scholarly journals Predicting distant metastases in soft-tissue sarcomas from PET-CT scans using constrained hierarchical multi-modality feature learning

2021 ◽  
Author(s):  
Yige Peng ◽  
Lei Bi ◽  
Ashnil Kumar ◽  
Michael Fulham ◽  
David Dagan Feng ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Imaging Modality ◽  
Soft Tissue Sarcomas ◽  
Feature Learning ◽  
Distant Metastases ◽  
P Value ◽  
Imaging Features ◽  
Tumor Delineation ◽  
Positron Emission ◽  
Pet Ct

Abstract Objective: Positron emission tomography-computed tomography (PET-CT) is regarded as the imaging modality of choice for the management of soft-tissue sarcomas (STSs). Distant metastases (DM) are the leading cause of death in STS patients and early detection is important to effectively manage tumors with surgery, radiotherapy and chemotherapy. In this study, we aim to early detect DM in patients with STS using their PET-CT data. Approach: We derive a new convolutional neural network (CNN) method for early DM detection. The novelty of our method is the introduction of a constrained hierarchical multi-modality feature learning approach to integrate functional imaging (PET) features with anatomical imaging (CT) features. In addition, we removed the reliance on manual input, e.g., tumor delineation, for extracting imaging features. Main results: Our experimental results on a well-established benchmark PET-CT dataset show that our method achieved the highest accuracy (0.896) and AUC (0.903) scores when compared to the state-of-the-art methods (unpaired student’s t-test p-value < 0.05). Significance: Our method could be an effective and supportive tool to aid physicians in tumor quantification and in identifying image biomarkers for cancer treatment.

Myxofibrosarcoma: clinical and prognostic value of MRI features

2020 ◽  
Vol 16 ◽  
Author(s):  
Paolo Spinnato ◽  
Andrea Sambri ◽  
Tomohiro Fujiwara ◽  
Luca Ceccarelli ◽  
Roberta Clinca ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Local Recurrence ◽  
Contrast Enhancement ◽  
Imaging Modality ◽  
Soft Tissue Sarcomas ◽  
The Elderly ◽  
High Rate ◽  
Imaging Features ◽  
High Grade ◽  
Mri Features

: Myxofibrosarcoma is one of the most common soft tissue sarcomas in the elderly. It is characterized by an extremely high rate of local recurrence, higher than other soft tissue tumors, and a relatively low risk of distant metastases.Magnetic resonance imaging (MRI) is the imaging modality of choice for the assessment of myxofibrosarcoma and plays a key role in the preoperative setting of these patients.MRI features associated with high risk of local recurrence are: high myxoid matrix content (water-like appearance of the lesions), high grade of contrast enhancement, presence of an infiltrative pattern (“tail sign”). On the other hand, MRI features associated with worse sarcoma specific survival are: large size of the lesion, deep location, high grade of contrast enhancement. Recognizing the above-mentioned imaging features of myxofibrosarcoma may be helpful to stratify the risk for local recurrence and disease-specific survival. Moreover, the surgical planning should be adjusted according to the MRI features

scholarly journals Prognostic Assessment in High-Grade Soft-Tissue Sarcoma Patients: A Comparison of Semantic Image Analysis and Radiomics

Cancers ◽  
2021 ◽  
Vol 13 (8) ◽  
pp. 1929
Author(s):  
Jan C. Peeken ◽  
Jan Neumann ◽  
Rebecca Asadpour ◽  
Yannik Leonhardt ◽  
Joao R. Moreira ◽  
...  
Keyword(s):  
Soft Tissue ◽  
Soft Tissue Sarcomas ◽  
Treatment Decision ◽  
Staging System ◽  
Predictive Performance ◽  
Machine Learning Techniques ◽  
Clinical Staging ◽  
Imaging Features ◽  
Prognostic Assessment ◽  
Selection Operator

