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Giraudo C, Fichera G, Del Fiore P, Mocellin S, Brunello A, Rastrelli M, Stramare R. Tumor cellularity beyond the visible in soft tissue sarcomas: Results of an ADC-based, single center, and preliminary radiomics study. Front Oncol 2022; 12:879553. [PMID: 36303833 PMCID: PMC9592822 DOI: 10.3389/fonc.2022.879553] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Accepted: 09/20/2022] [Indexed: 10/05/2024] Open
Abstract
PURPOSE Soft tissue sarcomas represent approximately 1% of all malignancies, and diagnostic radiology plays a significant role in the overall management of this rare group of tumors. Recently, quantitative imaging and, in particular, radiomics demonstrated to provide significant novel information, for instance, in terms of prognosis and grading. The aim of this study was to evaluate the prognostic role of radiomic variables extracted from apparent diffusion coefficient (ADC) maps collected at diagnosis in patients with soft tissue sarcomas in terms of overall survival and metastatic spread as well as to assess the relationship between radiomics and the tumor grade. METHODS Patients with histologically proven soft tissue sarcomas treated in our tertiary center from 2016 to 2019 who underwent an Magnetic Resonance (MR) scan at diagnosis including diffusion-weighted imaging were included in this retrospective institution review board-approved study. Each primary lesion was segmented using the b50 images; the volumetric region of interest was then applied on the ADC map. A total of 33 radiomic features were extracted, and highly correlating features were selected by factor analysis. In the case of feature/s showing statistically significant results, the diagnostic accuracy was computed. The Spearman correlation coefficient was used to evaluate the relationship between the tumor grade and radiomic features selected by factor analysis. All analyses were performed applying p<0.05 as a significant level. RESULTS A total of 36 patients matched the inclusion criteria (15 women; mean age 58.9 ± 15 years old). The most frequent histotype was myxofibrosarcoma (16.6%), and most of the patients were affected by high-grade lesions (77.7%). Seven patients had pulmonary metastases, and, altogether, eight were deceased. Only the feature Imc1 turned out to be a predictor of metastatic spread (p=0.045 after Bonferroni correction) with 76.7% accuracy. The value -0.16 showed 73.3% sensitivity and 71.4% specificity, and patients with metastases showed lower values (mean Imc1 of metastatic patients -0.31). None of the examined variables was a predictor of the overall outcome (p>0.05, each). A moderate statistically significant correlation emerged only between Imc1 and the tumor grade (r=0.457, p=0.005). CONCLUSIONS In conclusion, the radiomic feature Imc1 acts as a predictor of metastatic spread in patients with soft tissue sarcomas and correlates with the tumor grade.
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Affiliation(s)
- Chiara Giraudo
- Department of Medicine – DIMED, University of Padova, Padova, Italy
| | - Giulia Fichera
- Department of Medicine – DIMED, University of Padova, Padova, Italy
| | - Paolo Del Fiore
- Soft-Tissue, Peritoneum and Melanoma Surgical Oncology Unit, Veneto Institute of Oncology - IOV Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Padova, Italy
| | - Simone Mocellin
- Soft-Tissue, Peritoneum and Melanoma Surgical Oncology Unit, Veneto Institute of Oncology - IOV Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Padova, Italy
- Department of Surgery, Oncology and Gastroenterology (DISCOG), University of Padua, Padua, Italy
| | - Antonella Brunello
- Department of Oncology, Medical Oncology 1 Unit, Veneto Institute of Oncology - IOV Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Padua, Italy
| | - Marco Rastrelli
- Soft-Tissue, Peritoneum and Melanoma Surgical Oncology Unit, Veneto Institute of Oncology - IOV Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Padova, Italy
- Department of Surgery, Oncology and Gastroenterology (DISCOG), University of Padua, Padua, Italy
| | - Roberto Stramare
- Department of Medicine – DIMED, University of Padova, Padova, Italy
