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Ling X, Alexander GS, Molitoris J, Choi J, Schumaker L, Mehra R, Gaykalova DA, Ren L. Identification of CT-based non-invasive radiomic biomarkers for overall survival prediction in oral cavity squamous cell carcinoma. Sci Rep 2023; 13:21774. [PMID: 38066047 PMCID: PMC10709435 DOI: 10.1038/s41598-023-48048-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 11/21/2023] [Indexed: 12/18/2023] Open
Abstract
This study addresses the limited non-invasive tools for Oral Cavity Squamous Cell Carcinoma (OSCC) survival prediction by identifying Computed Tomography (CT)-based biomarkers to improve prognosis prediction. A retrospective analysis was conducted on data from 149 OSCC patients, including CT radiomics and clinical information. An ensemble approach involving correlation analysis, score screening, and the Sparse-L1 algorithm was used to select functional features, which were then used to build Cox Proportional Hazards models (CPH). Our CPH achieved a 0.70 concordance index in testing. The model identified two CT-based radiomics features, Gradient-Neighboring-Gray-Tone-Difference-Matrix-Strength (GNS) and normalized-Wavelet-LLL-Gray-Level-Dependence-Matrix-Large-Dependence-High-Gray-Level-Emphasis (HLE), as well as stage and alcohol usage, as survival biomarkers. The GNS group with values above 14 showed a hazard ratio of 0.12 and a 3-year survival rate of about 90%. Conversely, the GNS group with values less than or equal to 14 had a 49% survival rate. For normalized HLE, the high-end group (HLE > - 0.415) had a hazard ratio of 2.41, resulting in a 3-year survival rate of 70%, while the low-end group (HLE ≤ - 0.415) had a 36% survival rate. These findings contribute to our knowledge of how radiomics can be used to predict the outcome so that treatment plans can be tailored for patients people with OSCC to improve their survival.
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Affiliation(s)
- Xiao Ling
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Gregory S Alexander
- Department of Radiation Oncology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Jason Molitoris
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Jinhyuk Choi
- Department of Breast Surgery, Kosin University Gospel Hospital, Busan, Republic of Korea
| | - Lisa Schumaker
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Ranee Mehra
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, USA.
| | - Daria A Gaykalova
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, MD, USA.
- Department of Otorhinolaryngology-Head and Neck Surgery, Marlene & Stewart Greenebaum Comprehensive Cancer Center, University of Maryland Medical Center, Baltimore, MD, USA.
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, MD, USA.
| | - Lei Ren
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, MD, USA.
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Ling X, Alexander GS, Molitoris J, Choi J, Schumaker L, Mehra R, Gaykalova DA, Ren L. Identification of CT-based non-invasive Radiographic Biomarkers for Overall Survival Stratification in Oral Cavity Squamous Cell Carcinoma. RESEARCH SQUARE 2023:rs.3.rs-3263887. [PMID: 37674725 PMCID: PMC10479433 DOI: 10.21203/rs.3.rs-3263887/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
This study addresses the limited non-invasive tools for Oral Cavity Squamous Cell Carcinoma OSCC survival prediction by identifying Computed Tomography (CT)-based biomarkers for improved prognosis. A retrospective analysis was conducted on data from 149 OSCC patients, including radiomics and clinical. An ensemble approach involving correlation analysis, score screening, and the Sparse-L1 algorithm was used to select functional features, which were then used to build Cox Proportional Hazards models (CPH). Our CPH achieved a 0.70 concordance index in testing. The model identified two CT-based radiomics features, Gradient-Neighboring-Gray-Tone-Difference-Matrix-Strength (GNS) and normalized-Wavelet-LLL-Gray-Level-Dependence-Matrix-Large-Dependence-High-Gray-Level-Emphasis (HLE), as well as smoking and alcohol usage, as survival biomarkers. The GNS group with values above 14 showed a hazard ratio of 0.12 and a 3-year survival rate of about 90%. Conversely, the GNS group with values less than or equal to 14 had a 49% survival rate. For normalized HLE, the high-end group (HLE > -0.415) had a hazard ratio of 2.41, resulting in a 3-year survival rate of 70%, while the low-end group (HLE <= -0.415) had a 36% survival rate. These findings contribute to our knowledge of how radiomics can be used to anticipate the outcome and tailor treatment plans from people with OSCC.
