External Validation of a Predictive Model for Acute Skin Radiation Toxicity in the REQUITE Breast Cohort

被引:23
作者
Rattay, Tim [1 ]
Seibold, Petra [2 ]
Aguado-Barrera, Miguel E. [3 ,4 ]
Altabas, Manuel [5 ]
Azria, David [6 ]
Barnett, Gillian C. [7 ]
Bultijnck, Renee [8 ,9 ]
Chang-Claude, Jenny [2 ,10 ]
Choudhury, Ananya [11 ]
Coles, Charlotte E. [7 ]
Dunning, Alison M. [12 ]
Elliott, Rebecca M. [11 ]
Farcy Jacquet, Marie-Pierre [13 ]
Gutierrez-Enriquez, Sara [14 ]
Johnson, Kerstie [1 ]
Mueller, Anusha [2 ]
Post, Giselle [8 ]
Rancati, Tiziana [15 ]
Reyes, Victoria [5 ]
Rosenstein, Barry S. [16 ]
De Ruysscher, Dirk [17 ,18 ]
de Santis, Maria C. [19 ]
Sperk, Elena [20 ]
Stobart, Hilary [21 ]
Symonds, R. Paul [1 ]
Taboada-Valladares, Begona [4 ,22 ]
Vega, Ana [3 ,4 ]
Veldeman, Liv [8 ,9 ]
Webb, Adam J. [23 ]
West, Catharine M. [11 ]
Valdagni, Riccardo [24 ]
Talbot, Christopher J. [23 ]
机构
[1] Univ Leicester, Canc Res Ctr, Leicester, Leics, England
[2] German Canc Res Ctr, Div Canc Epidemiol, Heidelberg, Germany
[3] Fdn Publ Galega Medicina Xenom, Santiago De Compostela, Spain
[4] Inst Invest Sanitaria Santiago De Compostela, Santiago De Compostela, Spain
[5] Vall dHebron Hosp Univ, Radiat Oncol Dept, Vall dHebron Barcelona Hosp Campus, Barcelona, Spain
[6] Univ Montpellier, Federat Univ Oncol Radiotherapie Occitanie Medite, Dept Oncol Radiotherapie, INSERM,ICM Montpellier,IRCM,U1194, Montpellier, France
[7] Univ Cambridge, Dept Oncol, Cambridge, England
[8] Univ Ghent, Dept Human Struct & Repair, Ghent, Belgium
[9] Ghent Univ Hosp, Dept Radiat Oncol, Ghent, Belgium
[10] Univ Med Ctr Hamburg Eppendorf, Univ Canc Ctr Hamburg, Hamburg, Germany
[11] Univ Manchester, Manchester Acad Hlth Sci Ctr, Christie NHS Fdn Trust, Translat Radiobiol Grp,Div Canc Sci, Manchester, Lancs, England
[12] Univ Cambridge, Ctr Canc Genet Epidemiol, Dept Oncol, Strangeways Res Lab, Cambridge, England
[13] CHU Caremeau, Dept Oncol Radiotherapie, Federat Univ Oncol Radiotherapie Occitanie Medite, Nimes, France
[14] Vall dHebron Inst Oncol VHIO, Hereditary Canc Genet Grp, Vall dHebron Hosp Campus, Barcelona, Spain
[15] Fdn IRCCS Ist Nazl Tumori, Prostate Canc Program, Milan, Italy
[16] Icahn Sch Med Mt Sinai, Dept Genet & Genom Sci, Dept Radiat Oncol, New York, NY 10029 USA
[17] Maastricht Univ, MAASTRO Clin, GROW Sch Oncol & Dev Biol, Med Ctr, Maastricht, Netherlands
[18] Katholieke Univ Leuven, Univ Hosp Leuven, Dept Radiat Oncol, Leuven, Belgium
[19] Fdn IRCCS Ist Nazl Tumori, Dept Radiat Oncol 1, Milan, Italy
[20] Heidelberg Univ, Med Fac Mannheim, Univ Klinikum Mannheim, Dept Radiat Oncol, Mannheim, Germany
[21] Independent Canc Patients Voice, London, England
[22] Complexo Hosp Univ Santiago, Serv Galego Saude SERGAS, Dept Radiat Oncol, Santiago De Compostela, Spain
[23] Univ Leicester, Dept Genet & Genome Biol, Leicester, Leics, England
[24] Univ Milan, Dept Hematol & Hematooncol, Milan, Italy
基金
美国国家卫生研究院; 欧盟第七框架计划;
关键词
validation; prediction model; early toxicity; radiotherapy; breast cancer; INTENSITY-MODULATED RADIOTHERAPY; NORMAL-TISSUE; RECEIVING RADIOTHERAPY; ADJUVANT RADIOTHERAPY; PROSTATE-CANCER; RISK-FACTOR; DNA-REPAIR; THERAPY; RECONSTRUCTION; COMPLICATIONS;
D O I
10.3389/fonc.2020.575909
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Acute skin toxicity is a common and usually transient side-effect of breast radiotherapy although, if sufficiently severe, it can affect breast cosmesis, aftercare costs and the patient's quality-of-life. The aim of this study was to develop predictive models for acute skin toxicity using published risk factors and externally validate the models in patients recruited into the prospective multi-center REQUITE (validating pREdictive models and biomarkers of radiotherapy toxicity to reduce side-effects and improve QUalITy of lifE in cancer survivors) study. Methods: Patient and treatment-related risk factors significantly associated with acute breast radiation toxicity on multivariate analysis were identified in the literature. These predictors were used to develop risk models for acute erythema and acute desquamation (skin loss) in three Radiogenomics Consortium cohorts of patients treated by breast-conserving surgery and whole breast external beam radiotherapy (n = 2,031). The models were externally validated in the REQUITE breast cancer cohort (n = 2,057). Results: The final risk model for acute erythema included BMI, breast size, hypo-fractionation, boost, tamoxifen use and smoking status. This model was validated in REQUITE with moderate discrimination (AUC 0.65), calibration and agreement between predicted and observed toxicity (Brier score 0.17). The risk model for acute desquamation, excluding the predictor tamoxifen use, failed to validate in the REQUITE cohort. Conclusions: While most published prediction research in the field has focused on model development, this study reports successful external validation of a predictive model using clinical risk factors for acute erythema following radiotherapy after breast-conserving surgery. This model retained discriminatory power but will benefit from further re-calibration. A similar model to predict acute desquamation failed to validate in the REQUITE cohort. Future improvements and more accurate predictions are expected through the addition of genetic markers and application of other modeling and machine learning techniques.
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页数:14
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