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Wray R, Mauguen A, Michaud L, Leithner D, Yeh R, Riaz N, Mirtcheva R, Sherman E, Wong R, Humm J, Lee N, Schöder H. Development of 18F-Fluoromisonidazole Hypoxia PET/CT Diagnostic Interpretation Criteria and Validation of Interreader Reliability, Reproducibility, and Performance. J Nucl Med 2024; 65:1526-1532. [PMID: 39266287 PMCID: PMC11448606 DOI: 10.2967/jnumed.124.267775] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2024] [Accepted: 07/23/2024] [Indexed: 09/14/2024] Open
Abstract
Tumor hypoxia, an integral biomarker to guide radiotherapy, can be imaged with 18F-fluoromisonidazole (18F-FMISO) hypoxia PET. One major obstacle to its broader application is the lack of standardized interpretation criteria. We sought to develop and validate practical interpretation criteria and a dedicated training protocol for nuclear medicine physicians to interpret 18F-FMISO hypoxia PET. Methods: We randomly selected 123 patients with human papillomavirus-positive oropharyngeal cancer enrolled in a phase II trial who underwent 123 18F-FDG PET/CT and 134 18F-FMISO PET/CT scans. Four independent nuclear medicine physicians with no 18F-FMISO experience read the scans. Interpretation by a fifth nuclear medicine physician with over 2 decades of 18F-FMISO experience was the reference standard. Performance was evaluated after initial instruction and subsequent dedicated training. Scans were considered positive for hypoxia by visual assessment if 18F-FMISO uptake was greater than floor-of-mouth uptake. Additionally, SUVmax was determined to evaluate whether quantitative assessment using tumor-to-background ratios could be helpful to define hypoxia positivity. Results: Visual assessment produced a mean sensitivity and specificity of 77.3% and 80.9%, with fair interreader agreement (κ = 0.34), after initial instruction. After dedicated training, mean sensitivity and specificity improved to 97.6% and 86.9%, with almost perfect agreement (κ = 0.86). Quantitative assessment with an estimated best SUVmax ratio threshold of more than 1.2 to define hypoxia positivity produced a mean sensitivity and specificity of 56.8% and 95.9%, respectively, with substantial interreader agreement (κ = 0.66), after initial instruction. After dedicated training, mean sensitivity improved to 89.6% whereas mean specificity remained high at 95.3%, with near-perfect interreader agreement (κ = 0.86). Conclusion: Nuclear medicine physicians without 18F-FMISO hypoxia PET reading experience demonstrate much improved interreader agreement with dedicated training using specific interpretation criteria.
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Affiliation(s)
- Rick Wray
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Audrey Mauguen
- Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Laure Michaud
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Doris Leithner
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Randy Yeh
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Rosna Mirtcheva
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Eric Sherman
- Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Richard Wong
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, New York; and
| | - John Humm
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Nancy Lee
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, New York
| | - Heiko Schöder
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, New York;
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Ostapowicz J, Ostrowska K, Golusiński W, Kulcenty K, Suchorska WM. Improving therapeutic strategies for Head and Neck Cancer: Insights from 3D hypoxic cell culture models in treatment response evaluation. Adv Med Sci 2024; 69:368-376. [PMID: 39047970 DOI: 10.1016/j.advms.2024.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Revised: 06/04/2024] [Accepted: 07/18/2024] [Indexed: 07/27/2024]
Abstract
Hypoxia in the tumor core negatively affects the outcome of patients with head and neck squamous cell carcinoma (HNSCC). Nevertheless, its role in predicting treatment response requires further exploration. Typically, reduced oxygen levels in the tumor core correlate with diminished efficacy of radiotherapy, chemotherapy, and immunotherapy, which are commonly used for HNSCC patients' treatment. Understanding the mechanistic underpinnings of these varied treatment responses in HNSCC is crucial for enhancing therapeutic outcomes and extending patients' overall survival (OS) rates. Standard monolayer cell culture conditions have major limitations in mimicking tumor physiological features and the complexity of the tumor microenvironment. Three-dimensional (3D) cell cultures enable the recreation of the in vivo tumor attributes, encompassing oxygen and nutrient gradients, cellular morphology, and intracellular connections. It is vital to use the 3D model in treatment response studies to mimic the tumor microenvironment, as evidenced by the decreased sensitivity of 3D structures to anticancer therapy. Accordingly, the aim of the study was to delineate the utility of the 3D models of hypoxic head and neck tumors in drug screening and treatment response studies.
