An updated systematic review of radiomics in osteosarcoma: utilizing CLAIM to adapt the increasing trend of deep learning application in radiomics

Abstract Objective To update the systematic review of radiomics in osteosarcoma. Methods PubMed, Embase, Web of Science, China National Knowledge Infrastructure, and Wanfang Data were searched to identify articles on osteosarcoma radiomics until May 15, 2022. The studies were assessed by Radiomics Q...

Full description

Bibliographic Details
Published in:	Insights into Imaging
Main Authors:	Jingyu Zhong, Yangfan Hu, Guangcheng Zhang, Yue Xing, Defang Ding, Xiang Ge, Zhen Pan, Qingcheng Yang, Qian Yin, Huizhen Zhang, Huan Zhang, Weiwu Yao
Format:	Article
Language:	English
Published:	SpringerOpen 2022-08-01
Subjects:	Osteosarcoma Radiomics Machine learning Quality improvement Systematic review
Online Access:	https://doi.org/10.1186/s13244-022-01277-6

Similar Items

A systematic review of radiomics in giant cell tumor of bone (GCTB): the potential of analysis on individual radiomics feature for identifying genuine promising imaging biomarkers
by: Jingyu Zhong, et al.
Published: (2023-06-01)

An overview of meta-analyses on radiomics: more evidence is needed to support clinical translation
by: Jingyu Zhong, et al.
Published: (2023-06-01)

Radiomics for predicting sensitivity to neoadjuvant chemotherapy in osteosarcoma: current status and advances
by: Panhong Zhang, et al.
Published: (2025-10-01)

Advances in research of radiomics and metabolomics in acute pancreatitis
by: ZHONG Jingyu, DING Defang, XING Yue, HU Yangfan, ZHANG Huan, YAO Weiwu
Published: (2024-08-01)

Application and progress of X‐ray, computed tomography, and magnetic resonance imaging radiomics in osteosarcoma
by: Teng Peihong, et al.
Published: (2023-09-01)

Evaluation of the neoadjuvant chemotherapy response in osteosarcoma using the MRI DWI-based machine learning radiomics nomogram
by: Lu Zhang, et al.
Published: (2024-03-01)

Radiomics Analysis of Multiparametric MRI for Prediction of Synchronous Lung Metastases in Osteosarcoma
by: Zhendong Luo, et al.
Published: (2022-02-01)

Clinical-radiomics models based on plain X-rays for prediction of lung metastasis in patients with osteosarcoma
by: Ping Yin, et al.
Published: (2023-03-01)

CT-derived Radiomics Predicts the Efficacy of Tyrosine Kinase Inhibitors in Osteosarcoma Patients with Pulmonary Metastasis
by: Shanshui Zhou, et al.
Published: (2024-07-01)

Clinicopathologic significance and prognostic value of circRNAs in osteosarcoma: a systematic review and meta-analysis
by: Jingyu Zhong, et al.
Published: (2021-10-01)

Radiomics analysis in differentiating osteosarcoma and chondrosarcoma based on T2-weighted imaging and contrast-enhanced T1-weighted imaging
by: Zhi Gao, et al.
Published: (2024-11-01)

A Delta-radiomics model for preoperative evaluation of Neoadjuvant chemotherapy response in high-grade osteosarcoma
by: Peng Lin, et al.
Published: (2020-01-01)

Radiomics in colorectal cancer
by: Long Wu, et al.
Published: (2023-09-01)

Utility of CT Radiomics and Delta Radiomics for Survival Evaluation in Locally Advanced Nasopharyngeal Carcinoma with Concurrent Chemoradiotherapy
by: Yen-Cho Huang, et al.
Published: (2024-04-01)

Application of Radiomics in Predicting the Prognosis of Medulloblastoma in Children
by: Jiashu Chen, et al.
Published: (2025-03-01)

New progression of radiomics in diagnosis of gastric cancer
by: ZHANG Huan, CHEN Yong
Published: (2023-01-01)

Systematic review with radiomics quality score of cholangiocarcinoma: an EuSoMII Radiomics Auditing Group Initiative
by: Roberto Cannella, et al.
Published: (2023-02-01)

