120 results on '"Trägårdh E"'
Search Results
2. Electrocardiographic manifestations in female team handball players : analyzing ECG changes in athletes
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Malmgren, A., Trägårdh, E., Gudmundsson, Petri, Kjellström, B., Stagmo, M., Dencker, M., Malmgren, A., Trägårdh, E., Gudmundsson, Petri, Kjellström, B., Stagmo, M., and Dencker, M.
- Abstract
Introduction: Long-term intense training leads to structural, functional, and electrical remodeling of the heart. How different sports affect the heart has not been fully investigated, particularly for female athletes. The aim of the present study was to investigate the morphology of 12-lead resting electrocardiogram (ECG) in elite female handball players compared to non-athlete female subjects. Potential changes will be explored to see if they could be explained by differences in cardiac dimensions and exercise hours. Materials and methods: A cross-sectional study of 33 elite female team handball players compared to 33 sex and age-matched, non-athletic controls (age range 18-26 years) was performed. All participants underwent a resting 12-lead ECG and an echocardiographic examination. ECG variables for left ventricular hypertrophy and durations were evaluated and adjusted for cardiac dimensions and exercise hours using ANCOVA analysis. A linear regression analysis was used to describe relation between echocardiographic and ECG measures and exercise hours. Results: The female handball players had larger cardiac dimensions and significantly lower heart rate and QTc duration (Bazett's formula) as well as increased QRS and QT durations compared to controls. The 12-lead sum of voltage and the 12-lead sum of voltage & lowast; QRS were significantly higher among handball players. Changes in ECG variables reflecting the left ventricle could in part be explained by left ventricular size and exercise hours. Correlation with exercise hours were moderately strong in most of the echocardiographic measures reflecting left ventricular (LV), left ventricular mass (LVM), left atrium (LA) and right atrium (RA) size. Poor to fair correlations were seen in the majority of ECG measures. Conclusions: Female team handball players had altered ECGs, longer QRS and QT durations, higher 12-lead sum of voltage and 12-lead sum of voltage & lowast; QRS as well as shorter QTc (Bazett's f
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- 2024
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3. Diagnostic accuracy of 18F-PSMA-1007 PET/CT in primary staging of intermediate- and high-risk prostate cancer with extended lymph node dissection used as reference method
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Ingvar, J.K.O., primary, Hvittfeldt, E., additional, Simoulis, A., additional, Trägårdh, E., additional, and Bjartell, A.S., additional
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- 2022
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4. Automated Bone Scan Index as an Imaging Biomarker to Predict Overall Survival in the Zometa European Study/SPCG11
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Reza, M., Wirth, M., Tammela, T., Cicalese, V., Veiga, F.G., Mulders, P.F.A., Miller, K., Tubaro, A., Debruyne, F., Patel, A., Caris, C., Witjes, W.P.J., Thorsson, O., Wollmer, P., Edenbrandt, L., Ohlsson, M., Trägårdh, E., Bjartell, A., Reza, M., Wirth, M., Tammela, T., Cicalese, V., Veiga, F.G., Mulders, P.F.A., Miller, K., Tubaro, A., Debruyne, F., Patel, A., Caris, C., Witjes, W.P.J., Thorsson, O., Wollmer, P., Edenbrandt, L., Ohlsson, M., Trägårdh, E., and Bjartell, A.
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Contains fulltext : 233937.pdf (Publisher’s version ) (Closed access), BACKGROUND: Owing to the large variation in treatment response among patients with high-risk prostate cancer, it would be of value to use objective tools to monitor the status of bone metastases during clinical trials. Automated Bone Scan Index (aBSI) based on artificial intelligence has been proposed as an imaging biomarker for the quantification of skeletal metastases from bone scintigraphy. OBJECTIVE: To investigate how an increase in aBSI during treatment may predict clinical outcome in a randomised controlled clinical trial including patients with high-risk prostate cancer. DESIGN, SETTING, AND PARTICIPANTS: We retrospectively selected all patients from the Zometa European Study (ZEUS)/SPCG11 study with image data of sufficient quality to allow for aBSI assessment at baseline and at 48-mo follow-up. Data on aBSI were obtained using EXINIbone(BSI) software, blinded for clinical data and randomisation of zoledronic acid treatment. Data on age, overall survival (OS), and prostate-specific antigen (PSA) at baseline and upon follow-up were available from the study database. OUTCOME MEASUREMENTS AND STATISTICAL ANALYSIS: Association between clinical parameters and aBSI increase during treatment was evaluated using Cox proportional-hazards regression models, Kaplan-Meier estimates, and log-rank test. Discrimination between prognostic variables was assessed using the concordance index (C-index). RESULTS AND LIMITATIONS: In this cohort, 176 patients with bone metastases and a change in aBSI from baseline to follow-up of ≤0.3 had a significantly longer median survival time than patients with an aBSI change of >0.3 (p<0.0001). The increase in aBSI was significantly associated with OS (p<0.01 and C-index=0.65), while age and PSA change were not. CONCLUSIONS: The aBSI used as an objective imaging biomarker predicted outcome in prostate cancer patients in the ZEUS/SPCG11 study. An analysis of the change in aBSI from baseline to 48-mo follow-up represents a valuable tool for
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- 2021
5. Deep learning-based quantification of PET/CT prostate gland uptake : association with overall survival
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Polymeri, E., Sadik, M., Kaboteh, R., Borrelli, P., Enqvist, O., Ulén, J., Ohlsson, Mattias, Trägårdh, E., Poulsen, M. H., Simonsen, J. A., Hoilund-Carlsen, P. F., Johnsson, ÅA., Edenbrandt, L., Polymeri, E., Sadik, M., Kaboteh, R., Borrelli, P., Enqvist, O., Ulén, J., Ohlsson, Mattias, Trägårdh, E., Poulsen, M. H., Simonsen, J. A., Hoilund-Carlsen, P. F., Johnsson, ÅA., and Edenbrandt, L.
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Aim: To validate a deep-learning (DL) algorithm for automated quantification of prostate cancer on positron emission tomography/computed tomography (PET/CT) and explore the potential of PET/CT measurements as prognostic biomarkers. Material and methods: Training of the DL-algorithm regarding prostate volume was performed on manually segmented CT images in 100 patients. Validation of the DL-algorithm was carried out in 45 patients with biopsy-proven hormone-naïve prostate cancer. The automated measurements of prostate volume were compared with manual measurements made independently by two observers. PET/CT measurements of tumour burden based on volume and SUV of abnormal voxels were calculated automatically. Voxels in the co-registered 18F-choline PET images above a standardized uptake value (SUV) of 2·65, and corresponding to the prostate as defined by the automated segmentation in the CT images, were defined as abnormal. Validation of abnormal voxels was performed by manual segmentation of radiotracer uptake. Agreement between algorithm and observers regarding prostate volume was analysed by Sørensen-Dice index (SDI). Associations between automatically based PET/CT biomarkers and age, prostate-specific antigen (PSA), Gleason score as well as overall survival were evaluated by a univariate Cox regression model. Results: The SDI between the automated and the manual volume segmentations was 0·78 and 0·79, respectively. Automated PET/CT measures reflecting total lesion uptake and the relation between volume of abnormal voxels and total prostate volume were significantly associated with overall survival (P = 0·02), whereas age, PSA, and Gleason score were not. Conclusion: Automated PET/CT biomarkers showed good agreement to manual measurements and were significantly associated with overall survival. © 2019 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Me
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- 2020
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6. A0660 - Diagnostic accuracy of 18F-PSMA-1007 PET/CT in primary staging of intermediate- and high-risk prostate cancer with extended lymph node dissection used as reference method
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Ingvar, J.K.O., Hvittfeldt, E., Simoulis, A., Trägårdh, E., and Bjartell, A.S.
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- 2022
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7. Myocardial perfusion SPECT and SPECT/CT in interventional cardiology
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Trägårdh, E., primary, Hasbak, P., additional, and Hesse, B., additional
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- 2018
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8. 03 Bone scan index as a biomarker to predict outcome in mCRPC patients on abiraterone acetate (Zytiga™) – a multicenter study
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Reza, M., primary, Bjartell, A., additional, Ohlsson, M., additional, Kaboteh, R., additional, Frank, I., additional, Damber, J-E., additional, Budäus, L., additional, Eichenauer, T., additional, Wollmer, P., additional, Edenbrandt, L., additional, and Trägårdh, E., additional
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- 2014
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9. P120 Prognostic value of bone scan index in patients with high risk prostate cancer receiving hormonal treatment
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Reza, M., primary, Bjartell, A., additional, Ohlsson, M., additional, Wollmer, P., additional, Edenbrandt, L., additional, and Trägårdh, E., additional
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- 2013
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10. Nuclear medicine technologists are able to accurately determine when a myocardial perfusion rest study is necessary
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Trägårdh Elin, Johansson Liselott, Olofsson Camilla, Valind Sven, and Edenbrandt Lars
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Image interpretation ,Radionuclide imaging ,Ischemic heart disease ,99Tc MPS ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Abstract Background In myocardial perfusion scintigraphy (MPS), typically a stress and a rest study is performed. If the stress study is considered normal, there is no need for a subsequent rest study. The aim of the study was to determine whether nuclear medicine technologists are able to assess the necessity of a rest study. Methods Gated MPS using a 2-day 99mTc protocol for 121 consecutive patients were studied. Visual interpretation by 3 physicians was used as gold standard for determining the need for a rest study based on the stress images. All nuclear medicine technologists performing MPS had to review 82 training cases of stress MPS images with comments regarding the need for rest studies, and thereafter a test consisting of 20 stress MPS images. After passing this test, the nuclear medicine technologists in charge of a stress MPS study assessed whether a rest study was needed or not or if he/she was uncertain and wanted to consult a physician. After that, the physician in charge interpreted the images and decided whether a rest study was required or not. Results The nuclear medicine technologists and the physicians in clinical routine agreed in 103 of the 107 cases (96%) for which the technologists felt certain regarding the need for a rest study. In the remaining 14 cases the technologists were uncertain, i.e. wanted to consult a physician. The agreement between the technologists and the physicians in clinical routine was very good, resulting in a kappa value of 0.92. There was no statistically significant difference in the evaluations made by technicians and physicians (P = 0.617). Conclusions The nuclear medicine technologists were able to accurately determine whether a rest study was necessary. There was very good agreement between nuclear medicine technologists and physicians in the assessment of the need for a rest study. If the technologists can make this decision, the effectiveness of the nuclear medicine department will improve.
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- 2012
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11. Small average differences in attenuation corrected images between men and women in myocardial perfusion scintigraphy: a novel normal stress database
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Jakobsson David, Sjöstrand Karl, Trägårdh Elin, and Edenbrandt Lars
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Medical technology ,R855-855.5 - Abstract
Abstract Background The American Society of Nuclear Cardiology and the Society of Nuclear Medicine state that incorporation of attenuation-corrected (AC) images in myocardial perfusion scintigraphy (MPS) will improve image quality, interpretive certainty, and diagnostic accuracy. However, commonly used software packages for MPS usually include normal stress databases for non-attenuation corrected (NC) images but not for attenuation-corrected (AC) images. The aim of the study was to develop and compare different normal stress databases for MPS in relation to NC vs. AC images, male vs. female gender, and presence vs. absence of obesity. The principal hypothesis was that differences in mean count values between men and women would be smaller with AC than NC images, thereby allowing for construction and use of gender-independent AC stress database. Methods Normal stress perfusion databases were developed with data from 126 male and 205 female patients with normal MPS. The following comparisons were performed for all patients and separately for normal weight vs. obese patients: men vs. women for AC; men vs. women for NC; AC vs. NC for men; and AC vs. NC for women. Results When comparing AC for men vs. women, only minor differences in mean count values were observed, and there were no differences for normal weight vs. obese patients. For all other analyses major differences were found, particularly for the inferior wall. Conclusions The results support the hypothesis that it is possible to use not only gender independent but also weight independent AC stress databases.
