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开源软件分割及纸质印刷三维模型的准确性

Accuracy of open-source software segmentation and paper-based printed three-dimensional models.

作者信息

Szymor Piotr, Kozakiewicz Marcin, Olszewski Raphael

机构信息

Department of Maxillofacial Surgery (Chair: Prof. M. Kozakiewicz DDS, PhD), Medical University of Lodz, Zeromskiego 113, 90-549 Lodz, Poland.

Department of Maxillofacial Surgery (Chair: Prof. M. Kozakiewicz DDS, PhD), Medical University of Lodz, Zeromskiego 113, 90-549 Lodz, Poland.

出版信息

J Craniomaxillofac Surg. 2016 Feb;44(2):202-9. doi: 10.1016/j.jcms.2015.11.002. Epub 2015 Nov 14.

Abstract

In this study, we aimed to verify the accuracy of models created with the help of open-source Slicer 3.6.3 software (Surgical Planning Lab, Harvard Medical School, Harvard University, Boston, MA, USA) and the Mcor Matrix 300 paper-based 3D printer. Our study focused on the accuracy of recreating the walls of the right orbit of a cadaveric skull. Cone beam computed tomography (CBCT) of the skull was performed (0.25-mm pixel size, 0.5-mm slice thickness). Acquired DICOM data were imported into Slicer 3.6.3 software, where segmentation was performed. A virtual model was created and saved as an .STL file and imported into Netfabb Studio professional 4.9.5 software. Three different virtual models were created by cutting the original file along three different planes (coronal, sagittal, and axial). All models were printed with a Selective Deposition Lamination Technology Matrix 300 3D printer using 80 gsm A4 paper. The models were printed so that their cutting plane was parallel to the paper sheets creating the model. Each model (coronal, sagittal, and axial) consisted of three separate parts (∼200 sheets of paper each) that were glued together to form a final model. The skull and created models were scanned with a three-dimensional (3D) optical scanner (Breuckmann smart SCAN) and were saved as .STL files. Comparisons of the orbital walls of the skull, the virtual model, and each of the three paper models were carried out with GOM Inspect 7.5SR1 software. Deviations measured between the models analysed were presented in the form of a colour-labelled map and covered with an evenly distributed network of points automatically generated by the software. An average of 804.43 ± 19.39 points for each measurement was created. Differences measured in each point were exported as a .csv file. The results were statistically analysed using Statistica 10, with statistical significance set at p < 0.05. The average number of points created on models for each measurement was 804.43 ± 19.39; however, deviation in some of the generated points could not be calculated, and those points were excluded from further calculations. From 94% to 99% of the measured absolute deviations were <1 mm. The mean absolute deviation between the skull and virtual model was 0.15 ± 0.11 mm, between the virtual and printed models was 0.15 ± 0.12 mm, and between the skull and printed models was 0.24 ± 0.21 mm. Using the optical scanner and specialized inspection software for measurements of accuracy of the created parts is recommended, as it allows one not only to measure 2-dimensional distances between anatomical points but also to perform more clinically suitable comparisons of whole surfaces. However, it requires specialized software and a very accurate scanner in order to be useful. Threshold-based, manually corrected segmentation of orbital walls performed with 3D Slicer software is accurate enough to be used for creating a virtual model of the orbit. The accuracy of the paper-based Mcor Matrix 300 3D printer is comparable to those of other commonly used 3-dimensional printers and allows one to create precise anatomical models for clinical use. The method of dividing the model into smaller parts and sticking them together seems to be quite accurate, although we recommend it only for creating small, solid models with as few parts as possible to minimize shift associated with gluing.

摘要

在本研究中,我们旨在验证借助开源的Slicer 3.6.3软件(美国马萨诸塞州波士顿市哈佛大学医学院手术规划实验室)和Mcor Matrix 300纸质3D打印机创建的模型的准确性。我们的研究聚焦于重建一具尸体头骨右眼眶壁的准确性。对头骨进行了锥形束计算机断层扫描(CBCT)(像素大小0.25毫米,层厚0.5毫米)。获取的DICOM数据被导入Slicer 3.6.3软件,在该软件中进行分割。创建了一个虚拟模型并保存为.STL文件,然后导入Netfabb Studio professional 4.9.5软件。通过沿三个不同平面(冠状面、矢状面和横断面)切割原始文件创建了三个不同的虚拟模型。所有模型均使用80克重的A4纸,通过选择性沉积层压技术Matrix 300 3D打印机打印。打印模型时,使其切割平面与构成模型的纸张平行。每个模型(冠状面、矢状面和横断面)由三个单独的部分组成(每个部分约200张纸),这些部分被粘在一起形成最终模型。使用三维(3D)光学扫描仪(Breuckmann smart SCAN)对头骨和创建的模型进行扫描,并保存为.STL文件。使用GOM Inspect 7.5SR1软件对头骨的眼眶壁、虚拟模型以及三个纸质模型中的每一个进行比较。分析的模型之间测量的偏差以彩色标记图的形式呈现,并覆盖有软件自动生成的均匀分布的点网络。每次测量平均创建804.43±19.39个点。每个点测量的差异被导出为.csv文件。使用Statistica 10对结果进行统计分析,设定统计学显著性为p < 0.05。每次测量在模型上创建的点的平均数为804.43±19.39;然而,一些生成点的偏差无法计算,这些点被排除在进一步计算之外。94%至99%的测量绝对偏差<1毫米。头骨与虚拟模型之间的平均绝对偏差为0.15±0.11毫米,虚拟模型与打印模型之间为0.15±0.12毫米,头骨与打印模型之间为0.24±0.21毫米。建议使用光学扫描仪和专门的检测软件来测量创建部件的准确性,因为这不仅可以测量解剖学点之间的二维距离,还可以对整个表面进行更适合临床的比较。然而,这需要专门的软件和非常精确的扫描仪才能发挥作用。使用3D Slicer软件进行基于阈值的、手动校正的眼眶壁分割足够准确,可用于创建眼眶的虚拟模型。基于纸质的Mcor Matrix 300 3D打印机的准确性与其他常用的三维打印机相当,并且能够创建用于临床的精确解剖模型。将模型分成较小部分并粘贴在一起的方法似乎相当准确,尽管我们仅建议将其用于创建尽可能少部件的小而实心的模型,以尽量减少与粘贴相关的位移。

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