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Maes J, Gesquière S, Maes A, Sathekge M, Van de Wiele C. Prostate-Specific Membrane Antigen-Positron Emission Tomography-Guided Radiomics and Machine Learning in Prostate Carcinoma. Cancers (Basel) 2024; 16:3369. [PMID: 39409989 PMCID: PMC11475246 DOI: 10.3390/cancers16193369] [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: 09/09/2024] [Revised: 09/16/2024] [Accepted: 09/20/2024] [Indexed: 10/20/2024] Open
Abstract
Positron emission tomography (PET) using radiolabeled prostate-specific membrane antigen targeting PET-imaging agents has been increasingly used over the past decade for imaging and directing prostate carcinoma treatment. Here, we summarize the available literature data on radiomics and machine learning using these imaging agents in prostate carcinoma. Gleason scores derived from biopsy and after resection are discordant in a large number of prostate carcinoma patients. Available studies suggest that radiomics and machine learning applied to PSMA-radioligand avid primary prostate carcinoma might be better performing than biopsy-based Gleason-scoring and could serve as an alternative for non-invasive GS characterization. Furthermore, it may allow for the prediction of biochemical recurrence with a net benefit for clinical utilization. Machine learning based on PET/CT radiomics features was also shown to be able to differentiate benign from malignant increased tracer uptake on PSMA-targeting radioligand PET/CT examinations, thus paving the way for a fully automated image reading in nuclear medicine. As for prediction to treatment outcome following 177Lu-PSMA therapy and overall survival, a limited number of studies have reported promising results on radiomics and machine learning applied to PSMA-targeting radioligand PET/CT images for this purpose. Its added value to clinical parameters warrants further exploration in larger datasets of patients.
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Affiliation(s)
- Justine Maes
- Department of Nuclear Medicine, AZ Groeninge, 8500 Kortrijk, Belgium; (J.M.); (A.M.)
| | - Simon Gesquière
- Department of Nuclear Medicine, University Hospital Ghent, 9000 Ghent, Belgium;
| | - Alex Maes
- Department of Nuclear Medicine, AZ Groeninge, 8500 Kortrijk, Belgium; (J.M.); (A.M.)
- Department of Morphology and Functional Imaging, University Hospital Leuven, 3000 Leuven, Belgium
| | - Mike Sathekge
- Department of Nuclear Medicine, University of Pretoria, Pretoria 0002, South Africa;
| | - Christophe Van de Wiele
- Department of Nuclear Medicine, AZ Groeninge, 8500 Kortrijk, Belgium; (J.M.); (A.M.)
- Department of Diagnostic Sciences, University Ghent, 9000 Ghent, Belgium
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Fei X, Xue JW, Wu JZ, Yang CY, Wang KJ, Ma Q. Promising therapy for neuroendocrine prostate cancer: current status and future directions. Ther Adv Med Oncol 2024; 16:17588359241269676. [PMID: 39131727 PMCID: PMC11311189 DOI: 10.1177/17588359241269676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 06/24/2024] [Indexed: 08/13/2024] Open
Abstract
Neuroendocrine prostate cancer (NEPC) is a highly aggressive variant of castration-resistant prostate cancer. It is characterized by low or no expression of the androgen receptor (AR), activation of AR-independent signaling, and increased neuroendocrine phenotype. Most of NEPC is induced by treatment of androgen deprivation therapy and androgen receptor pathway inhibitors (ARPIs). Currently, the treatment of NEPC follows the treatment strategy for small-cell lung cancer, lacking effective drugs and specific treatment options. This review summarizes potential novel targets and therapies for NEPC treatment, including epigenetic regulators (zeste homolog 2 inhibitors, lysine-specific demethylase 1 inhibitors), aurora kinase A inhibitors, poly-ADP-ribose polymerase inhibitors, delta-like ligand 3 targeted therapies, a combination of immunotherapies, etc. Other promising targets and future directions are also discussed in this review. These novel targets and therapies may provide new opportunities for the treatment of NEPC.