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Affiliation(s)
- Julia Ostapowicz
- Department of Electroradiology, Poznan University of Medical Sciences, Poznan, Poland; Radiobiology Laboratory, The Greater Poland Cancer Centre, Poznan, Poland; Doctoral School, Poznan University of Medical Sciences, Poznan, Poland.
| | - Kamila Ostrowska
- Radiobiology Laboratory, The Greater Poland Cancer Centre, Poznan, Poland; Department of Head and Neck Surgery, Poznan University of Medical Sciences, The Greater Poland Cancer Centre, Poznan, Poland
| | - Wojciech Golusiński
- Department of Head and Neck Surgery, Poznan University of Medical Sciences, The Greater Poland Cancer Centre, Poznan, Poland
| | - Katarzyna Kulcenty
- Radiobiology Laboratory, The Greater Poland Cancer Centre, Poznan, Poland
| | - Wiktoria M Suchorska
- Department of Electroradiology, Poznan University of Medical Sciences, Poznan, Poland; Radiobiology Laboratory, The Greater Poland Cancer Centre, Poznan, Poland
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Thomson DJ, Slevin NJ, Baines H, Betts G, Bolton S, Evans M, Garcez K, Irlam J, Lee L, Melillo N, Mistry H, More E, Nutting C, Price JM, Schipani S, Sen M, Yang H, West CM. Randomized Phase 3 Trial of the Hypoxia Modifier Nimorazole Added to Radiation Therapy With Benefit Assessed in Hypoxic Head and Neck Cancers Determined Using a Gene Signature (NIMRAD). Int J Radiat Oncol Biol Phys 2024; 119:771-782. [PMID: 38072326 DOI: 10.1016/j.ijrobp.2023.11.055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 11/21/2023] [Accepted: 11/24/2023] [Indexed: 01/27/2024]
Abstract
PURPOSE Tumor hypoxia is an adverse prognostic factor in head and neck squamous cell carcinoma (HNSCC). We assessed whether patients with hypoxic HNSCC benefited from the addition of nimorazole to definitive intensity modulated radiation therapy (IMRT). METHODS AND MATERIALS NIMRAD was a phase 3, multicenter, placebo-controlled, double-anonymized trial of patients with HNSCC unsuitable for concurrent platinum chemotherapy or cetuximab with definitive IMRT (NCT01950689). Patients were randomized 1:1 to receive IMRT (65 Gy in 30 fractions over 6 weeks) plus nimorazole (1.2 g/m2 daily, before IMRT) or placebo. The primary endpoint was freedom from locoregional progression (FFLRP) in patients with hypoxic tumors, defined as greater than or equal to the median tumor hypoxia score of the first 50 patients analyzed (≥0.079), using a validated 26-gene signature. The planned sample size was 340 patients, allowing for signature generation in 85% and an assumed hazard ratio (HR) of 0.50 for nimorazole effectiveness in the hypoxic group and requiring 66 locoregional failures to have 80% power in a 2-tail log-rank test at the 5% significance level. RESULTS Three hundred thirty-eight patients were randomized by 19 centers in the United Kingdom from May 2014 to May 2019, with a median follow-up of 3.1 years (95% CI, 2.9-3.4). Hypoxia scores were available for 286 (85%). The median patient age was 73 years (range, 44-88; IQR, 70-76). There were 36 (25.9%) locoregional failures in the hypoxic group, in which nimorazole + IMRT did not improve FFLRP (adjusted HR, 0.72; 95% CI, 0.36-1.44; P = .35) or overall survival (adjusted HR, 0.96; 95% CI, 0.53-1.72; P = .88) compared with placebo + IMRT. Similarly, nimorazole + IMRT did not improve FFLRP or overall survival in the whole population. In total (N = 338), 73% of patients allocated nimorazole adhered to the drug for ≥50% of IMRT fractions. Nimorazole + IMRT caused more acute nausea compared with placebo + IMRT (Common Terminology Criteria for Adverse Events version 4.0 G1+2: 56.6% vs 42.4%, G3: 10.1% vs 5.3%, respectively; P < .05). CONCLUSIONS Addition of the hypoxia modifier nimorazole to IMRT for locally advanced HNSCC in older and less fit patients did not improve locoregional control or survival.
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Affiliation(s)
- David J Thomson
- The Christie NHS Foundation Trust, Manchester, United Kingdom; University of Liverpool, Liverpool, United Kingdom; Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Sciences Centre, Manchester, United Kingdom
| | - Nick J Slevin
- The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Helen Baines
- National Radiotherapy Trials Quality Assurance (RTTQA) Group, Northwood, United Kingdom; Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - Guy Betts
- Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Steve Bolton
- The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Mererid Evans
- Cardiff University and Velindre Cancer Centre, Cardiff, United Kingdom
| | - Kate Garcez
- The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Joely Irlam
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Sciences Centre, Manchester, United Kingdom
| | - Lip Lee
- The Christie NHS Foundation Trust, Manchester, United Kingdom
| | | | - Hitesh Mistry
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Sciences Centre, Manchester, United Kingdom; SystemsForecastingUK Ltd, Lancaster, United Kingdom
| | - Elisabet More
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Sciences Centre, Manchester, United Kingdom
| | | | - James M Price
- The Christie NHS Foundation Trust, Manchester, United Kingdom
| | - Stefano Schipani
- Beatson West of Scotland Cancer Centre and University of Glasgow, Glasgow, United Kingdom
| | - Mehmet Sen
- Leeds Teaching Hospital NHS Trust, Leeds, United Kingdom
| | - Huiqi Yang
- National Radiotherapy Trials Quality Assurance (RTTQA) Group, Northwood, United Kingdom; Cambridge University Hospitals NHS Foundation Trust, Cambridge, United Kingdom
| | - Catharine M West
- Faculty of Biology, Medicine and Health, University of Manchester, Manchester Academic Health Sciences Centre, Manchester, United Kingdom.