MRI-Based Radiomics in Bladder Cancer: A Systematic Review and Radiomics Quality Score Assessment
by: Bianca Boca, et al.
Published: (2023-07-01)

Simplifying Radiomics Workflow for Predicting Grade of Glioma: An Approach for Rapid and Reproducible Radiomics
by: Yunus Soleymani, et al.
Published: (2025-02-01)

Radiomics Analysis for Multiple Myeloma: A Systematic Review with Radiomics Quality Scoring
by: Michail E. Klontzas, et al.
Published: (2023-06-01)

Enhancing the Clinical Utility of Radiomics: Addressing the Challenges of Repeatability and Reproducibility in CT and MRI
by: Xinzhi Teng, et al.
Published: (2024-08-01)

Ultrasound radiomics in the prediction of microvascular invasion in hepatocellular carcinoma: A systematic review and meta-analysis
by: Qinyu Xiao, et al.
Published: (2023-06-01)

The Role of Radiomics in Salivary Gland Imaging: A Systematic Review and Radiomics Quality Assessment
by: Giacomo Aringhieri, et al.
Published: (2022-12-01)

Advancing Pediatric Sarcomas through Radiomics: A Systematic Review and Prospective Assessment Using Radiomics Quality Score (RQS) and Methodological Radiomics Score (METRICS)
by: Gayane Aghakhanyan, et al.
Published: (2024-04-01)

Update on the Applications of Radiomics in Diagnosis, Staging, and Recurrence of Intrahepatic Cholangiocarcinoma
by: Maria Chiara Brunese, et al.
Published: (2023-04-01)

Development of the interpretable typing prediction model for osteosarcoma and chondrosarcoma based on machine learning and radiomics: a multicenter retrospective study
by: Qing-Yuan Long, et al.
Published: (2024-11-01)

MRI radiomics and potential applications to glioblastoma
by: Grayson W. Hooper, et al.
Published: (2023-02-01)

Identification of circRNA biomarkers in osteosarcoma: An updated systematic review and meta-analysis
by: Chunbin Zhou, et al.
Published: (2024-06-01)

Preoperative prediction of high-grade osteosarcoma response to neoadjuvant therapy based on a plain CT radiomics model: A dual-center study
by: Fan Yang, et al.
Published: (2024-08-01)

Advancements in the application of MRI radiomics in meningioma
by: Dengpan Song, et al.
Published: (2025-07-01)

Decoding Radiomics: A Step-by-Step Guide to Machine Learning Workflow in Hand-Crafted and Deep Learning Radiomics Studies
by: Maurizio Cè, et al.
Published: (2024-11-01)

Combination of clinical, radiomic, and “delta” radiomic features in survival prediction of metastatic gastroesophageal adenocarcinoma
by: Satheesh Krishna, et al.
Published: (2023-08-01)

An Interpretable Framework Utilizing Radiomics for Laryngeal Cancer Classification Through Narrow Band Imaging
by: Haiyang Wang, et al.
Published: (2024-01-01)

Delta Radiomics and Tumor Size: A New Predictive Radiomics Model for Chemotherapy Response in Liver Metastases from Breast and Colorectal Cancer
by: Nicolò Gennaro, et al.
Published: (2025-02-01)

Prediction of extracapsular extension of prostate cancer by MRI radiomic signature: a systematic review
by: Adalgisa Guerra, et al.
Published: (2024-08-01)

Predictive value of radiomics for intracranial aneurysm rupture: a systematic review and meta-analysis
by: Haoda Wang, et al.
Published: (2024-10-01)

Study Progress of Radiomics in Precision Medicine for Lung Cancer
by: Zhang SHI, et al.
Published: (2019-06-01)

Radiomics and imaging genomics in precision medicine
by: Geewon Lee, et al.
Published: (2017-03-01)

Utilizing Radiomics as Predictive Factor in Brain Metastasis Treated With Stereotactic Radiosurgery: Systematic Review and Radiomic Quality Assessment
by: Abdulrahman Umaru, et al.
Published: (2025-04-01)

Primary osteosarcoma of the breast
by: Hung-An Huang, et al.
Published: (2021-01-01)