetic resonance imaging of oxidative stress was performed in six sections of atherosclerotic plaques. Histopathological analyses were performed on adjoining sections.

RESULTS: The developed computer software for deconvolution and back-projection of the EPR images could accurately reproduce the shape of a phantom of known spatial distribution of radicals. The developed protocol could successfully be used to image oxidative stress in six sections of the three ex vivo atherosclerotic plaques.

CONCLUSIONS: We have shown that oxidative stress can be imaged using a combination of spin trapping with the cyclic hydroxylamine spin probe cyclic hydroxylamine spin probe 1-hydroxy-3-methoxycarbonyl-2,2,5,5-tetramethylpyrrolidine and X-Band EPR imaging. A thorough and systematic evaluation on different types of biopsies must be performed in the future to validate the proposed technique. Magn Reson Med, 2014.

National Category
Clinical Medicine
Identifiers
urn:nbn:se:liu:diva-113407 (URN)10.1002/mrm.25267 (DOI)000351685900035 ()24753234 (PubMedID)
Available from: 2015-01-19 Created: 2015-01-19 Last updated: 2019-10-14
Organisations
Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-6148-1053

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