Literature DB >> 21477939

Role of principal component analysis in predicting toxicity in prostate cancer patients treated with hypofractionated intensity-modulated radiation therapy.

Danny Vesprini1, Michael Sia, Gina Lockwood, Douglas Moseley, Tara Rosewall, Andrew Bayley, Robert Bristow, Peter Chung, Cynthia Ménard, Michael Milosevic, Padraig Warde, Charles Catton.   

Abstract

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-IMRT at 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.
Copyright © 2011 Elsevier Inc. All rights reserved.

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Year:  2011        PMID: 21477939     DOI: 10.1016/j.ijrobp.2011.01.024

Source DB:  PubMed          Journal:  Int J Radiat Oncol Biol Phys        ISSN: 0360-3016            Impact factor:   7.038


  8 in total

1.  Late complications after radiotherapy for prostate cancer.

Authors:  H Jung; H-P Beck-Bornholdt; V Svoboda; W Alberti; T Herrmann
Journal:  Strahlenther Onkol       Date:  2012-10-11       Impact factor: 3.621

Review 2.  Late toxicity rates following definitive radiotherapy for prostate cancer.

Authors:  Nitin Ohri; Adam P Dicker; Timothy N Showalter
Journal:  Can J Urol       Date:  2012-08       Impact factor: 1.344

3.  Refinement & validation of rectal wall dose volume objectives for prostate hypofractionation in 20 fractions.

Authors:  Giuseppe Sanguineti; Adriana Faiella; Alessia Farneti; Pasqualina D'Urso; Valentina Fuga; Michela Olivieri; Diana Giannarelli; Simona Marzi; Giuseppe Iaccarino; Valeria Landoni
Journal:  Clin Transl Radiat Oncol       Date:  2020-01-31

4.  Plasma osteopontin as a biomarker of prostate cancer aggression: relationship to risk category and treatment response.

Authors:  J W Thoms; A Dal Pra; P H Anborgh; E Christensen; N Fleshner; C Menard; K Chadwick; M Milosevic; C Catton; M Pintilie; A F Chambers; R G Bristow
Journal:  Br J Cancer       Date:  2012-08-07       Impact factor: 7.640

Review 5.  Intraoperative radiotherapy in gynaecological and genito-urinary malignancies: focus on endometrial, cervical, renal, bladder and prostate cancers.

Authors:  Marco Krengli; Carla Pisani; Letizia Deantonio; Daniela Surico; Alessandro Volpe; Nicola Surico; Carlo Terrone
Journal:  Radiat Oncol       Date:  2017-01-19       Impact factor: 3.481

6.  The Impact of Cardiac Radiation Dosimetry on Survival After Radiation Therapy for Non-Small Cell Lung Cancer.

Authors:  S Vivekanandan; D B Landau; N Counsell; D R Warren; A Khwanda; S D Rosen; E Parsons; Y Ngai; L Farrelly; L Hughes; M A Hawkins; J D Fenwick
Journal:  Int J Radiat Oncol Biol Phys       Date:  2017-04-27       Impact factor: 7.038

7.  Functional Data Analysis Applied to Modeling of Severe Acute Mucositis and Dysphagia Resulting From Head and Neck Radiation Therapy.

Authors:  Jamie A Dean; Kee H Wong; Hiram Gay; Liam C Welsh; Ann-Britt Jones; Ulrike Schick; Jung Hun Oh; Aditya Apte; Kate L Newbold; Shreerang A Bhide; Kevin J Harrington; Joseph O Deasy; Christopher M Nutting; Sarah L Gulliford
Journal:  Int J Radiat Oncol Biol Phys       Date:  2016-08-22       Impact factor: 7.038

8.  Prospective evaluation of quality of life 54 months after high-dose intensity-modulated radiotherapy for localized prostate cancer.

Authors:  Aurore Goineau; Virginie Marchand; Jérome Rigaud; Sylvain Bourdin; Emmanuel Rio; Loic Campion; Angélique Bonnaud-Antignac; Marc-André Mahé; Stéphane Supiot
Journal:  Radiat Oncol       Date:  2013-03-06       Impact factor: 3.481

  8 in total

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