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Affiliation(s)
- Xiao Ling
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Gregory S. Alexander
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Jason Molitoris
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, Maryland, USA
| | - Jinhyuk Choi
- Department of Breast Surgery, Kosin University Gospel Hospital, Busan, KR
| | - Lisa Schumaker
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Ranee Mehra
- Marlene and Stewart Greenebaum Comprehensive Cancer Center, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Daria A. Gaykalova
- Institute for Genome Sciences, University of Maryland School of Medicine, Baltimore, Maryland, USA
- Department of Otorhinolaryngology-Head and Neck Surgery, Marlene & Stewart Greenebaum Comprehensive Cancer Center, University of Maryland Medical Center, Baltimore, Maryland, USA
- Department of Oncology, Sidney Kimmel Comprehensive Cancer Center, Johns Hopkins University, Baltimore, Maryland, USA
| | - Lei Ren
- Department of Radiation Oncology, University of Maryland School of Medicine, Baltimore, Maryland, USA
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Volpi CC, Gualeni AV, Pietrantonio F, Vaccher E, Carbone A, Gloghini A. Bright-field in situ hybridization detects gene alterations and viral infections useful for personalized management of cancer patients. Expert Rev Mol Diagn 2018; 18:259-277. [PMID: 29431533 DOI: 10.1080/14737159.2018.1440210] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
INTRODUCTION Bright-field in situ hybridization (ISH) methods detect gene alterations that may improve diagnostic precision and personalized management of cancer patients. Areas covered: This review focuses on some bright-field ISH techniques for detection of gene amplification or viral infection that have already been introduced in tumor pathology, research and diagnostic practice. Other emerging ISH methods, for the detection of translocation, mRNA and microRNA have recently been developed and need both an optimization and analytical validation. The review also deals with their clinical applications and implications on the management of cancer patients. Expert commentary: The technology of bright-field ISH applications has advanced significantly in the last decade. For example, an automated dual-color assay was developed as a clinical test for selecting cancer patients that are candidates for personalized therapy. Recently an emerging bright-field gene-protein assay has been developed. This method simultaneously detects the protein, gene and centromeric targets in the context of tissue morphology, and might be useful in assessing the HER2 status particularly in equivocal cases or samples with heterogeneous tumors. The application of bright-field ISH methods has become the gold standard for the detection of tumor-associated viral infection as diagnostic or prognostic factors.
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Affiliation(s)
- Chiara C Volpi
- a Department of Pathology and Laboratory Medicine , Fondazione IRCCS, Istituto Nazionale dei Tumori , Milano , Italy
| | - Ambra V Gualeni
- a Department of Pathology and Laboratory Medicine , Fondazione IRCCS, Istituto Nazionale dei Tumori , Milano , Italy
| | - Filippo Pietrantonio
- b Department of Medical Oncology , Fondazione IRCCS, Istituto Nazionale dei Tumori , Milano , Italy
| | - Emanuela Vaccher
- c Department of Medical Oncology , Centro di Riferimento Oncologico, IRCCS, National Cancer Institute , Aviano , Italy
| | - Antonino Carbone
- d Department of Pathology , Centro di Riferimento Oncologico, IRCCS, National Cancer Institute , Aviano , Italy
| | - Annunziata Gloghini
- a Department of Pathology and Laboratory Medicine , Fondazione IRCCS, Istituto Nazionale dei Tumori , Milano , Italy
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Psyrri A, Rampias T, Vermorken JB. The current and future impact of human papillomavirus on treatment of squamous cell carcinoma of the head and neck. Ann Oncol 2014; 25:2101-2115. [PMID: 25057165 DOI: 10.1093/annonc/mdu265] [Citation(s) in RCA: 58] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Squamous cell carcinoma of the head and neck (SCCHN) was traditionally associated with smoking and alcohol use; however, human papillomavirus (HPV) infection has recently been implicated as a novel risk factor for oropharyngeal tumors. Furthermore, HPV-associated oropharyngeal carcinoma (OPC) appears to be a distinct entity with different epidemiology, biology, and