Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959)
Abstract Background In locoregionally advanced nasopharyngeal carcinoma (LANPC) patients, variance of tumor response to induction chemotherapy (ICT) was observed. We developed and validated a novel imaging biomarker to predict which patients will benefit most from additional ICT compared with chemor...
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2019-10-01
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DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Di Dong Fan Zhang Lian-Zhen Zhong Meng-Jie Fang Cheng-Long Huang Ji-Jin Yao Ying Sun Jie Tian Jun Ma Ling-Long Tang |
spellingShingle |
Di Dong Fan Zhang Lian-Zhen Zhong Meng-Jie Fang Cheng-Long Huang Ji-Jin Yao Ying Sun Jie Tian Jun Ma Ling-Long Tang Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) BMC Medicine Individualized imaging biomarker Induction chemotherapy Survival benefit Treatment decision Locoregionally advanced nasopharyngeal cancer |
author_facet |
Di Dong Fan Zhang Lian-Zhen Zhong Meng-Jie Fang Cheng-Long Huang Ji-Jin Yao Ying Sun Jie Tian Jun Ma Ling-Long Tang |
author_sort |
Di Dong |
title |
Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) |
title_short |
Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) |
title_full |
Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) |
title_fullStr |
Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) |
title_full_unstemmed |
Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959) |
title_sort |
development and validation of a novel mr imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (nct01245959) |
publisher |
BMC |
series |
BMC Medicine |
issn |
1741-7015 |
publishDate |
2019-10-01 |
description |
Abstract Background In locoregionally advanced nasopharyngeal carcinoma (LANPC) patients, variance of tumor response to induction chemotherapy (ICT) was observed. We developed and validated a novel imaging biomarker to predict which patients will benefit most from additional ICT compared with chemoradiotherapy (CCRT) alone. Methods All patients, including retrospective training (n = 254) and prospective randomized controlled validation cohorts (a substudy of NCT01245959, n = 248), received ICT+CCRT or CCRT alone. Primary endpoint was failure-free survival (FFS). From the multi-parameter magnetic resonance images of the primary tumor at baseline, 819 quantitative 2D imaging features were extracted. Selected key features (according to their interaction effect between the two treatments) were combined into an Induction Chemotherapy Outcome Score (ICTOS) with a multivariable Cox proportional hazards model using modified covariate method. Kaplan-Meier curves and significance test for treatment interaction were used to evaluate ICTOS, in both cohorts. Results Three imaging features were selected and combined into ICTOS to predict treatment outcome for additional ICT. In the matched training cohort, patients with a high ICTOS had higher 3-year and 5-year FFS in ICT+CCRT than CCRT subgroup (69.3% vs. 45.6% for 3-year FFS, and 64.0% vs. 36.5% for 5-year FFS; HR = 0.43, 95% CI = 0.25–0.74, p = 0.002), whereas patients with a low ICTOS had no significant difference in FFS between the subgroups (p = 0.063), with a significant treatment interaction (p interaction < 0.001). This trend was also found in the validation cohort with high (n = 73, ICT+CCRT 89.7% and 89.7% vs. CCRT 61.8% and 52.8% at 3-year and 5-year; HR = 0.17, 95% CI = 0.06–0.51, p < 0.001) and low ICTOS (n = 175, p = 0.31), with a significant treatment interaction (p interaction = 0.019). Compared with 12.5% and 16.6% absolute benefit in the validation cohort (3-year FFS from 69.9 to 82.4% and 5-year FFS from 63.4 to 80.0% from additional ICT), high ICTOS group in this cohort had 27.9% and 36.9% absolute benefit. Furthermore, no significant survival improvement was found from additional ICT in both groups after stratifying low ICTOS patients into low-risk and high-risks groups, by clinical risk factors. Conclusion An imaging biomarker, ICTOS, as proposed, identified patients who were more likely to gain additional survival benefit from ICT+CCRT (high ICTOS), which could influence clinical decisions, such as the indication for ICT treatment. Trial registration ClinicalTrials.gov, NCT01245959. Registered 23 November 2010. |
topic |
