Unknown

Dataset Information

0

Imaging features from pretreatment CT scans are associated with clinical outcomes in nonsmall-cell lung cancer patients treated with stereotactic body radiotherapy.


ABSTRACT: PURPOSE:To investigate whether imaging features from pretreatment planning CT scans are associated with overall survival (OS), recurrence-free survival (RFS), and loco-regional recurrence-free survival (LR-RFS) after stereotactic body radiotherapy (SBRT) among nonsmall-cell lung cancer (NSCLC) patients. PATIENTS AND METHODS:A total of 92 patients (median age: 73 yr) with stage I or IIA NSCLC were qualified for this study. A total dose of 50 Gy in five fractions was the standard treatment. Besides clinical characteristics, 24 "semantic" image features were manually scored based on a point scale (up to 5) and 219 computer-derived "radiomic" features were extracted based on whole tumor segmentation. Statistical analysis was performed using Cox proportional hazards model and Harrell's C-index, and the robustness of final prognostic model was assessed using tenfold cross validation by dichotomizing patients according to the survival or recurrence status at 24 months. RESULTS:Two-year OS, RFS and LR-RFS were 69.95%, 41.3%, and 51.85%, respectively. There was an improvement of Harrell's C-index when adding imaging features to a clinical model. The model for OS contained the Eastern Cooperative Oncology Group (ECOG) performance status [Hazard Ratio (HR) = 2.78, 95% Confidence Interval (CI): 1.37-5.65], pleural retraction (HR = 0.27, 95% CI: 0.08-0.92), F2 (short axis × longest diameter, HR = 1.72, 95% CI: 1.21-2.44) and F186 (Hist-Energy-L1, HR = 1.27, 95% CI: 1.00-1.61); The prognostic model for RFS contained vessel attachment (HR = 2.13, 95% CI: 1.24-3.64) and F2 (HR = 1.69, 95% CI: 1.33-2.15); and the model for LR-RFS contained the ECOG performance status (HR = 2.01, 95% CI: 1.12-3.60) and F2 (HR = 1.67, 95% CI: 1.29-2.18). CONCLUSIONS:Imaging features derived from planning CT demonstrate prognostic value for recurrence following SBRT treatment, and might be helpful in patient stratification.

SUBMITTER: Li Q 

PROVIDER: S-EPMC5553698 | biostudies-literature | 2017 Aug

REPOSITORIES: biostudies-literature

altmetric image

Publications

Imaging features from pretreatment CT scans are associated with clinical outcomes in nonsmall-cell lung cancer patients treated with stereotactic body radiotherapy.

Li Qian Q   Kim Jongphil J   Balagurunathan Yoganand Y   Liu Ying Y   Latifi Kujtim K   Stringfield Olya O   Garcia Alberto A   Moros Eduardo G EG   Dilling Thomas J TJ   Schabath Matthew B MB   Ye Zhaoxiang Z   Gillies Robert J RJ  

Medical physics 20170624 8


<h4>Purpose</h4>To investigate whether imaging features from pretreatment planning CT scans are associated with overall survival (OS), recurrence-free survival (RFS), and loco-regional recurrence-free survival (LR-RFS) after stereotactic body radiotherapy (SBRT) among nonsmall-cell lung cancer (NSCLC) patients.<h4>Patients and methods</h4>A total of 92 patients (median age: 73 yr) with stage I or IIA NSCLC were qualified for this study. A total dose of 50 Gy in five fractions was the standard tr  ...[more]

Similar Datasets

| S-EPMC7807608 | biostudies-literature
| S-EPMC6728984 | biostudies-literature
| S-EPMC7577453 | biostudies-literature
| S-EPMC6316669 | biostudies-other
| S-EPMC5838232 | biostudies-other
| S-EPMC5710655 | biostudies-literature
| S-EPMC9737655 | biostudies-literature
| S-EPMC5286804 | biostudies-literature
| S-EPMC10721987 | biostudies-literature
| S-EPMC5863107 | biostudies-literature