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Bou Zerdan M, Meouchy P, Abdul Halim N, Saghieh S, Sbaity E, Haidar R, Abbas J, Ibrahim A, Khalifeh M, Assi HI. Descriptive epidemiology of soft tissue and bone sarcomas in Lebanon. J Int Med Res 2022; 50:3000605221082852. [PMID: 35264045 PMCID: PMC8918978 DOI: 10.1177/03000605221082852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2021] [Accepted: 01/28/2022] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVES Most epidemiologic studies on soft tissue sarcomas (STS) and bone sarcomas (BS) are performed in western countries, with few in the Middle East and North Africa region. We describe the epidemiology of sarcomas in Lebanon using the medical records database at the American University of Beirut Medical Center (AUBMC). METHODS This single-center retrospective cohort study included patients with sarcomas registered in the database between 2015 and 2019. Their charts were reviewed for baseline characteristics, tumor biology and location, treatment modalities, recurrence, metastasis, and death. RESULTS The cohort included 234 patients with STS and 99 patients with BS. Most tumors were <10 cm in size. The most common subtypes were liposarcoma for STS and osteosarcoma for BS. The most common location of STS was the thigh. The most frequent sites of STS metastasis were the lungs. Histological subtype, smoking status, and tumor size and grade were significant for progression-free survival (PFS) in patients with STS. By multivariable analysis, smoking was significantly associated with poorer PFS in STS. For BS, only tumor grade was significant for PFS. CONCLUSION The epidemiology of sarcomas at AUBMC is similar to that previously reported. Smoking history was associated with poorer survival in patients with STS.
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Affiliation(s)
- Maroun Bou Zerdan
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Paul Meouchy
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Nour Abdul Halim
- Department of Pediatrics, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Said Saghieh
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Eman Sbaity
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Rachid Haidar
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Jaber Abbas
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Amir Ibrahim
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Mohamad Khalifeh
- Department of Surgery, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
| | - Hazem I Assi
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, American University of Beirut Medical Center, Beirut, Lebanon
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Deep Learning Networks for Automatic Retroperitoneal Sarcoma Segmentation in Computerized Tomography. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12031665] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
The volume estimation of retroperitoneal sarcoma (RPS) is often difficult due to its huge dimensions and irregular shape; thus, it often requires manual segmentation, which is time-consuming and operator-dependent. This study aimed to evaluate two fully automated deep learning networks (ENet and ERFNet) for RPS segmentation. This retrospective study included 20 patients with RPS who received an abdominal computed tomography (CT) examination. Forty-nine CT examinations, with a total of 72 lesions, were included. Manual segmentation was performed by two radiologists in consensus, and automatic segmentation was performed using ENet and ERFNet. Significant differences between manual and automatic segmentation were tested using the analysis of variance (ANOVA). A set of performance indicators for the shape comparison (namely sensitivity), positive predictive value (PPV), dice similarity coefficient (DSC), volume overlap error (VOE), and volumetric differences (VD) were calculated. There were no significant differences found between the RPS volumes obtained using manual segmentation and ENet (p-value = 0.935), manual segmentation and ERFNet (p-value = 0.544), or ENet and ERFNet (p-value = 0.119). The sensitivity, PPV, DSC, VOE, and VD for ENet and ERFNet were 91.54% and 72.21%, 89.85% and 87.00%, 90.52% and 74.85%, 16.87% and 36.85%, and 2.11% and -14.80%, respectively. By using a dedicated GPU, ENet took around 15 s for segmentation versus 13 s for ERFNet. In the case of CPU, ENet took around 2 min versus 1 min for ERFNet. The manual approach required approximately one hour per segmentation. In conclusion, fully automatic deep learning networks are reliable methods for RPS volume assessment. ENet performs better than ERFNet for automatic segmentation, though it requires more time.
