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Fakhry C, Zhang Q, Nguyen-Tân PF, Rosenthal DI, Weber RS, Lambert L, Trotti AM, Barrett WL, Thorstad WL, Jones CU, Yom SS, Wong SJ, Ridge JA, Rao SSD, Bonner JA, Vigneault E, Raben D, Kudrimoti MR, Harris J, Le QT, Gillison ML. Development and Validation of Nomograms Predictive of Overall and Progression-Free Survival in Patients With Oropharyngeal Cancer. J Clin Oncol 2017; 35:4057-4065. [PMID: 28777690 DOI: 10.1200/jco.2016.72.0748] [Citation(s) in RCA: 116] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Purpose Treatment of oropharyngeal squamous cell carcinoma (OPSCC) is evolving toward risk-based modification of therapeutic intensity, which requires patient-specific estimates of overall survival (OS) and progression-free survival (PFS). Methods To develop and validate nomograms for OS and PFS, we used a derivation cohort of 493 patients with OPSCC with known p16 tumor status (surrogate of human papillomavirus) and cigarette smoking history (pack-years) randomly assigned to clinical trials using platinum-based chemoradiotherapy (NRG Oncology Radiation Therapy Oncology Group [RTOG] 0129 and 0522). Nomograms were created from Cox models and internally validated by use of bootstrap and cross-validation. Model discrimination was measured by calibration plots and the concordance index. Nomograms were externally validated in a cohort of 153 patients with OPSCC randomly assigned to a third trial, NRG Oncology RTOG 9003. Results Both models included age, Zubrod performance status, pack-years, education, p16 status, and T and N stage; the OS model also included anemia and age × pack-years interaction; and the PFS model also included marital status, weight loss, and p16 × Zubrod interaction. Predictions correlated well with observed 2-year and 5-year outcomes. The uncorrected concordance index was 0.76 (95% CI, 0.72 to 0.80) for OS and 0.70 (95% CI, 0.66 to 0.74) for PFS, and bias-corrected indices were similar. In the validation set, OS and PFS models were well calibrated, and OS and PFS were significantly different across tertiles of nomogram scores (log-rank P = .003;< .001). Conclusion The validated nomograms provided useful prediction of OS and PFS for patients with OPSCC treated with primary radiation-based therapy.
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Affiliation(s)
- Carole Fakhry
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Qiang Zhang
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Phuc Felix Nguyen-Tân
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - David I Rosenthal
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Randal S Weber
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Louise Lambert
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Andy M Trotti
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - William L Barrett
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Wade L Thorstad
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Christopher U Jones
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Sue S Yom
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Stuart J Wong
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - John A Ridge
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Shyam S D Rao
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - James A Bonner
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Eric Vigneault
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - David Raben
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Mahesh R Kudrimoti
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Jonathan Harris
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Quynh-Thu Le
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
| | - Maura L Gillison
- Carole Fakhry, Johns Hopkins University, Baltimore, MD; Qiang Zhang and Jonathan Harris, NRG Oncology Statistics and Data Management Center, American College of Radiology; John A. Ridge, Fox Chase Cancer Center, Philadelphia, PA; Phuc Felix Nguyen-Tân and Louise Lambert, Centre Hospitalier de l'Université de Montréal, Montreal; Eric Vigneault, L'Hotel-Dieu de Quebec, Ville de Québec, Quebec, Canada; David I. Rosenthal, Randal S. Weber, and Maura L. Gillison, MD Anderson Cancer Center, Houston, TX; Andy M. Trotti III, H. Lee Moffitt Cancer Center & Research Institute, Tampa, FL; William L. Barrett, University of Cincinnati Cancer Institute, Cincinnati, OH; Wade L. Thorstad, Washington University, St Louis, MO; Christopher U. Jones, Sutter General Hospital, Sacramento; Sue S. Yom, University of California San Francisco, San Francisco; Shyam S.D. Rao, University of California Davis, Davis; Quynh-Thu Le, Stanford University, Stanford, CA; Stuart J. Wong, Medical College of Wisconsin, Milwaukee, WI; James A. Bonner, University of Alabama at Birmingham Medical Center, Birmingham, AL; David Raben, University of Colorado, Aurora, CO; and Mahesh R. Kudrimoti, University of Kentucky, Lexington, KY
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