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Smahelova J, Pokryvkova B, Stovickova E, Grega M, Vencalek O, Smahel M, Koucky V, Malerova S, Klozar J, Tachezy R. Aspartate-β-hydroxylase and hypoxia marker expression in head and neck carcinomas: implications for HPV-associated tumors. Infect Agent Cancer 2024; 19:26. [PMID: 38858774 PMCID: PMC11163809 DOI: 10.1186/s13027-024-00588-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2024] [Accepted: 05/28/2024] [Indexed: 06/12/2024] Open
Abstract
BACKGROUND A proportion of head and neck carcinomas (HNSCCs) are induced by high-risk human papillomaviruses (HPVs) and are associated with better patient outcomes compared to patients with HNSCCs related to tobacco and alcohol abuse. In the microenvironment of solid tumors, including HNSCCs, oxygen levels are often reduced, and a hypoxic state is induced. This can lead to a poor treatment response and a worse patient prognosis. One of the hypoxia-responsive genes is aspartate-β-hydroxylase (ASPH), whose activity promotes the growth, invasiveness, and metastasis of many types of solid tumors. METHODS In our study, HNSCC samples were analyzed for the expression of ASPH and selected endogenous hypoxia markers by real-time PCR and/or multiplex fluorescence immunohistochemistry. RESULTS Except for the EPAS1 gene, which had higher mRNA expression in the HPV-negative group of HNSCC (p < 0.05), we found no other differences in the expression of the tested genes that were related to HPV status. On the contrary, a statistically significantly higher number of cells producing ASPH (p < 0.0001), HIF1A (p < 0.0001), GLUT1 (p < 0.0001), and MMP13 (p < 0.05) proteins were detected in the HPV-positive tumor group than in the HPV-negative sample group. All the evaluated markers, except for MMP9/13, were more abundant in the tumor parenchyma than in the tumor stroma. The Cox proportional hazard models showed that increased numbers of cells with GLUT1 and HIF1A protein expression were positive prognostic markers for overall and disease-specific survival in patients independent of HPV tumor status. CONCLUSION The study examined HNSCC samples and found that elevated ASPH and hypoxia marker proteins, typically associated with poor prognosis, may actually indicate active HPV infection, the strongest prognostic factor in HNSCC patients. In cases where HPV status is uncertain, increased expression of HIF1A and GLUT1 can serve as positive prognostic factors.
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Affiliation(s)
- Jana Smahelova
- Department of Genetics and Microbiology, Faculty of Science BIOCEV, Charles University, Prague, Czech Republic
| | - Barbora Pokryvkova
- Department of Genetics and Microbiology, Faculty of Science BIOCEV, Charles University, Prague, Czech Republic
| | - Eliska Stovickova
- Department of Genetics and Microbiology, Faculty of Science BIOCEV, Charles University, Prague, Czech Republic
| | - Marek Grega
- Department of Pathology and Molecular Medicine, Second Faculty of Medicine, Charles University and University Hospital Motol, Prague, Czech Republic
| | - Ondrej Vencalek
- Department of Mathematical Analysis and Applications of Mathematics, Faculty of Science, Palacky University Olomouc, Olomouc, Czech Republic
| | - Michal Smahel
- Department of Genetics and Microbiology, Faculty of Science BIOCEV, Charles University, Prague, Czech Republic
| | - Vladimir Koucky
- Department of Otorhinolaryngology and Head and Neck Surgery, First Medical Faculty, Charles University and University Hospital Motol, Prague, Czech Republic
| | - Simona Malerova
- Department of Otorhinolaryngology and Head and Neck Surgery, First Medical Faculty, Charles University and University Hospital Motol, Prague, Czech Republic
| | - Jan Klozar
- Department of Otorhinolaryngology and Head and Neck Surgery, First Medical Faculty, Charles University and University Hospital Motol, Prague, Czech Republic
| | - Ruth Tachezy
- Department of Genetics and Microbiology, Faculty of Science BIOCEV, Charles University, Prague, Czech Republic.
