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Purpose: The morphology of a polymer aligner, designed according to an orthodontic treatment plan, determines clinical outcomes. A fundamental element of orthodontic tooth movement with aligner treatment is the fit of the aligner’s surface to the individual teeth. Gaps between the aligner and teeth do occur because current aligner fabrication is not capable of completely repro- ducing the complex anatomy of the individual denture. Our study aims at a quantitative three- dimensional assessment of the fit between optically transparent aligners placed on a polymeric model of the upper dental arch for two thermofoil thicknesses at preselected thermoforming temperatures. Approach: Using an intraoral scan of a subject’s upper dental arch, eight models were printed using a stereolithographic system. A series of eight NaturAligners was manufactured with a pressure molding process, using thermofoils with thicknesses of 550 and 750 μm and pre- selected process temperatures between 110°C and 210°C. These aligners placed on the corre- sponding models were imaged by an advanced micro computed tomography system. The aligners and the models were segmented to extract the gaps and aligners’ local thicknesses as a function of the processing temperature for the two foil thicknesses. Results: The results indicate that the aligners show a better fit when the foils are processed at higher temperatures. Nevertheless, processing temperatures can be kept below 150°C, as the gain becomes negligible. Thermal processing reduces the average thickness of the aligners to 60% with respect to the planar starting foil. These thickness distributions demonstrate that the aligners are generally thicker on the occlusal surfaces of molars and premolars but thinner around the incisors and buccal as well as on oral surfaces. Conclusions: Hard x-ray tomography with micrometer resolution is a powerful technique employed to localize the gaps between aligners and teeth, and it also enables film thickness measurements after thermoforming. The thicker film on the occlusal surfaces is most welcome because of aligner abrasion during wear. The NaturAligner surfaces consist of a 25-μm-thin cellulose layer, and thus the microplastics released via abrasion of less than this thickness are expected to be substantially less critical than for other commercially available, optically trans- parent aligners. © The Authors. Published by SPIE under a Creative Commons Attribution 4.0 International License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. [DOI: 10.1117/1.JMI.9.3.031509] *Address all correspondence to Bert Müller, firstname.lastname@example.org Journal of Medical Imaging 031509-1 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Keywords: optically transparent aligner; advanced high-resolution tomography; aligner gap; aligner thickness distribution; three-dimensional registration; segmentation. Paper 21290SSRR received Oct. 31, 2021; accepted for publication May 31, 2022; published online Jun. 16, 2022. 1 Introduction Orthodontic treatments with optically transparent aligners have seen a constant increase in acceptance in recent years. The low acceptance rates of conventional orthodontic devices in adult populations, due to a perceived lack of attractiveness, as well as workflows becoming easier for 1,2 practitioners, can explain the rising demand for aligner treatments. Orthodontic tooth move- ment is accomplished by employing prolonged pressure on that tooth. The initial movement is rapid, as it occurs within the dental alveolus. The periodontal ligament (PDL), which connects the tooth to the alveolar bone, is stretched on one side and compressed on the other side of the root so that a tension and a compression side can be differentiated. The disruption of the mechanical balance of PDL and bone leads to the recruitment of osteoclasts and osteoblasts in the vicinity of the tooth. These specialized cells are responsible for bone resorption on the compression side and bone apposition on the tension side, respectively. This bone remodeling usually occurs within 40 days after the initial force is applied. Aligners are used for treating mild-to-moderate and some complex malocclusions. In com- parison with conventional orthodontic appliances, clear aligners are known to cause limited negative periodontal effects, as they can be removed before cleaning one’s teeth, and limited clinical emergencies, as they can be easily replaced if broken or lost. The rapid advancement of digital technologies in dentistry and in the field of orthodontics has led most aligner manufac- turing companies to adopt a complete digital workflow. As intraoral optical scanners have become more accurate and easier to handle, more practitioners have been able to offer aligner treatments to their patients. Such a treatment normally starts with an intraoral scan of the upper and lower dental arch, and generated data are