Abstract
Background
Sacral-alar-iliac (SAI) screws are increasingly used for lumbo-pelvic fixation procedures. Insertion of SAI screws is technically challenging, and surgeons often rely on costly and time-consuming navigation systems. We investigated the accuracy and precision of an augmented reality (AR)–based and commercially available head-mounted device requiring minimal infrastructure.
Methods
A pelvic sawbone model served to drill pilot holes of 80 SAI screw trajectories by 2 surgeons, randomly either freehand (FH) without any kind of navigation or with AR navigation. The number of primary pilot hole perforations, simulated screw perforation, minimal axis/outer cortical wall distance, true sagittal cranio-caudal inclination angle (tSCCIA), true axial medio-lateral angle, and maximal screw length (MSL) were measured and compared to predefined optimal values.
Results
In total, 1/40 (2.5%) of AR-navigated screw hole trajectories showed a perforation before passing the inferior gluteal line compared to 24/40 (60%) of FH screw hole trajectories (P < .05). The differences between FH- and AR-guided holes compared to optimal values were significant for tSCCIA with −10.8° ± 11.77° and MSL −65.29 ± 15 mm vs 55.04 ± 6.76 mm (P = .001).
Conclusions
In this study, the additional anatomical information provided by the AR headset and the superimposed operative plan improved the precision of drilling pilot holes for SAI screws in a laboratory setting compared to the conventional FH technique. Further technical development and validation studies are currently being performed to investigate potential clinical benefits of the AR-based navigation approach described here.
Level of Evidence
4.
Keywords: augmented reality, mixed reality, navigation, sacral-alar-iliac, lumbo-pelvic fixation, HoloLens
BACKGROUND
The lumbosacral transition is a critical area for surgical fixation in adult and pediatric spine surgery.1–11 A primarily stable fixation is mandatory to avoid complications including pseudarthrosis or failure of the construct.12 Extension to the lumbo-pelvic region provides additional stability to lumbosacral fixation in biomechanical models and good 5-year clinical long-term outcome.13–16 Classical lumbo-pelvic fixation with iliac screws is, however, associated with mechanical irritation by prominent screw heads and difficulties in rod placement and alignment, resulting from screw head offset.17 Sacral-alar-iliac screws (SAI) crossing the sacroiliac joint described by Sponseller et al18 and Chang et al19 avoid wide dissection as well as implant prominence. As a result of the screws' lengths being between 80 and 100 mm and the fact that multiple layers of cortical bone are being perforated, SAI screws maximize pullout forces and therefore stability of the construct, in particular when perforation of the inner and outer iliac cortex can be avoided.20–22 Incorrect screw placement may result in injury to the obturator nerve, lumbosacral trunk, iliopsoas muscle, or internal iliac vessels in case of anterior cortex breach or injury to the superior gluteal artery in case of inferior breach.23 As initially described, insertion of SAI screws can be performed using bony landmarks to identify the correct trajectory and entry point 1 mm inferior and lateral to the S1 dorsal foramen, aiming laterally about 40° in the axial plane and 20° to 25° caudally in the sagittal plane.24–26 The freehand (FH) technique described by Shillingford et al24 and O'Brien et al26 proved to be a reliable method for screw insertion. However, to increase precision and avoid complications of screw misplacement, intraoperative 2D fluoroscopy or 3D computed tomography (CT)–based navigation are used by a majority of surgeons.24,26,27 Percutaneous and robotic techniques are also described but require extensive investments in infrastructure.28,29 Augmented reality (AR) is an emerging technology requiring minimal infrastructure that provides the viewer with additional holographic information overlaid onto the present reality via monitor-based display systems, head-mounted devices, or video see-through systems. Directly projecting the navigation guidance onto the surgical field is considered the natural progression of well-established methods mitigating the errors associated with attention shift.30,31
AR can be used for image-guided surgical interventions and was already introduced in different experimental medical and surgical settings.32–45 The use of AR in spine surgery has recently been propagated by various authors and use cases, including percutaneous vertebroplasty.46 AR-guided pedicle screw placement showed promising results in in situ studies.31 The aim of this study was to investigate the feasibility of AR-guided navigation for SAI screw insertion.