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5
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Lee NY, Sherman EJ, Schöder H, Wray R, Boyle JO, Singh B, Grkovski M, Paudyal R, Cunningham L, Zhang Z, Hatzoglou V, Katabi N, Diplas BH, Han J, Imber BS, Pham K, Yu Y, Zakeri K, McBride SM, Kang JJ, Tsai CJ, Chen LC, Gelblum DY, Shah JP, Ganly I, Cohen MA, Cracchiolo JR, Morris LG, Dunn LA, Michel LS, Fetten JV, Kripani A, Pfister DG, Ho AL, Shukla-Dave A, Humm JL, Powell SN, Li BT, Reis-Filho JS, Diaz LA, Wong RJ, Riaz N. Hypoxia-Directed Treatment of Human Papillomavirus-Related Oropharyngeal Carcinoma. J Clin Oncol 2024; 42:940-950. [PMID: 38241600 PMCID: PMC10927322 DOI: 10.1200/jco.23.01308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2023] [Revised: 09/18/2023] [Accepted: 11/08/2023] [Indexed: 01/21/2024] Open
Abstract
PURPOSE Standard curative-intent chemoradiotherapy for human papillomavirus (HPV)-related oropharyngeal carcinoma results in significant toxicity. Since hypoxic tumors are radioresistant, we posited that the aerobic state of a tumor could identify patients eligible for de-escalation of chemoradiotherapy while maintaining treatment efficacy. METHODS We enrolled patients with HPV-related oropharyngeal carcinoma to receive de-escalated definitive chemoradiotherapy in a phase II study (ClinicalTrials.gov identifier: NCT03323463). Patients first underwent surgical removal of disease at their primary site, but not of gross disease in the neck. A baseline 18F-fluoromisonidazole positron emission tomography scan was used to measure tumor hypoxia and was repeated 1-2 weeks intratreatment. Patients with nonhypoxic tumors received 30 Gy (3 weeks) with chemotherapy, whereas those with hypoxic tumors received standard chemoradiotherapy to 70 Gy (7 weeks). The primary objective was achieving a 2-year locoregional control (LRC) of 95% with a 7% noninferiority margin. RESULTS One hundred fifty-eight patients with T0-2/N1-N2c were enrolled, of which 152 patients were eligible for analyses. Of these, 128 patients met criteria for 30 Gy and 24 patients received 70 Gy. The 2-year LRC was 94.7% (95% CI, 89.8 to 97.7), meeting our primary objective. With a median follow-up time of 38.3 (range, 22.1-58.4) months, the 2-year progression-free survival (PFS) and overall survival (OS) rates were 94% and 100%, respectively, for the 30-Gy cohort. The 70-Gy cohort had similar 2-year PFS and OS rates at 96% and 96%, respectively. Acute grade 3-4 adverse events were more common in 70 Gy versus 30 Gy (58.3% v 32%; P = .02). Late grade 3-4 adverse events only occurred in the 70-Gy cohort, in which 4.5% complained of late dysphagia. CONCLUSION Tumor hypoxia is a promising approach to direct dosing of curative-intent chemoradiotherapy for HPV-related carcinomas with preserved efficacy and substantially reduced toxicity that requires further investigation.
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Affiliation(s)
- Nancy Y. Lee
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Eric J. Sherman
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - HeiKo Schöder
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Rick Wray
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jay O. Boyle
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Bhuvanesh Singh
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Milan Grkovski
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ramesh Paudyal
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Louise Cunningham
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Zhigang Zhang
- Department of Epidemiology & Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Vaios Hatzoglou
- Department of Radiology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nora Katabi
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Bill H. Diplas
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - James Han
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Brandon S. Imber
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Khoi Pham
- Department of Finance, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Yao Yu
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Kaveh Zakeri
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Sean M. McBride
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jung J. Kang
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - C. Jillian Tsai
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Linda C. Chen
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Daphna Y. Gelblum
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jatin P. Shah
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Ian Ganly
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Marc A. Cohen
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | | | - Luc G.T. Morris
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Lara A. Dunn
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Loren S. Michel
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - James V. Fetten
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Anuja Kripani
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - David G. Pfister
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Alan L. Ho
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Amita Shukla-Dave
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - John L. Humm
- Department of Medical Physics, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Simon N. Powell
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Bob T. Li
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Jorge S. Reis-Filho
- Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Luis A. Diaz
- Department of Medical Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Richard J. Wong
- Department of Surgery, Memorial Sloan Kettering Cancer Center, New York, NY
| | - Nadeem Riaz
- Department of Radiation Oncology, Memorial Sloan Kettering Cancer Center, New York, NY
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Abd GM, Laird MC, Ku JC, Li Y. Hypoxia-induced cancer cell reprogramming: a review on how cancer stem cells arise. Front Oncol 2023; 13:1227884. [PMID: 37614497 PMCID: PMC10442830 DOI: 10.3389/fonc.2023.1227884] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 07/21/2023] [Indexed: 08/25/2023] Open
Abstract
Cancer stem cells are a subset of cells within the tumor that possess the ability to self-renew as well as differentiate into different cancer cell lineages. The exact mechanisms by which cancer stem cells arise is still not completely understood. However, current research suggests that cancer stem cells may originate from normal stem cells that have undergone genetic mutations or epigenetic changes. A more recent discovery is the dedifferentiation of cancer cells to stem-like cells. These stem-like cells have been found to express and even upregulate induced pluripotent stem cell markers known as Yamanaka factors. Here we discuss developments in how cancer stem cells arise and consider how environmental factors, such as hypoxia, plays a key role in promoting the progression of cancer stem cells and metastasis. Understanding the mechanisms that give rise to these cells could have important implications for the development of new strategies in cancer treatments and therapies.