then processed using computer-aided design (CAD) to create virtual three-dimensional (3D) models. A treatment-planning program enables practitioners to virtually move the teeth in the desired position in steps that should range from 0.2 to 0.5 mm. For each step, a 3D model is created and printed using a stereolithographic technique (3D printer). These models are then used to create aligners with a thermoforming procedure using a polymer foil. Depending on the phase of the treatment, aligners of specific thicknesses can be used to modulate the force applied to the tooth. This choice is important, as excessive forces can cause hyalinization, bone necrosis, and external root resorption. Depending on the severity of the malocclusion, treatments last from 4 to 18 months. The success of aligner treatments depends on multiple factors such as the precision of the intraoral scanners 6 13,14 and the 3D models, thickness and stiffness of the aligners, and fit on the dental arches (see Fig. 1). Several polymeric materials are commercially available on the market. Many of them, however, release microplastics or even cytotoxic components. The recently introduced NaturAligner (Bottmedical AG, Basel, Switzerland), which comes in two thicknesses, namely, 550 μm, denoted NA.550, and 750 μm, denoted NA.750, is prepared from a bio-based material that avoids exposure to microplastics during treatment. Research on the interaction between microplastics and the human body is still ongoing, and long-term effects are thus only partly understood. Nevertheless, health hazards caused by immunological disturbances and chemical 17,18 toxicity are currently being discussed, as well as their risks for cancer. Consequently, there are concerns about the effect of wearing aligners on a patient’s health, as they should be worn for 20 to 22 h a day for a total period of up to 18 months, depending on the treatment plan. The NaturAligner has a 25-μm-thin biopolymer coating based on cellulose acetate, which separates the force-generating polymer from the oral mucosa—thus preventing exposure. 19,20 Aligner thickness and fitting were evaluated by means of secondary electron microscopy, a two-dimensional (2D) technique with a large depth of focus. The current study is based on morphology measurements of the aligners using micro computed tomography, a method already successfully applied for investigation of the thickness and other geometric parameters of Journal of Medical Imaging 031509-2 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Fig. 1 (a) An optically transparent aligner is a thermally processed polymer foil, which should fit the complex human dentition. (b) Following planning, the foil should generate force and torque on the teeth that need to be moved and rotated. Red-colored lines show the area of compression due to the force indicated by the green-colored arrow. The fit is critical, as gaps prevent force trans- mission, and the force amplitude correlates with the gray aligner thickness d. Therefore, the present tomography study aims at measuring local thicknesses and identifying gaps, clearly vis- ible in (c) the tomographic slice of an aligner suboptimal for orthodontic treatments. 21–24 aligners. The 3D datasets of the present study were quantitatively analyzed to determine gap volume and local thickness changes as the result of the thermoforming process. These results support the engineer’s work in defining the parameters relevant for aligner production. 2 Methodology 2.1 Aligner Fabrication The upper jaw of the subject was scanned using the intraoral scanner Medit i500 (Medit Corp., Seoul, South Korea). The subject showed noticeable abrasion on the incisors and canines due to bruxism. The generated data were then converted into the Standard Tessellation Language format and processed using CAD (Medit Link, Medit Corp., Seoul, South Korea) and triangle-mesh software (Meshmixer, Autodesk Inc., San Rafael). Artifacts caused by the scanning process were removed, and the edges of the model were smoothed to add a base to the models to ensure sufficient mechanical stability during the thermoforming process. Eight copies of the model were printed using the stereolithographic printer Formlabs Form3 (Formlabs, Somerville, Massachusetts) on the basis of the photopolymer resin Grey V4. All models were printed in 407 layers measuring 50 μm each, washed with isopropyl alcohol to remove residual liquid resin, and post-cured with ultraviolet light at a wavelength of 405 nm for a period of 15 min and a temperature of 60°C. This last step enhanced mechanical properties by terminating polymerization. A series of eight NaturAligners were thermoformed on the dental models with a pressure molding device (Biostar, Scheu-Dental, Iserlohn, Germany). It is noteworthy that the pressure molding device guarantees orientation and reproducibility of model placement for thermoforming. The process started by placing the foil in the holder and heating