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- 2011
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12. Reporting nuclear cardiology: a joint position paper by the European Association of Nuclear Medicine (EANM) and the European Association of Cardiovascular Imaging (EACVI)
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Erwan Donal, Marcus Hacker, Denis Agostini, Philipp A. Kaufmann, Lars Edenbrandt, Riemert Slart, Albert Flotats, Alessia Gimelli, Juhani Knuuti, Elin Trägårdh, Patrizio Lancellotti, Oliver Lindner, Koen Nieman, Christopher Übleis, Victoria Delgado, Gilbert Habib, Maurizio Galderisi, Hein J. Verberne, Thor Edvardsen, Birger Hesse, Anastasia Kitsiou, Raphael Rosenhek, Vascular Ageing Programme (VAP), Cardiovascular Centre (CVC), Translational Immunology Groningen (TRIGR), Basic and Translational Research and Imaging Methodology Development in Groningen (BRIDGE), Trägårdh, E, Hesse, B, Knuuti, J, Flotats, A, Kaufmann, P. A., Kitsiou, A, Hacker, M, Verberne, H. J., Edenbrandt, L, Delgado, V, Donal, E, Edvardsen, T, Galderisi, Maurizio, Habib, G, Lancellotti, P, Nieman, K, Rosenhek, R, Agostini, D, Gimelli, A, Lindner, O, Slart, R, Ubleis, C., Amsterdam Cardiovascular Sciences, and Nuclear Medicine
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Male ,Practice guideline ,medicine.medical_specialty ,Patient demographics ,Single-photon emission computed tomography ,Sensitivity and Specificity ,Terminology ,Internal medicine ,medicine ,Medical imaging ,Humans ,Radiology, Nuclear Medicine and imaging ,Medical physics ,Radionuclide Imaging ,Image display ,Societies, Medical ,Cardiac imaging ,Nuclear medicine report ,Tomography, Emission-Computed, Single-Photon ,Cardiac Imaging Technique ,medicine.diagnostic_test ,business.industry ,Medicine (all) ,Nuclear cardiology ,General Medicine ,Europe ,Cardiac Imaging Techniques ,Positron emission tomography ,Positron-Emission Tomography ,Practice Guidelines as Topic ,Cardiology ,Position paper ,Female ,Nuclear Medicine ,Cardiology and Cardiovascular Medicine ,Nuclear medicine ,business ,Human - Abstract
The report of an imaging procedure is a critical component of an examination, being the final and often the only communication from the interpreting physician to the referring or treating physician. Very limited evidence and few recommendations or guidelines on reporting imaging studies are available; therefore, an European position statement on how to report nuclear cardiology might be useful. The current paper combines the limited existing evidence with expert consensus, previously published recommendations as well as current clinical practices. For all the applications discussed in this paper (myocardial perfusion, viability, innervation, and function as acquired by single photon emission computed tomography and positron emission tomography or hybrid imaging), headings cover laboratory and patient demographics, clinical indication, tracer administration and image acquisition, findings, and conclusion of the report. The statement also discusses recommended terminology in nuclear cardiology, image display, and preliminary reports. It is hoped that this statement may lead to more attention to create well-written and standardized nuclear cardiology reports and eventually lead to improved clinical outcome.
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- 2015
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13. EANM procedural guidelines for radionuclide myocardial perfusion imaging with SPECT and SPECT/CT: 2015 revision
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Verberne, Hein J., Acampa, Wanda, Anagnostopoulos, Constantinos, Ballinger, Jim, Bengel, Frank, De Bondt, Pieter, Buechel, Ronny R., Cuocolo, Alberto, van Eck-Smit, Berthe L. F., Flotats, Albert, Hacker, Marcus, Hindorf, Cecilia, Kaufmann, Philip A., Lindner, Oliver, Ljungberg, Michael, Lonsdale, Markus, Manrique, Alain, Minarik, David, Scholte, Arthur J. H. A., Slart, Riemer H. J. A., Trägårdh, Elin, de Wit, Tim C., Hesse, Birger, Universitat Autònoma de Barcelona, University of Zurich, Verberne, Hein J, Translational Immunology Groningen (TRIGR), Cardiovascular Centre (CVC), Basic and Translational Research and Imaging Methodology Development in Groningen (BRIDGE), Verberne, Hj, Acampa, Wanda, Anagnostopoulos, C, Ballinger, J, Bengel, F, De Bondt, P, Buechel, Rr, Cuocolo, Alberto, van Eck Smit, Bl, Flotats, A, Hacker, M, Hindorf, C, Kaufmann, Pa, Lindner, O, Ljungberg, M, Lonsdale, M, Manrique, A, Minarik, D, Scholte, Aj, Slart, Rh, Trägårdh, E, de Wit, Tc, Hesse, B., ACS - Amsterdam Cardiovascular Sciences, Nuclear Medicine, Other departments, and Other Research
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Male ,Vasodilator Agents ,EMISSION COMPUTED-TOMOGRAPHY ,Contrast Media ,Coronary Artery Disease ,PLACEBO-CONTROLLED TRIAL ,Procedures ,Multimodal Imaging ,Coronary artery disease ,Image Processing, Computer-Assisted ,ARTERY-DISEASE ,Societies, Medical ,medicine.diagnostic_test ,General Medicine ,Middle Aged ,Radiation Exposure ,ATTENUATION CORRECTION ,PROGNOSTIC VALUE ,Radiology Nuclear Medicine and imaging ,Radiological weapon ,Practice Guidelines as Topic ,Safety ,medicine.drug ,Radiology, Nuclear Medicine and Medical Imaging ,Adult ,TOMOGRAPHY CORONARY-ANGIOGRAPHY ,610 Medicine & health ,Guidelines ,CONTRAST-MEDIA ,NUCLEAR CARDIOLOGY ,Myocardial perfusion imaging ,medicine ,2741 Radiology, Nuclear Medicine and Imaging ,Humans ,Radiology, Nuclear Medicine and imaging ,Exercise ,Multimodal imaging ,Dose-Response Relationship, Drug ,business.industry ,10181 Clinic for Nuclear Medicine ,medicine.disease ,DIAGNOSTIC PERFORMANCE ,Regadenoson ,Radiation exposure ,ADVERSE-REACTIONS ,Purines ,Angiography ,Nuclear medicine ,Pyrazoles ,Coronary vasodilator ,business ,Tomography, X-Ray Computed ,Software - Abstract
Since the publication of the European Association of Nuclear Medicine (EANM) procedural guidelines for radionuclide myocardial perfusion imaging (MPI) in 2005, many small and some larger steps of progress have been made, improving MPI procedures. In this paper, the major changes from the updated 2015 procedural guidelines are highlighted, focusing on the important changes related to new instrumentation with improved image information and the possibility to reduce radiation exposure, which is further discussed in relation to the recent developments of new International Commission on Radiological Protection (ICRP) models. Introduction of the selective coronary vasodilator regadenoson and the use of coronary CT-contrast agents for hybrid imaging with SPECT/CT angiography are other important areas for nuclear cardiology that were not included in the previous guidelines. A large number of minor changes have been described in more detail in the fully revised version available at the EANM home page: http://eanm.org/publications/guidelines/2015_07_EANM_FINAL_myocardial_perfusion_guideline.pdf .
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- 2015
14. Two decades of research capacity strengthening and reciprocal learning on sexual and reproductive health in East Africa - a point of (no) return.
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Frisendahl C, Looft-Trägårdh E, Cleeve A, Atuhairwe S, Larsson EC, Kakaire O, Kayiga H, Aronsson A, Kihara A, Temmerman M, Klingberg Allvin M, Byamugisha J, and Gemzell Danielsson K
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- Humans, Africa, Eastern, Research organization & administration, Female, Sustainable Development, Abortion, Induced, Capacity Building organization & administration, Reproductive Health education, Sexual Health education
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As the world is facing challenges such as pandemics, climate change, conflicts, and changing political landscapes, the need to secure access to safe and high-quality abortion care is more urgent than ever. On 27th of June 2023, the Swedish government decided to cut funding resources available for developmental research, which has played a fundamental role in the advancement of sexual and reproductive health and rights (SRHR) globally, including abortion care. Withdrawal of this funding not only threatens the fulfilment of the United Nations sustainable development goals (SDGS) - target 3.7 on ensuring universal access to SRHR and target 5 on gender equality - but also jeopardises two decades of research capacity strengthening. In this article, we describe how the partnerships that we have built over the course of two decades have amounted to numerous publications, doctoral graduates, and important advancements within the field of SRHR in East Africa and beyond.
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- 2024
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15. Healthcare providers' perceptions on post abortion intrauterine contraception: A qualitative study in central Uganda.
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Kayiga H, Looft-Trägårdh E, Cleeve A, Kakaire O, Tumwesigye NM, Byamugisha J, and Gemzell-Danielsson K
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- Humans, Uganda, Female, Male, Adult, Attitude of Health Personnel, Pregnancy, Health Knowledge, Attitudes, Practice, Middle Aged, Contraception psychology, Intrauterine Devices, Health Personnel psychology, Abortion, Induced psychology, Qualitative Research
- Abstract
Background: Despite access to post abortion intrauterine contraception, the uptake of Intrauterine devices (IUDs) in Uganda remains low. Whether the perceptions of healthcare providers towards IUDs have a role in the provision of post abortion IUDs remains unclear. We explored perceptions on post abortion IUD provision among healthcare providers in Uganda, focusing on barriers and facilitators in regards to provision and uptake., Methods: Between 1st August 2022 and 30th September 2022, forty-five in-depth interviews were conducted among healthcare providers of different cadres at sixteen public health facilities in central Uganda. We used the case study design to explore the healthcare providers' perceptions. The interviews were primarily to help us understand the perceptions of healthcare providers towards IUDs. All interviews were audio-recorded and transcribed verbatim. Themes were identified using the conventional inductive content analysis., Results: From the analysis, three themes emerged. Theme one covered health system related barriers in regards to IUD provision such as healthcare providers' and health facility challenges. The second theme focused on the challenges in post abortion contraceptive counselling focusing on IUDs. The third theme covered the motivating factors and participants' views on how to scale up IUD uptake and provision within post abortion care in Uganda. We found that lack of appropriate knowledge and skills on IUD provision, and heavy workloads, negatively impacted IUD provision. Inadequate facilities, IUD stock-outs, and minimal community sensitization also limited the utilization of IUDs. Furthermore, language barriers, community misconceptions around IUDs, long travel distances to the health facility, and partner refusal, contributed to the low uptake of post abortion IUDs. To address the identified barriers and scale up post abortion IUD provision, participants recommended addressing health system barriers, regular in-service refresher trainings, mentoring and supervision. They emphasized the importance of addressing contraceptive misconceptions and men's opposition to IUDs through community sensitization., Conclusion: In this study we identified several barriers to post abortion IUD provision, highlighting an urgent need to address health system barriers including healthcare providers' skills and knowledge gaps, supply chain challenges, and to ensure that facilities are conducive to quality contraceptive counselling. Provision of on-job refresher trainings, mentoring and supervision, are key motivators that can be utilized in supporting healthcare providers towards post abortion IUD provision. To further increase uptake, efforts are needed to dispel contraceptive myths and misconceptions at the community level., Competing Interests: The authors have declared that no competing interests exist., (Copyright: © 2024 Kayiga et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.)
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- 2024
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16. High concordance of PET-CT treatment response evaluation according to PERCIST 1.0 when comparing images reconstructed with OSEM vs. BSREM.
