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Zheng F, Yin P, Liang K, Liu T, Wang Y, Hao W, Hao Q, Hong N. Comparison of Different Fusion Radiomics for Predicting Benign and Malignant Sacral Tumors: A Pilot Study. JOURNAL OF IMAGING INFORMATICS IN MEDICINE 2024; 37:2415-2427. [PMID: 38717515 PMCID: PMC11522258 DOI: 10.1007/s10278-024-01134-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/07/2024] [Revised: 04/27/2024] [Accepted: 04/29/2024] [Indexed: 10/30/2024]
Abstract
Differentiating between benign and malignant sacral tumors is crucial for determining appropriate treatment options. This study aims to develop two benchmark fusion models and a deep learning radiomic nomogram (DLRN) capable of distinguishing between benign and malignant sacral tumors using multiple imaging modalities. We reviewed axial T2-weighted imaging (T2WI) and non-contrast computed tomography (NCCT) of 134 patients pathologically confirmed as sacral tumors. The two benchmark fusion models were developed using fusion deep learning (DL) features and fusion classical machine learning (CML) features from multiple imaging modalities, employing logistic regression, K-nearest neighbor classification, and extremely randomized trees. The two benchmark models exhibiting the most robust predictive performance were merged with clinical data to formulate the DLRN. Performance assessment involved computing the area under the receiver operating characteristic curve (AUC), sensitivity, specificity, accuracy, negative predictive value (NPV), and positive predictive value (PPV). The DL benchmark fusion model demonstrated superior performance compared to the CML fusion model. The DLRN, identified as the optimal model, exhibited the highest predictive performance, achieving an accuracy of 0.889 and an AUC of 0.961 in the test sets. Calibration curves were utilized to evaluate the predictive capability of the models, and decision curve analysis (DCA) was conducted to assess the clinical net benefit of the DLR model. The DLRN could serve as a practical predictive tool, capable of distinguishing between benign and malignant sacral tumors, offering valuable information for risk counseling, and aiding in clinical treatment decisions.
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Affiliation(s)
- Fei Zheng
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Ping Yin
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Kewei Liang
- Intelligent Manufacturing Research Institute, Visual 3D Medical Science and Technology Development, Fengtai District, No. 186 South Fourth Ring Road West, Beijing, 100071, People's Republic of China
| | - Tao Liu
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Yujian Wang
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Wenhan Hao
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Qi Hao
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China
| | - Nan Hong
- Department of Radiology, Peking University People's Hospital, No. 11 Xizhimen South Street, Xicheng District, Beijing, 100044, People's Republic of China.
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Ali Muhammad S, Salman A, Sahito B, Ahmed J. Giant Cell Tumor of the Distal Fibula Managed by an Autologous Proximal Fibula Graft. Cureus 2023; 15:e42620. [PMID: 37641742 PMCID: PMC10460617 DOI: 10.7759/cureus.42620] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/28/2023] [Indexed: 08/31/2023] Open
Abstract
A giant cell tumor of the bone is among the most common bone tumors encountered by orthopedic surgeons. These benign and aggressive tumors are most commonly present around the knee joint; however, rare cases may involve the distal fibula. An 18-year-old man presented with a painless swelling of the lateral aspect of the left ankle. Clinical examination, radiologic evaluation, and biopsy confirmed the diagnosis of a giant cell tumor of the distal fibula. The patient was treated with resection of the distal fibula followed by reconstruction using an ipsilateral proximal fibula graft. The post-operative recovery was uneventful, and the patient was doing well on the last visit, one month after the intervention.
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Affiliation(s)
- Soima Ali Muhammad
- Paediatrics and Child Health, Dow University of Health Sciences, Karachi, PAK
| | - Afia Salman
- College of Medicine, Dow University of Health Sciences, Karachi, PAK
| | | | - Jawad Ahmed
- Internal Medicine, Dow University of Health Sciences, Karachi, PAK
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Gaume M, Chevret S, Campagna R, Larousserie F, Biau D. The appropriate and sequential value of standard radiograph, computed tomography and magnetic resonance imaging to characterize a bone tumor. Sci Rep 2022; 12:6196. [PMID: 35418602 PMCID: PMC9008011 DOI: 10.1038/s41598-022-10218-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 03/28/2022] [Indexed: 12/13/2022] Open
Abstract
Radiographs (XR), computed tomography (CT) or magnetic resonance imaging (MRI) are regularly analyzed to determine whether a bone lesion is benign or malignant. An online quiz was created providing 15 cases with a clinical summary, MRI, CT, and XR. After each image, participants were asked to rate the probability (0–100%) the bone tumor was malignant. Order and difficulty of the images were randomly determined. Probability statements regarding the diagnosis were actualized along the sequence of exam, to quantify how the degree of belief changed to account for evidence from those exams. 64 physicians participated and provided 154 assessments from 1 (n = 18) to 3 (n = 44) different cases. After the first image, participants favored the correct malignancy status at 70%; 80% after the second and 80% after the third one. Participants were more likely to favor the correct malignancy status when the lesion was malignant and when first confronted with XR or CT, rather than MRI, though the most predictive factor of correct diagnosis was the difficulty of the case. In conclusion, the additional information provided by successive imaging studies was moderate. XR or CT seemed more appropriate than MRI as first imaging study. Bypassing XR should be discouraged.