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Halim NA, Sayed RE, Alameh IA, Khoury J, Nakib CE, Zerdan MB, Charafeddine M, Farhat F, Karak FE, Assi HI. Safety and efficacy of pazopanib as a second-line treatment and beyond for soft tissue sarcomas: A real-life tertiary-center experience in the MENA region. Cancer Treat Res Commun 2020; 26:100275. [PMID: 33340905 DOI: 10.1016/j.ctarc.2020.100275] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Revised: 11/27/2020] [Accepted: 12/09/2020] [Indexed: 11/16/2022]
Abstract
INTRODUCTION Sarcomas are uncommon malignancies. No advances have been recently achieved despite multiple efforts. Pazopanib is a safe and effective tyrosine kinase inhibitor used in managing soft tissue sarcomas (STS) after chemotherapy failure. However, its use is limited in developing countries and no efficacy data exist from our region. We aimed to study the efficacy of pazopanib in our population, characterized by response rates of patients with chemotherapy-refractory advanced STS receiving pazopanib. Secondary endpoints included progression-free survival (PFS), overall survival (OS) and toxicity profile. MATERIALS AND METHODS 15 patients (age≥18 year) diagnosed with advanced STS, refractory to first-line chemotherapy, receiving pazopanib as ≥second-line therapy in one tertiary center in Lebanon were included between January 1st, 2014 and October 31st, 2018. Patient and disease characteristics, disease evaluation, as well as tolerance to treatment, were extracted from charts retrospectively. Statistical analysis was done using SPSS version 24. RESULTS The mean age was 48.6 [19-66] years. Eleven patients (73.3%) received pazopanib in second-line, whereas four patients (26.7%) received it in third-line. Thirteen patients (86.7%) progressed, and two patients (13.3%) had stable disease. The median PFS was three months [1-19] and the mean OS was 25.4 months [17.2-33.6]. Five patients required dose-reductions due to poor tolerance. CONCLUSION Conclusions cannot be drawn due to small patient numbers. However, given the 3-month PFS, 13% of patients maintaining stable disease, and tolerable safety profile, it is reasonable to incorporate pazopanib in STS treatment. More focused studies with larger patient populations need to be done in Lebanon.
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Affiliation(s)
- Nour Abdul Halim
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Rola El Sayed
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Ibrahim A Alameh
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Jessica Khoury
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Clara El Nakib
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Maroun Bou Zerdan
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Maya Charafeddine
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon
| | - Fadi Farhat
- Department of Internal Medicine, Division of Hematology and Oncology, Hammoud Hospital University Medical Center, Saida, Lebanon
| | - Fadi El Karak
- Department of Internal Medicine, Division of Hematology and Oncology, Hotel Dieu de France University Hospital, Beirut, Lebanon
| | - Hazem I Assi
- Department of Internal Medicine, Division of Hematology and Oncology, Naef K. Basile Cancer Institute, American University of Beirut Medical Center, Beirut, Lebanon.
