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Tsarouchi M, Hoxhaj A, Portaluri A, Sung J, Sechopoulos I, Pinker-Domenig K, Mann RM. Breast cancer staging with contrast-enhanced imaging. The benefits and drawbacks of MRI, CEM, and dedicated breast CT. Eur J Radiol 2025; 185:112013. [PMID: 40036929 DOI: 10.1016/j.ejrad.2025.112013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2024] [Revised: 02/14/2025] [Accepted: 02/24/2025] [Indexed: 03/06/2025]
Abstract
Pretherapeutic breast cancer staging is pivotal for patient-centered disease management, guiding treatment stratification and assessing prognostic outcomes. Breast imaging plays a key role in both anatomic and prognostic staging by providing comprehensive insights into disease extent, localization, and tumor aggressiveness characteristics. To date, clinical image-based staging relies on conventional modalities such as digital mammography (DM), digital breast tomosynthesis (DBT), and ultrasound. Considering the phenotypic disparities of breast cancer and their relation to treatment response, other imaging techniques based on contrast-enhanced mechanisms, which highlight areas of increased neovascularity, appear indispensable in breast cancer staging. Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) offers a comprehensive 3-dimensional assessment of extent of disease and characterization of lesions, capturing both morphological and functional aspects which are crucial for treatment and monitoring of the disease. Based on this established approach, contrast-enhanced x-ray-based techniques, with high spatial resolution, such as contrast-enhanced mammography (CEM) and dedicated contrast-enhanced breast computed tomography (dCEBCT), have emerged. This review outlines the current status, limitations, and ongoing challenges associated with each one contrast-enhanced imaging modality, while emphasis is given to key breast cancer manifestations and the optimal interpretation of their imaging phenotypes, in the current era of image-based (anatomic and prognostic) breast cancer staging.
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Affiliation(s)
- Marialena Tsarouchi
- Department of Radiology and Nuclear Medicine, Radboudumc, Geert Grooteplein 10, PO Box 9101, 6500 HB Nijmegen, the Netherlands; Department of Radiology, Antoni van Leeuwenhoek, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands.
| | - Alma Hoxhaj
- Department of Radiology and Nuclear Medicine, Radboudumc, Geert Grooteplein 10, PO Box 9101, 6500 HB Nijmegen, the Netherlands; Department of Radiology, Antoni van Leeuwenhoek, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
| | - Antonio Portaluri
- Department of Biomedical Sciences and Morphological and Functional Imaging, University of Messina, Via Consolare Valeria 1, 98125 Messina, Italy
| | - Janice Sung
- Department of Radiology, Columbia University Irving Medical Center 161 Fort Washington Avenue, New York, NY 10032, The United States
| | - Ioannis Sechopoulos
- Department of Radiology and Nuclear Medicine, Radboudumc, Geert Grooteplein 10, PO Box 9101, 6500 HB Nijmegen, the Netherlands
| | - Katja Pinker-Domenig
- Department of Radiology, Columbia University Irving Medical Center 161 Fort Washington Avenue, New York, NY 10032, The United States
| | - Ritse M Mann
- Department of Radiology and Nuclear Medicine, Radboudumc, Geert Grooteplein 10, PO Box 9101, 6500 HB Nijmegen, the Netherlands; Department of Radiology, Antoni van Leeuwenhoek, The Netherlands Cancer Institute, Plesmanlaan 121, 1066 CX Amsterdam, the Netherlands
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2
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Bicchierai G, Migliaro G, Pugliese F, Amato F, De Benedetto D, Vanzi E, Di Naro F, Boeri C, Bellini C, Vidali S, Toncelli K, Bianchi S, Orzalesi L, Miele V, Nori J. Evaluation of contrast-enhanced mammography (CEM) in the preoperative staging of breast cancer: large-scale single center experience, update to 1005 cases. LA RADIOLOGIA MEDICA 2025:10.1007/s11547-025-02009-8. [PMID: 40153207 DOI: 10.1007/s11547-025-02009-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 09/30/2024] [Accepted: 03/14/2025] [Indexed: 03/30/2025]
Abstract