MATERIALS AND METHODS
For this experimental study, 40 male plastic pelvic models (full male pelvis solid foam, SKU #1301, Sawbones Europe AB, Malmö, Sweden) were mounted to a wooden board in different tilting angles. The range of tilt angles was determined by examining intraoperative images from image intensifiers of SAI fixation interventions. The tilt angle was then measured between the plywood and the dorsal plane of the sacrum and ranged between 30° and 52.5°. The axial deviation in which the pelvises were set ranged between 0° and 15°.
For the experiment, the pelvises were covered with a surgical drape to simulate optical obstruction by soft tissues. The sacrum was left free, similar to an open posterior lumbosacral surgery (Figure 1).
A virtual 3D model of the pelvis was created (Figure 2) (Invesalius, CTI Open Labs Renato Archer, São Paulo, Brazil).47 The optimized drill hole trajectories were planned using 3D planning software (CASPA, Computer Assisted Surgical Planning Application, Balgrist CARD AG, Zürich, Switzerland). The 3D model, including optimized screw trajectories, was then uploaded to an AR head-mounted device (Microsoft HoloLens; Microsoft Corp, Redmond, Washington) (Figure 3). The left and right sides of the 40 pelvic models were randomized into 2 groups using the randomize function in Microsoft Excel version 2016 (Microsoft Corp) for either FH- or AR-guided screw insertion, resulting in 80 screw holes to be drilled.
One board-certified orthopedic surgeon and one board-certified neurosurgeon, both fellowship trained in spine surgery, drilled 20 pilot holes with the conventional FH technique and 20 pilot holes with the AR technique by overlaying the virtual 3D model with screw trajectories onto the pelvic saw bone model (Figures 4 and 5). This allowed the surgeons to see the preoperative planning throughout the whole drilling process in real time and 3D space. Also, with this 3D overlay, the otherwise hidden part of the pelvis became visible to the surgeon. The holographic projection was registered continuously by the Microsoft HoloLens using an AruCo marker48,49 that was attached to the pelvis using thermoplastic modeling clay (Figure 5). The surgeons were instructed to drill SAI pilot holes from the appropriate entry point at the lateral border and between the first and second dorsal sacral foramina along an ideal path that was defined in advance in the 3D model. For the FH group, images of the ideal screw trajectories were printed on paper and aided as a surgical plan. A perforation of the cortex before passing the inferior gluteal line had to be avoided while the longest possible screw trajectory had to be reached.
The ideal screw angles were measured within the segmented 3D model of the pelvis and transferred onto the 3D model as visible screw trajectories. For the FH group, printouts of these 3D models were provided to the surgeons.
After drilling the pilot holes with a 2.5-mm drill bit, the drill holes were marked with 2.0-mm pencil leads (Caran d'Ache, Geneva, Switzerland), and CT scans of the pelvises were obtained to determine the drill hole trajectory.
The number of primary pilot hole perforations (PPHP), simulated screw perforation (SSP), minimal axis to outer cortical wall distance (MAWD), true sagittal cranio-caudal inclination angle (tCCIA), true axial medio-lateral angle (tMLA), and maximal screw length (MSL) were measured (Phönix Merlin PACS, Freiburg, Germany). The subsequent analysis of the screw trajectory was performed relative to predefined planes as illustrated in Figure 6. Simulated screw perforation was defined as a calculated measure indicating cortical perforation simulating occupation of the pilot holes with screws of 8-, 9-, and 10-mm diameters.
MAWD was measured between the axis of the drill hole and the anterior and posterior cortex of the pelvic model at their closest point of approximation. Larger values indicate a more centered drill hole trajectory in between the cortical boundaries of the iliac wing.