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Affiliation(s)
- Genevieve M. Abd
- Department of Orthopedic Surgery, Biomedical. Engineering, Western Michigan University Homer Stryker MD School of Medicine, Kalamazoo, MI, United States
| | - Madison C. Laird
- Medical Students, Western Michigan University Homer Stryker MD School of Medicine, Kalamazoo, MI, United States
| | - Jennifer C. Ku
- Medical Students, Western Michigan University Homer Stryker MD School of Medicine, Kalamazoo, MI, United States
| | - Yong Li
- Department of Orthopedic Surgery, Biomedical. Engineering, Western Michigan University Homer Stryker MD School of Medicine, Kalamazoo, MI, United States
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7
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Qian DC, Ulrich BC, Peng G, Zhao H, Conneely KN, Miller AH, Bruner DW, Eldridge RC, Wommack EC, Higgins KA, Shin DM, Saba NF, Smith AK, Burtness B, Park HS, Stokes WA, Beitler JJ, Xiao C. Outcomes Stratification of Head and Neck Cancer Using Pre- and Post-treatment DNA Methylation From Peripheral Blood. Int J Radiat Oncol Biol Phys 2023; 115:1217-1228. [PMID: 36410685 DOI: 10.1016/j.ijrobp.2022.11.009] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2022] [Revised: 10/13/2022] [Accepted: 11/03/2022] [Indexed: 11/23/2022]
Abstract
PURPOSE Established prognostic factors for head and neck squamous cell carcinoma (HNSCC) mostly consist of clinical and tumor features assessed before treatment. We report a novel application of DNA methylation in peripheral blood before and after radiation therapy to further improve outcomes stratification. METHODS AND MATERIALS Peripheral blood samples from patients with nonmetastatic HNSCC were obtained for methylation analysis 1 week before and 1 month after radiation therapy. Patients were randomized 1:1 to a Discovery Cohort or a Validation Cohort. In the Discovery Cohort, associations between genome-wide methylation change (posttreatment minus pretreatment) and recurrence-free survival (RFS) as well as overall survival (OS) were evaluated using Cox regression. A methylation risk score (MRS) was then constructed from methylation levels at the top associated sites, filtered for residing within the regulatory regions of genes expressed in cells of hematopoietic lineage. The prognostic value of MRS was separately assessed in the Discovery and Validation Cohorts. RESULTS Between December 2013 and September 2018, 115 patients participated in this study. Human papilloma virus negative status, oral cavity cancer, gastrostomy tube insertion, and higher neutrophil count before radiation therapy were associated with shorter RFS and OS (P < .05). Genes downstream of the methylation sites comprising MRS are HIF1A, SF1, LGALS9, and FUT5, involved in hypoxia response, blood cell maturation, and immune modulation. High MRS (in the top third) was significantly associated with worse RFS (hazard ratio [HR], 7.1; 95% confidence interval [CI], 1.4-35.5; P = .016) and OS (HR, 15.9; 95% CI, 1.6-153.6; P = .017) in the Discovery Cohort, independent of the aforementioned risk factors. These findings were replicated in the Validation Cohort, for which high MRS also independently predicted worse RFS (HR, 10.2; 95%, CI 2.4-43.4; P = .002) and OS (HR, 3.7; 95% CI, 1.3-10.4; P = .015). CONCLUSIONS We successfully trained and validated a signature of DNA methylation in peripheral blood before and after radiation therapy that stratified outcomes among patients with HNSCC, implicating the potential for genomics-tailored surveillance and consolidation treatment.
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Affiliation(s)
- David C Qian
- Department of Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Bryan C Ulrich
- Department of Medicine, Massachusetts General Hospital, Boston, MA
| | - Gang Peng
- Department of Biostatistics, Yale School of Public Health, New Haven, CT
| | - Hongyu Zhao
- Department of Biostatistics, Yale School of Public Health, New Haven, CT
| | - Karen N Conneely
- Department of Human Genetics, Emory University School of Medicine, Atlanta, GA
| | - Andrew H Miller
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA
| | - Deborah W Bruner
- Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, GA
| | - Ronald C Eldridge
- Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, GA
| | - Evanthia C Wommack
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA
| | - Kristin A Higgins
- Department of Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Dong M Shin
- Department of Hematology and Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Nabil F Saba
- Department of Hematology and Medical Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Alicia K Smith
- Department of Gynecology and Obstetrics, Emory University School of Medicine, Atlanta, GA
| | - Barbara Burtness
- Section of Medical Oncology, Department of Internal Medicine, Yale School of Medicine, New Haven, CT
| | - Henry S Park
- Department of Therapeutic Radiology, Yale School of Medicine, New Haven, CT
| | - William A Stokes
- Department of Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Jonathan J Beitler
- Department of Radiation Oncology, Winship Cancer Institute of Emory University, Atlanta, GA
| | - Canhua Xiao
- Nell Hodgson Woodruff School of Nursing, Emory University, Atlanta, GA.
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Targeting PI3K/AKT/mTOR Signaling Pathway as a Radiosensitization in Head and Neck Squamous Cell Carcinomas. Int J Mol Sci 2022; 23:ijms232415749. [PMID: 36555391 PMCID: PMC9778923 DOI: 10.3390/ijms232415749] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Revised: 11/24/2022] [Accepted: 12/08/2022] [Indexed: 12/14/2022] Open
Abstract
Globally, there are over half a million new patients with head and neck squamous cell carcinomas (HNSCC) every year. The current therapeutic approaches to HNSCC are surgery and adjuvant radiotherapy. These approaches carry a high incidence of metastasis or recurrence from HNSCC cells' radioresistance. Recent studies have revealed that a combination with radiosensitizers can be used to improve the radioresistance in HNSCC; however, few agents are approved as radiosensitizers. The constitutive activation of phosphatidylinositol-3-kinase (PI3K)/protein kinase B (AKT)/mammalian target of rapamycin (mTOR) pathway is a vitally oncogenic type of signaling that promotes tumorigenesis, metastasis, and radiotherapy resistance in HNSCC. Pharmacological targeting of PI3K/AKT/mTOR signaling pathway is considered a promising strategy of radiosensitization in HNSCC. In this review, we summarize the oncogenic significance of PI3K/AKT/mTOR signaling in HNSCC with radiotherapy resistance and highlight the therapeutic potential of small molecule inhibitors against PI3K/AKT/mTOR signaling for the radiosensitization in HNSCC treatment. It provides a mechanistic framework for the development of new drugs for radiosensitization in HNSCC radiotherapy via targeting PI3K/AKT/mTOR signaling pathway.