PURPOSE The purpose of this study was to assess the diagnostic performance of CEM in the preoperative staging of breast cancer in a large cohort of patients. MATERIALS AND METHODS A retrospective review of preoperative staging CEM exams was conducted at our centre between June 2016 and June 2021. We evaluated cases where CEM influenced the type of surgery, necessitated additional biopsies or imaging, and identified additional lesions. The sensitivity, specificity, positive and negative predictive values (PPV and NPV), and accuracy of CEM for the entire sample and each subgroup setting were calculated. A receiver operating characteristic (ROC) curve and multivariate analysis were performed. RESULTS 991 women, mean age 61.3 years old [35-93], with 1005 malignant lesions were included. CEM led to additional imaging in 36.7% (364/991) women and to additional biopsies in 18.5% (183/991) women. CEM altered the initial surgical plan based on conventional imaging in 226 out of 991 patients (22.8%). CEM had a sensitivity in the whole population of 91.5% (204/223), specificity of 96.8% (757/782), PPV of 89.1% (204/229), NPV of 97.5% (757/776) and an accuracy of 95.6% (961/1005); the AUC of the ROC curve was 0.941. We found CEM better performed in patients with a low BPE level compared with a high BPE level (ρ = 0.028861). We see that the presence of additional lesions at CEM was the only significant predictor in the model. CONCLUSION This study reaffirms the high diagnostic accuracy of CEM for preoperative breast cancer staging in a large patient cohort.
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Affiliation(s)
- Giulia Bicchierai
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy.
| | - Giuliano Migliaro
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Francesca Pugliese
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Francesco Amato
- Radiology Department, Ospedale San Giovanni Di Dio, Agrigento, Italy
| | - Diego De Benedetto
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Ermanno Vanzi
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Federica Di Naro
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Cecilia Boeri
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Chiara Bellini
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Sofia Vidali
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Kassandra Toncelli
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
| | - Simonetta Bianchi
- Division of Pathological Anatomy, University of Florence, Florence, Italy
| | - Lorenzo Orzalesi
- Breast Unit, Oncology Department, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
| | - Vittorio Miele
- Emergency Radiology Department, Azienda Ospedaliero-Universitaria Careggi, Florence, Italy
| | - Jacopo Nori
- Diagnostic Senology Unit, Azienda Ospedaliero-Universitaria Careggi, Largo G. A. Brambilla 3, 50134, Florence, Italy
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Rofena A, Guarrasi V, Sarli M, Piccolo CL, Sammarra M, Zobel BB, Soda P. A deep learning approach for virtual contrast enhancement in Contrast Enhanced Spectral Mammography. Comput Med Imaging Graph 2024; 116:102398. [PMID: 38810487 DOI: 10.1016/j.compmedimag.2024.102398] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2023] [Revised: 05/07/2024] [Accepted: 05/07/2024] [Indexed: 05/31/2024]
Abstract
Contrast Enhanced Spectral Mammography (CESM) is a dual-energy mammographic imaging technique that first requires intravenously administering an iodinated contrast medium. Then, it collects both a low-energy image, comparable to standard mammography, and a high-energy image. The two scans are combined to get a recombined image showing contrast enhancement. Despite CESM diagnostic advantages for breast cancer diagnosis, the use of contrast medium can cause side effects, and CESM also beams patients with a higher radiation dose compared to standard mammography. To address these limitations, this work proposes using deep generative models for virtual contrast enhancement on CESM, aiming to make CESM contrast-free and reduce the radiation dose. Our deep networks, consisting of an autoencoder and two Generative Adversarial Networks, the Pix2Pix, and the CycleGAN, generate synthetic recombined images solely from low-energy images. We perform an extensive quantitative and qualitative analysis of the model's performance, also exploiting radiologists' assessments, on a novel CESM dataset that includes 1138 images. As a further contribution to this work, we make the dataset publicly available. The results show that CycleGAN is the most promising deep network to generate synthetic recombined images, highlighting the potential of artificial intelligence techniques for virtual contrast enhancement in this field.
