ROLE OF PRINCIPAL COMPONENT ANALYSIS IN PREDICTING TOXICITY IN PROSTATE CANCER PATIENTS TREATED WITH HYPOFRACTIONATED INTENSITY-MODULATED RADIATION THERAPY

被引:21
|
作者
Vesprini, Danny [1 ,2 ,4 ]
Sia, Michael [1 ,2 ]
Lockwood, Gina [3 ]
Moseley, Douglas [1 ,2 ]
Rosewall, Tara [1 ,2 ]
Bayley, Andrew [1 ,2 ]
Bristow, Robert [1 ,2 ]
Chung, Peter [1 ,2 ]
Menard, Cynthia [1 ,2 ]
Milosevic, Michael [1 ,2 ]
Warde, Padraig [1 ,2 ]
Catton, Charles [1 ,2 ]
机构
[1] Univ Toronto, UHN, Princess Margaret Hosp, Radiat Med Program, Toronto, ON M5G 2M9, Canada
[2] Univ Toronto, Dept Radiat Oncol, Toronto, ON M5G 2M9, Canada
[3] Univ Hlth Network, Princess Margaret Hosp, Dept Clin Study Coordinat & Biostat, Toronto, ON, Canada
[4] Sunnybrook Odette Canc Ctr, Dept Radiat Oncol, Toronto, ON, Canada
关键词
Prostate cancer; Image-guided IMRT; Hypofractionation; Radiation toxicity; Principal component analysis; DOSE-ESCALATION TRIAL; LATE RECTAL TOXICITY; CONFORMAL RADIOTHERAPY; RANDOMIZED-TRIAL; PREOPERATIVE RADIOTHERAPY; EUROPEAN-ORGANIZATION; VOLUME HISTOGRAMS; FRACTIONATION; CARCINOMA; ADENOCARCINOMA;
D O I
10.1016/j.ijrobp.2011.01.024
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: To determine if principal component analysis (PCA) and standard parameters of rectal and bladder wall dose-volume histograms (DVHs) of prostate cancer patients treated with hypofractionated image-guided intensity-modulated radiotherapy (hypo-IMRT) can predict acute and late gastrointestinal (GI) toxicity. Methods and Materials: One hundred twenty-one patients underwent hypo-IMRTat 3 Gy/fraction, 5 days/week to either 60 Gy or 66 Gy, with daily online image guidance. Acute and late GI and genitourinary (GU) toxicity were recorded weekly during treatment and at each follow-up. All Radiation Therapy Oncology Group (RTOG) criteria toxicity scores were dichotomized as <2 and >= 2. Standard dosimetric parameters and the first five to six principal components (PCs) of bladder and rectal wall DVHs were tested for association with the dichotomized toxicity outcomes, using logistic regression. Results: Median follow-up of all patients was 47 months (60 Gy cohort=52 months; 66 Gy cohort=31 months). The incidence rates of >= 2 acute GI and GU toxicity were 14% and 29%, respectively, with no Grade >= 3 acute GU toxicity. Late GI and GU toxicity scores >= 2 were 16% and 15%, respectively. There was a significant difference in late GI toxicity >= 2 when comparing the 66 Gy to the 60 Gy cohort (38% vs. 8%, respectively, p = 0.0003). The first PC of the rectal DVH was associated with late GI toxicity (odds ratio [OR], 6.91; p < 0.001), though it was not significantly stronger than standard DVH parameters such as Dmax (OR, 6.9; p < 0.001) or percentage of the organ receiving a 50% dose (V50) (OR, 5.95; p = 0.001). Conclusions: Hypofractionated treatment with 60 Gy in 3 Gy fractions is well tolerated. There is a steep dose response curve between 60 Gy and 66 Gy for RTOG Grade >= 2 GI effects with the dose constraints employed. Although PCA can predict late GI toxicity for patients treated with hypo-IMRT for prostate cancer, it provides no additional information over using more standard DVH parameters. (C) 2011 Elsevier Inc.
引用
收藏
页码:E415 / E421
页数:7
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