A genome-based model for adjusting radiotherapy dose (GARD): a retrospective, cohort-based study

被引:344
作者
Scott, Jacob G. [1 ,2 ]
Berglund, Anders [3 ]
Schell, Michael J. [3 ]
Mihaylov, Ivaylo [6 ]
Fulp, William J. [3 ]
Yue, Binglin [3 ]
Welsh, Eric [3 ]
Caudell, Jimmy J. [1 ]
Ahmed, Kamran [1 ]
Strom, Tobin S. [1 ]
Mellon, Eric [1 ]
Venkat, Puja [1 ]
Johnstone, Peter [1 ]
Foekens, John [7 ]
Lee, Jae [3 ]
Moros, Eduardo [1 ]
Dalton, William S. [4 ]
Eschrich, Steven A. [3 ]
McLeod, Howard [4 ]
Harrison, Louis B. [1 ]
Torres-Roca, Javier F. [1 ,5 ]
机构
[1] H Lee Moffitt Canc Ctr & Res Inst, Dept Radiat Oncol, Tampa, FL USA
[2] H Lee Moffitt Canc Ctr & Res Inst, Dept Integrated Math Oncol, Tampa, FL USA
[3] H Lee Moffitt Canc Ctr & Res Inst, Dept Integrated Bioinformat & Biostat, Tampa, FL USA
[4] H Lee Moffitt Canc Ctr & Res Inst, DeBartolo Family Personalized Med Inst, Tampa, FL USA
[5] H Lee Moffitt Canc Ctr & Res Inst, Dept Chem Biol & Mol Med, Tampa, FL USA
[6] Univ Miami, Dept Radiat Oncol, Miami, FL USA
[7] Erasmus MC, Dept Med Oncol & Canc Genom, Rotterdam, Netherlands
基金
美国国家卫生研究院;
关键词
EARLY BREAST-CANCER; RADIOSENSITIVITY INDEX PREDICTS; TUMOR RADIOSENSITIVITY; PERSONALIZED MEDICINE; HUMAN-PAPILLOMAVIRUS; CONSERVING SURGERY; MOLECULAR ASSAY; RADIATION; SURVIVAL; CHEMOTHERAPY;
D O I
10.1016/S1470-2045(16)30648-9
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Despite its common use in cancer treatment, radiotherapy has not yet entered the era of precision medicine, and there have been no approaches to adjust dose based on biological diff erences between or within tumours. We aimed to assess whether a patient-specifi c molecular signature of radiation sensitivity could be used to identify the optimum radiotherapy dose. Methods We used the gene-expression-based radiation-sensitivity index and the linear quadratic model to derive the genomic-adjusted radiation dose (GARD). A high GARD value predicts for high therapeutic eff ect for radiotherapy; which we postulate would relate to clinical outcome. Using data from the prospective, observational Total Cancer Care (TCC) protocol, we calculated GARD for primary tumours from 20 disease sites treated using standard radiotherapy doses for each disease type. We also used multivariable Cox modelling to assess whether GARD was independently associated with clinical outcome in fi ve clinical cohorts: Erasmus Breast Cancer Cohort (n=263); Karolinska Breast Cancer Cohort (n=77); Moffi tt Lung Cancer Cohort (n=60); Moffi tt Pancreas Cancer Cohort (n=40); and The Cancer Genome Atlas Glioblastoma Patient Cohort (n=98). Findings We calculated GARD for 8271 tissue samples from the TCC cohort. There was a wide range of GARD values (range 1.66-172.4) across the TCC cohort despite assignment of uniform radiotherapy doses within disease types. Median GARD values were lowest for gliomas and sarcomas and highest for cervical cancer and oropharyngeal head and neck cancer. There was a wide range of GARD values within tumour type groups. GARD independently predicted clinical outcome in breast cancer, lung cancer, glioblastoma, and pancreatic cancer. In the Erasmus Breast Cancer Cohort, 5-year distant-metastasis-free survival was longer in patients with high GARD values than in those with low GARD values (hazard ratio 2.11, 95% 1.13-3.94, p=0.018). Interpretation A GARD-based clinical model could allow the individualisation of radiotherapy dose to tumour radiosensitivity and could provide a framework to design genomically-guided clinical trials in radiation oncology.
引用
收藏
页码:202 / 211
页数:10
相关论文
共 46 条
  • [1] The radiosensitivity index predicts for overall survival in glioblastoma
    Ahmed, Kamran A.
    Chinnaiyan, Prakash
    Fulp, William J.
    Eschrich, Steven
    Torres-Roca, Javier F.
    Caudell, Jimmy J.
    [J]. ONCOTARGET, 2015, 6 (33) : 34414 - 34422
  • [2] Differences Between Colon Cancer Primaries and Metastases Using a Molecular Assay for Tumor Radiation Sensitivity Suggest Implications for Potential Oligometastatic SBRT Patient Selection
    Ahmed, Kamran A.
    Fulp, William J.
    Berglund, Anders E.
    Hoffe, Sarah E.
    Dilling, Thomas J.
    Eschrich, Steven A.