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Skoglund T, Minarik D, Edenbrandt L, and Trägårdh E
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- Humans, Female, Middle Aged, Aged, Treatment Outcome, Male, Reproducibility of Results, Adult, Algorithms, Image Interpretation, Computer-Assisted methods, Skin Neoplasms diagnostic imaging, Skin Neoplasms pathology, Retrospective Studies, Positron Emission Tomography Computed Tomography methods, Fluorodeoxyglucose F18 administration & dosage, Melanoma diagnostic imaging, Radiopharmaceuticals administration & dosage, Predictive Value of Tests, Breast Neoplasms diagnostic imaging, Breast Neoplasms pathology
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Background: Positron emission tomography (PET) response criteria in solid tumours (PERCIST 1.0) is a systematic assessment of therapy response with fluorine 18 fluorodeoxyglucose ([
18 F]FDG) PET. The ordered subset expectation maximization (OSEM) and block sequential regularized expectation maximization (BSREM) reconstruction algorithms are both commonly used. The impact of using OSEM or BSREM on PERCIST 1.0 is not fully determined. This study aimed to compare treatment response evaluation between the reconstructions OSEM and BSREM according to PERCIST 1.0., Methods: The highest peak standardized uptake value corrected for lean body mass (SULpeak ) in a lesion were measured in PET-CT scans from 90 patients with metastatic breast cancer or malignant melanoma, who had undergone two [18 F]FDG PET with computer tomography (CT) scans for treatment evaluation purpose. SUL measurements in the reference organ were also calculated. All scans were reconstructed with OSEM and BSREM. Bland Altman plots and Spearman correlation coefficient were used for comparing measurements obtained from OSEM and BSREM images. Patients were categorized as a complete metabolic response (CMR), partial metabolic response (PMR), stable metabolic disease (SMD), or progressive metabolic disease (PMD)., Results: The mean standard deviation (SD) of SULmean in the reference organ was slightly lower for BSREM images, resulting in a slightly lower threshold. Lesion SULpeak was slightly higher for BSREM images compared with OSEM images. Only 5 out of 90 patients had different response evaluations for the different reconstructions., Conclusion: PERCIST 1.0 serves as a robust response evaluation criterion and is only marginally dependent on the reconstruction used., (© 2024 The Author(s). Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)- Published
- 2025
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17. Retrospective evaluation of the predictive value of tumour burden at baseline [ 68 Ga]Ga-DOTA-TOC or -TATE PET/CT and tumour dosimetry in GEP-NET patients treated with PRRT.
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Gålne A, Sundlöv A, Enqvist O, Sjögreen Gleisner K, Larsson E, and Trägårdh E
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Purpose: There is a lack of validated imaging biomarkers for prediction of response to peptide receptor radionuclide therapy (PRRT). The primary objective was to evaluate if tumour burden at baseline PET/CT could predict treatment outcomes to PRRT with [
177 Lu]Lu-DOTA-TATE. Secondary objectives were to evaluate if there was a correlation between tumour burden and mean tumour absorbed dose (AD) during first cycle, and if mean tumour AD or the relative change of tumour burden at first follow-up PET/CT could predict progression free survival (PFS) or overall survival (OS)., Methods: Patients with gastroenteropancreatic neuroendocrine tumour (GEP-NET) treated with [177 Lu]Lu-DOTA-TATE PRRT were retrospectively included. Tumour burden was quantified from [68 Ga]Ga-DOTA-TOC/TATE PET/CT-images at baseline and first follow-up and expressed as; whole-body somatostatin receptor expressing tumour volume (SRETVwb), total lesion somatostatin receptor expression (TLSREwb), largest tumour lesion diameter and highest SUVmax. The relative change of tumour burden was evaluated in three categories. Mean tumour AD was estimated from the first cycle of PRRT. PFS was defined as time from start of PRRT to radiological or clinical progression. OS was evaluated as time to death. Kaplan Meier survival curves and log-rank test were used to compare PFS and OS between different groups., Results: Thirty-one patients had a baseline PET/CT < 6 months before treatment and 25 had a follow-up examination. Median tumour burden was 132 ml (IQR 61-302) at baseline and 71 ml (IQR 36-278) at follow-up. Twenty-two patients had disease progression (median time to progression 17.2 months) and 9 patients had no disease progression (median follow-up 28.7 months). SRETVwb dichotomized by the median at baseline was not associated with longer PFS (p = 0.861) or OS (p = 0.937). Neither TLSREwb, largest tumour lesion or SUVmax showed significant predictive value. There was a moderately strong correlation, however, between SUVmax and mean tumour AD r = 0.705, p < 0.001, but no significant correlation between SRETVwb nor TLSREwb and mean tumour AD. An increase of SRETVwb, TLSREwb or largest tumour lesion at first follow-up PET/CT was significantly correlated with shorter PFS/OS., Conclusion: Tumour burden at baseline showed no predictive value of PFS/OS after PRRT in this small retrospective study. An increase of tumour burden was predictive of worse outcome., (© 2024. The Author(s).)- Published
- 2024
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18. Improving sensitivity through data augmentation with synthetic lymph node metastases for AI-based analysis of PSMA PET-CT images.
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Trägårdh E, Ulén J, Enqvist O, Edenbrandt L, and Larsson M
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- Humans, Male, Reproducibility of Results, Antigens, Surface metabolism, Artificial Intelligence, Automation, Aged, Image Interpretation, Computer-Assisted methods, Middle Aged, Radiopharmaceuticals, Lymphatic Metastasis, Positron Emission Tomography Computed Tomography methods, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms pathology, Glutamate Carboxypeptidase II metabolism, Lymph Nodes diagnostic imaging, Lymph Nodes pathology, Predictive Value of Tests
- Abstract
Background: We developed a fully automated artificial intelligence (AI)AI-based-based method for detecting suspected lymph node metastases in prostate-specific membrane antigen (PSMA)(PSMA) positron emission tomography-computed tomography (PET-CT)(PET-CT) images of prostate cancer patients by using data augmentation that adds synthetic lymph node metastases to the images to expand the training set., Methods: Synthetic data were derived from original training images to which new synthetic lymph node metastases were added. Thus, the original training set from a previous study (n = 420) was expanded by one synthetic image for every original image (n = 840), which was used to train an AI model. The performance of the AI model was compared to that of nuclear medicine physicians and a previously developed AI model. The human readers were alternately used as a reference and compared to either another reading or AI model., Results: The new AI model had an average sensitivity of 84% for detecting lymph node metastases compared with 78% for human readings. Our previously developed AI method without synthetic data had an average sensitivity of 79%. The number of false positive lesions were slightly higher for the new AI model (average 3.3 instances per patient) compared to human readings and the previous AI model (average 2.8 instances per patient), while the number of false negative lesions was lower., Conclusions: Creating synthetic lymph node metastases, as a form of data augmentation, on [18F]PSMA-1007F]PSMA-1007 PETPET-CT-CT images improved the sensitivity of an AI model for detecting suspected lymph node metastases. However, the number of false positive lesions increased somewhat., (© 2024 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)
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- 2024
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19. AI-based fully automatic image analysis: Optimal abdominal and thoracic segmentation volumes for estimating total muscle volume on computed tomography scans.
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Ying T, Borrelli P, Edenbrandt L, Enqvist O, Kaboteh R, Trägårdh E, Ulén J, and Kjölhede H
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Objectives: Evaluation of sarcopenia from computed tomography (CT) is often based on measuring skeletal muscle area on a single transverse slice. Automatic segmentation of muscle volume has a lower variance and may be a better proxy for the total muscle volume than single-slice areas. The aim of the study was to determine which abdominal and thoracic anatomical volumes were best at predicting the total muscle volume., Methods: A cloud-based artificial intelligence tool (recomia.org) was used to segment all skeletal muscle of the torso of 994 patients who had performed whole-torso CT 2008-2020 for various clinical indications. Linear regression models for several anatomical volumes and single-slice areas were compared with regard to predicting the total torso muscle volume., Results: The muscle volume from the tip of the coccyx and 25 cm cranially was the best of the abdominal volumes and was significantly better than the L3 slice muscle area (R
2 0.935 vs 0.830, P < 0.0001). For thoracic volumes, the muscle volume between the top of the sternum to the lower bound of the Th12 vertebra showed the best correlation with the total volume, significantly better than the Th12 slice muscle area (R2 0.892 vs 0.775, P < 0.0001). Adjusting for body height improved the correlation slightly for all measurements but did not significantly change the ordering., Conclusions: We identified muscle volumes that can be reliably segmented by automated image analysis which is superior to single slice areas in predicting total muscle volume., (© 2024 The Korean Society of Osteoporosis. Publishing services by Elsevier B.V.)- Published
- 2024
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20. Verification of reprojected planar images generated from a ring-configured cadmium zinc telluride gamma camera in scintigraphy for diagnosing transthyretin cardiac amyloidosis.
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Cerić Andelius I, Fridriksdóttir R, Minarik D, Hedeer F, Stenvall A, Trägårdh E, and Oddstig J
- Abstract
Aims: Non-invasive diagnosis of amyloid transthyretin (ATTR) cardiac amyloidosis using planar scintigraphy and single-photon emission computed tomography-computed tomography (SPECT-CT) with [
99m Tc]Tc-3,3-diphosphono-1,2-propanodicarboxylic acid ([99m Tc]Tc-DPD) has high specificity and sensitivity. However, the introduction of ring-configured cadmium zinc telluride (CZT) gamma cameras warrants an update in the acquisition method since these systems are not able to perform planar scintigraphy. We aimed to verify the use of reprojected planar images from SPECT-CT as a replacement for planar scintigraphy in evaluating ATTR-amyloidosis., Methods and Results: The study examined 30 patients referred for clinically indicated [99m Tc]Tc-DPD scintigraphy who were scanned with both a conventional gamma camera and a ring-configured CZT gamma camera. Planar scintigraphy from the conventional gamma camera was compared with reprojected planar images from the ring-configured CZT gamma camera. The images were evaluated in regard to image quality and Perugini visual score in a blinded fashion by three nuclear medicine physicians. Heart-to-contralateral (H/CL) ratios were calculated. There were 27 patients who had an identical Perugini score in planar and reprojected planar images, yielding a strong level of agreement and inter-rater reliability among the three readers. The H/CL ratios showed a strong correlation ratio ( r = 0.98, P < 0.0001). A shift towards lower image quality was seen for the reprojected images., Conclusion: Reprojected planar images generated from a ring-configured CZT gamma camera combined with SPECT-CT can be used to score ATTR amyloidosis and extract H/CL ratios in the same way as planar images and SPECT-CT from a conventional gamma camera., Competing Interests: Conflict of interest: None declared., (© The Author(s) 2024. Published by Oxford University Press on behalf of the European Society of Cardiology.)- Published
- 2024
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21. A novel model of artificial intelligence based automated image analysis of CT urography to identify bladder cancer in patients investigated for macroscopic hematuria.
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Abuhasanein S, Edenbrandt L, Enqvist O, Jahnson S, Leonhardt H, Trägårdh E, Ulén J, and Kjölhede H
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- Humans, Male, Aged, Female, Middle Aged, Neural Networks, Computer, Sensitivity and Specificity, Aged, 80 and over, Retrospective Studies, Adult, Hematuria etiology, Hematuria diagnostic imaging, Urinary Bladder Neoplasms diagnostic imaging, Urinary Bladder Neoplasms complications, Artificial Intelligence, Tomography, X-Ray Computed methods, Urography methods
- Abstract
Objective: To evaluate whether artificial intelligence (AI) based automatic image analysis utilising convolutional neural networks (CNNs) can be used to evaluate computed tomography urography (CTU) for the presence of urinary bladder cancer (UBC) in patients with macroscopic hematuria., Methods: Our study included patients who had undergone evaluation for macroscopic hematuria. A CNN-based AI model was trained and validated on the CTUs included in the study on a dedicated research platform (Recomia.org). Sensitivity and specificity were calculated to assess the performance of the AI model. Cystoscopy findings were used as the reference method., Results: The training cohort comprised a total of 530 patients. Following the optimisation process, we developed the last version of our AI model. Subsequently, we utilised the model in the validation cohort which included an additional 400 patients (including 239 patients with UBC). The AI model had a sensitivity of 0.83 (95% confidence intervals [CI], 0.76-0.89), specificity of 0.76 (95% CI 0.67-0.84), and a negative predictive value (NPV) of 0.97 (95% CI 0.95-0.98). The majority of tumours in the false negative group (n = 24) were solitary (67%) and smaller than 1 cm (50%), with the majority of patients having cTaG1-2 (71%)., Conclusions: We developed and tested an AI model for automatic image analysis of CTUs to detect UBC in patients with macroscopic hematuria. This model showed promising results with a high detection rate and excessive NPV. Further developments could lead to a decreased need for invasive investigations and prioritising patients with serious tumours.