CCIA was measured inside the 3D model as the angle between the axial plane and the drill/screw trajectory inside the 3D model. Positive CCIA correlated with a more caudal direction of the screw. The optimal CCIA was defined as 16.02° for the right drill trajectory (respectively, 18.94° for the left drill trajectory) to achieve optimal screw/wall distance as well to maximize the screw length within the iliac bone (Table 2).
Table 2.
True Measures |
Optimal Measures |
|||||
Right FH |
Right AR |
Left FH |
Left AR |
Right |
Left |
|
CCIA,° | 5.0 | 11.9 | 8.2 | 15.0 | 16.0 | 18.9 |
MLA,° | 37.7 | 41.6 | 41.96 | 41.52 | 38.45 | 39.88 |
MSL, mm | 70.1 | 85.5 | 79.2 | 84.3 | 137.5 | 142.4 |
Abbreviations: AR, augmented reality; CCIA, cranio-caudal angle; MLA, medio-lateral angle; MSL, maximal screw length; FH, freehand.
The true axial medio-lateral angle (tMLA) was measured inside the 3D model as the angle between the sagittal plane and the drill trajectory. The optimal medio-lateral angle was defined as 38.45° for the right drill trajectory (respectively, 39.88° for the left drill trajectory) to achieve optimal screw/wall distance as well to maximize the screw hole length within the iliac bone (Table 2).
MSL was defined by measuring the length between the entry point and the farthest possible breach point of the drill trajectory within the 3D model of the pelvis. The highest achievable value for MSL for the right drill trajectory was found to be 137.5 mm (respectively, 142.4 mm for the left optimal drill trajectory) (Table 2).
The difference between the optimal and the true angles were calculated by subtracting the true from optimal angles (prefix: d). The deviation analysis was performed by first analyzing the deviation with respect to the variable and side. As the results could be weighted the same, a pooled analysis was performed.
Statistical analysis was performed using IBM SPSS Statistics version 25 (IBM Corp, Armonk, New York). A P value <.05 was considered a statistically significant difference. The Kolmogorov-Smirnov test was employed to test the distribution of metric parameters. The chi-square test was performed to compare differences between categorical variables. In case of normal distribution, the Student t test was applied to compare differences of continuous variables between groups. The Mann-Whitney U test was used to compare continuous variables in case of nonnormal distribution.
RESULTS
After randomization, 40 pilot holes were drilled using the FH technique and 40 pilot holes using the AR technique. No significant differences in pilot hole trajectory or number of perforations were recorded when comparing the results of individual surgeons. In total, 1/40 (2.5%) of AR-guided screw hole placements showed a perforation before passing the inferior gluteal line compared to 24/40 (60%) FH screw hole placements (P < .05). Accuracy of AR-guided screw hole placement was significantly higher compared to FH screw placement (Table 1).
Table 1.
No. of Perforations for: |
FH, n |
AR, n |
P
Value |
Pilot hole | 24 | 1 | <.001 |
Simulated 8-mm screw | 26 | 2 | |
Simulated 9-mm screw | 27 | 4 | |
Simulated 10-mm screw | 30 | 4 |
Abbreviations: AR, augmented reality; FH, freehand; PPHP, primary pilot hole perforations; SSP, simulated screw perforations.
MAWD using the FH technique was 5.5 ± 2.9 mm vs 7.3 ± 1.9 mm in the AR group. After calculation the SSP using MAWD, 26 screws in the FH group vs 2 screws in the AR group with 8-mm diameter, 27 screws in the FH group vs 4 screws in the AR group with 9-mm diameter, and 30 screws in the FH group vs 4 screws in the AR group with 10-mm diameter revealed cortical perforation (Table 1).
CCIA for the right screw hole placement using the FH technique was 5.0° ± 12.1° vs AR 11.9° ± 3.1° and FH 8.2° ± 11.8° vs AR 15.0° ± 4.3° for the left screw hole placement, respectively. The difference in cranio-caudal angle (dCCIA) was −10.8° ± 11.77° in the FH group and −3.98° ± 3.68° in the AR group (P = .001).