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Fuerst JA, Reichle JK, Szabo D, Cohen EB, Biller DS, Goggin JM, Griffin JF, Aarsvold S, Emerson SE. COMPUTED TOMOGRAPHIC FINDINGS IN 24 DOGS WITH LIPOSARCOMA. Vet Radiol Ultrasound 2016; 58:23-28. [DOI: 10.1111/vru.12436] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2016] [Revised: 08/03/2016] [Accepted: 09/13/2016] [Indexed: 11/26/2022] Open
Affiliation(s)
| | | | - David Szabo
- Animal Specialty and Emergency Center; Los Angeles CA 90025
| | - Eli B. Cohen
- College of Veterinary Medicine; North Carolina State University; Raleigh NC 27607
| | - David S. Biller
- College of Veterinary Medicine; Kansas State University; Manhattan KS
| | | | - John F. Griffin
- Department of Veterinary Large Animal Clinical Sciences; Texas A&M University; College Station TX 77845
| | - Stacie Aarsvold
- Cummings School of Veterinary Medicine; Tufts University; North Grafton MA 01536
| | - Susan E. Emerson
- College of Veterinary Medicine & Biomedical Sciences; Colorado State University; Fort Collins CO 80525
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Morosi C, Stacchiotti S, Marchianò A, Bianchi A, Radaelli S, Sanfilippo R, Colombo C, Richardson C, Collini P, Barisella M, Casali P, Gronchi A, Fiore M. Correlation between radiological assessment and histopathological diagnosis in retroperitoneal tumors: Analysis of 291 consecutive patients at a tertiary reference sarcoma center. Eur J Surg Oncol 2014; 40:1662-70. [DOI: 10.1016/j.ejso.2014.10.005] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2014] [Revised: 09/28/2014] [Accepted: 10/06/2014] [Indexed: 12/21/2022] Open
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Theodosopoulos T, Dellaportas D, Psychogiou V, Yiallourou A, Polymeneas G, Gkiokas G, Voros D. Multifocal retroperitoneal sarcoma. Case Rep Surg 2013; 2013:763702. [PMID: 23738184 PMCID: PMC3659466 DOI: 10.1155/2013/763702] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2013] [Accepted: 04/09/2013] [Indexed: 11/17/2022] Open
Abstract
Introduction. Retroperitoneal sarcomas comprise a small proportion of all soft tissue sarcomas, and multiple factors influence their clinical behavior. Histopathological type and grade as well as complete surgical resection especially on the first operative attempt are well recognized as the main prognostic factors. Multifocality is another prognostic factor, which compromises therapy and finally makes prognosis worse due to multiple adverse implications. Case Presentation. A rare case of a 65-year-old male patient suffering from a multifocal retroperitoneal liposarcoma successfully treated in our hospital is presented herein. Discussion. Also, general considerations for these tumors are discussed, and especially multifocality is underlined as an ominous sign of retroperitoneal sarcomas behavior. Despite multifocality, once again complete surgical excision remains the mainstay of treatment of these patients, as long as further systemic and local therapies do not provide durable results.
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Affiliation(s)
| | | | - Vasiliki Psychogiou
- 2nd Department of Surgery, University Hospital “Aretaieion”, 115 28 Athens, Greece
| | - Anneza Yiallourou
- 2nd Department of Surgery, University Hospital “Aretaieion”, 115 28 Athens, Greece
| | - George Polymeneas
- 2nd Department of Surgery, University Hospital “Aretaieion”, 115 28 Athens, Greece
| | - Georgios Gkiokas
- 2nd Department of Surgery, University Hospital “Aretaieion”, 115 28 Athens, Greece
| | - Dionysios Voros
- 2nd Department of Surgery, University Hospital “Aretaieion”, 115 28 Athens, Greece
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Kumar V, Misra S, Chaturvedi A. Retroperitoneal sarcomas- a challenging problem. Indian J Surg Oncol 2012; 3:215-21. [PMID: 23997509 PMCID: PMC3444574 DOI: 10.1007/s13193-012-0152-4] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2011] [Accepted: 04/25/2012] [Indexed: 02/07/2023] Open
Abstract
Retroperitoneal sarcomas are relatively rare tumours and usually present in a locally advanced stage. Liposarcoma is the most common histopathology. If operable, surgery is the treatment of choice. The role of adjuvant chemotherapy or radiotherapy is not yet defined. Advanced cases are treated by chemotherapy. The prognosis is poor in patients with positive resection margins, high-grade tumours and recurrent tumours.