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Affiliation(s)
- Aurora Rofena
- Unit of Computer Systems & Bioinformatics, Department of Engineering University Campus Bio-Medico, Rome, Italy
| | - Valerio Guarrasi
- Unit of Computer Systems & Bioinformatics, Department of Engineering University Campus Bio-Medico, Rome, Italy
| | - Marina Sarli
- Department of Radiology, Fondazione Policlinico Campus Bio-Medico, Rome, Italy
| | | | - Matteo Sammarra
- Department of Radiology, Fondazione Policlinico Campus Bio-Medico, Rome, Italy
| | - Bruno Beomonte Zobel
- Department of Radiology, Fondazione Policlinico Campus Bio-Medico, Rome, Italy; Department of Radiology, University Campus Bio-Medico, Rome, Italy
| | - Paolo Soda
- Unit of Computer Systems & Bioinformatics, Department of Engineering University Campus Bio-Medico, Rome, Italy; Department of Radiation Sciences, Radiation Physics, Biomedical Engineering, Umeå University, Sweden.
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Costantini M, Montella RA, Fadda MP, Tondolo V, Franceschini G, Bove S, Garganese G, Rinaldi PM. Diagnostic Challenge of Invasive Lobular Carcinoma of the Breast: What Is the News? Breast Magnetic Resonance Imaging and Emerging Role of Contrast-Enhanced Spectral Mammography. J Pers Med 2022; 12:jpm12060867. [PMID: 35743654 PMCID: PMC9224821 DOI: 10.3390/jpm12060867] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Revised: 05/10/2022] [Accepted: 05/19/2022] [Indexed: 02/01/2023] Open
Abstract
Invasive lobular carcinoma is the second most common histologic form of breast cancer, representing 5% to 15% of all invasive breast cancers. Due to an insidious proliferative pattern, invasive lobular carcinoma remains clinically and radiologically elusive in many cases. Breast magnetic resonance imaging (MR) is considered the most accurate imaging modality in detecting and staging invasive lobular carcinoma and it is strongly recommended in pre-operative planning for all ILC. Contrast-enhanced spectral mammography (CESM) is a new diagnostic method that enables the accurate detection of malignant breast lesions similar to that of breast MR. CESM is also a promising breast imaging method for planning surgeries. In this study, we compare the ability of contrast-enhanced spectral mammography (CESM) with breast MR in the preoperative assessment of the extent of invasive lobular carcinoma. All patients with proven invasive lobular carcinoma treated in our breast cancer center underwent preoperative breast MRI and CESM. Images were reviewed by two dedicated breast radiologists and results were compared to the reference standard histopathology. CESM was similar and in some cases more accurate than breast MR in assessing the extent of disease in invasive lobular cancers. Further evaluation in larger prospective randomized trials is needed to validate our preliminary results.
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Affiliation(s)
- Melania Costantini
- Radiology Unit, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (M.C.); (M.P.F.); (P.M.R.)
- Dipartimento Diagnostica per Immagini, Radioterapia Oncologica ed Ematologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Area Diagnostica per Immagini, 00168 Rome, Italy
| | - Rino Aldo Montella
- Radiology Unit, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (M.C.); (M.P.F.); (P.M.R.)
- Correspondence: ; Tel.: +39-078-9189-9901
| | - Maria Paola Fadda
- Radiology Unit, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (M.C.); (M.P.F.); (P.M.R.)
| | - Vincenzo Tondolo
- General Surgery Unit, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy;
| | - Gianluca Franceschini
- Multidisciplinary Breast Center, Dipartimento Scienze Della Salute Della Donna e del Bambino e di Sanità Pubblica, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy;
- Istituto di Semeiotica Chirurgica, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Sonia Bove
- Gynecology and Breast Care Center, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (S.B.); (G.G.)
| | - Giorgia Garganese
- Gynecology and Breast Care Center, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (S.B.); (G.G.)
- Dipartimento Scienze Della Vita e Sanità Pubblica, Sezione Ginecologia e Ostetricia, Università Cattolica del Sacro Cuore, 00168 Rome, Italy
| | - Pierluigi Maria Rinaldi
- Radiology Unit, Mater Olbia Hospital (Qatar Foundation Endowment and Policlinico Universitario Agostino Gemelli IRCCS Foundation), Strada Statale 125 Orientale Sarda, 07026 Olbia, Italy; (M.C.); (M.P.F.); (P.M.R.)