Background: In patients with soft-tissue sarcomas of the extremities, the treatment decision is currently regularly based on tumor grading and size. The imaging-based analysis may pose an alternative way to stratify patients’ risk. In this work, we compared the value of MRI-based radiomics with expert-derived semantic imaging features for the prediction of overall survival (OS). Methods: Fat-saturated T2-weighted sequences (T2FS) and contrast-enhanced T1-weighted fat-saturated (T1FSGd) sequences were collected from two independent retrospective cohorts (training: 108 patients; testing: 71 patients). After preprocessing, 105 radiomic features were extracted. Semantic imaging features were determined by three independent radiologists. Three machine learning techniques (elastic net regression (ENR), least absolute shrinkage and selection operator, and random survival forest) were compared to predict OS. Results: ENR models achieved the best predictive performance. Histologies and clinical staging differed significantly between both cohorts. The semantic prognostic model achieved a predictive performance with a C-index of 0.58 within the test set. This was worse compared to a clinical staging system (C-index: 0.61) and the radiomic models (C-indices: T1FSGd: 0.64, T2FS: 0.63). Both radiomic models achieved significant patient stratification. Conclusions: T2FS and T1FSGd-based radiomic models outperformed semantic imaging features for prognostic assessment.

Prospective Study of Tailoring Whole-Body Dual-Modality [18F]Fluorodeoxyglucose Positron Emission Tomography/Computed Tomography With Plasma Epstein-Barr Virus DNA for Detecting Distant Metastasis in Endemic Nasopharyngeal Carcinoma at Initial Staging

2013 ◽  
Vol 31 (23) ◽  
pp. 2861-2869 ◽  
Author(s):  
Lin-Quan Tang ◽  
Qiu-Yan Chen ◽  
Wei Fan ◽  
Huai Liu ◽  
Lu Zhang ◽  
...  
Keyword(s):  
Odds Ratio ◽  
Epstein Barr Virus ◽  
Distant Metastases ◽  
Emission Tomography ◽  
Barr Virus ◽  
Positron Emission ◽  
Pet Ct ◽  
Risk Patients ◽  
Ebv Dna ◽  
Epstein Barr

Purpose To evaluate which patients with nasopharyngeal carcinoma (NPC) obtained the greatest benefits from the detection of distant metastasis with [18F]fluorodeoxyglucose positron emission tomography and computed tomography (PET/CT) combined with plasma Epstein-Barr virus (EBV) DNA levels. Patients and Methods Consecutive patients with NPC were prospectively enrolled. PET/CT, conventional work-up (CWU), and quantification of plasma EBV DNA were performed before treatment. The accuracy of these strategies for distant metastases was assessed. The costs of the diagnostic strategies were compared. Results Eighty-six (14.8%) of the 583 eligible patients were found to have distant metastases; 71 patients (82.6%) by PET/CT and 31 patients (36.0%) by CWU. In the multivariable analysis, advanced N stage (odds ratio, 2.689; 95% CI, 1.894 to 3.818) and pretreatment EBV DNA level (odds ratio, 3.344; 95% CI, 1.825 to 6.126) were significant risk factors for distant metastases. PET/CT was not superior to CWU for detecting distant metastases in very low–risk patients (N0-1 with EBV DNA < 4,000 copies/mL; P = .062), but was superior for the low-risk patients (N0-1 with EBV DNA ≥ 4,000 copies/mL and N2-3 with EBV DNA < 4,000 copies/mL; P = .039) and intermediate-risk patients (N2-3 disease with EBV DNA ≥ 4,000 copies/mL; P < .001). The corresponding patient management changes based on PET/CT were 2.9%, 6.3%, and 16.5%, respectively. The costs per true-positive case detected by PET/CT among these groups were ¥324,138 (≈$47,458), ¥96,907 (≈$14,188), and ¥34,182 (≈$5,005), respectively. Conclusion PET/CT detects more distant metastases than conventional staging in patients with NPC. The largest benefit in terms of cost and patient management was observed in the subgroup with N2-3 disease and EBV DNA ≥ 4,000 copies/mL.

scholarly journals A Prospective Study Assessing the Post-Prostatectomy Detection Rate of a Presumed Local Failure at mpMR with Either 64CuCl2 or 64CuPSMA PET/CT

Cancers ◽  
2021 ◽  
Vol 13 (21) ◽  
pp. 5564
Author(s):  
Adriana Faiella ◽  
Rosa Sciuto ◽  
Diana Giannarelli ◽  
Marta Bottero ◽  
Alessia Farneti ◽  
...  
Keyword(s):  
Prospective Study ◽  
Detection Rate ◽  
Previous History ◽  
Distant Metastases ◽  
Salvage Radiotherapy ◽  
Local Failure ◽  
Eligibility Criteria ◽  
Positron Emission ◽  
Psma Pet ◽  
Pet Ct