Individualized imaging biomarker Induction chemotherapy Survival benefit Treatment decision Locoregionally advanced nasopharyngeal cancer |
url |
http://link.springer.com/article/10.1186/s12916-019-1422-6 |
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doaj-9e8f6251cdb9434ea3cfcc6faf82179a2020-11-25T04:08:39ZengBMCBMC Medicine1741-70152019-10-0117111110.1186/s12916-019-1422-6Development and validation of a novel MR imaging predictor of response to induction chemotherapy in locoregionally advanced nasopharyngeal cancer: a randomized controlled trial substudy (NCT01245959)Di Dong0Fan Zhang1Lian-Zhen Zhong2Meng-Jie Fang3Cheng-Long Huang4Ji-Jin Yao5Ying Sun6Jie Tian7Jun Ma8Ling-Long Tang9CAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of SciencesDepartment of Radiation oncology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterCAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of SciencesCAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of SciencesDepartment of Radiation oncology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterDepartment of Radiotherapy, The Fifth Affiliated Hospital, Sun Yat-sen UniversityDepartment of Radiation oncology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterCAS Key Laboratory of Molecular Imaging, Institute of Automation, Chinese Academy of SciencesDepartment of Radiation oncology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterDepartment of Radiation oncology, State Key Laboratory of Oncology in South China; Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer CenterAbstract Background In locoregionally advanced nasopharyngeal carcinoma (LANPC) patients, variance of tumor response to induction chemotherapy (ICT) was observed. We developed and validated a novel imaging biomarker to predict which patients will benefit most from additional ICT compared with chemoradiotherapy (CCRT) alone. Methods All patients, including retrospective training (n = 254) and prospective randomized controlled validation cohorts (a substudy of NCT01245959, n = 248), received ICT+CCRT or CCRT alone. Primary endpoint was failure-free survival (FFS). From the multi-parameter magnetic resonance images of the primary tumor at baseline, 819 quantitative 2D imaging features were extracted. Selected key features (according to their interaction effect between the two treatments) were combined into an Induction Chemotherapy Outcome Score (ICTOS) with a multivariable Cox proportional hazards model using modified covariate method. Kaplan-Meier curves and significance test for treatment interaction were used to evaluate ICTOS, in both cohorts. Results Three imaging features were selected and combined into ICTOS to predict treatment outcome for additional ICT. In the matched training cohort, patients with a high ICTOS had higher 3-year and 5-year FFS in ICT+CCRT than CCRT subgroup (69.3% vs. 45.6% for 3-year FFS, and 64.0% vs. 36.5% for 5-year FFS; HR = 0.43, 95% CI = 0.25–0.74, p = 0.002), whereas patients with a low ICTOS had no significant difference in FFS between the subgroups (p = 0.063), with a significant treatment interaction (p interaction < 0.001). This trend was also found in the validation cohort with high (n = 73, ICT+CCRT 89.7% and 89.7% vs. CCRT 61.8% and 52.8% at 3-year and 5-year; HR = 0.17, 95% CI = 0.06–0.51, p < 0.001) and low ICTOS (n = 175, p = 0.31), with a significant treatment interaction (p interaction = 0.019). Compared with 12.5% and 16.6% absolute benefit in the validation cohort (3-year FFS from 69.9 to 82.4% and 5-year FFS from 63.4 to 80.0% from additional ICT), high ICTOS group in this cohort had 27.9% and 36.9% absolute benefit. Furthermore, no significant survival improvement was found from additional ICT in both groups after stratifying low ICTOS patients into low-risk and high-risks groups, by clinical risk factors. Conclusion An imaging biomarker, ICTOS, as proposed, identified patients who were more likely to gain additional survival benefit from ICT+CCRT (high ICTOS), which could influence clinical decisions, such as the indication for ICT treatment. Trial registration ClinicalTrials.gov, NCT01245959. Registered 23 November 2010.http://link.springer.com/article/10.1186/s12916-019-1422-6Individualized imaging biomarkerInduction chemotherapySurvival benefitTreatment decisionLocoregionally advanced nasopharyngeal cancer |