it with an infrared heater. A thermometer probe was placed right under the foil, and once the desired tem- perature was reached, the foil was positioned over the model and molded in the integrated pres- sure chamber by applying air pressure of 5.8 bar. After a cooling period of 1 min, the aligners were cut at the lower edge of the models but not dismounted. Each aligner had specific proper- ties, as the two foil thicknesses of 550 and 750 μm were used. The four selected heating temper- atures ranged from 112°C to 201°C. 2.2 Tomographic Imaging NaturAligner specimens and the resin-based models exhibited similar local x-ray absorption values, so a simple intensity-based segmentation procedure was impossible. As the materials Journal of Medical Imaging 031509-3 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . should not be modified by means of stains, this choice was a challenge of the study. Another challenge was the potential plastic deformation of the aligners as the result of removing them from the models. The scanning protocol was optimized to represent the aligner properly and to rule out any mechanical damage. For each aligner and model set, two sets of tomographic data were acquired: the aligner mounted on the model (model þ aligner) and the model without an aligner (model). The models were fixed on a holder, allowing us to scan them in the same position during both scans. Subsequently, the corresponding model þ aligner and model images were 3D registered. Tomographic data acquisition was performed with nanotom m (phoenix|x-ray, GE Sensing & Inspection Technologies GmbH, Wunstorf, Germany), equipped with a nanofocus tube for a maximal acceleration voltage of 180 kVp and the ability to generate power up to 15 W. In our case, we employed an acceleration voltage of 90 kVp and a beam current of 200 μA. The effective pixel length of the radiographs was set to 33 μm and resulted in (33 μm) voxels. The mean photon energy was increased by implementing a 0.5-mm-thick aluminum film behind the transmission target. A set of 2000 radiographs was taken along 360 deg with an exposure time of 2 seconds per projection. Scan duration was there- fore ∼67 min. 2.3 Aligner Thickness Measurements The bottom region of the model þ aligner and the model image were rigidly registered with the 25,26 open-source software Elastix. As the resin-based models and the aligners had similar local x-ray absorption values, aligner thickness was determined by subtracting the registered model from the model+aligner images. The resulting aligner mask was extracted via automatic thresholding using Otsu’s method, keeping the largest connected component and applying morphological image-closing. By extracting 2D centerline masks from all slices in the three orthogonal directions, and keeping centerline voxels that exist in more than one direction, the final center surfaces were determined. They were then used as reference points to measure thickness by calculating the distance to the nearest boundary point and multiplying it by a factor of two. This method was validated using the visualization program VGStudio Max 2.1 (Volume Graphics, Heidelberg, Germany). Two reference aligners, i.e., NA.550 processed at a temperature of 142°C and NA.750 processed at a temperature of 143°C, were chosen, and a total of 10 positions were randomly selected for semi-automatic thickness measurements. By applying an automated threshold and the function surface determination, defining the boundary between an object and its background based on their density, we were able to display the border of the aligner in an automated and a reproducible way. The distance between the borders of the aligner along a manually defined line segment was then determined with a digital measuring tool. 2.4 Gap Volume Determination Gaps between aligner and model were extracted from the model þ aligner image, based on thresholding the image with a fixed threshold, resulting in a binary mask. Three morphological image operations were employed to fill the gaps in each mask: first, dilation by a sphere of radius R, then filling holes, and finally erosion by a sphere of radius R. Gaps were defined by sub- tracting the binary masks from the filled masks. To determine the same region of interest, a plane 2 mm below the tooth-gingiva border was defined in the reference model NA.550 and processed at a temperature of 200°C. This plane was transferred to all model þ aligner images by image registration, to remove image content below the plane as well as to seal the model þ aligner image to support the hole-filling operation for the creation of the filled mask. This method was also validated using VGStudio Max 2.1 (Volume Graphics, Heidelberg, Germany) by manually segmenting all of the gaps in reference model NA.750 at a processing temperature of 176°C, as well as the gap of a region of interest, i.e., the buccal gap between the central incisors, for all models. To define this region of