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Kumar R, Sporn K, Khanna A, Paladugu P, Gowda C, Ngo A, Jagadeesan R, Zaman N, Tavakkoli A. Integrating Radiogenomics and Machine Learning in Musculoskeletal Oncology Care. Diagnostics (Basel) 2025; 15:1377. [PMID: 40506947 PMCID: PMC12155258 DOI: 10.3390/diagnostics15111377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2025] [Revised: 05/21/2025] [Accepted: 05/23/2025] [Indexed: 06/16/2025] Open
Abstract
Musculoskeletal tumors present a diagnostic challenge due to their rarity, histological diversity, and overlapping imaging features. Accurate characterization is essential for effective treatment planning and prognosis, yet current diagnostic workflows rely heavily on invasive biopsy and subjective radiologic interpretation. This review explores the evolving role of radiogenomics and machine learning in improving diagnostic accuracy for bone and soft tissue tumors. We examine integrating quantitative imaging features from MRI, CT, and PET with genomic and transcriptomic data to enable non-invasive tumor profiling. AI-powered platforms employing convolutional neural networks (CNNs) and radiomic texture analysis show promising results in tumor grading, subtype differentiation (e.g., Osteosarcoma vs. Ewing sarcoma), and predicting mutation signatures (e.g., TP53, RB1). Moreover, we highlight the use of liquid biopsy and circulating tumor DNA (ctDNA) as emerging diagnostic biomarkers, coupled with point-of-care molecular assays, to enable early and accurate detection in low-resource settings. The review concludes by discussing translational barriers, including data harmonization, regulatory challenges, and the need for multi-institutional datasets to validate AI-based diagnostic frameworks. This article synthesizes current advancements and provides a forward-looking view of precision diagnostics in musculoskeletal oncology.
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Affiliation(s)
- Rahul Kumar
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, FL 33136, USA; (C.G.); (A.N.)
| | - Kyle Sporn
- Norton College of Medicine, Upstate Medical University, Syracuse, NY 13210, USA;
| | - Akshay Khanna
- Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA 19107, USA; (A.K.); (P.P.)
| | - Phani Paladugu
- Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA 19107, USA; (A.K.); (P.P.)
- Brigham and Women’s Hospital, Boston, MA 02115, USA
| | - Chirag Gowda
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, FL 33136, USA; (C.G.); (A.N.)
| | - Alex Ngo
- Department of Biochemistry and Molecular Biology, University of Miami Miller School of Medicine, Miami, FL 33136, USA; (C.G.); (A.N.)
| | - Ram Jagadeesan
- Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21218, USA;
- Cisco AI Systems, Cisco Inc., San Jose, CA 95134, USA
| | - Nasif Zaman
- Department of Computer Science, University of Nevada Reno, Reno, NV 89557, USA; (N.Z.); (A.T.)
| | - Alireza Tavakkoli
- Department of Computer Science, University of Nevada Reno, Reno, NV 89557, USA; (N.Z.); (A.T.)
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Dolnicka A, Fosse V, Raciborska A, Śmieszek A. Building a Therapeutic Bridge Between Dogs and Humans: A Review of Potential Cross-Species Osteosarcoma Biomarkers. Int J Mol Sci 2025; 26:5152. [PMID: 40507962 PMCID: PMC12154051 DOI: 10.3390/ijms26115152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2025] [Revised: 05/21/2025] [Accepted: 05/26/2025] [Indexed: 06/16/2025] Open
Abstract
Osteosarcoma (OSA) is a naturally occurring malignant bone tumor in both humans and canines that is characterized by aggressive local behavior and a high propensity for metastasis. Despite advances in diagnostic methods and therapies, long-term survival rates have remained stagnant, underscoring the great need for the development of biomarkers serving in the prognosis and diagnosis of OSA across species. Biomarkers, molecular indicators of disease presence or progression, are pivotal tools in oncology, offering the potential to determine risk stratification, guide targeted therapies, and monitor treatment response. This review provides an in-depth analysis of the current landscape of OSA biomarkers, highlighting diagnostic and prognostic markers identified across species. We highlighted the role of biomarkers, including protein, cellular, metabolic, imaging, genetic, and epigenetic markers, in osteosarcoma diagnosis and prognosis and categorized them across multiple domains. Furthermore, this review explores the utility of the canine model in osteosarcoma research, emphasizing its relevance to human OSA due to comparable diagnostic approaches, prognostic indicators, and clinical manifestations. With this review, we aim to demonstrate that integrating biomarker research across species can deepen the understanding of osteosarcoma pathogenesis and advance knowledge of its underlying biology, ultimately paving the way for precision medicine strategies that benefit both human and veterinary oncology.