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Steinhof-Radwańska K, Lorek A, Holecki M, Barczyk-Gutkowska A, Grażyńska A, Szczudło-Chraścina J, Bożek O, Habas J, Szyluk K, Niemiec P, Gisterek I. Multifocality and Multicentrality in Breast Cancer: Comparison of the Efficiency of Mammography, Contrast-Enhanced Spectral Mammography, and Magnetic Resonance Imaging in a Group of Patients with Primarily Operable Breast Cancer. Curr Oncol 2021; 28:4016-4030. [PMID: 34677259 PMCID: PMC8534697 DOI: 10.3390/curroncol28050341] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 09/18/2021] [Accepted: 10/04/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The multifocality and multicentrality of breast cancer (MFMCC) are the significant aspects that determine a specialist's choice between applying breast-conserving therapy (BCT) or performing a mastectomy. This study aimed to assess the usefulness of mammography (MG), contrast-enhanced spectral mammography (CESM), and magnetic resonance imaging (MRI) in women diagnosed with breast cancer before qualifying for surgical intervention to visualize other (additional) cancer foci. METHODS The study included 60 breast cancer cases out of 630 patients initially who underwent surgery due to breast cancer from January 2015 to April 2019. MG, CESM, and MRI were compared with each other in terms of the presence of MFMCC and assessed for compliance with the postoperative histopathological examination (HP). RESULTS Histopathological examination confirmed the presence of MFMCC in 33/60 (55%) patients. The sensitivity of MG in detecting MFMCC was 50%, and its specificity was 95.83%. For CESM, the sensitivity was 85.29%, and the specificity was 96.15%. For MRI, all the above-mentioned parameters were higher as follows: sensitivity-91.18%; specificity-92.31%. CONCLUSIONS In patients with MFMCC, both CESM and MRI are highly sensitive in the detection of additional cancer foci. Both CESM and MRI change the extent of surgical intervention in every fourth patient.
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Affiliation(s)
- Katarzyna Steinhof-Radwańska
- Department of Radiology and Nuclear Medicine, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia in Katowice, 40-752 Katowice, Poland; (A.B.-G.); (O.B.)
| | - Andrzej Lorek
- Department of Oncological Surgery, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia in Katowice, 40-514 Katowice, Poland;
| | - Michał Holecki
- Department of Internal, Autoimmune and Metabolic Diseases, Faculty of Medical Science, Medical University of Silesia, 40-752 Katowice, Poland;
| | - Anna Barczyk-Gutkowska
- Department of Radiology and Nuclear Medicine, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia in Katowice, 40-752 Katowice, Poland; (A.B.-G.); (O.B.)
| | - Anna Grażyńska
- Students’ Scientific Society Department of Nuclear Medicine and Diagnostic Imaging, Faculty of Medical Sciences in Katowice, Medical University of Silesia in Katowice, University Clinical Center Prof. K. Gibiński, 40-752 Katowice, Poland;
| | | | - Oskar Bożek
- Department of Radiology and Nuclear Medicine, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia in Katowice, 40-752 Katowice, Poland; (A.B.-G.); (O.B.)