The tMLA for the right screw hole placement using the FH technique was 37.7° ± 3.8° vs AR 41.6° ± 2.8°. The tMLA for the left screw hole placement using the FH technique was 41.96° ± 5.1° vs AR 41.52° ± 2.8°. The difference in medio-lateral angle (dMLA) was FH 0.7° ± 4.65° and AR 2.4° ± 2.9° (P = .051).
The true maximal screw length for the right screw hole placement using the FH technique was 70.1 ± 17.4 mm vs AR 85.5 ± 4.9 mm and FH 79.2 ± 12.2 mm vs AR 84.3 ± 7.1 mm for the left screw hole placement (Table 2). The difference in maximal screw length (dMSL) was FH −65.29 ± 14.99 mm and AR −55.04 ± 6.76 mm (P = .001). The differences between the optimal and true values are illustrated in Table 3.
Table 3.
FH |
AR |
P
Value |
|
dCCIA, mean ± SD, ° | −10.8 ± 11.7 | −3.98 ± 3.68 | .001 |
dMLA, mean ± SD, ° | 0.7 ± 4.65 | 2.4 ± 2.9 | .051 |
dMSL, mean ± SD, mm | −65.29 ± 14.99 | −55.04 ± 6.76 | .001 |
Abbreviations: AR, augmented reality; dCCIA, difference in cranio-caudal angle; dMLA, difference in medio-lateral angle; dMSL, difference in maximal screw length; FH, freehand.
DISCUSSION
Achieving a solid arthrodesis across the lumbosacral transition zone is challenging.50 Extending fusion to the iliac region increases biomechanical stability and therefore facilitates lumbosacral fusion.14 SAI screw fixation is a reliable but technically demanding technique for lumbosacral fixation in spine surgery. However, screw misplacement may result in neurovascular injury or screw loosening as a result of insufficient bone purchase.23 Recent experimental, cadaveric, and in situ studies demonstrate improved accuracy with AR-facilitated thoraco-lumbar and sacral pedicle screw placement.31 However, so far, data on sacroiliac screw placement are not available. The subject of this study was the feasibility of AR navigation in regard to accuracy and precision for the placement of SAI screws in an experimental setting.
The results of this pilot study demonstrate the feasibility of guiding surgical instruments using the AR technology with a compact head-mounted device requiring minimal infrastructure for the placement of SAI screws. In this study, AR improved precision of placement of SAI screws significantly compared to the FH technique. AR navigation showed a significant overall improvement in the number of primary and secondary perforations, an increased precision of the cranio-caudal inclination angle and the medio-lateral angle, and an increase in MSL.
Early studies introduced the concept of AR-guided placement of fixation devices in spine surgery in an experimental setting.46,51 More recently, these results could be translated into the operating room. By placing 253 pedicle screws using an AR device and an accuracy of 94.1%, the authors confirmed the feasibility of this novel technique.31 Elmi-Terander et al31 used a robotic ceiling-mounted C-arm system to pre- and postoperatively acquire the required information for navigating screw placement and an external screen to display the obtained information. In contrast, our experimental setup used a fiducial AruCo marker for tracking, registering, and overlaying the holographic picture onto the pelvic model, theoretically avoiding the need for large and costly infrastructure inside the operating room. The tracking and overlaying process is essential when placing virtual objects into the real world in correct relations and positions. The AruCo marker is composed of a wide black border and an inner binary matrix allowing its identification and determining its rotation. Although technically possible, positioning the marker might be impractical in real-life surgery and require addition incisions. However, the technical optimization of registration methods, including automated registration by recognizing relevant anatomical structures via machine learning, is the subject of further research and development.52
As a result of its early stage of development, preoperative planning and execution using AR still involves multiple steps requiring highly specialized personnel. For this study, preoperative planning consisted of segmentation of the 2D data acquired by the CT scans into a segmented 3D model, planning of the drill hole trajectories, and uploading the data to the AR device. Apart from relatively low direct costs of the head-mounted device and the required CT scan, these indirect costs have to be taken into consideration. However, with further evolution of the technology, simpler and more cost-effective workflows can be implemented.