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Affiliation(s)
- Agnieszka Dolnicka
- Laboratory of Preclinical Research and Cell Transplantation “In VetBio” at the Applied Biology Center, Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Norwida 31, 50-375 Wroclaw, Poland
| | - Vibeke Fosse
- Department of Clinical Science, University of Bergen, Jonas Lies vie 91B, 5021 Bergen, Norway;
| | - Anna Raciborska
- Department of Oncology and Surgical Oncology for Children and Youth, Institute of Mother and Child, Kasprzaka 17a, 01-211 Warsaw, Poland;
| | - Agnieszka Śmieszek
- Laboratory of Preclinical Research and Cell Transplantation “In VetBio” at the Applied Biology Center, Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Wroclaw University of Environmental and Life Sciences, Norwida 31, 50-375 Wroclaw, Poland
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Zoroddu S, Sias F, Bagella L. The Double Life of microRNAs in Bone Sarcomas: Oncogenic Drivers and Tumor Suppressors. Int J Mol Sci 2025; 26:4814. [PMID: 40429954 PMCID: PMC12112630 DOI: 10.3390/ijms26104814] [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: 03/29/2025] [Revised: 05/09/2025] [Accepted: 05/15/2025] [Indexed: 05/29/2025] Open
Abstract
Bone sarcomas, including Osteosarcoma, Ewing's sarcoma, and Chondrosarcoma, are rare yet aggressive tumors with high metastatic potential and poor survival outcomes. Despite advances in surgical and chemotherapeutic techniques, these malignancies remain difficult to treat. They often exhibit resistance to conventional therapies and are associated with a limited prognosis for patients. MicroRNAs (miRNAs) have emerged as pivotal regulators of cancer biology, orchestrating crucial processes such as cell proliferation, apoptosis, and metastasis. Their double life as oncogenes or tumor suppressors underscores their significance in the pathogenesis of bone sarcomas. This review examines the multifaceted roles of miRNAs in these malignancies. By elucidating the complex networks affected by miRNA dysregulation, we seek to identify novel avenues for miRNA-based interventions. It is the intention of this work to stimulate future research and clinical strategies that exploit the potential of miRNAs to transform the management and outcomes of bone sarcomas.
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Affiliation(s)
- Stefano Zoroddu
- Department of Biomedical Sciences, University of Sassari, Viale San Pietro 43/b, 07100 Sassari, Italy
| | - Fabio Sias
- Department of Biomedical Sciences, University of Sassari, Viale San Pietro 43/b, 07100 Sassari, Italy
| | - Luigi Bagella
- Department of Biomedical Sciences, University of Sassari, Viale San Pietro 43/b, 07100 Sassari, Italy
- Sbarro Institute for Cancer Research and Molecular Medicine, Centre for Biotechnology, College of Science and Technology, Temple University, Philadelphia, PA 19122, USA
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Zhra M, Akhund SA, Mohammad KS. Advancements in Osteosarcoma Therapy: Overcoming Chemotherapy Resistance and Exploring Novel Pharmacological Strategies. Pharmaceuticals (Basel) 2025; 18:520. [PMID: 40283955 PMCID: PMC12030420 DOI: 10.3390/ph18040520] [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] [Received: 02/28/2025] [Revised: 03/30/2025] [Accepted: 04/01/2025] [Indexed: 04/29/2025] Open
Abstract
Osteosarcoma is recognized as the most prevalent primary bone malignancy, primarily affecting children and adolescents. It is characterized by its aggressive behavior and high metastatic potential, which often leads to poor patient outcomes. Despite advancements in surgical techniques and chemotherapy regimens, the prognosis for patients with osteosarcoma remains unsatisfactory, with survival rates plateauing over the past few decades. A significant barrier to effective treatment is the development of chemotherapy resistance, which complicates the management of the disease and contributes to high rates of recurrence. This review article aims to provide a comprehensive overview of recent advancements in osteosarcoma therapy, particularly in overcoming chemotherapy resistance. We begin by discussing the current standard treatment modalities, including surgical resection and conventional chemotherapy agents such as methotrexate, doxorubicin, and cisplatin. While these approaches have been foundational in managing osteosarcoma, they are often limited by adverse effects and variability in efficacy among patients. To address these challenges, we explore novel pharmacological strategies that aim to enhance treatment outcomes. This includes targeted therapies focusing on specific molecular alterations in osteosarcoma cells and immunotherapeutic approaches designed to harness the body's immune system against tumors. Additionally, we review innovative drug delivery systems that aim to improve the bioavailability and efficacy of existing treatments while minimizing toxicity. The review also assesses the mechanisms underlying chemotherapy resistance, such as drug efflux mechanisms, altered metabolism, and enhanced DNA repair pathways. By synthesizing current research findings, we aim to highlight the potential of new therapeutic agents and strategies for overcoming these resistance mechanisms. Ultimately, this article seeks to inform future research directions and clinical practices, underscoring the need for continued innovation in treating osteosarcoma to improve patient outcomes and survival rates.