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- 2024
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22. Metabolic tumour volume in Hodgkin lymphoma-A comparison between manual and AI-based analysis.
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Sadik M, Barrington SF, Trägårdh E, Saboury B, Nielsen AL, Jakobsen AL, Gongora JLL, Urdaneta JL, Kumar R, and Edenbrandt L
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- Humans, Female, Adult, Male, Artificial Intelligence, Tumor Burden, Prognosis, Fluorodeoxyglucose F18 metabolism, Positron Emission Tomography Computed Tomography methods, Retrospective Studies, Hodgkin Disease diagnostic imaging, Hodgkin Disease therapy
- Abstract
Aim: To compare total metabolic tumour volume (tMTV), calculated using two artificial intelligence (AI)-based tools, with manual segmentation by specialists as the reference., Methods: Forty-eight consecutive Hodgkin lymphoma (HL) patients staged with [18F] fluorodeoxyglucose positron emission tomography/computed tomography were included. The median age was 35 years (range: 7-75), 46% female. The tMTV was automatically measured using the AI-based tools positron emission tomography assisted reporting system (PARS) (from Siemens) and RECOMIA (recomia.org) without any manual adjustments. A group of eight nuclear medicine specialists manually segmented lesions for tMTV calculations; each patient was independently segmented by two specialists., Results: The median of the manual tMTV was 146 cm
3 (interquartile range [IQR]: 79-568 cm3 ) and the median difference between two tMTV values segmented by different specialists for the same patient was 26 cm3 (IQR: 10-86 cm3 ). In 22 of the 48 patients, the manual tMTV value was closer to the RECOMIA tMTV value than to the manual tMTV value segmented by the second specialist. In 11 of the remaining 26 patients, the difference between the RECOMIA tMTV and the manual tMTV was small (<26 cm3 , which was the median difference between two manual tMTV values from the same patient). The corresponding numbers for PARS were 18 and 10 patients, respectively., Conclusion: The results of this study indicate that RECOMIA and Siemens PARS AI tools could be used without any major manual adjustments in 69% (33/48) and 58% (28/48) of HL patients, respectively. This demonstrates the feasibility of using AI tools to support physicians measuring tMTV for assessment of prognosis in clinical practice., (© 2023 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)- Published
- 2024
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23. MRI morphological characteristics of lymph nodes in anal squamous cell carcinoma.
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Gulevski S, Frennered A, Trägårdh E, Nilsson MP, Johnsson A, Buchwald P, Blomqvist L, and Zackrisson S
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- Humans, Positron-Emission Tomography, Tomography, X-Ray Computed, Retrospective Studies, Lymph Nodes diagnostic imaging, Lymph Nodes pathology, Fluorodeoxyglucose F18, Magnetic Resonance Imaging methods, Neoplasm Staging, Radiopharmaceuticals, Positron Emission Tomography Computed Tomography methods, Carcinoma, Squamous Cell diagnostic imaging, Carcinoma, Squamous Cell pathology
- Abstract
Objectives: Pre-treatment staging of anal squamous cell carcinoma (ASCC) includes pelvic MRI and [18F]-fluorodeoxyglucose positron emission tomography with computed tomography (PET-CT). MRI criteria to define lymph node metastases (LNMs) in ASCC are currently lacking. The aim of this study was to describe the morphological characteristics of lymph nodes (LNs) on MRI in ASCC patients with PET-CT-positive LNs., Methods: ASCC patients treated at Skåne University Hospital between 2009 and 2017 were eligible for inclusion if at least one positive LN according to PET-CT and a pre-treatment MRI were present. All PET-CT-positive LNs and PET-CT-negative LNs were retrospectively identified on baseline MRI. Each LN was independently classified according to pre-determined morphological characteristics by two radiologists blinded to clinical patient information., Results: Sixty-seven ASCC patients were included, with a total of 181 PET-CT-positive LNs identified on baseline MRI with a median short-axis diameter of 9.0 mm (range 7.5-12 mm). MRI morphological characteristics of PET-CT-positive LNs included regular contour (87%), round shape (89%), and homogeneous signal intensity on T2-weighed images (67%). An additional 78 PET-CT-negative LNs were identified on MRI. These 78 LNs had a median size of 6.8 mm (range 5.5-8.0 mm). The majority of PET-CT-negative LNs had a regular contour, round shape, and a homogeneous signal that was congruent to the primary tumor., Conclusions: There are MRI-specific morphological characteristics for pelvic LNs in ASCC. PET-CT-positive and negative LNs share similar morphological features apart from size, with PET-CT-positive LNs being significantly larger. Further studies are needed to determine discrimination criteria for LNM in ASCC., (© 2024. The Author(s).)
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- 2024
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24. First clinical experience of a ring-configured cadmium zinc telluride camera: A comparative study versus conventional gamma camera systems.
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Cerić Andelius I, Minarik D, Persson E, Mosén H, Valind K, Trägårdh E, and Oddstig J
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- Humans, Tomography, Emission-Computed, Single-Photon methods, Cadmium, Tellurium, Zinc, Gamma Cameras, Myocardial Perfusion Imaging methods
- Abstract
Background: A novel semiconductor cadmium zinc telluride (CZT) gamma camera system using a block sequential regularized expectation maximization (BSREM) reconstruction algorithm is now clinically available. Here we investigate how a multi-purpose ring-configurated CZT system can be safely applied in clinics and describe the initial optimization process., Method: Seventy-six patients (bone-, cardiac- and lung scan) were scanned on a conventional gamma camera (planar and/or single-photon emission computed tomography [SPECT]/SPECT-CT) used in clinical routine and on the ring-configurated CZT camera Starguide (GE Healthcare). These data were used to validate and optimize the Starguide system for routine clinical use., Results: Comparable image quality for the Starguide system, to that of the conventional gamma camera, was achieved for bone scan (4 min/bed position [BP] using a relative difference prior [RDP] with gamma 2 and beta 0.4, along with 10 iterations and 10 subsets), cardiac scan (8 min [stress] and 3 min 20 s [rest] using median root prior [MRP] with beta 0.07 non attenuation corrected and 0.008 attenuation corrected and 50 interations and 10 subsets for both stress and rest) and lung scan (10 min [vent] and 5 min [perf] using RDP with gamma 0.5 and beta 0.03 [vent] and 0.02 [perf] and 20 interations and 10 subsets for both vent and perf)., Conclusions: It was possible to transition from a conventional gamma camera to the Starguide system as part of the clinical routine, with acceptable image quality. Images from the Starguide system were deemed to be at least as good as those from a conventional gamma camera., (© 2023 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)
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- 2024
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25. Applications of Artificial Intelligence in PSMA PET/CT for Prostate Cancer Imaging.
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Lindgren Belal S, Frantz S, Minarik D, Enqvist O, Wikström E, Edenbrandt L, and Trägårdh E
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- Male, Humans, Positron Emission Tomography Computed Tomography methods, Artificial Intelligence, Gallium Radioisotopes, Prostate pathology, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms pathology
- Abstract
Prostate-specific membrane antigen (PSMA) positron emission tomography/computed tomography (PET/CT) has emerged as an important imaging technique for prostate cancer. The use of PSMA PET/CT is rapidly increasing, while the number of nuclear medicine physicians and radiologists to interpret these scans is limited. Additionally, there is variability in interpretation among readers. Artificial intelligence techniques, including traditional machine learning and deep learning algorithms, are being used to address these challenges and provide additional insights from the images. The aim of this scoping review was to summarize the available research on the development and applications of AI in PSMA PET/CT for prostate cancer imaging. A systematic literature search was performed in PubMed, Embase and Cinahl according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. A total of 26 publications were included in the synthesis. The included studies focus on different aspects of artificial intelligence in PSMA PET/CT, including detection of primary tumor, local recurrence and metastatic lesions, lesion classification, tumor quantification and prediction/prognostication. Several studies show similar performances of artificial intelligence algorithms compared to human interpretation. Few artificial intelligence tools are approved for use in clinical practice. Major limitations include the lack of external validation and prospective design. Demonstrating the clinical impact and utility of artificial intelligence tools is crucial for their adoption in healthcare settings. To take the next step towards a clinically valuable artificial intelligence tool that provides quantitative data, independent validation studies are needed across institutions and equipment to ensure robustness., Competing Interests: Declaration of Competing Interest OE is a board member and stockholder of Eigenvision AB, which is a company working with research and development in automated image analysis, computer vision, and machine learning. The other authors do not have any competing interests to disclose., (Copyright © 2023 The Author(s). Published by Elsevier Inc. All rights reserved.)
- Published
- 2024
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26. [ 18 F]PSMA-1007 PET is comparable to [ 99m Tc]Tc-DMSA SPECT for renal cortical imaging.
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Valind K, Minarik D, Garpered S, Persson E, Jögi J, and Trägårdh E
- Abstract
Background: Scintigraphy using technetium-99m labelled dimercaptosuccinic acid ([
99m Tc]Tc-DMSA), taken up in the proximal tubules, is the standard in functional imaging of the renal cortex. Recent guidelines recommend performing [99m Tc]Tc-DMSA scintigraphy with single photon emission computed tomography (SPECT). Prostate-specific membrane antigen (PSMA) targeted positron emission tomography (PET) is used for staging and localization of recurrence in prostate cancer. A high renal uptake is often seen on PSMA PET, concordant with known PSMA expression in proximal tubules. This suggests PSMA PET could be used analogous to [99m Tc]Tc-DMSA scintigraphy for renal cortical imaging. [18 F]PSMA-1007 is a promising radiopharmaceutical for this purpose due to low urinary clearance. In this study, we aimed to compare [18 F]PSMA-1007 PET to [99m Tc]Tc-DMSA SPECT regarding split renal uptake and presence of renal uptake defects, in patients with prostate cancer. Three readers interpreted PET and SPECT images regarding presence of renal uptake defects, with each kidney split into cranial, mid and caudal segments. Kidneys were segmented in PET and SPECT images, and left renal uptake as a percentage of total renal uptake was measured., Results: Twenty patients with prostate cancer were included. 2 participants had single kidneys; thus 38 kidneys were evaluated. A total of 29 defects were found on both [99m Tc]Tc-DMSA SPECT and [18 F]PSMA-1007 PET. Cohen's kappa for concordance regarding presence of any defect was 0.76 on a per-segment basis and 0.67 on a per-kidney basis. Spearman's r for left renal uptake percentage between [99m Tc]Tc-DMSA SPECT and [18 F]PSMA-1007 PET was 0.95., Conclusions: [18 F]PSMA-1007 PET is comparable to [99m Tc]Tc-DMSA SPECT for detection of uptake defects in this setting. Measurements of split renal function made using [18 F]PSMA-1007 PET are valid and strongly correlated to measurements made with [99m Tc]Tc-DMSA SPECT., (© 2023. The Author(s).)- Published
- 2023
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27. Artificial Intelligence-Based Organ Delineation for Radiation Treatment Planning of Prostate Cancer on Computed Tomography.