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Affiliation(s)
- Xin Fei
- Health Science Center, Ningbo University, Ningbo, Zhejiang, China
| | - Jia-Wei Xue
- Health Science Center, Ningbo University, Ningbo, Zhejiang, China
- Department of Urology, The First Hospital of Ninghai, Ningbo, China
| | - Ji-zhongrong Wu
- Health Science Center, Ningbo University, Ningbo, Zhejiang, China
- Department of Urology, Shengzhou People’s Hospital, Shaoxing, China
| | - Chong-Yi Yang
- Department of Urology, The First Hospital of Ninghai, 142 Taoyuan Middle Road, Yuelong Street, Ninghai county, Ningbo, Zhejiang 315699, China
| | - Ke-Jie Wang
- Comprehensive Genitourinary Cancer Center, The First Affiliated Hospital of Ningbo University, 52, Liuting Street, Haishu District, Ningbo, Zhejiang 315010, China
| | - Qi Ma
- Department of Urology, the First Affiliated Hospital of Ningbo University, 52, Liuting Street, Haishu District,Ningbo, Zhejiang 315010, China
- Comprehensive Genitourinary Cancer Center, The First Affiliated Hospital of Ningbo University, 52, Liuting Street, Haishu District, Ningbo, Zhejiang 315010, China
- Yi-Huan Genitourinary Cancer Group, 52, Liuting Street, Haishu District, Ningbo,Zhejiang 315010, China
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Zhang T, Lei H, Chen X, Dou Z, Yu B, Su W, Wang W, Jin X, Katsube T, Wang B, Zhang H, Li Q, Di C. Carrier systems of radiopharmaceuticals and the application in cancer therapy. Cell Death Discov 2024; 10:16. [PMID: 38195680 PMCID: PMC10776600 DOI: 10.1038/s41420-023-01778-3] [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: 10/17/2023] [Revised: 12/04/2023] [Accepted: 12/13/2023] [Indexed: 01/11/2024] Open
Abstract
Radiopharmaceuticals play a vital role in cancer therapy. The carrier of radiopharmaceuticals can precisely locate and guide radionuclides to the target, where radionuclides kill surrounding tumor cells. Effective application of radiopharmaceuticals depends on the selection of an appropriate carrier. Herein, different types of carriers of radiopharmaceuticals and the characteristics are briefly described. Subsequently, we review radiolabeled monoclonal antibodies (mAbs) and their derivatives, and novel strategies of radiolabeled mAbs and their derivatives in the treatment of lymphoma and colorectal cancer. Furthermore, this review outlines radiolabeled peptides, and novel strategies of radiolabeled peptides in the treatment of neuroendocrine neoplasms, prostate cancer, and gliomas. The emphasis is given to heterodimers, bicyclic peptides, and peptide-modified nanoparticles. Last, the latest developments and applications of radiolabeled nucleic acids and small molecules in cancer therapy are discussed. Thus, this review will contribute to a better understanding of the carrier of radiopharmaceuticals and the application in cancer therapy.
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Affiliation(s)
- Taotao Zhang
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
| | - Huiwen Lei
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
| | - Xiaohua Chen
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou, 516029, China
| | - Zhihui Dou
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
| | - Boyi Yu
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
| | - Wei Su
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China
| | - Wei Wang
- College of Life Science, Northwest Normal University, Lanzhou, 730000, China
| | - Xiaodong Jin
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou, 516029, China
| | - Takanori Katsube
- National Institute of Radiological Sciences, National Institutes for Quantum Science and Technology, Chiba, 263-8555, Japan
| | - Bing Wang
- National Institute of Radiological Sciences, National Institutes for Quantum Science and Technology, Chiba, 263-8555, Japan
| | - Hong Zhang
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China.
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China.
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China.
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China.
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou, 516029, China.
| | - Qiang Li
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China.
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China.
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China.
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China.
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou, 516029, China.
| | - Cuixia Di
- Bio-Medical Research Center, Institute of Modern Physics, Chinese Academy of Sciences, Lanzhou, 730000, China.
- Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, Lanzhou, 730000, China.
- College of Life Sciences, University of Chinese Academy of Sciences, 101408, Beijing, China.
- School of Nuclear Science and Technology, University of Chinese Academy of Sciences, 101408, Beijing, China.
- Advanced Energy Science and Technology Guangdong Laboratory, Huizhou, 516029, China.
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