    Shridhar, Ravi
    Torres-Roca, Javier F.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 92 (04): : 837 - 842
  • [3] Human Papillomavirus and Survival of Patients with Oropharyngeal Cancer
    Ang, K. Kian
    Harris, Jonathan
    Wheeler, Richard
    Weber, Randal
    Rosenthal, David I.
    Nguyen-Tan, Phuc Felix
    Westra, William H.
    Chung, Christine H.
    Jordan, Richard C.
    Lu, Charles
    Kim, Harold
    Axelrod, Rita
    Silverman, C. Craig
    Redmond, Kevin P.
    Gillison, Maura L.
    [J]. NEW ENGLAND JOURNAL OF MEDICINE, 2010, 363 (01) : 24 - 35
  • [4] Normal tissue reactions to radiotherapy: towards tailoring treatment dose by genotype
    Barnett, Gillian C.
    West, Catherine M. L.
    Dunning, Alison M.
    Elliott, Rebecca M.
    Coles, Charlotte E.
    Pharoah, Paul D. P.
    Burnet, Neil G.
    [J]. NATURE REVIEWS CANCER, 2009, 9 (02) : 134 - 142
  • [5] Whole-breast irradiation with or without a boost for patients treated with breast-conserving surgery for early breast cancer: 20-year follow-up of a randomised phase 3 trial
    Bartelink, Harry
    Maingon, Philippe
    Poortmans, Philip
    Weltens, Caroline
    Fourquet, Alain
    Jager, Jos
    Schinagl, Dominic
    Oei, Bing
    Rodenhuis, Carla
    Horiot, Jean-Claude
    Struikmans, Henk
    Van Limbergen, Erik
    Kirova, Youlia
    Elkhuizen, Paula
    Bongartz, Rudolf
    Miralbell, Raymond
    Morgan, David
    Dubois, Jean-Bernard
    Remouchamps, Vincent
    Mirimanoff, Rene-Olivier
    Collette, Sandra
    Collette, Laurence
    [J]. LANCET ONCOLOGY, 2015, 16 (01) : 47 - 56
  • [6] A comparison of normalization methods for high density oligonucleotide array data based on variance and bias
    Bolstad, BM
    Irizarry, RA
    Åstrand, M
    Speed, TP
    [J]. BIOINFORMATICS, 2003, 19 (02) : 185 - 193
  • [7] Is Equipment Development Stifling Innovation in Radiation Oncology?
    Brown, J. Martin
    Adler, John R., Jr.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2015, 92 (04): : 713 - 714
  • [8] Comprehensive genomic characterization defines human glioblastoma genes and core pathways
    Chin, L.
    Meyerson, M.
    Aldape, K.
    Bigner, D.
    Mikkelsen, T.
    VandenBerg, S.
    Kahn, A.
    Penny, R.
    Ferguson, M. L.
    Gerhard, D. S.
    Getz, G.
    Brennan, C.
    Taylor, B. S.
    Winckler, W.
    Park, P.
    Ladanyi, M.
    Hoadley, K. A.
    Verhaak, R. G. W.
    Hayes, D. N.
    Spellman, Paul T.
    Absher, D.
    Weir, B. A.
    Ding, L.
    Wheeler, D.
    Lawrence, M. S.
    Cibulskis, K.
    Mardis, E.
    Zhang, Jinghui
    Wilson, R. K.
    Donehower, L.
    Wheeler, D. A.
    Purdom, E.
    Wallis, J.
    Laird, P. W.
    Herman, J. G.
    Schuebel, K. E.
    Weisenberger, D. J.
    Baylin, S. B.
    Schultz, N.
    Yao, Jun
    Wiedemeyer, R.
    Weinstein, J.
    Sander, C.
    Gibbs, R. A.
    Gray, J.
    Kucherlapati, R.
    Lander, E. S.
    Myers, R. M.
    Perou, C. M.
    McLendon, Roger
    [J]. NATURE, 2008, 455 (7216) : 1061 - 1068
  • [9] Dalton William S, 2005, Cancer Control, V12, P140
  • [10] Effect of radiotherapy after breast-conserving surgery on 10-year recurrence and 15-year breast cancer death: meta-analysis of individual patient data for 10 801 women in 17 randomised trials
    Darby S.
    McGale P.
    Correa C.
    Taylor C.
    Arriagada R.
    Clarke M.
    Cutter D.
    Davies C.
    Ewertz M.
    Godwin J.
    Gray R.
    Pierce L.
    Whelan T.
    Wang Y.
    Peto R.
    Albain K.
    Anderson S.
    Barlow W.
    Bergh J.
    Bliss J.
    Buyse M.
    Cameron D.
    Carrasco E.
    Coates A.
    Collins R.
    Costantino J.
    Cuzick J.
    Davidson N.
    Davies K.
    Delmestri A.
    Di Leo A.
    Dowsett M.
    Elphinstone P.
    Evans V.
    Gelber R.
    Gettins L.
    Geyer C.
    Goldhirsch A.
    Gregory C.
    Hayes D.
    Hill C.
    Ingle J.
    Jakesz R.
    James S.
    Kaufmann M.
    Kerr A.
    MacKinnon E.
    McHugh T.
    Norton L.
    Ohashi Y.
    [J]. LANCET, 2011, 378 (9804) : 1707 - 1716