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Polymeri E, Johnsson ÅA, Enqvist O, Ulén J, Pettersson N, Nordström F, Kindblom J, Trägårdh E, Edenbrandt L, and Kjölhede H
- Abstract
Purpose: Meticulous manual delineations of the prostate and the surrounding organs at risk are necessary for prostate cancer radiation therapy to avoid side effects to the latter. This process is time consuming and hampered by inter- and intraobserver variability, all of which could be alleviated by artificial intelligence (AI). This study aimed to evaluate the performance of AI compared with manual organ delineations on computed tomography (CT) scans for radiation treatment planning., Methods and Materials: Manual delineations of the prostate, urinary bladder, and rectum of 1530 patients with prostate cancer who received curative radiation therapy from 2006 to 2018 were included. Approximately 50% of those CT scans were used as a training set, 25% as a validation set, and 25% as a test set. Patients with hip prostheses were excluded because of metal artifacts. After training and fine-tuning with the validation set, automated delineations of the prostate and organs at risk were obtained for the test set. Sørensen-Dice similarity coefficient, mean surface distance, and Hausdorff distance were used to evaluate the agreement between the manual and automated delineations., Results: The median Sørensen-Dice similarity coefficient between the manual and AI delineations was 0.82, 0.95, and 0.88 for the prostate, urinary bladder, and rectum, respectively. The median mean surface distance and Hausdorff distance were 1.7 and 9.2 mm for the prostate, 0.7 and 6.7 mm for the urinary bladder, and 1.1 and 13.5 mm for the rectum, respectively., Conclusions: Automated CT-based organ delineation for prostate cancer radiation treatment planning is feasible and shows good agreement with manually performed contouring., Competing Interests: The authors have no conflicts of interest to declare., (© 2023 The Authors.)
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- 2023
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28. AI-based quantification of whole-body tumour burden on somatostatin receptor PET/CT.
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Gålne A, Enqvist O, Sundlöv A, Valind K, Minarik D, and Trägårdh E
- Abstract
Background: Segmenting the whole-body somatostatin receptor-expressing tumour volume (SRETVwb) on positron emission tomography/computed tomography (PET/CT) images is highly time-consuming but has shown value as an independent prognostic factor for survival. An automatic method to measure SRETVwb could improve disease status assessment and provide a tool for prognostication. This study aimed to develop an artificial intelligence (AI)-based method to detect and quantify SRETVwb and total lesion somatostatin receptor expression (TLSREwb) from [
68 Ga]Ga-DOTA-TOC/TATE PET/CT images., Methods: A UNet3D convolutional neural network (CNN) was used to train an AI model with [68 Ga]Ga-DOTA-TOC/TATE PET/CT images, where all tumours were manually segmented with a semi-automatic method. The training set consisted of 148 patients, of which 108 had PET-positive tumours. The test group consisted of 30 patients, of which 25 had PET-positive tumours. Two physicians segmented tumours in the test group for comparison with the AI model., Results: There were good correlations between the segmented SRETVwb and TLSREwb by the AI model and the physicians, with Spearman rank correlation coefficients of r = 0.78 and r = 0.73, respectively, for SRETVwb and r = 0.83 and r = 0.81, respectively, for TLSREwb. The sensitivity on a lesion detection level was 80% and 79%, and the positive predictive value was 83% and 84% when comparing the AI model with the two physicians., Conclusion: It was possible to develop an AI model to segment SRETVwb and TLSREwb with high performance. A fully automated method makes quantification of tumour burden achievable and has the potential to be more widely used when assessing PET/CT images., (© 2023. The Author(s).)- Published
- 2023
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29. FDG-PET/CT for lymph node staging prior to radical cystectomy.
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Pihl V, Markus M, Abrahamsson J, Bläckberg M, Hagberg O, Kollberg P, Simoulis A, Trägårdh E, and Liedberg F
- Abstract
Background:
18 F-Fluorodeoxyglucose positron emission combined with computed tomography (FDG-PET/CT) has been proposed to improve preoperative staging in patients with bladder cancer subjected to radical cystectomy (RC)., Objective: Our aim was to assess the accuracy of FDG-PET/CT for lymph node staging ascertained at the multidisciplinary tumour board compared to lymph node status in the surgical lymphadenectomy specimen obtained at RC, and to explore potential factors associated with false-positive FDG-PET/CT results., Design, Setting and Participants: Consecutive patients with bladder cancer undergoing RC with extended lymph node dissection between 2011 and 2019 without preoperative chemotherapy in a tertial referral cystectomy unit were included in the study., Outcome Measurements and Statistical Analyses: Sensitivity, specificity, positive and negative predictive values and likelihood ratios were calculated. Potential factors investigated for association with false-positive FDG-PET/CT were; bacteriuria within four weeks prior to FDG-PET/CT, Bacillus Calmette-Guerin (BCG) treatment within 12 months prior to FDG-PET/CT and transurethral resection of bladder tumour (TURB) within four weeks prior to FDG-PET/CT., Results: Among 157 patients included for analysis, 44 (28%) were clinically node positive according to FDG-PET/CT. The sensitivity and specificity for detection of lymph node metastasis were 50% and 84%, respectively, and the corresponding positive predictive and negative predictive values were 61% and 76%. Positive and negative likelihood ratios were 3.0 and 0.6, respectively. No association was found between bacteriuria, previous BCG treatment or TURB within 28 days and false-positive FDG-PET/CT results., Conclusions: Preoperative FDG-PET/CT prior to RC had a clinically meaningful high specificity (84%) but lower sensitivity (50%) for detection of lymph node metastases compared to lymph node status in an extended pelvic lymphadenectomy template. We could not identify any factors associated with false-positive FDG-PET/CT outcomes., (© 2023. The Author(s).)- Published
- 2023
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30. Conservative Management First Strategy in Aortic Vascular Graft and Endograft Infections.
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Ljungquist O, Haidl S, Dias N, Sonesson B, Sörelius K, Trägårdh E, and Ahl J
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- Humans, Child, Preschool, Child, Blood Vessel Prosthesis adverse effects, Conservative Treatment adverse effects, Retrospective Studies, Cohort Studies, Treatment Outcome, Anti-Bacterial Agents therapeutic use, Risk Factors, Blood Vessel Prosthesis Implantation adverse effects, Endovascular Procedures adverse effects, Prosthesis-Related Infections diagnosis, Prosthesis-Related Infections drug therapy, Prosthesis-Related Infections surgery, Aortic Aneurysm, Abdominal surgery
- Abstract
Objective: The aim of this study was to describe and present the outcomes of a specific treatment protocol for aortic vascular graft and endograft infections (VGEIs) without explantation of the infected graft., Methods: This was a retrospective, observational single centre cohort study carried out between 2012 and 2022 at a tertiary hospital. An aortic VGEI was defined according to the Management of Aortic Graft Infection Collaboration (MAGIC) criteria. Fitness for graft excision was assessed by a multidisciplinary team and included an evaluation of the patient's general condition, septic status, and anatomical complexity. Antimicrobial treatments were individualised. The primary outcome was survival at the last available follow up; secondary outcomes were antimicrobial treatment duration, infection eradication, treatment failure despite antimicrobial treatment, and the development of aortic fistulation., Results: Fifty patients were included in the study, of whom 42 (84%) had had previous endovascular repair. The median patient age was 72 years (range 51 - 82 years) and median duration of treatment with antimicrobials was 18 months (range 1 - 164 months). Kaplan-Meier analysis estimated the 30 day survival to be 98% (95% confidence interval [CI] 96 - 100), the one year survival rate to be 88% (95% CI 83.4 - 92.6), and the three year survival rate to be 79% (95% CI 72.7 - 84.7). Twenty-four (48%) patients were able to discontinue antibiotic treatment after a median of 16 months (range 4 - 81 months). When categorised according to infected graft location, deaths occurred in four (40%) patients with thoracic, two (40%) with paravisceral, seven (30%) with infrarenal VGEIs, and in one (25%) patient with an aorto-iliac VGEI; no (0%) patient with a thoraco-abdominal VGEI died., Conclusion: Identifying the microbiological aetiology in patients with aortic VGEI enables individualised, specific antibiotic treatment, which may be useful in patients with a VGEI excluded from surgery. This single centre retrospective analysis of patients with VGEIs without fistula selected for conservative treatment suggests that conservative management of aortic VGEIs with targeted antibiotic therapy without graft excision is potentially effective, and that antimicrobial treatment will not necessarily be needed indefinitely., (Copyright © 2023 The Author(s). Published by Elsevier B.V. All rights reserved.)
- Published
- 2023
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31. PET/CT imaging 2 h after injection of [ 18 F]PSMA-1007 can lead to higher staging of prostate cancer than imaging after 1 h.
- Author
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Hvittfeldt E, Bitzén U, Minarik D, Oddstig J, Olsson B, and Trägårdh E
- Abstract
Background: [
18 F]PSMA-1007 is a prostate specific membrane antigen (PSMA) ligand for positron emission tomography (PET) imaging of prostate cancer. Current guidelines recommend imaging 90-120 min after injection but strong data about optimal timing is lacking. Our aim was to study whether imaging after 1 h and 2 h leads to a different number of detected lesions, with a specific focus on lesions that might lead to a change in treatment., Methods: 195 patients underwent PET with computed tomography imaging 1 and 2 h after injection of [18 F]PSMA-1007. Three readers assessed the status of the prostate or prostate bed and suspected metastases. We analyzed the location and number of found metastases to determine N- and M-stage of patients. We also analyzed standardized uptake values (SUV) in lesions and in normal tissue., Results: Significantly more pelvic lymph nodes and bone metastases were found and higher N- and M-stages were seen after 2 h. In twelve patients (6.1%) two or three readers agreed on a higher N- or M-stage after 2 h. Conversely, in two patients (1.0%), two readers agreed on a higher stage at 1 h. SUVs in suspected malignant lesions and in normal tissues were higher at 2 h, but lower in the blood pool and urinary bladder., Conclusions: Imaging at 2 h after injection of [18 F]PSMA-1007 leads to more suspected metastases found than after 1 h, with higher staging in some patients and possible effect on patient treatment., (© 2023. The Author(s).)- Published
- 2023
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32. Automated quantification of PET/CT skeletal tumor burden in prostate cancer using artificial intelligence: The PET index.
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Lindgren Belal S, Larsson M, Holm J, Buch-Olsen KM, Sörensen J, Bjartell A, Edenbrandt L, and Trägårdh E
- Subjects
- Male, Humans, Artificial Intelligence, Tumor Burden, Positron-Emission Tomography, Positron Emission Tomography Computed Tomography methods, Prostatic Neoplasms diagnostic imaging
- Abstract
Purpose: Consistent assessment of bone metastases is crucial for patient management and clinical trials in prostate cancer (PCa). We aimed to develop a fully automated convolutional neural network (CNN)-based model for calculating PET/CT skeletal tumor burden in patients with PCa., Methods: A total of 168 patients from three centers were divided into training, validation, and test groups. Manual annotations of skeletal lesions in [
18 F]fluoride PET/CT scans were used to train a CNN. The AI model was evaluated in 26 patients and compared to segmentations by physicians and to a SUV 15 threshold. PET index representing the percentage of skeletal volume taken up by lesions was estimated., Results: There was no case in which all readers agreed on prevalence of lesions that the AI model failed to detect. PET index by the AI model correlated moderately strong to physician PET index (mean r = 0.69). Threshold PET index correlated fairly with physician PET index (mean r = 0.49). The sensitivity for lesion detection was 65-76% for AI, 68-91% for physicians, and 44-51% for threshold depending on which physician was considered reference., Conclusion: It was possible to develop an AI-based model for automated assessment of PET/CT skeletal tumor burden. The model's performance was superior to using a threshold and provides fully automated calculation of whole-body skeletal tumor burden. It could be further developed to apply to different radiotracers. Objective scan evaluation is a first step toward developing a PET/CT imaging biomarker for PCa skeletal metastases., (© 2023. The Author(s).)- Published
- 2023
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33. Artificial Intelligence Increases the Agreement among Physicians Classifying Focal Skeleton/Bone Marrow Uptake in Hodgkin's Lymphoma Patients Staged with [ 18 F]FDG PET/CT-a Retrospective Study.