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Affiliation(s)
| | | | - Khalid S. Mohammad
- Department of Anatomy, College of Medicine, Alfaisal University, Riyadh 11533, Saudi Arabia; (M.Z.); (S.A.A.)
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Li B, Zhang C, Xu X, Shen Q, Luo S, Hu J. Manipulating the cGAS-STING Axis: advancing innovative strategies for osteosarcoma therapeutics. Front Immunol 2025; 16:1539396. [PMID: 39991153 PMCID: PMC11842356 DOI: 10.3389/fimmu.2025.1539396] [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: 12/04/2024] [Accepted: 01/15/2025] [Indexed: 02/25/2025] Open
Abstract
This paper explored the novel approach of targeting the cyclic guanosine monophosphate (GMP)-adenosine monophosphate (AMP) synthase-stimulator of interferon genes (cGAS-STING) pathway for the treatment of osteosarcoma (OS). Osteosarcoma is a common malignancy in adolescents. Most patients die from lung metastasis. It reviewed the epidemiology and pathological characteristics of OS, highlighting its highly malignant nature and tendency for pulmonary metastasis, underscoring the importance of identifying new therapeutic targets. The cGAS-STING pathway was closely associated with the malignant biological behaviors of OS cells, suggesting that targeting this pathway could be a promising therapeutic strategy. Currently, research on the role of the cGAS-STING pathway in OS treatment has been limited, and the underlying mechanisms remain unclear. Therefore, further investigation into the mechanisms of the cGAS-STING pathway in OS and the exploration of therapeutic strategies based on this pathway are of great significance for developing more effective treatments for OS. This paper offered a fresh perspective on the treatment of OS, providing hope for new therapeutic options for OS patients by targeting the cGAS-STING pathway.
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Affiliation(s)
- BingBing Li
- Department of Pediatrics, Shaoxing Central Hospital, The Central Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - Cheng Zhang
- Department of Pediatrics, Shaoxing Central Hospital, The Central Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - XiaoJuan Xu
- Department of Pediatrics, Shaoxing Central Hospital, The Central Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - QiQin Shen
- Department of Orthopedics, Shaoxing Central Hospital, The Central Affiliated Hospital of Shaoxing University, Shaoxing, Zhejiang, China
| | - ShuNan Luo
- Department of Surgery, Shaoxing People’s Hospital, Shaoxing, Zhejiang, China
| | - JunFeng Hu
- Department of Pain, Shaoxing People’s Hospital, Shaoxing, Zhejiang, China
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Luo C, Min X, Zhang D. New insights into the mechanisms of the immune microenvironment and immunotherapy in osteosarcoma. Front Immunol 2025; 15:1539696. [PMID: 39896817 PMCID: PMC11782189 DOI: 10.3389/fimmu.2024.1539696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2024] [Accepted: 12/30/2024] [Indexed: 02/04/2025] Open
Abstract
Osteosarcoma, a malignant bone tumor primarily affecting adolescents, is highly invasive with a poor prognosis. While surgery and chemotherapy have improved survival for localized cases, pulmonary metastasis significantly reduces survival to approximately 20%, highlighting the need for novel treatments. Immunotherapy, which leverages the immune system to target osteosarcoma cells, shows promise. This review summarizes the biological characteristics of osteosarcoma, mechanisms of pulmonary metastasis, and the tumor immune microenvironment (TME). It involves recent immunotherapy advances, including monoclonal antibodies, tumor vaccines, immune cell therapies, checkpoint inhibitors, and oncolytic viruses, and discusses combining these with standard treatments.
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Affiliation(s)
- Cong Luo
- Department of Orthopedic Trauma, Zhuji People’s Hospital of Zhejiang Province, Zhuji, Zhejiang, China
| | - Xingxing Min
- Department of Orthopedic Trauma, Zhuji People’s Hospital of Zhejiang Province, Zhuji, Zhejiang, China
| | - Danying Zhang
- Department of Emergency and Critical Care, Shanghai Changzheng Hospital, Shanghai, China
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