interest, all model þ aligner images were aligned and cropped by predetermined coordinates. The region-growing method was used to semi-automatically seg- ment the gaps, thereby determining whether a voxel should be included in the segmentation by defining a seed voxel and a suitable threshold. Journal of Medical Imaging 031509-4 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Table 1 Comparison of automatic and manual thickness measurements of the NA.550 and NA.750 aligners fabricated at a processing temperature of 142°C and 143°C, respectively. The results were obtained at five arbitrarily selected positions, where the aligner was clearly separated from the model surface. NA.550 Automatic (μm) 162 187 114 187 162 Manual (μm) 181 166 128 176 172 Difference (μm) -19 21 14 11 −10 NA.750 Automatic (μm) 187 219 114 187 132 Manual (μm) 203 237 148 195 186 Difference (μm) −16 −18 −34 −8 −54 3 Results 3.1 Validation of Automatic Measurement The comparison of manual and automatic thickness measurements is shown in Table 1. With the semi-automatic method, we found a mean thickness of 165 μm for the NA.550 and 194 μm for the NA.750 aligners at five randomly selected positions each. Using the automatic measurement method, a mean thickness of 162 μm for the NA.550 aligner fabricated with a processing temper- ature of 142°C, and 168 μm for the NA.750 aligner prepared at a processing temperature of 143°C, was determined for the same positions. The mean absolute difference for the NA.550 aligner was found to be 15 μm, and for aligner NA.750 it amounted to 26 μm. It is worthy to note that the isotropic voxel size for all datasets was 33 μm. The consistency between the two measurement methods was quantified via the Pearson’s correlation coefficient ρ. They correlated with ρ ¼ 0.828 for the NA.550 aligner fabricated with a processing temperature of 142°C and with ρ ¼ 0.925 for the NA.750 aligner prepared at a processing temperature of 143°C. The comparison of the automatic and manual segmentations of gaps also showed consistency (see Table 2). Using a fixed gray-value threshold of 150 and automatic segmentation, a total gap volume of 24.6 mm was determined for a selected aligner; this volume was spread over approx- imately four dozen gaps along 14 teeth of the selected aligner NA.750 processed at a temperature of 176°C. Manual segmentation of the same aligner resulted in a total volume of 29.4 mm . The difference between the two methods was found to be 4.8 mm (see the last column of Table 2). The results from segmenting the buccal gap between the central incisors for all aligners are shown in the columns headed by ROI (see Table 2). The mean gap volume for automatic Table 2 Automatic determination of the volume of one selected gap (ROI), the buccal gap between the central incisors, and total gap volume (all gaps) in comparison to manual segmentation. ROI All gaps Aligner NA.550 NA.750 NA.750 Process temperature (°C) 112 142 173 200 112 143 176 201 176 Automatic (mm ) 24.8 6.9 1.7 2.2 16.7 2.2 2.0 1.2 24.6 Manual (mm ) 25.4 7.0 1.0 1.3 16.4 2.9 1.7 1.3 29.4 Difference (mm ) −0.6 −0.1 0.7 0.9 0.3 −0.7 0.3 0.1 −4.8 Journal of Medical Imaging 031509-5 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Table 3 Summary statistics of thickness distribution values for the entire datasets and for 100 randomly selected voxels on the center-surface. NA.550 NA.750 Process temperature (°C) 112 142 173 200 112 143 176 201 All data used Minimum (μm) 66 66 66 66 66 66 66 66 Median (μm) 361 337 330 330 462 428 443 448 Mean (μm) 336 330 329 320 440 427 429 430 Maximum (μm) 594 579 676 689 761 888 919 956 Standard deviation 99 74 73 79 87 96 114 154 100 data points Minimum (μm) 66 162 93 66 187 148 66 66 Median (μm) 373 337 337 330 462 438 435 485 Mean (μm) 338 339 338 321 447 436 427 455 Maximum (μm) 485 480 528 568 583 590 660 717 Standard deviation 97 62 64 97 81 82 113 152 3 3 segmentation totaled 8.9 mm for the NA.550 and 5.5 mm for the thicker NA.750 aligners. Also employing the fixed gray-value threshold of 150 as a starting value for the manual 3 3 segmentation, we found mean gap volumes of 8.7 mm for the NA.550 and 5.6 mm for the NA.750 aligners. The mean absolute difference between automatic and manual procedures was 3 3 0.6 mm for the NA.550 and 0.3 mm for the NA.750 aligners. The related Pearson’s correlation coefficients were 1 and 0.998, respectively. Taking the correlation coefficients and mean absolute difference values into consideration, we validated the reliability of the automatic gap volume and aligner thickness measurement methods. 