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Affiliation(s)
- Vijay Kumar
- Department of Surgical Oncology, CSM Medical University, Lucknow, 226003 India
| | - Sanjeev Misra
- Department of Surgical Oncology, CSM Medical University, Lucknow, 226003 India
| | - Arun Chaturvedi
- Surgical Oncology, Sahara Hospital, Sahara India Medical Institute Ltd., Lucknow, India
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Fernebro J, Wiklund M, Jonsson K, Bendahl PO, Rydholm A, Nilbert M, Engellau J. Focus on the tumour periphery in MRI evaluation of soft tissue sarcoma: infiltrative growth signifies poor prognosis. Sarcoma 2006; 2006:21251. [PMID: 17496992 PMCID: PMC1779504 DOI: 10.1155/srcm/2006/21251] [Citation(s) in RCA: 31] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2006] [Revised: 09/18/2006] [Accepted: 10/01/2006] [Indexed: 12/05/2022] Open
Abstract
Purpose. Infiltrative microscopical peripheral growth of soft tissue sarcomas (STS) has been shown to be of prognostic importance and preoperative risk stratification could individualize neoadjuvant treatment.
Patients and methods. We assessed peripheral tumour growth pattern on preoperative MRI from 78 STS. The findings were correlated to histopathology and to outcome.
Results. The MRI-based peripheral tumour growth pattern was classified as pushing in 34 tumours, focally infiltrative in 25, and diffusely infiltrative in 19. All tumours with diffuse infiltration on MRI also showed microscopical infiltration, whereas MRI failed to identify infiltration in two-thirds of the microscopically infiltrative tumours. Diffusely infiltrative growth on MRI gave a 2.5 times increased risk of metastases (P = .01) and a 3.7 times higher risk of local recurrence (P = .02).
Discussion. Based on this observation we suggest that MRI evaluation of STS should focus on the peripheral tumour growth pattern since it adds prognostic information of value for decisions on neoadjuvant therapies.
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Affiliation(s)
- Josefin Fernebro
- Department of Oncology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
- *Josefin Fernebro:
| | - Marie Wiklund
- Department of Diagnostic Radiology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
| | - Kjell Jonsson
- Department of Diagnostic Radiology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
| | - Pär-Ola Bendahl
- Department of Oncology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
| | - Anders Rydholm
- Department of Orthopedics, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
| | - Mef Nilbert
- Department of Oncology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
| | - Jacob Engellau
- Department of Oncology, Institute of Clinical Sciences, Lund University Hospital, 221 85 Lund, Sweden
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Abstract
Retroperitoneal sarcomas are rare neoplasms. CT or MR imaging is performed in patients with these tumors to detect local extent and distant metastases of the tumor and for preoperative surgical planning. Most sarcomas cannot be characterized as to cell type with CT or MR, with the exceptions being liposarcomas and intracaval leiomyosarcomas. Similarly histological grading cannot be made definitively with imaging alone, the exception being liposarcoma since well differentiated liposarcomas contain more macroscopic fat than do less differentiated liposarcomas. After surgery, follow up imaging with CT or MR and careful scrutiny of the tumor bed and resection site are essential to detect early recurrences, which can often be managed with re-resection.
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Affiliation(s)
- Isaac R Francis
- Department of Radiology, University of Michigan Health System, 1500 E. Medical Center Drive, Ann Arbor, MI 48109-0030, USA.
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Abstract
Diagnostic imaging has played a major role in the evaluation of patients with cancers of the bone and soft tissue. The imaging modalities have included radiography, computed tomography, magnetic resonance imaging, and bone scintigraphy. Current experience suggests that functional imaging with positron emission tomography (PET) and [F-18]fluorodeoxyglucose (FDG) may also have an important role in the imaging evaluation of patients with bone and soft tissue sarcoma, including guiding biopsy, detecting local recurrence in amputation stumps, detecting metastatic disease, predicting and monitoring response to therapy, and assessing for prognosis. Prospective studies with large patient groups will be essential to define the exact diagnostic role of FDG PET in this clinical setting, which should also include an evaluation of the cost-effectiveness and the short-term and long-term benefits in clinical decision making and management. In this article, we review the diagnostic utility of dedicated PET and PET combined with computed tomography imaging system in the evaluation of patients with bone and soft tissue malignancies.
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Affiliation(s)
- Hossein Jadvar
- Department of Radiology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90033, USA
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