This study has limitations. For this analysis, 40 pelvic models with identical anatomy were used, thereby introducing the potential bias of a learning effect for the surgeon. This was accounted for by randomly tilting the pelvic models in different angles, covering relevant parts of the anatomical landmarks and randomization of the models. Further, the FH group was not provided with additional commonly available navigation aids, including an image intensifier. However, identification of the screw entry point and trajectory exclusively relies on validated bony landmarks, and perforation of the screws through the anterior or posterior cortex is avoided by palpation of the predrilled trajectory with a ball probe.24 Also, by providing the FH group with a preoperative plan depicting the ideal screw trajectory, this was at least partially accounted for.
CONCLUSIONS
In this study, the additional anatomical information provided by the AR headset and the superimposed operative plan improved the precision of drilling of pilot holes for SAI screws in a laboratory setting compared to the conventional FH technique. Further technical development and validation studies are currently being performed to investigate potential clinical benefits of the AR-based navigation approach described here.
Footnotes
Disclosures and COI: Cyrill Dennler and Nico Akhavan Safa contributed equally to this publication. The project was funded by the Balgrist University Hospital, which receives funding from different sources. The authors did not receive separate funding for this project. One of the authors (MF) declared a potential conflict of interest, as he is the founder of two spin-off companies for AR surgical navigation. However, there is no direct conflict of interest concerning this article. For the remaining authors, none were declared.
REFERENCES
- 1.Kebaish KM. Sacropelvic fixation: techniques and complications. Spine (Phila Pa 1976) 2010;35(25):2245–2251. doi: 10.1097/BRS.0b013e3181f5cfae. [DOI] [PubMed] [Google Scholar]
- 2.Bernhardt M, Swartz DE, Clothiaux PL, Crowell RR, White AA. Posterolateral lumbar and lumbosacral fusion with and without pedicle screw internal fixation. Clin Orthop Relat Res. 1992;(284):109–115. [PubMed] [Google Scholar]
- 3.Allen BL, Ferguson RL. The Galveston technique of pelvic fixation with L-rod instrumentation of the spine. Spine (Phila Pa 1976) 1984;9(4):388–394. doi: 10.1097/00007632-198405000-00011. [DOI] [PubMed] [Google Scholar]
- 4.Molinari RW, Bridwell KH, Lenke LG, Ungacta FF, Riew KD. Complications in the surgical treatment of pediatric high-grade, isthmic dysplastic spondylolisthesis. A comparison of three surgical approaches. Spine (Phila Pa 1976) 1999;24(16):1701–1711. doi: 10.1097/00007632-199908150-00012. [DOI] [PubMed] [Google Scholar]
- 5.Grubb SA, Lipscomb HJ. Results of lumbosacral fusion for degenerative disc disease with and without instrumentation. Two- to five-year follow-up. Spine (Phila Pa 1976) 1992;17(3):349–355. doi: 10.1097/00007632-199203000-00018. [DOI] [PubMed] [Google Scholar]
- 6.Lenke LG, Bridwell KH, Bullis D, Betz RR, Baldus C, Schoenecker PL. Results of in situ fusion for isthmic spondylolisthesis. J Spinal Disord. 1992;5(4):433–442. doi: 10.1097/00002517-199212000-00008. [DOI] [PubMed] [Google Scholar]