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Huang Y, Zou D, Guo M, He M, He H, Li X, Zheng Q, Li Q, Mao Z. HPV and radiosensitivity of cervical cancer: a narrative review. ANNALS OF TRANSLATIONAL MEDICINE 2022; 10:1405. [PMID: 36660629 PMCID: PMC9843372 DOI: 10.21037/atm-22-5930] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 12/15/2022] [Indexed: 12/28/2022]
Abstract
Background and Objective Cervical cancer (CC), the most common gynecological malignancy, is divided into two categories: human papillomavirus-related [HPV positive (HPV+)] and non-HPV-related [HPV negative (HPV-)]. Compared with HPV- CC, HPV+ CC has better radiosensitivity and prognosis. We conducted a literature search and summarized relevant studies to explore the detailed mechanisms by which HPV+ improves the prognosis of CC compared to HPV-. Methods PubMed was used to search the literature on human papillomavirus, cervical cancer, and radiotherapy up to June 2022. Key Content and Findings Compared with HPV- CC, HPV+ CC has better radiotherapy outcomes and better prognosis. HPV improves the radiotherapy sensitivity of CC by inhibiting damaged DNA repair, increasing cell cycle arrest, reducing hypoxia, increasing cellular immune response, and other mechanisms. However, the effect of HPV on radiotherapy sensitivity of CC is not consistent and is affected by HPV type, viral load, and many other factors. Partial HPV+ CCs, due to hypoxia and other factors, are resistant to radiotherapy and have a poor prognosis. HPV- CC has poor radiotherapy sensitivity and poor prognosis. With the spread of the vaccine, HPV- CC will gradually increase, which is a cause for concern. Conclusions The radiosensitivity was significantly increased in patients with HPV+ CC, compared to HPV- patients. HPV improves the radiotherapy sensitivity of cervical cancer through a number of pathways. Meanwhile, the relationship between HPV and radiotherapy sensitivity is influenced by a number of factors. Some HPV+ CCs showed radiotherapy resistance, and HPV- CCs deserve further attention.
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Affiliation(s)
- Yue Huang
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Dongling Zou
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Mingfang Guo
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Misi He
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Hao He
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Xiuying Li
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Qian Zheng
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Qiaoling Li
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
| | - Zejia Mao
- Department of Gynecological Cancer Center, Affiliated Cancer Hospital of Chongqing University, Chongqing, China
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Precision Medicine in Head and Neck Cancers: Genomic and Preclinical Approaches. J Pers Med 2022; 12:jpm12060854. [PMID: 35743639 PMCID: PMC9224778 DOI: 10.3390/jpm12060854] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Revised: 05/11/2022] [Accepted: 05/19/2022] [Indexed: 02/07/2023] Open
Abstract
Head and neck cancers (HNCs) represent the sixth most widespread malignancy worldwide. Surgery, radiotherapy, chemotherapeutic and immunotherapeutic drugs represent the main clinical approaches for HNC patients. Moreover, HNCs are characterised by an elevated mutational load; however, specific genetic mutations or biomarkers have not yet been found. In this scenario, personalised medicine is showing its efficacy. To study the reliability and the effects of personalised treatments, preclinical research can take advantage of next-generation sequencing and innovative technologies that have been developed to obtain genomic and multi-omic profiles to drive personalised treatments. The crosstalk between malignant and healthy components, as well as interactions with extracellular matrices, are important features which are responsible for treatment failure. Preclinical research has constantly implemented in vitro and in vivo models to mimic the natural tumour microenvironment. Among them, 3D systems have been developed to reproduce the tumour mass architecture, such as biomimetic scaffolds and organoids. In addition, in vivo models have been changed over the last decades to overcome problems such as animal management complexity and time-consuming experiments. In this review, we will explore the new approaches aimed to improve preclinical tools to study and apply precision medicine as a therapeutic option for patients affected by HNCs.
