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The Role of Radiomics in the Era of Immune Checkpoint Inhibitors: A New Protagonist in the Jungle of Response Criteria. J Clin Med 2022; 11:jcm11061740. [PMID: 35330068 PMCID: PMC8948743 DOI: 10.3390/jcm11061740] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2022] [Revised: 03/08/2022] [Accepted: 03/18/2022] [Indexed: 12/15/2022] Open
Abstract
Simple Summary The introduction of immune checkpoint inhibitors has represented a milestone in cancer treatment. Despite PD-L1 expression being the standard biomarker used before the start of therapy, there is still a strict need to identify complementary non-invasive biomarkers in order to better select patients. In this context, radiomics is an emerging approach for examining medical images and clinical data by capturing multiple features hidden from human eye and is potentially able to predict response assessment and survival in the course of immunotherapy. We reviewed the available studies investigating the role of radiomics in cancer patients, focusing on non-small cell lung cancer treated with immune checkpoint inhibitors. Although preliminary research shows encouraging results, different issues need to be solved before radiomics can enter into clinical practice. Abstract Immune checkpoint inhibitors (ICI) have demonstrated encouraging results in terms of durable clinical benefit and survival in several malignancies. Nevertheless, the search to identify an “ideal” biomarker for predicting response to ICI is still far from over. Radiomics is a new translational field of study aiming to extract, by dedicated software, several features from a given medical image, ranging from intensity distribution and spatial heterogeneity to higher-order statistical parameters. Based on these premises, our review aims to summarize the current status of radiomics as a potential predictor of clinical response following immunotherapy treatment. A comprehensive search of PubMed results was conducted. All studies published in English up to and including December 2021 were selected, comprising those that explored computed tomography (CT), magnetic resonance imaging (MRI), and positron emission tomography (PET) for radiomic analyses in the setting of ICI. Several studies have demonstrated the potential applicability of radiomic features in the monitoring of the therapeutic response beyond the traditional morphologic and metabolic criteria, as well as in the prediction of survival or non-invasive assessment of the tumor microenvironment. Nevertheless, important limitations emerge from our review in terms of standardization in feature selection, data sharing, and methods, as well as in external validation. Additionally, there is still need for prospective clinical trials to confirm the potential significant role of radiomics during immunotherapy.
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Jaeger ZJ, Williams GA, Chen L, Mhlanga JC, Cornelius LA, Fields RC. 18 F-FDG positron emission tomography-computed tomography has a low positive predictive value for detecting occult recurrence in asymptomatic patients with high-risk Stages IIB, IIC, and IIIA melanoma. J Surg Oncol 2022; 125:525-534. [PMID: 34741547 PMCID: PMC8799500 DOI: 10.1002/jso.26737] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 10/13/2021] [Accepted: 10/27/2021] [Indexed: 11/07/2022]
Abstract
BACKGROUND AND OBJECTIVES High recurrence rates of Stages II and IIIA melanoma make close follow-up essential, especially with new adjuvant therapies for metastatic disease. However, there are currently no consensus guidelines for routine imaging for Stages IIB, IIC, and IIIA melanoma. The study's aim is to determine the utility of 18 F-fluorodeoxyglucose (18 F-FDG) positron emission tomography/computed tomography (PET/CT) for detecting asymptomatic recurrence of melanoma after primary surgical resection. METHODS This retrospective cohort study included 158 patients with the American Joint Committee on Cancer 8th edition Stages IIB, IIC, or IIIA cutaneous melanoma who underwent an 18 F-FDG PET/CT from 2010 to 2020. We retrospectively analyzed clinical data after a median follow-up time of 39 months. RESULTS We calculated a positive predictive value (PPV) of 32% (95% confidence interval: 11%-53%) for 154 routine PET/CTs, including six true positives and 13 false positives (FPs). PPV was 33% for Stage IIB, 50% for Stage IIC, and 14% for Stage IIIA. FPs were mostly benign or inflammatory foci (75%), and some other malignancies were found (21%). CONCLUSIONS This cohort of patients imaged for high-risk melanoma demonstrated a high FP rate and low PPV. These findings suggest that routine surveillance with 18 F-FDG PET/CT may not be indicated for monitoring recurrence in this population.
