Enhancement of Long-Term External-Internal Correlation by Phase-Shift Detection and Correction Based on Concurrent External Bellows and Internal Navigator Signals

被引:5
|
作者
Milewski, Andrew R. [1 ,2 ]
Olek, Devin [1 ]
Deasy, Joseph O. [1 ]
Rimner, Andreas [2 ]
Li, Guang [1 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Med Phys, 1275 York Ave, New York, NY 10065 USA
[2] Mem Sloan Kettering Canc Ctr, Dept Radiat Oncol, New York, NY 10065 USA
基金
美国国家卫生研究院;
关键词
INDUCED TUMOR MOTION; RESPIRATORY MOTION; CORRELATION MODELS; TRACKING SYSTEM; RADIOTHERAPY; LUNG; CT; ARTIFACTS; SURROGATE; ACCURACY;
D O I
10.1016/j.adro.2019.02.001
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: The purpose of this study was to enhance the correlation between external and internal respiratory motions by dynamically determining and correcting the patient-specific phase shift between external and internal respiratory waveforms acquired concurrently during respiratory-correlated 4-dimensional magnetic resonance imaging scans. Methods and Materials: Internal-navigator and external-bellows waveforms were acquired simultaneously during 6- to 15-minute respiratory-correlated 4-dimensional magnetic resonance imaging scans in 10 healthy participants under an institutional review board-approved protocol. The navigator was placed at the right lung-diaphragm interface, and the bellows were placed similar to 5 cm inferior to the sternum. Three segments of each respiratory waveform, at the beginning, middle, and end of a scan, were analyzed. Three phase-domain methods were employed to estimate the phase shift, including analytical signal analysis, phase-space oval fitting, and principal component analysis. A robust strategy for estimating the phase shift was realized by combining these methods in a weighted average and by eliminating outliers (>2 sigma) caused by breathing irregularities. Whether phase-shift correction affects the external-internal correlation was evaluated. The cross-correlation between the 2 waveforms in the time domain provided an independent check of the correlation enhancement. Results: Phase-shift correction significantly enhanced the external-internal correlation in all participants across the entire 6- to 15-minute scans. On average, the correlation increased from 0.45 +/- 0.28 to 0.85 +/- 0.15 for the combined method. The combined method exhibited a 99.5% success rate and revealed that the phase of the external waveform leads that of the internal waveform in all 10 participants by 57 degrees +/- 17 degrees (1.6 +/- 0.5 bins) on average. Seven participants exhibited highly reproducible phase shifts over time, evidenced by standard deviations (sigma) < 4 degrees , whereas 8 degrees < sigma < 12 degrees in the remaining 3 participants. Regardless, phase-shift correction significantly improved the correlation in all participants. Conclusions: Correcting the phase shift estimated by the phase-domain methods provides a new approach for enhancing the correlation between external and internal respiratory motions. This strategy holds promise for improving the accuracy of respiratory-gated radiation therapy. (C) 2019 The Authors. Published by Elsevier Inc. on behalf of American Society for Radiation Oncology.
引用
收藏
页码:377 / 389
页数:13
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