| | - Justyna Habas
- Faculty of Pharmaceutical Sciences, Medical University of Silesia in Sosnowiec, 41-200 Sosnowiec, Poland;
| | - Karol Szyluk
- I Department of Orthopaedic and Trauma Surgery, District Hospital of Orthopaedics and Trauma Surgery, 41-940 Piekary Śląskie, Poland;
- Department of Physiotherapy, Faculty of Health Sciences in Katowice, Medical University of Silesia in Katowice, 40-752 Katowice, Poland
| | - Paweł Niemiec
- Department of Biochemistry and Medical Genetics, Faculty of Health Sciences in Katowice, Medical University of Silesia in Katowice, 40-752 Katowice, Poland;
| | - Iwona Gisterek
- Department of Oncology and Radiotherapy, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia in Katowice, 40-515 Katowice, Poland;
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Steinhof-Radwańska K, Grażyńska A, Lorek A, Gisterek I, Barczyk-Gutowska A, Bobola A, Okas K, Lelek Z, Morawska I, Potoczny J, Niemiec P, Szyluk K. Contrast-Enhanced Spectral Mammography Assessment of Patients Treated with Neoadjuvant Chemotherapy for Breast Cancer. Curr Oncol 2021; 28:3448-3462. [PMID: 34590596 PMCID: PMC8482113 DOI: 10.3390/curroncol28050298] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Revised: 09/01/2021] [Accepted: 09/02/2021] [Indexed: 11/16/2022] Open
Abstract
Background: Evaluating the tumor response to neoadjuvant chemotherapy is key to planning further therapy of breast cancer. Our study aimed to evaluate the effectiveness of low-energy and subtraction contrast-enhanced spectral mammography (CESM) images in the detection of complete response (CR) for neoadjuvant chemotherapy (NAC) in breast cancer. Methods: A total of 63 female patients were qualified for our retrospective analysis. Low-energy and subtraction CESM images just before the beginning of NAC and as a follow-up examination 2 weeks before the end of chemotherapy were compared with one another and assessed for compliance with the postoperative histopathological examination (HP). The response to preoperative chemotherapy was evaluated based on the RECIST 1.1 criteria (Response Evaluation Criteria in Solid Tumors). Results: Low-energy images tend to overestimate residual lesions (6.28 mm) and subtraction images tend to underestimate them (2.75 mm). The sensitivity of low-energy images in forecasting CR amounted to 33.33%, while the specificity was 92.86%. In the case of subtraction CESM, the sensitivity amounted to 85.71% and the specificity to 71.42%. Conclusions: CESM is characterized by high sensitivity in the assessment of CR after NAC. The use of only morphological assessment is insufficient. CESM correlates well with the size of residual lesions on histopathological examination but tends to underestimate the dimensions.
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Affiliation(s)
- Katarzyna Steinhof-Radwańska
- Department of Radiology and Nuclear Medicine, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland;
- Correspondence: ; Tel.: +48-32-358-1350
| | - Anna Grażyńska
- Students’ Scientific Society, Department of Radiology and Nuclear Medicine, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (A.G.); (K.O.); (Z.L.); (I.M.); (J.P.)
| | - Andrzej Lorek
- Department of Oncological Surgery, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland;
| | - Iwona Gisterek
- Department of Oncology and Radiotherapy, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (I.G.); (A.B.)
| | - Anna Barczyk-Gutowska
- Department of Radiology and Nuclear Medicine, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland;
| | - Agnieszka Bobola
- Department of Oncology and Radiotherapy, Prof. Kornel Gibiński Independent Public Central Clinical Hospital, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (I.G.); (A.B.)
| | - Karolina Okas
- Students’ Scientific Society, Department of Radiology and Nuclear Medicine, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (A.G.); (K.O.); (Z.L.); (I.M.); (J.P.)
| | - Zuzanna Lelek
- Students’ Scientific Society, Department of Radiology and Nuclear Medicine, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (A.G.); (K.O.); (Z.L.); (I.M.); (J.P.)
| | - Irmina Morawska
- Students’ Scientific Society, Department of Radiology and Nuclear Medicine, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (A.G.); (K.O.); (Z.L.); (I.M.); (J.P.)
| | - Jakub Potoczny
- Students’ Scientific Society, Department of Radiology and Nuclear Medicine, Medical University of Silesia, Medyków 18, 40-514 Katowice, Poland; (A.G.); (K.O.); (Z.L.); (I.M.); (J.P.)
| | - Paweł Niemiec
- Department of Biochemistry and Medical Genetics, School of Health Sciences in Katowice, Medical University of Silesia, Medyków 18, 40-752 Katowice, Poland;
| | - Karol Szyluk
- 1st Department of Orthopaedic and Trauma Surgery, District Hospital of Orthopaedics and Trauma Surgery, Bytomska 62, 41-940 Piekary Śląskie, Poland;
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