- Author
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Sadik M, López-Urdaneta J, Ulén J, Enqvist O, Andersson PO, Kumar R, and Trägårdh E
- Abstract
Purpose: Classification of focal skeleton/bone marrow uptake (BMU) can be challenging. The aim is to investigate whether an artificial intelligence-based method (AI), which highlights suspicious focal BMU, increases interobserver agreement among a group of physicians from different hospitals classifying Hodgkin's lymphoma (HL) patients staged with [
18 F]FDG PET/CT., Methods: Forty-eight patients staged with [18 F]FDG PET/CT at Sahlgenska University Hospital between 2017 and 2018 were reviewed twice, 6 months apart, regarding focal BMU. During the second time review, the 10 physicians also had access to AI-based advice regarding focal BMU., Results: Each physician's classifications were pairwise compared with the classifications made by all the other physicians, resulting in 45 unique pairs of comparisons both without and with AI advice. The agreement between the physicians increased significantly when AI advice was available, which was measured as an increase in mean Kappa values from 0.51 (range 0.25-0.80) without AI advice to 0.61 (range 0.19-0.94) with AI advice ( p = 0.005). The majority of the physicians agreed with the AI-based method in 40 (83%) of the 48 cases., Conclusion: An AI-based method significantly increases interobserver agreement among physicians working at different hospitals by highlighting suspicious focal BMU in HL patients staged with [18 F]FDG PET/CT., Competing Interests: Conflict of InterestMay Sadik, Jesús López-Urdaneta, Johannes Ulén, Olof Enqvist, Per-Ola Andersson, Rajender Kumar, and Elin Trägårdh declare that they have no conflict of interest., (© The Author(s) 2022.)- Published
- 2023
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34. [ 18 F]PSMA-1007 renal uptake parameters: Reproducibility and relationship to estimated glomerular filtration rate.
- Author
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Valind K, Jögi J, Minarik D, and Trägårdh E
- Subjects
- Male, Humans, Glomerular Filtration Rate, Reproducibility of Results, Kidney diagnostic imaging, Technetium Tc 99m Dimercaptosuccinic Acid, Creatinine, Technetium Tc 99m Pentetate, Renal Insufficiency, Chronic diagnostic imaging
- Abstract
Background: Scintigraphy with technetium-99m-labelled dimercaptosuccinic acid ([
99m Tc]Tc-DMSA) is widely used for renal cortical imaging. Uptake of [99m Tc]Tc-DMSA has been shown to correlate with glomerular filtration rate (GFR). Prostate-specific membrane antigen (PSMA) radiopharmaceuticals used for positron emission tomography (PET) show high renal uptake and are being investigated for renal imaging. [68 Ga]Ga-PSMA-11 PET parameters have been shown to correlate with estimated GFR (eGFR). The aim of this study was to investigate the relationship between renal [18 F]PSMA-1007 uptake and eGFR., Methods: Hundred and eighty-five patients underwent PET imaging at 1 and 2 h after injection of 4.0 ± 0.2 MBq [18 F]PSMA-1007. Serum creatinine levels were measured and GFR estimated using the Chronic Kidney Disease Epidemiology Collaboration (CKD-EPI) and Modification of Diet in Renal Disease (MDRD) equations. Fifteen patients were excluded due to missing or incorrect data. Thus, data from 170 patients were analyzed. Kidneys were segmented in the PET images using a convolutional neural network with manual correction. For each kidney, mean standardized uptake value (SUVmean ) and segmentation volume in millilitres were measured. Linear regression analyses were performed with eGFR as the outcome variable., Results: Variation in the eGFR values was explained to a significant degree by SUVmean and renal segmentation volume in both the 1 and 2 h images. This correlation was stronger for CKD-EPI eGFR (1 h R2 = 0.64; 2 h R2 = 0.64) than for MDRD eGFR (1 h R2 = 0.47; 2 h R2 = 0.45)., Conclusion: Renal [18 F]PSMA-1007 uptake parameters correlate with eGFR and are indicative of renal cortical function., (© 2022 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)- Published
- 2023
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35. Re: Laura S. Mertens, Richard P. Meijer, J. Alfred Witjes. Positron Emission Tomography/Computed Tomography for Staging of Bladder Cancer: A Continuing Clinical Controversy. Eur Urol. In press. https://doi.org/10.1016/j.eururo.2022.09.017.
- Author
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Liedberg F and Trägårdh E
- Subjects
- Humans, Positron Emission Tomography Computed Tomography, Urinary Bladder Neoplasms diagnostic imaging
- Published
- 2023
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36. Metabolic parameters of [ 18 F]FDG PET-CT before and after radiotherapy may predict survival and recurrence in cervical cancer.
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Markus M, Sartor H, Bjurberg M, and Trägårdh E
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- Humans, Female, Fluorodeoxyglucose F18 metabolism, Retrospective Studies, Prognosis, Tumor Burden, Radiopharmaceuticals, Positron-Emission Tomography, Glycolysis, Positron Emission Tomography Computed Tomography methods, Uterine Cervical Neoplasms diagnostic imaging, Uterine Cervical Neoplasms radiotherapy
- Abstract
Background: Cervical cancer is the fourth most common female malignancy. [
18 F]-fluorodeoxyglucose (FDG) positron emission tomography with computed tomography (PET-CT) is routinely performed in patients with locally advanced cervical cancer for staging and treatment response evaluation. With this retrospective, observational cohort study, we wanted to investigate the prognostic value of the maximum standardised uptake value (SUVmax) and the volumetric parameters of metabolic tumour volume (MTV) and total lesion glycolysis (TLG) before and after treatment in women with cervical cancer, with overall survival (OS) and recurrence as outcome measures., Methods: Women with cervical cancer referred for curative radiotherapy and who underwent two PET-CT scans (before treatment and approximately 7 months post-treatment) were included. SUVmax, MTV and TLG were measured at baseline and post-treatment on the primary tumour, pelvic and distant lymph node metastases, distant organ metastases, and on total tumour burden. The PET parameters were associated with OS by Cox regression and recurrence by multivariable logistic regression. Kaplan-Meier curves and C-index were used to visualise the prognostic potential of the different measures., Results: A total of 133 patients were included. At the primary tumour level and on total tumour burden, age- and clinical-stage adjusted analyses showed a significant association between PET parameters and OS and recurrence when measured post-treatment. At baseline (pre-treatment), MTV and TLG were associated with OS and recurrence, whereas SUVmax was not. C-index from adjusted Cox models on total tumour burden showed higher values for the post-treatment PET compared to baseline. Kaplan-Meier curves demonstrated a greater prognostic potential for MTV and TLG compared to SUVmax, both at baseline and post-treatment., Conclusions: The FDG PET-CT-derived parameters SUVmax, MTV, and TLG measured post-treatment can predict OS and recurrence in cervical cancer. Parameters measured before treatment had overall lower prognostic potential, and only MTV and TLG showed significant association to OS and recurrence.- Published
- 2023
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37. Sentinel Node Identification with Hybrid Tracer-guided and Conventional Dynamic Sentinel Node Biopsy in Penile Cancer: A Prospective Study in 130 Patients from the Two National Referral Centres in Sweden.
- Author
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Torbrand C, Warnolf Å, Glombik D, Davidsson S, Carlsson J, Baseckas G, Håkansson U, Trägårdh E, Geijer H, Liedberg F, and Kirrander P
- Subjects
- Male, Humans, Indocyanine Green, Prospective Studies, Technetium Tc 99m Aggregated Albumin, Sweden, Radiopharmaceuticals, Sentinel Lymph Node Biopsy methods, Referral and Consultation, Penile Neoplasms diagnostic imaging, Penile Neoplasms surgery, Penile Neoplasms pathology
- Abstract
Background: Studies suggest that a hybrid indocyanine green (ICG)-
99m Tc-nanocolloid tracer improves sentinel node (SN) identification compared to conventional dynamic sentinel node biopsy (DSNB)., Objective: To investigate hybrid tracer-guided SN identification in a multicentre setting and determine false-negative (FN) and complication rates., Design, Setting, and Participants: A total of 130 patients with penile cancer scheduled for DSNB were prospectively included between February 2016 and December 2017 at two national Swedish referral centres. ICG-99m Tc-nanocolloid hybrid tracer was used in the standard DSNB protocol., Intervention: SNs were identified intraoperatively using radioguidance, fluorescence imaging, and blue dye., Outcome Measurements and Statistical Analysis: The number of SNs identified by each tracer and the rates of complications and nodal recurrence during median follow-up of 34 mo were recorded. Differences in proportions between groups were compared using χ2 and McNemar's tests., Results and Limitations: Overall, 453 SNs were identified preoperatively via single-photon emission computed tomography/computed tomography. Among the 425 SNs excised, radioguidance, fluorescence, and blue dye identified 414 (97%), 363 (85%), and 349 (82%), respectively. Fluorescence imaging helped to detect six SNs that were negative using the other tracers, two of which were from the same patient and contained metastases. Histopathological examination detected 33 metastatic SNs in 20/130 patients (15%). The FN rate was 12% per groin (95% confidence interval 8-16%)., Conclusions: Identification of SNs in patients with penile cancer relies mainly on radioguidance, while fluorescence (ICG) and blue dye methods for optical SN identification are comparable. However, the value of fluorescence imaging should be further evaluated in studies with long-term follow-up., Patient Summary: In this study, we investigated addition of a dye called indocyanine green (ICG) for assessment of lymph nodes in patients with cancer of the penis. ICG did not improve the rate of detection of nodes most likely to harbour cancer because of their location in the drainage pathway for lymphatic fluid, but did help in identifying additional metastases., (Copyright © 2022 The Author(s). Published by Elsevier B.V. All rights reserved.)- Published
- 2022
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38. Detection of lymph node metastases in patients with prostate cancer: Comparing conventional and digital [ 18 F]-fluorocholine PET-CT using histopathology as a reference.
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Bjöersdorff M, Puterman C, Oddstig J, Amidi J, Zackrisson S, Kjölhede H, Bjartell A, Wollmer P, and Trägårdh E
- Subjects
- Choline analogs & derivatives, Humans, Lymph Nodes diagnostic imaging, Lymphatic Metastasis, Male, Neoplasm Staging, Radiopharmaceuticals, Retrospective Studies, Positron Emission Tomography Computed Tomography methods, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms pathology
- Abstract
Background: Positron emission tomography-computed tomography (PET-CT) with [
18 F]-fluorocholine (FCH) is used to detect and stage metastatic lymph nodes in patients with prostate cancer. Improvements to hardware and software have recently been made. We compared the capability of detecting regional lymph node metastases using conventional and digital silicon photomultiplier (SiPM)-based PET-CT technology for FCH. Extended pelvic lymph node dissection (ePLND) histopathology was used as a reference method., Methods: The study retrospectively examined 177 patients with intermediate or high-risk prostate cancer who had undergone staging with FCH PET-CT before ePLND. Images were obtained with either the conventional Philips Gemini PET-CT (n = 93) or the digital SiPM-based GE Discovery MI PET-CT (n = 84) and compared., Results: Images that were obtained using the Philips Gemini PET-CT system showed 19 patients (20%) with suspected lymph node metastases, whereas the GE Discovery MI PET-CT revealed 36 such patients (43%). The sensitivity, specificity, and positive and negative predictive values were 0.3, 0.84, 0.47, and 0.72 for the Philips Gemini, while they were 0.58, 0.62, 0.31, and 0.83 for the GE Discovery MI, respectively. The areas under the curves in a receiver operating characteristic curve analysis were similar between the two PET-CT systems (0.57 for Philips Gemini and 0.58 for GE Discovery MI, p = 0.89)., Conclusions: Marked differences in sensitivity and specificity were found for the different PET-CT systems, although the overall diagnostic performance was similar. These differences are probably due to differences in both hardware and software, including reconstruction algorithms, and should be considered when new technology is introduced., (© 2022 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)- Published
- 2022
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39. Biokinetics and dosimetry of 18 F-PSMA-1007 in patients with prostate cancer.