clinical outcomes. METHODS Here, we comprehensively review the existing data regarding HPV status and prognostic or predictive outcomes in both the locoregionally advanced (LA) and recurrent/metastatic (RM) disease setting and discuss ongoing trials that may eventually impact the treatment of patients with HPV-positive (HPV+) SCCHN. RESULTS A body of retrospective and prospective data established an association between HPV+ OPC and better survival, particularly for LA disease. Current data on RM disease are limited, but they also suggest prognostic significance for HPV. CONCLUSIONS Better outcomes in HPV+ LA disease may allow for less aggressive treatment in the future, and several trials are evaluating deintensified regimens in patients with HPV+, LA OPC; it should be emphasized that deintensification strategies are appropriate only in a clinical research setting and only for selected subgroups of HPV+ patients. In addition, HPV-targeted strategies, such as vaccines, are currently undergoing clinical evaluation. On the other hand, the prognostic impact of HPV in RM disease requires further validation before any modifications in treatment can be made. Likewise, the predictive significance of HPV status in both disease settings remains to be defined. CLINICAL TRIAL NUMBERS NCT00226239, NCT00301028, NCT00387127, NCT00410826, NCT00503997, NCT00514943, NCT00544414, NCT00768664, NCT00939627, NCT01084083, NCT01302834, NCT01687413, NCT01706939.
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Affiliation(s)
- A Psyrri
- Department of Medicine, Section of Medical Oncology, Attikon University Hospital, Athens, Greece.
| | - T Rampias
- Department of Surgery (Otolaryngology), Yale University School of Medicine, New Haven, USA
| | - J B Vermorken
- Department of Medical Oncology, Antwerp University Hospital, Edegem, Belgium
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Fury MG, Lee NY, Sherman E, Lisa D, Kelly K, Lipson B, Carlson D, Stambuk H, Haque S, Shen R, Kraus D, Shah J, Pfister DG. A phase 2 study of bevacizumab with cisplatin plus intensity-modulated radiation therapy for stage III/IVB head and neck squamous cell cancer. Cancer 2012; 118:5008-14. [PMID: 22415650 DOI: 10.1002/cncr.27498] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2011] [Revised: 01/19/2012] [Accepted: 01/20/2012] [Indexed: 11/09/2022]
Abstract
BACKGROUND For patients with stage III through IVB head and neck squamous cell carcinoma (HNSCC), concurrent high-dose cisplatin plus radiation therapy is a widely accepted standard of care. HNSCC tumors that express high levels of vascular endothelial growth factor have been associated with a worse prognosis, and bevacizumab may sensitize tumors to cisplatin and radiation. METHODS Planned treatment consisted of definitive intensity-modulated radiation therapy (IMRT) (total, 70 grays) with concurrent cisplatin (50 mg/m(2) on days 1, 2, 22, 23, 43, and 44) and bevacizumab (15 mg/kg on days 1, 22, and 43). The primary endpoint was 2-year progression-free survival (PFS), and overall survival (OS) was a secondary endpoint. RESULTS Forty-two previously untreated patients (34 men and 8 women; median age, 55 years; range, 27-75 years) with stage III through IV HNSCC without distant metastasis (oropharyngeal carcinoma, 39 patients; laryngeal carcinoma, 3 patients) were treated. Human papillomavirus (HPV) status by was determined by in situ hybridization (HPV positive, 16 patients; HPV negative, 14 patients, unknown HPV status, 12 patients). The toxicities (determined according to version 3.0 of Common Terminology Criteria for Adverse Events Common) that were experienced by all patients (any grade) were mucositis, lymphopenia, leukopenia, throat pain, fatigue, and anemia. There were 2 treatment-related deaths, including 1 sudden death and 1 death from aspiration pneumonia. The median follow-up was approximately 31.8 months (range, <3 to 51 months). The 2-year PFS rate was 75.9% (95% confidence interval, 63.9%-90.1%), and the 2-year OS rate was 88% (95% confidence interval, 78.6%-98.4%). Among 32 patients for whom post-treatment Head and Neck Performance Status Scores were obtained (median, 5.6 months after completing radiation therapy), scores of 100 for eating, speech, and diet, respectively, were recorded among 75%, 84%, and 50% of patients. BACKGROUND The addition of bevacizumab to high-dose cisplatin plus IMRT did not appear to increase toxicity to unacceptable levels among patients with HNSCC, and the efficacy results were encouraging.