Background: We aimed assess the detection rate (DR) of positron emission tomography/computed tomography with two novel tracers in patients referred for salvage radiotherapy (sRT) with a presumed local recurrence at multiparametric magnetic resonance (mpMR) after radical prostatectomy (RP). Methods: The present prospective study was conducted at a single institution between August 2017 and June 2020. Eligibility criteria were undetectable PSA after RP; subsequent biochemical recurrence (two consecutive PSA rises to 0.2 ng/mL or greater); a presumed local failure at mpMR; no distant metastases at 18F-fluorocholine PET/CT (CH/PET); no previous history of androgen deprivation therapy. Patients were offered both 64CuCl2 PET/CT (CU/PET) and 64Cu-PSMA PET/CT (PSMA/PET) before sRT. After image co-registration, PET findings were compared to mpMR ones in terms of DR and independent predictors of DR investigated at logistic regression. Results: A total of 62 patients with 72 nodules at mpMR were accrued. Compared to mpMR (DR = 100%, 95%CI: 94.9–100%), DRs were 47.2% (95%CI: 36.1–58.6%) and 54.4% (95%CI: 42.7–65.7%) for CU/PET and PSMA/PET, respectively (p < 0.001 for both). Both experimental PET/CT performed particularly poorly at PSA levels consistent with early sRT. Conclusions: The two novel radiotracers are inferior to mpMR in restaging the prostatic fossa for sRT planning purposes, particularly in the context of early salvage radiotherapy.

scholarly journals Prospective Study on the Performance of 18F-DOPA Positron Emission Tomography/Computed Tomography in Patients with Medullary Thyroid Carcinoma

2022 ◽  
Author(s):  
Inés Califano ◽  
Fabian Pitoia ◽  
Roxana Chirico ◽  
Alejandra de Salazar ◽  
Maria Bastianello
Keyword(s):  
Computed Tomography ◽  
Positron Emission Tomography ◽  
Distant Metastases ◽  
Emission Tomography ◽  
Medullary Thyroid ◽  
Contrast Enhanced Ct ◽  
Positron Emission ◽  
Contrast Enhanced ◽  
Pet Ct ◽  
Enhanced Ct

Abstract Purpose 18F-DOPA Positron Emission Tomography/Computed Tomography (18F-DOPA PET/CT) is a sensitive functional imaging method (65-75%) for detecting disease localization in medullary thyroid cancer (MTC). We aimed: i) to assess the clinical usefulness of 18F-DOPA PET/CT in patients with MTC and elevated calcitonin (Ctn) and CEA levels and, ii) to evaluate changes in disease management secondary to the findings encountered with this methodology. Methods thirty-six patients with MTC and Ctn levels ≥150 pg/ml were prospectively included. Neck ultrasound, chest contrast-enhanced CT, liver magnetic resonance imaging/ abdominal 3-phase contrast-enhanced CT and bone scintigraphy were carried out up to 6 months before the 18F DOPA PET/CT. Results 77.7% were female and 27% had hereditary MTC. Median Ctn level was 1450 pg/ml [150-56620], median CEA level 413 ng/ml [2.9-7436]. Median Ctn DT was 37.5 months [5.7-240]; median CEA DT was 31.8 [4.9-180]. 18F-DOPA PET/CT was positive in 33 patients (91.6%); in 18 (56%) uptake was observed in lymph nodes in the neck or mediastinum, in 7 cases (22%) distant metastases were diagnosed, and in 8 additional patients (24%) both locoregional and distant sites of disease were found. Ctn and CEA levels were higher in patients with ≥ 3 foci of distant metastases. In 14 patients (38.8%), findings on 18F-DOPA PET/CT led to changes in management; surgery for locoregional lymph nodes was the most frequent procedure in 8 patients (22%). Conclusion 18F-DOPA PET/CT was useful for the detection of recurrent disease in MTC and provided helpful information for patient management.

scholarly journals Case Report: Metastatic Dedifferentiated Liposarcoma Presenting as Hypereosinophilia in an Adolescent