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Hvittfeldt E, Bjöersdorff M, Brolin G, Minarik D, Svegborn SL, Oddstig J, and Trägårdh E
- Subjects
- Humans, Ligands, Male, Niacinamide analogs & derivatives, Oligopeptides, Radiometry, Radiopharmaceuticals, Positron Emission Tomography Computed Tomography methods, Prostatic Neoplasms diagnostic imaging
- Abstract
Purpose: Positron emission tomography-computed tomography (PET-CT) using prostate-specific membrane antigen (PSMA) ligands is a method for imaging prostate cancer. A recent tracer,
18 F-PSMA-1007, offers advantages concerning production and biokinetics compared to the standard tracer (68 Ga-PSMA-11). Until now, radiation dosimetry data for this ligand was limited to the material of three healthy volunteers. The purpose of this study is to study the biokinetics and dosimetry of18 F-PSMA-1007., Methods: Twelve patients with prostate cancer were injected with 4 MBq/kg18 F-PSMA-1007. Eight PET-CT scans with concomitant blood sampling were performed up to 330 min after injection. Urine was collected until the following morning. Volumes of interest for radiation-sensitive organs and organs with high uptake of18 F-PSMA-1007 were drawn in the PET images. A biokinetic compartment model was developed using activity data from PET images and blood and urine samples. Time-activity curves and time-integrated activity coefficients for all delineated organs were calculated. The software IDAC-dose 2.1 was used to calculate the absorbed and effective doses., Results: High concentrations of activity were noted in the liver, kidneys, parts of the small intestine, spleen, salivary glands, and lacrimal glands. The elimination through urine was 8% of injected activity in 20 h. The highest absorbed doses coefficients were in the lacrimal glands, kidneys, salivary glands, liver, and spleen (98-66 µGy/MBq). The effective dose coefficient was 25 µSv/MBq., Conclusion: The effective dose of18 F-PSMA-1007 is 6.0-8.0 mSv for a typical patient weighing 80 kg injected with 3-4 MBq/kg., (© 2022 The Authors. Clinical Physiology and Functional Imaging published by John Wiley & Sons Ltd on behalf of Scandinavian Society of Clinical Physiology and Nuclear Medicine.)- Published
- 2022
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40. Freely Available, Fully Automated AI-Based Analysis of Primary Tumour and Metastases of Prostate Cancer in Whole-Body [ 18 F]-PSMA-1007 PET-CT.
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Trägårdh E, Enqvist O, Ulén J, Jögi J, Bitzén U, Hedeer F, Valind K, Garpered S, Hvittfeldt E, Borrelli P, and Edenbrandt L
- Abstract
Here, we aimed to develop and validate a fully automated artificial intelligence (AI)-based method for the detection and quantification of suspected prostate tumour/local recurrence, lymph node metastases, and bone metastases from [
18 F]PSMA-1007 positron emission tomography-computed tomography (PET-CT) images. Images from 660 patients were included. Segmentations by one expert reader were ground truth. A convolutional neural network (CNN) was developed and trained on a training set, and the performance was tested on a separate test set of 120 patients. The AI method was compared with manual segmentations performed by several nuclear medicine physicians. Assessment of tumour burden (total lesion volume (TLV) and total lesion uptake (TLU)) was performed. The sensitivity of the AI method was, on average, 79% for detecting prostate tumour/recurrence, 79% for lymph node metastases, and 62% for bone metastases. On average, nuclear medicine physicians' corresponding sensitivities were 78%, 78%, and 59%, respectively. The correlations of TLV and TLU between AI and nuclear medicine physicians were all statistically significant and ranged from R = 0.53 to R = 0.83. In conclusion, the development of an AI-based method for prostate cancer detection with sensitivity on par with nuclear medicine physicians was possible. The developed AI tool is freely available for researchers.- Published
- 2022
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41. Assessing the accuracy of [ 18 F]PSMA-1007 PET/CT for primary staging of lymph node metastases in intermediate- and high-risk prostate cancer patients.
- Author
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Ingvar J, Hvittfeldt E, Trägårdh E, Simoulis A, and Bjartell A
- Abstract
Background: [
18 F]PSMA-1007 is a promising tracer for integrated positron emission tomography and computed tomography (PET/CT)., Objective: Our aim was to assess the diagnostic accuracy of [18 F]PSMA-1007 PET/CT for primary staging of lymph node metastasis before robotic-assisted laparoscopy (RALP) with extended lymph node dissection (ePLND)., Design, Setting and Participants: The study was a retrospective cohort in a tertiary referral center. Men with prostate cancer that underwent surgical treatment for intermediate- or high-risk prostate cancer between May 2019 and August 2021 were included., Interventions: [18 F]PSMA-1007 PET/CT for initial staging followed by RALP and ePLND., Outcome Measurements and Statistical Analyses: Sensitivity and specificity were calculated both for the entire cohort and for patients with lymph node metastasis ≥ 3 mm. Positive (PPV) and negative (NPV) predictive values were calculated., Results and Limitations: Among 104 patients included in the analyses, 26 patients had lymph node metastasis based on pathology reporting and metastases were ≥ 3 mm in size in 13 of the cases (50%). In the entire cohort, the sensitivity and specificity of [18 F]PSMA-1007 were 26.9% (95% confidence interval (CI); 11.6-47.8) and 96.2% (95% CI; 89.2-99.2), respectively. The sensitivity and specificity of [18 F]PSMA-1007 to detect a lymph node metastasis ≥ 3 mm on PET/CT were 53.8% (95% CI; 25.1-80.8) and 96.7% (95% CI; 90.7-99.3), respectively. PPV was 70% and NPV 93.6%., Conclusions: In primary staging of intermediate- and high-risk prostate cancer, [18 F]PSMA-1007 PET/CT is highly specific for prediction of lymph node metastases, but the sensitivity for detection of metastases smaller than 3 mm is limited. Based on our results, [18 F]PSMA-1007 PET/CT cannot completely replace ePLND. This study investigated the use of an imaging method based on a prostate antigen-specific radiopharmaceutical tracer to detect lymph node prostate cancer metastasis. We found that it is unreliable to discover small metastasis., (© 2022. The Author(s).)- Published
- 2022
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42. Freely available artificial intelligence for pelvic lymph node metastases in PSMA PET-CT that performs on par with nuclear medicine physicians.
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Trägårdh E, Enqvist O, Ulén J, Hvittfeldt E, Garpered S, Belal SL, Bjartell A, and Edenbrandt L
- Subjects
- Artificial Intelligence, Gallium Radioisotopes, Humans, Lymphatic Metastasis diagnostic imaging, Male, Positron Emission Tomography Computed Tomography methods, Radiopharmaceuticals, Nuclear Medicine, Physicians, Prostatic Neoplasms diagnostic imaging, Prostatic Neoplasms pathology
- Abstract
Purpose: The aim of this study was to develop and validate an artificial intelligence (AI)-based method using convolutional neural networks (CNNs) for the detection of pelvic lymph node metastases in scans obtained using [
18 F]PSMA-1007 positron emission tomography-computed tomography (PET-CT) from patients with high-risk prostate cancer. The second goal was to make the AI-based method available to other researchers., Methods: [18 F]PSMA PET-CT scans were collected from 211 patients. Suspected pelvic lymph node metastases were marked by three independent readers. A CNN was developed and trained on a training and validation group of 161 of the patients. The performance of the AI method and the inter-observer agreement between the three readers were assessed in a separate test group of 50 patients., Results: The sensitivity of the AI method for detecting pelvic lymph node metastases was 82%, and the corresponding sensitivity for the human readers was 77% on average. The average number of false positives was 1.8 per patient. A total of 5-17 false negative lesions in the whole cohort were found, depending on which reader was used as a reference. The method is available for researchers at www.recomia.org ., Conclusion: This study shows that AI can obtain a sensitivity on par with that of physicians with a reasonable number of false positives. The difficulty in achieving high inter-observer sensitivity emphasizes the need for automated methods. On the road to qualifying AI tools for clinical use, independent validation is critical and allows performance to be assessed in studies from different hospitals. Therefore, we have made our AI tool freely available to other researchers., (© 2022. The Author(s).)- Published
- 2022
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43. Relationship between somatostatin receptor expressing tumour volume and health-related quality of life in patients with metastatic GEP-NET.
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Ohlsson H, Gålne A, Trägårdh E, Malmström M, Sundlöv A, and Almquist M
- Subjects
- Humans, Positron Emission Tomography Computed Tomography methods, Quality of Life, Retrospective Studies, Tumor Burden, Neuroendocrine Tumors pathology, Receptors, Somatostatin
- Abstract
For patients with gastroenteropancreatic neuroendocrine tumours (GEP-NET), health-related quality of life (HRQoL) is important. Meanwhile, whether tumour volume is associated with HRQoL is unknown. Hence, the aim of this study was to assess if total somatostatin receptor expressing tumour volume is correlated with HRQoL in patients with metastatic GEP-NET. Some 71 patients were included in the study. HRQoL and NET-specific symptoms were assessed with EORTC QLQ-C30 and EORTC GI.NET21. A summary score was calculated from the output of the QLQ-C30. Total somatostatin receptor expressing tumour volume was retrospectively evaluated on somatostatin receptor imaging with positron emission tomography-computed tomography (
68 Ga-DOTA-TATE/TOC PET-CT) in each patient. Simple and multiple linear regression were used to evaluate the correlation between tumour volume and HRQoL, controlling for potential confounders. No correlation was found between total somatostatin receptor expressing tumour volume and QLQ-C30 summary score. Weak positive correlations were found between total tumour volume and the specific symptoms dyspnoea, diarrhoea and flushing. To the best of our knowledge, this is the first study to evaluate the association between total somatostatin expressing tumour volume and HRQoL. Our results indicate that, while tumour volume is weakly associated with symptom severity of the carcinoid syndrome, other factors might impact more on overall HRQoL., (© 2022 The Authors. Journal of Neuroendocrinology published by John Wiley & Sons Ltd on behalf of British Society for Neuroendocrinology.)- Published
- 2022
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44. Freely available convolutional neural network-based quantification of PET/CT lesions is associated with survival in patients with lung cancer.
- Author
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Borrelli P, Góngora JLL, Kaboteh R, Ulén J, Enqvist O, Trägårdh E, and Edenbrandt L
- Abstract
Background: Metabolic positron emission tomography/computed tomography (PET/CT) parameters describing tumour activity contain valuable prognostic information, but to perform the measurements manually leads to both intra- and inter-reader variability and is too time-consuming in clinical practice. The use of modern artificial intelligence-based methods offers new possibilities for automated and objective image analysis of PET/CT data., Purpose: We aimed to train a convolutional neural network (CNN) to segment and quantify tumour burden in [
18 F]-fluorodeoxyglucose (FDG) PET/CT images and to evaluate the association between CNN-based measurements and overall survival (OS) in patients with lung cancer. A secondary aim was to make the method available to other researchers., Methods: A total of 320 consecutive patients referred for FDG PET/CT due to suspected lung cancer were retrospectively selected for this study. Two nuclear medicine specialists manually segmented abnormal FDG uptake in all of the PET/CT studies. One-third of the patients were assigned to a test group. Survival data were collected for this group. The CNN was trained to segment lung tumours and thoracic lymph nodes. Total lesion glycolysis (TLG) was calculated from the CNN-based and manual segmentations. Associations between TLG and OS were investigated using a univariate Cox proportional hazards regression model., Results: The test group comprised 106 patients (median age, 76 years (IQR 61-79); n = 59 female). Both CNN-based TLG (hazard ratio 1.64, 95% confidence interval 1.21-2.21; p = 0.001) and manual TLG (hazard ratio 1.54, 95% confidence interval 1.14-2.07; p = 0.004) estimations were significantly associated with OS., Conclusion: Fully automated CNN-based TLG measurements of PET/CT data showed were significantly associated with OS in patients with lung cancer. This type of measurement may be of value for the management of future patients with lung cancer. The CNN is publicly available for research purposes., (© 2022. The Author(s).)- Published
- 2022
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45. Complete metabolic response with [ 18 F]fluorodeoxyglucose-positron emission tomography/computed tomography predicts survival following induction chemotherapy and radical cystectomy in clinically lymph node positive bladder cancer.