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Affiliation(s)
- M Gaume
- Department of Orthopedic Surgery, Cochin Hospital, Université de Paris, AP-HP, Assistance Publique Hôpitaux de Paris, Paris, France.
| | - S Chevret
- Department of Biostatistics and Clinical Epidemiology, INSERM, Paris University, Paris, France
| | - R Campagna
- Department of Radiology, Cochin Hospital, Université de Paris, AP-HP, Assistance Publique Hôpitaux de Paris, Paris, France
| | - F Larousserie
- Department of Pathology, Cochin Hospital, Université de Paris, AP-HP, Assistance Publique Hôpitaux de Paris, Paris, France
| | - D Biau
- Department of Orthopedic Surgery, Cochin Hospital, Université de Paris, AP-HP, Assistance Publique Hôpitaux de Paris, Paris, France
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Li B, Deng Z, Niu X. The accuracy of free hand resection in limb salvage surgery of bone tumours. INTERNATIONAL ORTHOPAEDICS 2018; 42:1999-2002. [DOI: 10.1007/s00264-018-3825-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/15/2017] [Accepted: 01/31/2018] [Indexed: 11/24/2022]
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Bone Marrow Edema Pattern Identification in Patients With Lytic Bone Lesions Using Digital Subtraction Angiography–Like Bone Subtraction on Large-Area Detector Computed Tomography. Invest Radiol 2014; 49:156-64. [DOI: 10.1097/rli.0000000000000007] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Abstract
Image guidance allows safe passage of needles, often into small and otherwise inaccessible lesions, and into the portions of the lesion most likely to yield useful samples, while avoiding damage to important structures. This article hopes to provide a useful guide to image-guided musculoskeletal biopsy for radiologists in practice and in training.
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Affiliation(s)
- Apoorva Gogna
- Department of Diagnostic Radiology, Changi General Hospital, 2 Simei Street 3, Singapore, Republic of Singapore
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Balassy C, Hörmann M. Role of MRI in paediatric musculoskeletal conditions. Eur J Radiol 2008; 68:245-58. [PMID: 18762398 DOI: 10.1016/j.ejrad.2008.07.018] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2008] [Accepted: 07/23/2008] [Indexed: 11/19/2022]
Abstract
The aim of this review is to discuss the indications and use of MR imaging (MRI) in the paediatric musculoskeletal system. After briefly reviewing basic technical considerations the MRI appearance of the most relevant congenital, inflammatory, infectious, ischemic, and posttraumatic skeletal conditions, as well as benign and malignant bone and soft tissue tumours that are typical for the paediatric age group will be presented.
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Affiliation(s)
- C Balassy
- Department of Radiology, University of Vienna, Austria.
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Abstract
By considering the radiographic appearance in combination with the lesion location and the patient's history, an informed differential diagnosis can be generated for a bone lesion. Primary musculoskeletal malignancies often display aggressive characteristics such as cortical breakthrough, bone destruction, periosteal reaction, and associated soft-tissue masses. On the other hand, benign lesions usually do not have these aggressive features. The matrix mineralization reflects the lesion's underlying pathology and can help to narrow the differential diagnosis.
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Affiliation(s)
- William J Pommersheim
- Department of Radiology, Wake Forest University School of Medicine, Winston-Salem, NC, USA
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Abstract
Imaging plays a crucial role in the evaluation of primary bone tumors in adults. Initial radiographic evaluation is indicated in all cases with suspected primary bone tumors. Radiographs are useful for providing the diagnosis, a short list of differential diagnosis or at least indicating the degree of aggressiveness of the lesion. More detailed information about the lesion, such as cortical destruction or local spread, can be obtained using cross-sectional imaging techniques such as computed tomography and magnetic resonance imaging. This article discusses the characteristic features of the more common primary bone tumors of adulthood, and also the pre-treatment evaluation and staging of these lesions using imaging techniques.
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Affiliation(s)
- Harvey E L Teo
- Department of Diagnostic Imaging, KK Women's and Childrens Hospital, Singapore, Singapore
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Teo HEL, Peh WCG. The role of imaging in the staging and treatment planning of primary malignant bone tumors in children. Eur Radiol 2004; 14:465-75. [PMID: 14749946 DOI: 10.1007/s00330-003-2211-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2003] [Revised: 09/16/2003] [Accepted: 12/01/2003] [Indexed: 10/26/2022]
Abstract
The accurate staging of primary bone tumors in children is critical for treatment planning. Limb salvage operations can now be performed with excellent outcomes in suitable patients. The purpose of this article is to review the current state of imaging techniques and their roles in enabling accurate staging and treatment planning to be performed in pediatric patients with primary bone tumors.
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Affiliation(s)
- Harvey E L Teo
- Department of Diagnostic Imaging, KK Women's and Children's Hospital, 100 Bukit Timah Road, 229899 Singapore.
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Abstract
The authors have intentionally included some confusing examples to demonstrate that the imaging findings of benign and malignant pediatric bone lesions are not always pathognomonic. The radiologist's role is to recognize malignant bone lesions and encourage the prompt referral of these patients to an appropriate institution for biopsy and treatment. The radiologist must also be able to identify benign lesions and help determine whether these lesions require biopsy and intervention or simply observation.
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Affiliation(s)
- S L Miller
- Department of Diagnostic Imaging, St Jude Children's Research Hospital, Memphis, Tennessee 38105, USA
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