2020 ◽  
Author(s):  
Sadhana Balasubramanyam ◽  
Joud Hajjar
Keyword(s):  
Computed Tomography ◽  
Palliative Chemotherapy ◽  
Pediatric Population ◽  
Brain Lesion ◽  
Soft Tissue Sarcomas ◽  
Pulmonary Nodules ◽  
Dedifferentiated Liposarcoma ◽  
Positron Emission ◽  
Pet Ct ◽  
Metastatic Sarcoma

ABSTRACT Soft-tissue sarcomas associated with eosinophilia are rare, with limited cases reported in adults, and even fewer in the pediatric population. In this report, we highlight the importance of malignancy in the differential of hypereosinophilia in an adolescent. A 17-year-old boy presented with incidental findings of multiple bilateral pulmonary nodules on chest computed tomography (CT), and hypereosinophilia (absolute eosinophilic count [AEC] 7029 cells/mm3, hypereosinophilia defined as AEC &gt;1500 cells/mm3). Lung biopsy showed high-grade metastatic sarcoma. A positron emission tomography–computed tomography (PET-CT) demonstrated a 7.9-cm mass in the left thigh, with biopsy revealing dedifferentiated liposarcoma. Subsequently, the patient was diagnosed with liposarcoma, with lung, mediastinal, and brain metastases. He completed six cycles of ifosfamide/doxorubicin, followed by surgical resection of primary thigh tumor and brain lesion. Given widely metastatic disease, he received palliative chemotherapy, and later transitioned to hospice. The patient died of respiratory failure from malignant pleural effusions. In conclusion, this case demonstrates the importance of a having a broad differential for hypereosinophilia, including malignancy, to expedite the diagnosis and initiate appropriate management promptly.

PET–CT for the diagnosis and treatment of primary musculoskeletal tumors in Chinese patients - experience from 255 patients in a single center

2021 ◽  
Author(s):  
Aikeremujiang Muheremu ◽  
Tianlin Wen ◽  
Xiaohui Niu
Keyword(s):  
Soft Tissue ◽  
Case Series ◽  
Soft Tissue Sarcomas ◽  
Standardized Uptake Value ◽  
Chinese Patients ◽  
Histopathological Study ◽  
Low Grade ◽  
High Grade ◽  
Musculoskeletal Tumors ◽  
Pet Ct

Objective: The current study was carried out to assess the value of positron emission tomography (PET)/CT on the diagnosis and staging of primary musculoskeletal tumors. Methods: PET–CT test results and histopathological study reports of all the patients with primary musculoskeletal tumors in our department from January 2006 to July 2015 were retrospectively reviewed. Maximum standardized uptake value (SUVmax) in these PET–CT reports were recorded and analyzed respectively for each type of sarcoma. Results: A total of 255 patients were included in the final analysis. Sensitivity of SUVmax based diagnosis was 96.6% for primary malignant osseous sarcomas and 91.2% for soft tissue sarcomas. SUVmax of high-grade osseous sarcomas (average 8.4 ± 5.5) was significantly higher (p < 0.001) than low-grade osseous sarcomas (average 3.9 ± 1.8); based on current case series, SUVmax of high-grade soft tissue sarcomas (7.5 ± 5.1) was not significantly different (p = 0.229) from that of low-grade soft tissue sarcomas (5.3 ± 3.7). Significant decrease of SUVmax value after chemotherapy was associated with favorable prognosis in patients with osteosarcoma. Conclusion: Results of the current study indicate that, the SUVmax based application of PET–CT can be a valuable supplementary method to histopathological tests regarding the diagnosis and staging of primary musculoskeletal sarcomas. Advances in knowledge: SUVmax based application of PET–CT is a highly sensitive method in diagnosis of primary osseous and soft tissue sarcomas in Chinese patients.

Utility of 18F-FDG–PET/CT in Soft Tissue Sarcomas

2013 ◽  
pp. 87-92
Author(s):  
Somali Gavane ◽  
Angelina Cistaro ◽  
Heiko Schoder
Keyword(s):  
Soft Tissue ◽  
Fdg Pet ◽  
Soft Tissue Sarcomas ◽  
Pet Ct ◽  
18F Fdg ◽  
Fdg Pet Ct
Sign in / Sign up

Export Citation Format

Share Document