3.2 Aligner Thickness Distribution The results of the local aligner thickness measurements are given in Table 3. Using the automatic measurement method, the following median aligner thicknesses were determined for all center- surface voxels. For the NA.550 aligners, the median thickness was 361 μm using a processing temperature of 112°C, 337 μm using a processing temperature of 142°C, 330 μm using a processing temperature of 173°C, and 330 μm using a processing temperature of 200°C. Concerning the NA.750 aligners, we found 462 μm using a processing temperature of 112°C, 428 μm using a processing temperature of 143°C, 443 μm using a processing temperature of 176°C, and 448 μm using a processing temperature of 201°C. The overall thickness of the aligners was therefore almost constant in the temperature range studied, but it was substantially smaller than the thickness of the planar foils employed as the starting material in the thermo- forming process. As the number of center-surface voxels averaged 3 million per aligner, we provide a simplified representation of the results in Fig. 2. The diagram shows the mean thickness when sampling 100 random points 100 times. The values were relatively stable to resampling, thus allowing for a reasonable approximation. The NA.550 foils were on average 334-μm-thick, while the NA.750 foils resulted in a thickness of 441 μm after the thermoforming process. These results demonstrate a shrinkage of 60.7% and 58.8% for the NA.550 and NA.750 aligners, respectively. Journal of Medical Imaging 031509-6 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Fig. 2 Thickness distribution of the mean when sampling 100 center-surface voxels 100 times, with solid lines showing the average value. The dashed lines show the thickness of the foils before thermoforming. Although the mean and median thickness values were stable, there was a difference in thick- ness distribution after the thermoforming process. The maximum intensity projections, repre- sented in Fig. 3, show the thickness distribution of the mounted aligners in 3D space. The NA.550 aligners were generally thicker on the occlusal surfaces of molars and premolars but thinner around the incisors and buccal as well as oral surfaces. Although the NA.550 produced at a processing temperature of 112°C was slightly thicker on said zones when compared to other NA.550 aligners, thickness distribution was fairly even across the selected temperature range. This behavior indicates that the NA.550 aligner was hardly affected by changes in selected processing temperatures—and thus stable in terms of the thermoforming process. The NA.750 aligners, however, showed noticeable differences when exposed to rising process temperatures. Visible changes occurred between 143°C and 173°C and were accentuated using processing temperatures of 201°C. Similar to its thinner counterpart, NA.750 foils were thicker on the occlusal surfaces of molars and premolars, but changes became clearer in line with rising temperatures, as the foils became thicker on the palatal surface of all front teeth as well as on Fig. 3 Color-coded aligner thickness distribution for the NA.550 aligners, row 1, and NA.750, row 2. Color bars show thickness in μm. Processing temperatures during thermoforming are also provided. Journal of Medical Imaging 031509-7 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . the palate itself. Therefore, we could conclude that the selected temperature of thermoforming process has an impact on the thickness distribution of NA.750 foils, contrary to the NA.550 ones. 3.3 Gap Volume The results of the gap segmentations are shown in Fig. 4. Selecting the proper threshold was critical, as taking inappropriate values resulted in inaccurate segmentations. As the foils com- pletely thinned out in some areas, there was no optimal threshold for segmenting all gaps per- fectly; therefore, using the automatic segmentation method as mentioned above, we measured the gaps of each aligner with three thresholds, namely, 140, 150, and 160, and calculated the average for each processing temperature and aligner thickness. Thermoforming the aligners on the corresponding models resulted in the following mean gap volumes: 268.9 mm for the processing temperature of 112°C, 115.3 mm for the processing temperature of 142°C, 3 3 21.9 mm for the processing temperature of 173°C, and 11.2 mm for the processing temper- ature of 200°C using the NA.550 foils. Using the thicker NA.750 foils, we found 191.1 mm for the processing temperature of 112°C, 26.3 mm for the processing temperature of 143°C, 3 3 24.8 mm for the processing temperature of 176°C, and 15.72 mm for the processing temper- ature of 201°C. Using the thermoforming temperature of 112°C, the NA.750 foil had a mean gap volume about 30% smaller than the one for NA.550 (see Fig. 4). Increasing the temperature in steps of about 30 K, one recognizes a reduction in the total gap volume for both foil thicknesses. Data for the NA.550 displayed in Fig. 4 diagram correspond to percentual volume decreases to 57%, 35%, and 4%, respectively, per increasing process temperature step. The aligners made with the 750-μm-thick foil decreased to 86%, 1%, and 5%, respectively, for the individual 30 K process temperature steps. The rendering of Fig. 5 shows the gap size distribution for the selected