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Affiliation(s)
| | - Gregory A. Williams
- Section of Surgical Oncology, Department of Surgery, Washington University School of Medicine
- Alvin J. Siteman Comprehensive Cancer Center
| | - Ling Chen
- Division of Biostatistics, Washington University School of Medicine
| | - Joyce C. Mhlanga
- Division of Nuclear Medicine, Mallinckrodt Institute of Radiology, Washington University School of Medicine
| | - Lynn A. Cornelius
- Alvin J. Siteman Comprehensive Cancer Center
- Division of Dermatology, Department of Medicine, Washington University School of Medicine
| | - Ryan C. Fields
- Section of Surgical Oncology, Department of Surgery, Washington University School of Medicine
- Alvin J. Siteman Comprehensive Cancer Center
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Tsao AS, Pass HI, Rimner A, Mansfield AS. New Era for Malignant Pleural Mesothelioma: Updates on Therapeutic Options. J Clin Oncol 2022; 40:681-692. [PMID: 34985934 PMCID: PMC8853621 DOI: 10.1200/jco.21.01567] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Malignant pleural mesothelioma (MPM) is a rare malignancy with few treatment options. Recent advances have led to US Food and Drug Administration approvals and changes in the standard of care with a novel biomedical device approved for use with platinum-pemetrexed, and also for immunotherapy agents to be included as a frontline treatment option in unresectable disease. Although predictive biomarkers for systemic therapy are not currently in use in clinical practice, it is essential to correctly identify the MPM histology to determine an optimal treatment plan. Patients with nonepithelioid MPM may have a greater magnitude of benefit to dual immunotherapy checkpoint inhibitors and this regimen should be preferred in the frontline setting for these patients. However, all patients with MPM can derive benefit from immunotherapy treatments, and these agents should ultimately be used at some point during their treatment journey. There are ongoing studies in the frontline unresectable setting that may further define the frontline therapy space, but a critical area of research will need to focus on the immunotherapy refractory population. This review article will describe the new developments in the areas of biology with genomics and chromothripsis, and also focus on updates in treatment strategies in radiology, surgery, radiation, and medical oncology with cellular therapies. These recent innovations are generating momentum to find better therapies for this disease.
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Affiliation(s)
- Anne S. Tsao
- The University of Texas MD Anderson Cancer Center, Department of Thoracic & Head and Neck Medical Oncology, Houston, TX,Anne S. Tsao, MD, MBA, University of Texas MD Anderson Cancer Center, Department of Thoracic/Head and Neck Medical Oncology, 1515 Holcombe Blvd, Unit 432, Houston, TX 77030; e-mail:
| | - Harvey I. Pass
- NYU Langone Medical Center, Department of Cardiothoracic Surgery, New York, NY
| | - Andreas Rimner
- Memorial Sloan Kettering Cancer Center, Department of Radiation Oncology, New York, NY
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Kudura K, Dimitriou F, Mihic-Probst D, Muehlematter UJ, Kutzker T, Basler L, Förster R, Dummer R, Mangana J, Husmann L, Burger IA, Kreissl MC. Malignancy Rate of Indeterminate Findings on FDG-PET/CT in Cutaneous Melanoma Patients. Diagnostics (Basel) 2021; 11:diagnostics11050883. [PMID: 34063555 PMCID: PMC8156636 DOI: 10.3390/diagnostics11050883] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 05/09/2021] [Accepted: 05/12/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND The use of 18F-2-Fluor-2-desoxy-D-glucose Positron Emission Tomography/Computed Tomography FDG-PET/CT in clinical routine for staging, treatment response monitoring and post treatment surveillance in metastatic melanoma patients has noticeably increased due to significant improvement of the overall survival rate in melanoma patients. However, determining the dignity of the findings with increased metabolic activity on FDG-PET/CT can be sometimes challenging and may need further investigation. PURPOSE We aimed to investigate the malignancy rate of indeterminate findings on FDG-PET/CT in metastatic cutaneous melanoma patients. METHODS This single-center retrospective study included cutaneous melanoma patients who underwent FDG-PET/CT in clinical routine between 2015 and 2017 with findings reported as indeterminate and therefore requiring further evaluation. The dignity of the included findings was determined by subsequent imaging and, if required, additional histopathology. The impact of the outcome on the clinical management was also reported. RESULTS A total of 842 FDG-PET/CT reports of 244 metastatic cutaneous melanoma patients were reviewed. Sixty indeterminate findings were included. Almost half of all indeterminate findings were lymph nodes, lung nodules and cerebral lesions. In total, 43.3% of all included findings proved to be malignant. 81% of all malignant lesions were metastases of cutaneous melanoma, while 19% of all malignant lesions could be attributed to other primary malignancies, such as lung, breast, thyroid and colorectal cancers. Malignant findings influenced clinical management in 60% of the cases. CONCLUSION Indeterminate findings on FDG-PET/CT in metastatic cutaneous melanoma patients should be further investigated. Almost one out of every two indeterminate findings on FDG-PET/CT is malignant. The majority of the findings are melanoma manifestations, however, in a significant percentage, other primary tumors are found. Upon verification, patient management is changed in most cases.