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Sarnella A, Ferrara Y, Auletta L, Albanese S, Cerchia L, Alterio V, De Simone G, Supuran CT, Zannetti A. Inhibition of carbonic anhydrases IX/XII by SLC-0111 boosts cisplatin effects in hampering head and neck squamous carcinoma cell growth and invasion. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2022; 41:122. [PMID: 35365193 PMCID: PMC8976345 DOI: 10.1186/s13046-022-02345-x] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/14/2022] [Accepted: 03/25/2022] [Indexed: 02/07/2023]
Abstract
Background Hypoxic tumor microenvironment (TME) contributes to the onset of many aspects of the cancer biology associated to the resistance to conventional therapies. Hypoxia is a common characteristic and negative prognostic factor in the head and neck squamous carcinomas (HNSCC) and is correlated with aggressive and invasive phenotype as well as with failure to chemo- and radio-therapies. The carbonic anhydrase isoenzymes IX and XII (CA IX/XII), regulators of extra and intracellular pH, are overexpressed in TME and are involved in adaptative changes occurring in cancer cells to survive at low O2. In this study, we aim to investigate in HNSCC cells and murine models the possibility to target CA IX/XII by the specific inhibitor SLC-0111 to potentiate the effects of cisplatin in hampering cell growth, migration and invasion. Furthermore, we analyzed the signal pathways cooperating in acquisition of a more aggressive phenotype including stemness, epithelial-mesenchymal transition and apoptotic markers. Methods The effects of cisplatin, CA IX/XII specific inhibitor SLC-0111, and the combinatorial treatment were tested on proliferation, migration, invasion of HNSCC cells grown in 2D and 3D models. Main signal pathways and the expression of stemness, mesenchymal and apoptotic markers were analyzed by western blotting. Molecular imaging using NIR-Annexin V and NIR-Prosense was performed in HNSCC xenografts to detect tumor growth and metastatic spread. Results HNSCC cells grown in 2D and 3D models under hypoxic conditions showed increased levels of CA IX/XII and greater resistance to cisplatin than cells grown under normoxic conditions. The addition of CA IX/XII inhibitor SLC-0111 to cisplatin sensitized HNSCC cells to the chemotherapeutic agent and caused a reduction of proliferation, migration and invasiveness. Furthermore, the combination therapy hampered activation of STAT3, AKT, ERK, and EMT program, whereas it induced apoptosis. In HNSCC xenografts the treatment with cisplatin plus SLC-0111 caused an inhibition of tumor growth and an induction of apoptosis as well as a reduction of metastatic spread at a higher extent than single agents. Conclusion Our results highlight the ability of SLC-0111 to sensitize HNSCC to cisplatin by hindering hypoxia-induced signaling network that are shared among mechanisms involved in therapy resistance and metastasis. Supplementary Information The online version contains supplementary material available at 10.1186/s13046-022-02345-x.
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Affiliation(s)
- Annachiara Sarnella
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Ylenia Ferrara
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Luigi Auletta
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Sandra Albanese
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Laura Cerchia
- Institute of Experimental Endocrinology and Oncology "Gaetano Salvatore", CNR, Via S. Pansini 5, 80131, Naples, Italy
| | - Vincenzo Alterio
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Giuseppina De Simone
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy
| | - Claudiu T Supuran
- NEUROFARBA Department, Sezione di Scienze Farmaceutiche, University of Florence, Via Ugo Schiff, 6, 50019, Sesto Fiorentino, Florence, Italy
| | - Antonella Zannetti
- Institute of Biostructures and Bioimaging-CNR, Via T. De Amicis, 95, 80145, Naples, Italy.
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von der Grün J, Winkelmann R, Burck I, Martin D, Rödel F, Wild PJ, Bankov K, Weigert A, Kur IM, Brandts C, Filmann N, Issing C, Thönissen P, Tanneberger AM, Rödel C, Ghanaati S, Balermpas P. Neoadjuvant Chemoradiotherapy for Oral Cavity Cancer: Predictive Factors for Response and Interim Analysis of the Prospective INVERT-Trial. Front Oncol 2022; 12:817692. [PMID: 35402268 PMCID: PMC8988145 DOI: 10.3389/fonc.2022.817692] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 03/02/2022] [Indexed: 01/10/2023] Open
Abstract
Background To study neoadjuvant chemoradiotherapy (nCRT) and potential predictive factors for response in locally advanced oral cavity cancer (LA-OCC). Methods The INVERT trial is an ongoing single-center, prospective phase 2, proof-of-principle trial. Operable patients with stage III-IVA squamous cell carcinomas of the oral cavity were eligible and received nCRT consisting of 60 Gy with concomitant cisplatin and 5-fluorouracil. Surgery was scheduled 6-8 weeks after completion of nCRT. Explorative, multiplex immunohistochemistry (IHC) was performed on pretreatment tumor specimen, and diffusion-weighted magnetic resonance imaging (DW-MRI) was conducted prior to, during nCRT (day 15), and before surgery to identify potential predictive biomarkers and imaging features. Primary endpoint was the pathological complete response (pCR) rate. Results Seventeen patients with stage IVA OCC were included in this interim analysis. All patients completed nCRT. One patient died from pneumonia 10 weeks after nCRT before surgery. Complete tumor resection (R0) was achieved in 16/17 patients, of whom 7 (41%, 95% CI: 18-67%) showed pCR. According to the Clavien-Dindo classification, grade 3a and 3b complications were found in 4 (25%) and 5 (31%) patients, respectively; grade 4-5 complications did not occur. Increased changes in the apparent diffusion coefficient signal intensities between MRI at day 15 of nCRT and before surgery were associated with better response (p=0.022). Higher abundances of programmed cell death protein 1 (PD1) positive cytotoxic T-cells (p=0.012), PD1+ macrophages (p=0.046), and cancer-associated fibroblasts (CAFs, p=0.036) were associated with incomplete response to nCRT. Conclusion nCRT for LA-OCC followed by radical surgery is feasible and shows high response rates. Larger patient cohorts from randomized trials are needed to further investigate nCRT and predictive biomarkers such as changes in DW-MRI signal intensities, tumor infiltrating immune cells, and CAFs.