process temperatures. It is distinctly visible that the areas where gaps form throughout the selected temperature range are between the teeth and at the tooth-gum border. At low processing temperatures, areas around the palate also show larger gaps. The buccal and palatal tooth surfaces show no visible gaps at higher processing temperatures. This experimental result is important, as those surfaces are central to orthodontic tooth movements. We can therefore conclude that aligners made with NA.750 foils have smaller gaps at the same process temperature. The rise in temperature affects the gap volume as expected. Although the difference becomes negligible at higher processing temperatures, where the remaining gaps seem to be inevitable, due to the morphology of teeth. Fig. 4 Total volume statistics for all gaps derived from the automatic method. The error bars were determined using the three threshold values 140, 150, and 160. The dotted lines, which connect the data, should just guide the eyes. Journal of Medical Imaging 031509-8 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . Fig. 5 Rendering of the projected gap lengths for the NA.550 aligners (top row) and NA.750 aligners (bottom row). The selected processing temperatures are indicated. 4 Discussion 4.1 Clinical Perspective In patients undergoing orthodontic treatment using aligners, the vast majority of orthodontic tooth movement, during any 2-week aligner prescription cycle, occurs during the first week of the cycle. This varied tooth movement is due to the type of material, thickness, and gap volume. The most common approaches for aligner treatment are: (i) implementing smaller tooth movements in each setup, which results in more treatment steps, or (ii) using thinner and less stiff aligners while maintaining the tooth movement recommendation of 0.2 to 0.5 mm. In our study, however, we explored an alternative approach based on the thickness of the foils to negate factors such as gap volumes and intensity of forces. We found that the use of both foil thicknesses might be beneficial in achieving the best outcomes in an individual patient plan. In the initial phase of an orthodontic treatment, mild forces should be applied, to avoid any adverse effects on the teeth and the surrounding tissue, by choosing the right aligner stiffness and also taking gap volumes as well as their position into consideration. Choosing an aligner that does not apply too much force on teeth, therefore, seems central to this matter. While comparing thinner and thicker aligners, a study found that the latter will deliver significantly greater forces. The authors concluded that there was a strong correlation between foil thickness and delivered forces, in that thinner foils are more flexible and therefore better suited for the initial phase of an aligner treatment. Once this phase is over, higher orthodontic forces can be applied using thicker foils. Practitioners should be aware that the thickness distribution of NA.750 is altered when processing temperatures above 170°C are employed. They can use this information to take advantage, as higher forces can be applied vertically on upper molars and incisors, thus making intrusions and protrusions easier. Intrusive forces from the aligner are critical; and root resorption is a common adverse effect of orthodontic tooth movement and can occur in all types of tooth movements, especially intrusion and uncontrolled tipping, while most corrections require a combination of these movements. Bruxism caused the subject’s abrasion of incisors and canines. Patients affected by this oral parafunction grind and press their teeth with elevated forces for a prolonged period of time. The use of an aligner reduces tooth abrasion, but generates microplastics within the oral cavity, which eventually reaches the blood stream. Practitioners should take this danger into consideration when choosing the aligner system. 4.2 Aligner Fitting Precision A study investigating aligner fitting accuracy with laboratory-based micro computed tomogra- phy found that six commercially available aligners had a gap volume ranging between 107 and Journal of Medical Imaging 031509-9 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . 402 mm in the studied temperature range but with a region of interest that did not include the entirety of teeth. In our study, a plane 2 mm under the lowest tooth-gum border was defined, allowing us to broaden the region of interest to all teeth. Even with a larger region of interest, the NaturAligner gaps were at least similar to or substantially smaller than the six aligner brands included in the study mentioned previously. Another important step regarding aligner fitting accuracy during the manufacturing process could be the dismounting of the aligner from the models. Using high forces can lead to plastic deformation—and thus to permanently damaged aligners. This in turn could affect force delivery, as they will no longer fit properly on the dental arch. 4.3 Mechanical Properties The oral cavity creates a particular environment, as it is close to body temperature, humid, and subject to mechanical as well as chemical stress caused by teeth, saliva, food, and beverages. The protocols of many commercially available aligners state that they should be worn 20 to 22 h a day and changed after 1 to 2 weeks. Each aligner is therefore exposed to conditions in the oral cavity for about 140 to 310 h. An ideal aligner should be able to exert a constant and an equal force over this period of time. Therefore, it seems important that mechanical properties, including stiffness, hardness, and elasticity, do not significantly change due to intraoral conditions and regular usage. Although it is recommended to study the mechanical properties of thermoplastic foils after the thermoforming process, preliminary results show that foils are subject to a substantial stress decrease in the hours following the application of an initial force. Cyclic forces, which emulate forces occurring during chewing and swallowing movements, also appear to have an impact on the delivered forces, as mechanical properties are altered. Changes include decreased wear 34,35 resistance, increased brittleness, and stiffness as well as deformation. Also, aligners need to be inserted and removed several times daily before and after meals, as well as for oral hygiene. Study conclusions on the effects of removal frequency on deformation, and thus force delivery, 33,36 are not unanimous. Although the clinical relevance of the change in mechanical properties has to be demonstrated, as most studies have an in vitro design, possible differences in force delivery during intraoral use must be taken into consideration when choosing an aligner brand. Our study also falls into this category, as all measurements were made on a resin cast. Building on the insights gained in this study, further research with adapted study designs could be con- ducted to measure the effect of the in vivo usage of NaturAligner and the possible consequences on the predictability of an orthodontic treatment. 4.4 Attachments Certain types of orthodontic movements, such as extrusion, mesio-distal root tip, and rotation of lateral incisors, canines or first premolars, are poorly predictable with aligners. In those cases, auxiliaries called “attachments” can help make a treatment outcome more predictable. They are made out of composite, fixed on teeth, and allow aligners to exert torque and tooth rotation, which would be impossible otherwise. Dental composites are a type of material primarily used for dental fillings, and their mechanical and optical properties depend on their composition. Examples with a high percentage of filler are called packable composite and with a low per- centage flowable composite. Considering the fact that an aligner needs to fit the dental arch precisely, it seems evident that it should also do so for attachments. Even though the shape of an attachment and the type of composite seems to play a central role in retention—and thus force and torque delivery—aligners generally fit attachments quite well. Therefore, we can hypoth- esize that the NaturAligner remains similar to other aligners. Nevertheless, further investigation should be conducted to assess the fitting precision of NaturAligner to such attachments. 4.5 Optical Properties The visibility of orthodontic devices can influence the way a person is perceived and may influence a patient’s choice of appliance. An aligner’s transparency appears to be a key feature for patients opting for an aligner treatment. However, the optical properties of aligners can Journal of Medical Imaging 031509-10 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . 38,39 change due to pigments from food and beverages. As the outcome of an aligner treatment is heavily influenced by the numbers of hours a patient wears them, it seems important that patients do not feel any social discomfort, as it might influence their compliance. For this reason, the stability of optical properties of NaturAligners should be taken into consideration for further studies. 5 Conclusion Advanced laboratory-based hard x-ray tomography is a reliable method to measure aligner gap volume and thickness distribution. The segmentation procedure is challenging, though, since the x-ray absorption values of the models and aligners are similar. The proposed procedure can be used for any other aligner and similar device. NaturAligner fits dental arches with high levels of precision, and the selected foil thicknesses make differential orthodontic tooth movements possible. The initial phase of orthodontic treatment can be better accomplished with NA.550, while the later phase of tooth movement is viable with NA.750. Disclosures B.O. and T.T. have a patent pertaining to aligner fabrication (NaturAligner materials). B.O., P.N., T.T., and B.M. are shareholders of Bottmedical AG, Basel, Switzerland. 