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Reducing the sensitivity of IMPT treatment plans to setup errors and range uncertainties via probabilistic treatment planning

机译:通过概率性治疗计划降低IMPT治疗计划对设置误差和范围不确定性的敏感性

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摘要

Treatment plans optimized for intensity modulated proton therapy (IMPT) may be very sensitive to setup errors and range uncertainties. If these errors are not accounted for during treatment planning, the dose distribution realized in the patient may by strongly degraded compared to the planned dose distribution. The authors implemented the probabilistic approach to incorporate uncertainties directly into the optimization of an intensity modulated treatment plan. Following this approach, the dose distribution depends on a set of random variables which parameterize the uncertainty, as does the objective function used to optimize the treatment plan. The authors optimize the expected value of the objective function. They investigate IMPT treatment planning regarding range uncertainties and setup errors. They demonstrate that incorporating these uncertainties into the optimization yields qualitatively different treatment plans compared to conventional plans which do not account for uncertainty. The sensitivity of an IMPT plan depends on the dose contributions of individual beam directions. Roughly speaking, steep dose gradients in beam direction make treatment plans sensitive to range errors. Steep lateral dose gradients make plans sensitive to setup errors. More robust treatment plans are obtained by redistributing dose among different beam directions. This can be achieved by the probabilistic approach. In contrast, the safety margin approach as widely applied in photon therapy fails in IMPT and is neither suitable for handling range variations nor setup errors.
机译:针对强度调制质子治疗(IMPT)优化的治疗计划可能对设置误差和范围不确定性非常敏感。如果在治疗计划期间未解决这些错误,则与计划的剂量分布相比,患者体内实现的剂量分布可能会大大降低。作者采用概率方法将不确定性直接纳入强度调节治疗方案的优化中。按照这种方法,剂量分布取决于参数不确定性的一组随机变量,用于优化治疗计划的目标函数也是如此。作者优化了目标函数的期望值。他们调查有关范围不确定性和设置误差的IMPT治疗计划。他们证明,将这些不确定因素纳入优化过程与不考虑不确定因素的常规计划相比,在质量上有不同的处理计划。 IMPT计划的灵敏度取决于各个波束方向的剂量贡献。粗略地说,光束方向的陡峭剂量梯度使治疗计划对范围误差敏感。陡峭的横向剂量梯度使计划对设置错误敏感。通过在不同的射线方向之间重新分配剂量,可以获得更可靠的治疗计划。这可以通过概率方法来实现。相反,在光子治疗中广泛应用的安全裕度方法在IMPT中失败,并且既不适合处理范围变化也不适合设置错误。

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