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利用射束强度全变差正则化提高小动物 3D 打印补偿体调强放疗的效率。

Improving the efficiency of small animal 3D-printed compensator IMRT with beamlet intensity total variation regularization.

机构信息

Department of Radiation Oncology, University of Pennsylvania, Philadelphia, Pennsylvania, USA.

Department of Radiation and Cellular Oncology, University of Chicago, Chicago, Illinois, USA.

出版信息

Med Phys. 2022 Aug;49(8):5400-5408. doi: 10.1002/mp.15764. Epub 2022 Jun 6.

Abstract

PURPOSE

There is growing interest in the use of modern 3D printing technology to implement intensity-modulated radiation therapy (IMRT) on the preclinical scale that is analogous to clinical IMRT. However, current 3D-printed IMRT methods suffer from complex modulation patterns leading to long delivery times, excess filament usage, and less accurate compensator fabrication. In this work, we have developed a total variation regularization (TVR) approach to address these issues.

METHODS

TVR-IMRT was used to optimize the beamlet intensity map, which was then converted to a thickness of the corresponding compensator attenuation region in copper-doped polylactic acid (PLA) filament. IMRT and TVR-IMRT heart and lung plans were generated for two different mice using three, five, or seven gantry angles. The total compensator thickness, total variation of compensator beamlet thicknesses, total variation of beamlet intensities, and exposure time were compared. The individual field doses and composite dose were delivered to film for one plan and gamma analysis was performed.

RESULTS

In total, 12 mice heart and lung plans were generated for both IMRT and TVR-IMRT cases. Across all cases, it was found that TVR-IMRT reduced the total variation of compensator beamlet thicknesses and beamlet intensities by and on average when compared to standard 3D-printed compensator IMRT. On average, the total mass of compensator material consumed and radiation beam-on time were reduced by and , respectively, whereas dose metrics remained comparable. Heart plan compensators were printed and delivered to film and subsequent gamma analysis performed for each of the single fields as well as the composite dose. For the composite delivery, a passing rate of 89.1% for IMRT and 95.4% for TVR-IMRT was achieved for a mm criterion.

CONCLUSIONS

TVR can be applied to small animal IMRT beamlet intensities to produce fluence maps and subsequent 3D-printed compensator patterns with significantly less complexity while still maintaining similar dose conformity to traditional IMRT. This can simplify/accelerate the 3D printing process, reduce the amount of filament required, and reduce overall beam-on time to deliver a plan.

摘要

目的

人们越来越感兴趣的是使用现代 3D 打印技术在临床调强放疗(IMRT)类似的临床前规模实施调强放疗。然而,目前的 3D 打印 IMRT 方法存在复杂的调制模式,导致输送时间长、过度使用灯丝和补偿器制造精度降低等问题。在这项工作中,我们开发了一种全变差正则化(TVR)方法来解决这些问题。

方法

使用 TVR-IMRT 来优化射束强度图,然后将其转换为铜掺杂聚乳酸(PLA)灯丝中相应补偿器衰减区域的厚度。为两只不同的老鼠生成了 IMRT 和 TVR-IMRT 心脏和肺计划,使用了三个、五个或七个机架角度。比较了总补偿器厚度、补偿器射束厚度的总变差、射束强度的总变差和曝光时间。将单个射野剂量和复合剂量输送到胶片上,并进行伽马分析。

结果

总共为两只老鼠的心脏和肺计划生成了 IMRT 和 TVR-IMRT 两种情况。在所有情况下,与标准 3D 打印补偿器 IMRT 相比,TVR-IMRT 降低了补偿器射束厚度和射束强度的总变差,平均降低了 和 。平均而言,补偿器材料的总质量消耗和辐射束开启时间分别减少了 和 ,而剂量指标保持可比。心脏计划补偿器被打印并输送到胶片上,并对每个单个射野以及复合剂量进行了后续的伽马分析。对于复合输送,IMRT 的通过率为 89.1%,TVR-IMRT 的通过率为 95.4%,符合 2 毫米的标准。

结论

TVR 可应用于小动物 IMRT 射束强度,以产生通量图和随后的 3D 打印补偿器图案,其复杂性明显降低,同时仍保持与传统 IMRT 相似的剂量一致性。这可以简化/加速 3D 打印过程,减少灯丝的使用量,并减少整体束流开启时间来输送一个计划。

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