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Journal of Medical Imaging 031509-12 May∕Jun 2022 Vol. 9(3) Ammann et al.: Three-dimensional analysis of aligner gaps and thickness distributions. . . 38. C. L. Liu et al., “Colour stabilities of three types of orthodontic clear aligners exposed to staining agents,” Int. J. Oral Sci. 8(4), 246–253 (2016). 39. L. Lombardo et al., “Optical properties of orthodontic aligners-spectrophotometry analysis of three types before and after aging,” Prog. Orthod. 16, 41 (2015). Rémi Ammann graduated in dental medicine at the University of Basel, Switzerland, in 2015. Now, he works as dentist. In 2020, he has started part-time research activities on transparent aligners and their quantitative characterization using micro computed tomography with the aim to earn a doctoral degree in dentistry under the supervision of Bert Müller. His interests are focused on orthodontics and dental materials science. Christine Tanner is senior scientist in medical image processing and data analysis. She worked for Siemens AG in Munich, Germany, as a software engineer for 12 years. In 1998, she graduated from the University of Edinburgh, United Kingdom, with a degree in artificial intelligence and mathematics. After a research MSc on radar target classification, she completed her part-time PhD at King’s College London, United Kingdom, in 2005 on registration and lesion classifi- cation of magnetic resonance breast images. She then was a research fellow and lecturer at University College London, United Kingdom, ETH Zürich, Switzerland, in the field of medical image analysis. In 2020, she joined the Biomaterials Science Center at the University of Basel, Switzerland, for support it in all aspects of quantitative information extraction from images. Georg Schulz graduated in theoretical physics at the University Freiburg, Germany, in 2008. Subsequently, he started his PhD project on the multimodal visualization of human brain at the University of Basel, Switzerland. He earned his doctoral degree in physics in 2012. Since 2012, he has been a research associate in the field of high-resolution hard x-ray imaging and has become responsible for the core facility micro- and nanotomography at the medical faculty of the University Basel, Switzerland. Bekim Osmani received his MSc degree in biomedical engineering from ETH Zurich in 2002. After working more than 10 years in academia and industry, he performed a PhD thesis in the field of nanosciences at the University of Basel, Switzerland. Currently, he is a part-time research associate at the University of Basel and acts as CEO of the spin-off company Bottneuro AG, Basel, Switzerland, dealing with soft brain–computer interfaces, neuromodulation techniques, and personalized medicine. Prasad Nalabothu graduated in dentistry and completed a fellowship in craniofacial orthodon- tics in Taipei, Taiwan. He earned a master of advanced studies in lingual orthodontics in 2019. He received his PhD from the University of Basel, Switzerland, in 2021. Since 2020, he has been associated with the facial and cranial anomalies group and worked in the Department of Oral and Cranio-Maxillofacial Surgery at the University Hospital Basel, Switzerland. Tino Töpper graduated in physics at the University of Freiburg, Germany. In 2016, he earned a PhD degree in physics at the University of Basel, Switzerland, dealing with the preparation of dielectric elastomer transducers and their characterization using spectroscopic ellipsometry. At the same institution, he continued research activities on dielectric elastomer transducers for the oral cavity, before he co-founded the start-up company Bottmedical AG. Since 2020, he has been CEO. In 2021, he became co-founder and board member of Bottneuro AG, a Swiss start-up company working on the early diagnosis and treatment of Alzheimer’s disease. He is lecturer at the Medical Faculty of the University of Basel, Switzerland. Bert Müller holds the Thomas Straumann Chair for Materials Science in Medicine at the University of Basel, Switzerland, and is founding director of the Biomaterials Science Center. He received his MS degree in physics from the Dresden University of Technology, Germany; his Ph.D. in experimental physics from the University of Hannover, Germany; and his habili- tation in experimental physics from ETH Zurich, Switzerland. His current research interests include high-resolution hard x-ray imaging and physics-based approaches in medicine and dentistry. He is a Fellow of SPIE and named as the 2022 recipient of the SPIE Biophotonics Technology Innovator Award. Journal of Medical Imaging 031509-13 May∕Jun 2022 Vol. 9(3)
Journal of Medical Imaging – SPIE
Published: May 1, 2022
Keywords: optically transparent aligner; advanced high-resolution tomography; aligner gap; aligner thickness distribution; three-dimensional registration; segmentation
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