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Affiliation(s)
- Jens von der Grün
- Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Frankfurt, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt a. M., Goethe-University Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
| | - Ria Winkelmann
- Dr. Senckenberg Institute of Pathology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Iris Burck
- Department of Diagnostic and Interventional Radiology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Daniel Martin
- Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Frankfurt, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt a. M., Goethe-University Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
| | - Franz Rödel
- Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Frankfurt, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt a. M., Goethe-University Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
| | - Peter Johannes Wild
- Dr. Senckenberg Institute of Pathology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Katrin Bankov
- Dr. Senckenberg Institute of Pathology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Andreas Weigert
- Institute of Biochemistry I, Faculty of Medicine, Goethe-University Frankfurt, Frankfurt, Germany
| | - Ivan-Maximiliano Kur
- Institute of Biochemistry I, Faculty of Medicine, Goethe-University Frankfurt, Frankfurt, Germany
| | - Christian Brandts
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt a. M., Goethe-University Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
- Department of Medicine, Hematology/Oncology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Natalie Filmann
- Institute of Biostatistics and Mathematical Modelling, Goethe-University Frankfurt, Frankfurt, Germany
| | - Christian Issing
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
- Department of Otorhinolaryngology, Goethe-University Frankfurt, Frankfurt, Germany
| | - Philipp Thönissen
- Department of Oral, Maxillofacial and Facial Plastic Surgery, Goethe-University Frankfurt, Frankfurt, Germany
| | - Anna Maria Tanneberger
- Department of Oral, Maxillofacial and Facial Plastic Surgery, Goethe-University Frankfurt, Frankfurt, Germany
| | - Claus Rödel
- Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Frankfurt, Germany
- German Cancer Research Center (DKFZ), Heidelberg, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt a. M., Goethe-University Frankfurt, Frankfurt, Germany
- Frankfurt Cancer Institute (FCI), Goethe-University Frankfurt, Frankfurt, Germany
| | - Shahram Ghanaati
- Department of Oral, Maxillofacial and Facial Plastic Surgery, Goethe-University Frankfurt, Frankfurt, Germany
| | - Panagiotis Balermpas
- Department of Radiotherapy and Oncology, Goethe-University Frankfurt, Frankfurt, Germany
- Department of Radiation Oncology, University Hospital Zurich, Zurich, Switzerland
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Brodin NP, Velten C, Lubin J, Eichler J, Zhu S, Saha S, Guha C, Kalnicki S, Tomé WA, Garg MK, Kabarriti R. A positron emission tomography radiomic signature for distant metastases risk in oropharyngeal cancer patients treated with definitive chemoradiotherapy. Phys Imaging Radiat Oncol 2022; 21:72-77. [PMID: 35243035 PMCID: PMC8867118 DOI: 10.1016/j.phro.2022.02.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 02/07/2022] [Accepted: 02/11/2022] [Indexed: 11/07/2022] Open
Abstract
The wavelet_LHL_GLDZM_LILDE feature was found to be associated with progression-free survival. A binary radiomics risk score was strongly associated with distant metastases for patients with HPV p16-negtive disease. Improved risk stratification could identify high-risk patients as potential candidates for adjuvant immunotherapy.
Background and purpose Disease recurrence and distant metastases (DM) are major concerns for oropharyngeal cancer (OPC) patients receiving definitive chemo-radiotherapy. Here, we investigated whether pre-treatment primary tumor positron emission tomography (PET) features could predict progression-free survival (PFS) or DM. Methods and materials Primary tumors were delineated on pre-treatment PET scans for patients treated between 2005 and 2018 using gradient-based segmentation. Radiomic image features were extracted, along with SUV metrics. Features with zero variance and strong correlation to tumor volume, stage, p16 status, age or smoking were excluded. A random forest model was used to identify features associated with PFS. Kaplan-Meier methods, Cox regression and logistic regression with receiver operating characteristics (ROC) and 5-fold cross-validated areas-under-the-curve (CV-AUCs) were used. Results A total of 114 patients were included. With median follow-up 40 months (range: 3–138 months), 14 patients had local recurrence, 21 had DM and 38 died. Two-year actuarial local control, distant control, PFS and overall survival was 89%, 84%, 70% and 84%, respectively. The wavelet_LHL_GLDZM_LILDE feature slightly improved PFS prediction compared to clinical features alone (CV-AUC 0.73 vs. 0.71). Age > 65 years (HR = 2.64 (95%CI: 1.36–5.2), p = 0.004) and p16-negative disease (HR = 3.38 (95%CI: 1.72–6.66), p < 0.001) were associated with poor PFS. A binary radiomic classifier strongly predicted DM with multivariable HR = 3.27 (95%CI: 1.15–9.31), p = 0.027, specifically for patients with p16-negative disease with 2-year DM-free survival 83% for low-risk vs. 38% for high-risk patients (p = 0.004). Conclusions A radiomics signature strongly associated with DM risk could provide a tool for improved risk stratification, potentially adding adjuvant immunotherapy for high-risk patients.
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