- Author
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Abrahamsson J, Kollberg P, Almquist H, Bläckberg M, Brändstedt J, Lyttkens K, Simoulis A, Sjödahl G, Sörenby A, Trägårdh E, and Liedberg F
- Subjects
- Cystectomy, Fluorodeoxyglucose F18 pharmacology, Humans, Induction Chemotherapy, Lymph Nodes diagnostic imaging, Lymph Nodes pathology, Lymphatic Metastasis pathology, Prognosis, Radiopharmaceuticals therapeutic use, Positron Emission Tomography Computed Tomography methods, Urinary Bladder Neoplasms diagnostic imaging, Urinary Bladder Neoplasms drug therapy, Urinary Bladder Neoplasms surgery
- Abstract
Objective: To determine whether repeated [
18 F]fluorodeoxyglucose-positron emission tomography/computed tomography (FDG-PET-CT) scans can predict increased cancer-specific survival (CSS) after induction chemotherapy followed by radical cystectomy (RC)., Patients and Methods: Between 2007 and 2018, 86 patients with clinically lymph node (LN)-positive bladder cancer (T1-T4, N1-N3, M0-M1a) were included and underwent a repeated FDG-PET-CT during cisplatin-based induction chemotherapy. The 71 patients that had a response to chemotherapy underwent RC. Response to chemotherapy was evaluated in LNs through repeated FDG-PET-CT and stratified as partial response or complete response using three different methods: maximum standardised uptake value (SUVmax ), adapted Deauville criteria, and total lesion glycolysis (TLG). Progression-free survival (PFS) and CSS were analysed for all three methods by Cox regression analysis., Results: After a median follow-up of 40 months, 15 of the 71 patients who underwent RC had died from bladder cancer. Using SUVmax and the adapted Deauville criteria, multivariable Cox regression analyses adjusting for age, clinical tumour stage and LN stage showed that complete response was associated with increased PFS (hazard ratio [HR] 3.42, 95% confidence interval [CI] 1.20-9.77) and CSS (HR 3.30, 95% CI 1.02-10.65). Using TLG, a complete response was also associated with increased PFS (HR 5.17, 95% CI 1.90-14.04) and CSS (HR 6.32, 95% CI 2.06-19.41)., Conclusions: Complete metabolic response with FDG-PET-CT predicts survival after induction chemotherapy followed by RC in patients with LN-positive bladder cancer and comprises a novel tool in evaluating response to chemotherapy before surgery. This strategy has the potential to tailor treatment in individual patients by identifying significant response to chemotherapy, which motivates the administration of a full course of induction chemotherapy with a higher threshold for suspending treatment due to toxicity and side-effects., (© 2021 The Authors BJU International © 2021 BJU International Published by John Wiley & Sons Ltd.)- Published
- 2022
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46. Deep learning takes the pain out of back breaking work - Automatic vertebral segmentation and attenuation measurement for osteoporosis.
- Author
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Schmidt D, Ulén J, Enqvist O, Persson E, Trägårdh E, Leander P, and Edenbrandt L
- Subjects
- Absorptiometry, Photon, Bone Density, Female, Humans, Lumbar Vertebrae diagnostic imaging, Male, Middle Aged, Retrospective Studies, Deep Learning, Osteoporosis diagnostic imaging
- Abstract
Background: Osteoporosis is an underdiagnosed and undertreated disease worldwide. Recent studies have highlighted the use of simple vertebral trabecular attenuation values for opportunistic osteoporosis screening. Meanwhile, machine learning has been used to accurately segment large parts of the human skeleton., Purpose: To evaluate a fully automated deep learning-based method for lumbar vertebral segmentation and measurement of vertebral volumetric trabecular attenuation values., Material and Methods: A deep learning-based method for automated segmentation of bones was retrospectively applied to non-contrast CT scans of 1008 patients (mean age 57 years, 472 female, 536 male). Each vertebral segmentation was automatically reduced by 7 mm in all directions in order to avoid cortical bone. The mean and median volumetric attenuation values from Th12 to L4 were obtained and plotted against patient age and sex. L1 values were further analyzed to facilitate comparison with previous studies., Results: The mean L1 attenuation values decreased linearly with age by -2.2 HU per year (age > 30, 95% CI: -2.4, -2.0, R
2 = 0.3544). The mean L1 attenuation value of the entire population cohort was 140 HU ± 54., Conclusions: With results closely matching those of previous studies, we believe that our fully automated deep learning-based method can be used to obtain lumbar volumetric trabecular attenuation values which can be used for opportunistic screening of osteoporosis in patients undergoing CT scans for other reasons., (Copyright © 2021 Elsevier Inc. All rights reserved.)- Published
- 2022
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47. Artificial intelligence-based measurements of PET/CT imaging biomarkers are associated with disease-specific survival of high-risk prostate cancer patients.
- Author
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Polymeri E, Kjölhede H, Enqvist O, Ulén J, Poulsen MH, Simonsen JA, Borrelli P, Trägårdh E, Johnsson ÅA, Høilund-Carlsen PF, and Edenbrandt L
- Subjects
- Artificial Intelligence, Biomarkers, Humans, Male, Retrospective Studies, Positron Emission Tomography Computed Tomography, Prostatic Neoplasms diagnostic imaging
- Abstract
Objective: Artificial intelligence (AI) offers new opportunities for objective quantitative measurements of imaging biomarkers from positron-emission tomography/computed tomography (PET/CT). Clinical image reporting relies predominantly on observer-dependent visual assessment and easily accessible measures like SUV
max , representing lesion uptake in a relatively small amount of tissue. Our hypothesis is that measurements of total volume and lesion uptake of the entire tumour would better reflect the disease`s activity with prognostic significance, compared with conventional measurements., Methods: An AI-based algorithm was trained to automatically measure the prostate and its tumour content in PET/CT of 145 patients. The algorithm was then tested retrospectively on 285 high-risk patients, who were examined using18 F-choline PET/CT for primary staging between April 2008 and July 2015. Prostate tumour volume, tumour fraction of the prostate gland, lesion uptake of the entire tumour, and SUVmax were obtained automatically. Associations between these measurements, age, PSA, Gleason score and prostate cancer-specific survival were studied, using a Cox proportional-hazards regression model., Results: Twenty-three patients died of prostate cancer during follow-up (median survival 3.8 years). Total tumour volume of the prostate ( p = 0.008), tumour fraction of the gland ( p = 0.005), total lesion uptake of the prostate ( p = 0.02), and age ( p = 0.01) were significantly associated with disease-specific survival, whereas SUVmax ( p = 0.2), PSA ( p = 0.2), and Gleason score ( p = 0.8) were not., Conclusion: AI-based assessments of total tumour volume and lesion uptake were significantly associated with disease-specific survival in this patient cohort, whereas SUVmax and Gleason scores were not. The AI-based approach appears well-suited for clinically relevant patient stratification and monitoring of individual therapy.- Published
- 2021
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48. Automated artificial intelligence-based analysis of skeletal muscle volume predicts overall survival after cystectomy for urinary bladder cancer.
- Author
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Ying T, Borrelli P, Edenbrandt L, Enqvist O, Kaboteh R, Trägårdh E, Ulén J, and Kjölhede H
- Subjects
- Artificial Intelligence, Female, Humans, Male, Muscle, Skeletal diagnostic imaging, Retrospective Studies, Cystectomy adverse effects, Urinary Bladder Neoplasms diagnostic imaging, Urinary Bladder Neoplasms surgery
- Abstract
Background: Radical cystectomy for urinary bladder cancer is a procedure associated with a high risk of complications, and poor overall survival (OS) due to both patient and tumour factors. Sarcopenia is one such patient factor. We have developed a fully automated artificial intelligence (AI)-based image analysis tool for segmenting skeletal muscle of the torso and calculating the muscle volume., Methods: All patients who have undergone radical cystectomy for urinary bladder cancer 2011-2019 at Sahlgrenska University Hospital, and who had a pre-operative computed tomography of the abdomen within 90 days of surgery were included in the study. All patients CT studies were analysed with the automated AI-based image analysis tool. Clinical data for the patients were retrieved from the Swedish National Register for Urinary Bladder Cancer. Muscle volumes dichotomised by the median for each sex were analysed with Cox regression for OS and logistic regression for 90-day high-grade complications. The study was approved by the Swedish Ethical Review Authority (2020-03985)., Results: Out of 445 patients who underwent surgery, 299 (67%) had CT studies available for analysis. The automated AI-based tool failed to segment the muscle volume in seven (2%) patients. Cox regression analysis showed an independent significant association with OS (HR 1.62; 95% CI 1.07-2.44; p = 0.022). Logistic regression did not show any association with high-grade complications., Conclusion: The fully automated AI-based CT image analysis provides a low-cost and meaningful clinical measure that is an independent biomarker for OS following radical cystectomy., (© 2021. The Author(s).)
- Published
- 2021
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49. Dose-reduced [ 18 F]PSMA-1007 PET is feasible for functional imaging of the renal cortex.
- Author
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Valind K, Jögi J, Minarik D, Brolin G, and Trägårdh E
- Abstract
Background: In Prostate-specific membrane antigen (PSMA) positron emission tomography with computed tomography (PET-CT), there is significant renal uptake. The standard in renal cortical functional imaging is scintigraphy with technetium-99m labeled dimercaptosuccinic acid (DMSA). Using [
68 Ga]Ga-PSMA-11 PET for renal imaging has been suggested, but using [18 F]PSMA-1007 has not been explored. The aims of this study were to establish the optimal time point for renal imaging after [18 F]PSMA-1007 injection, to investigate the reproducibility of split renal uptake measurements, and to determine the margin for reduction in administered activity., Methods: Twelve adult male patients with prostate cancer underwent [18 F]PSMA-1007 PET-CT at 8 time points up to 5.5 h post-injection (p.i.). List-mode data were binned to durations of 10 to 120 s per bed position (bp). Left renal percentage of total renal uptake (LRU%) was measured, and the difference between highest and lowest measurement per patient ("delta max") was calculated. Images acquired at 1 h, 2 h, and 5.5 h p.i. with durations of 10 to 120 s/bp were rated regarding image quality., Results: Imaging at 2 h p.i. with 60 s/bp yielded acceptable quality in all cases. Increasing acquisition time to 15 min for a single bp would allow reducing administered activity to 0.27 MBq/kg, resulting in an effective dose of 0.4 mSv for a 1-year old child weighing 10 kg. The median delta max of LRU% measurements was 2.7% (range 1.8-7.3%)., Conclusions: Renal [18 F]PSMA-1007 PET-CT is feasible, with imaging 2 h p.i., acceptable split renal uptake variability, and effective dose and acquisition time comparable to those of [99m Tc]Tc-DMSA scintigraphy., (© 2021. The Author(s).)- Published
- 2021
- Full Text
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50. Impact of the COVID-19 pandemic on nuclear medicine departments in Europe.
- Author
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Moreira AP, Jamar F, Ozcan Z, Piciu D, Als C, Franceschi M, Trägårdh E, Zagar I, Sowa-Staszczak A, Cachin F, Bennink R, Forrer F, Adamsen TC, Fotopolous A, Kalnina M, Jensen LT, Mussalo H, Simanek M, Garcia-Cañamaque L, Nazarenko S, Mihailovic J, Bar-Sever Z, O'Connell M, Miladinova D, Graham R, Giubbini R, Kaliská L, Rozić D, Krause BJ, Gallowitsch HJ, Györke T, Sediene S, Rumyantsev P, Wadsak W, and Kunikowska J
- Subjects
- Europe, Humans, Pandemics, SARS-CoV-2, COVID-19, Nuclear Medicine
- Published
- 2021
- Full Text
- View/download PDF
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