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Affiliation(s)
- Matthew G Fury
- Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, NY 10021, USA.
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Chaturvedi AK, Engels EA, Pfeiffer RM, Hernandez BY, Xiao W, Kim E, Jiang B, Goodman MT, Sibug-Saber M, Cozen W, Liu L, Lynch CF, Wentzensen N, Jordan RC, Altekruse S, Anderson WF, Rosenberg PS, Gillison ML. Human papillomavirus and rising oropharyngeal cancer incidence in the United States. J Clin Oncol 2011; 29:4294-301. [PMID: 21969503 PMCID: PMC3221528 DOI: 10.1200/jco.2011.36.4596] [Citation(s) in RCA: 2646] [Impact Index Per Article: 203.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2011] [Accepted: 07/26/2011] [Indexed: 12/15/2022] Open
Abstract
PURPOSE Recent increases in incidence and survival of oropharyngeal cancers in the United States have been attributed to human papillomavirus (HPV) infection, but empirical evidence is lacking. PATIENTS AND METHODS HPV status was determined for all 271 oropharyngeal cancers (1984-2004) collected by the three population-based cancer registries in the Surveillance, Epidemiology, and End Results (SEER) Residual Tissue Repositories Program by using polymerase chain reaction and genotyping (Inno-LiPA), HPV16 viral load, and HPV16 mRNA expression. Trends in HPV prevalence across four calendar periods were estimated by using logistic regression. Observed HPV prevalence was reweighted to all oropharyngeal cancers within the cancer registries to account for nonrandom selection and to calculate incidence trends. Survival of HPV-positive and HPV-negative patients was compared by using Kaplan-Meier and multivariable Cox regression analyses. RESULTS HPV prevalence in oropharyngeal cancers significantly increased over calendar time regardless of HPV detection assay (P trend < .05). For example, HPV prevalence by Inno-LiPA increased from 16.3% during 1984 to 1989 to 71.7% during 2000 to 2004. Median survival was significantly longer for HPV-positive than for HPV-negative patients (131 v 20 months; log-rank P < .001; adjusted hazard ratio, 0.31; 95% CI, 0.21 to 0.46). Survival significantly increased across calendar periods for HPV-positive (P = .003) but not for HPV-negative patients (P = .18). Population-level incidence of HPV-positive oropharyngeal cancers increased by 225% (95% CI, 208% to 242%) from 1988 to 2004 (from 0.8 per 100,000 to 2.6 per 100,000), and incidence for HPV-negative cancers declined by 50% (95% CI, 47% to 53%; from 2.0 per 100,000 to 1.0 per 100,000). If recent incidence trends continue, the annual number of HPV-positive oropharyngeal cancers is expected to surpass the annual number of cervical cancers by the year 2020. CONCLUSION Increases in the population-level incidence and survival of oropharyngeal cancers in the United States since 1984 are caused by HPV infection.
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Affiliation(s)
- Anil K Chaturvedi
- National Cancer Institute, National Institutes of Health, 6120 Executive Blvd, EPS 7072, Rockville, MD 20852, USA.
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Chung CH, Raben D. p16 Expression As a Predictive Biomarker of Hypoxic Cell–Sensitizing Agents in Oropharyngeal Cancer. J Clin Oncol 2010; 28:4103-4. [DOI: 10.1200/jco.2010.30.6035] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Affiliation(s)
| | - David Raben
- Johns Hopkins University School of Medicine, Baltimore, MD
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