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Affiliation(s)
- Ken Kudura
- Department of Nuclear Medicine, University Hospital Zurich, 8006 Zurich, Switzerland; (U.J.M.); (L.H.); (I.A.B.)
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Correspondence:
| | - Florentia Dimitriou
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Department of Dermatology, University Hospital Zurich, 8091 Zurich, Switzerland
| | - Daniela Mihic-Probst
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Institute of Pathology and Molecular Pathology, University Hospital Zurich, 8091 Zurich, Switzerland
| | - Urs J. Muehlematter
- Department of Nuclear Medicine, University Hospital Zurich, 8006 Zurich, Switzerland; (U.J.M.); (L.H.); (I.A.B.)
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
| | - Tim Kutzker
- Faculty of Applied Statistics, Humboldt University Berlin, 10117 Berlin, Germany;
| | - Lucas Basler
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Center for Proton Therapy, Paul Scherrer Institute, 5232 Villigen, Switzerland
| | - Robert Förster
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Institute of Radiation Oncology, Cantonal Hospital Winterthur, 8400 Winterthur, Switzerland
| | - Reinhard Dummer
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Department of Dermatology, University Hospital Zurich, 8091 Zurich, Switzerland
| | - Joanna Mangana
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
- Department of Dermatology, University Hospital Zurich, 8091 Zurich, Switzerland
| | - Lars Husmann
- Department of Nuclear Medicine, University Hospital Zurich, 8006 Zurich, Switzerland; (U.J.M.); (L.H.); (I.A.B.)
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
| | - Irene A. Burger
- Department of Nuclear Medicine, University Hospital Zurich, 8006 Zurich, Switzerland; (U.J.M.); (L.H.); (I.A.B.)
- Faculty of Medicine, University of Zurich, 8091 Zurich, Switzerland; (F.D.); (D.M.-P.); (L.B.); (R.F.); (R.D.); (J.M.)
| | - Michael Christoph Kreissl
- Division of Nuclear Medicine, Department of Radiology and Nuclear Medicine, University Hospital Magdeburg, 39120 Magdeburg, Germany;
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Castello A, Lopci E. Update on tumor metabolism and patterns of response to immunotherapy. THE QUARTERLY JOURNAL OF NUCLEAR MEDICINE AND MOLECULAR IMAGING : OFFICIAL PUBLICATION OF THE ITALIAN ASSOCIATION OF NUCLEAR MEDICINE (AIMN) [AND] THE INTERNATIONAL ASSOCIATION OF RADIOPHARMACOLOGY (IAR), [AND] SECTION OF THE SOCIETY OF RADIOPHARMACEUTICAL CHEMISTRY AND BIOLOGY 2020; 64:175-185. [DOI: 10.23736/s1824-4785.20.03251-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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Alongi P, Argenziano G, Mansi L. Imaging in Melanoma Management: What's New Under the Sun? Curr Radiopharm 2020; 13:3-5. [PMID: 32183658 DOI: 10.2174/187447101301200218111438] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Pierpaolo Alongi
- Nuclear Medicine Unit, Fondazione Istituto G.Giglio, Cefalu, Italy
| | | | - Luigi Mansi
- Section Health and Development, Interuniversity Research Center for Sustainability (CIRPS), Naples, Italy
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