- 7.Schwab FJ, Nazarian DG, Mahmud F, Michelsen CB. Effects of spinal instrumentation on fusion of the lumbosacral spine. Spine (Phila Pa 1976) 1995;20(18):2023–2028. doi: 10.1097/00007632-199509150-00014. [DOI] [PubMed] [Google Scholar]
- 8.Leong JCY, Lu WW, Zheng Y, Zhu Q, Zhong S. Comparison of the strengths of lumbosacral fixation achieved with techniques using one and two triangulated sacral screws. Spine (Phila Pa 1976) 1998;23(21):2289–2294. doi: 10.1097/00007632-199811010-00008. [DOI] [PubMed] [Google Scholar]
- 9.Alegre GM, Gupta MC, Bay BK, Smith TS, Laubach JE. S1 screw bending moment with posterior spinal instrumentation across the lumbosacral junction after unilateral iliac crest harvest. Spine (Phila Pa 1976) 2001;26(18):1950–1955. doi: 10.1097/00007632-200109150-00003. [DOI] [PubMed] [Google Scholar]
- 10.Alegre GM, Gupta MC, Bay BK, Smith TS, Laubach JE. S1 screw bending moment with posterior spinal instrumentation across the lumbosacral junction after unilateral iliac crest harvest. Spine (Phila Pa 1976) 2001;26(18):1950–1955. doi: 10.1097/00007632-200109150-00003. [DOI] [PubMed] [Google Scholar]
- 11.Stovall DO, Goodrich JA, Lundy D, Standard SC, Joe C, Preston CD. Sacral fixation technique in lumbosacral fusion. Spine (Phila Pa 1976) 1997;22(1):32–37. doi: 10.1097/00007632-199701010-00006. [DOI] [PubMed] [Google Scholar]
- 12.Ould-Slimane M, Miladi L, Rousseau MA, et al. Sacropelvic fixation with iliosacral screws: applications and results in adult spinal deformities. J Spinal Disord Tech. 2013;26(4):212–217. doi: 10.1097/BSD.0b013e31823f6280. [DOI] [PubMed] [Google Scholar]
- 13.Tis JE, Helgeson M, Lehman RA, Dmitriev AE. A biomechanical comparison of different types of lumbopelvic fixation. Spine (Phila Pa 1976) 2009;34(24):866–872. doi: 10.1097/BRS.0b013e3181bf94f0. [DOI] [PubMed] [Google Scholar]
- 14.BW C, Lewis S, Long J, AE D, Linville D, KH B. Biomechanical evaluation of lumbrosacral reconstruction techniques for spondylolisthesis: an in vitro porcine model. Spine (Phila Pa 1976) 2002;27(21):2321–2327. doi: 10.1097/00007632-200211010-00004. [DOI] [PubMed] [Google Scholar]
- 15.Lee BS, Walsh KM, Healy AT, et al. Biomechanics of L5/S1 in long thoracolumbosacral constructs: a cadaveric study. Global Spine J. 2018;8(6):607–614. doi: 10.1177/2192568218759037. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Tsuchiya K, Bridwell KH, Kuklo TR, Lenke LG, Baldus C. Minimum 5-year analysis of L5-S1 fusion using sacropelvic fixation (bilateral S1 and iliac screws) for spinal deformity. Spine (Phila Pa 1976) 2006;31(3):303–308. doi: 10.1097/01.brs.0000197193.81296.f1. [DOI] [PubMed] [Google Scholar]
- 17.Ishida W, Elder BD, Holmes C, et al. S2-alar-iliac screws are associated with lower rate of symptomatic screw prominence than iliac screws: radiographic analysis of minimal distance from screw head to skin. World Neurosurg. 2016;93:253–260. doi: 10.1016/j.wneu.2016.06.042. [DOI] [PubMed] [Google Scholar]
- 18.Sponseller PD, Zimmerman RM, Ko PS, et al. Low profile pelvic fixation with the sacral alar iliac technique in the pediatric population improves results at two-year minimum follow-up. Spine (Phila Pa 1976) 2010;35(20):1887–1892. doi: 10.1097/BRS.0b013e3181e03881. [DOI] [PubMed] [Google Scholar]
- 19.Chang T-L, Sponseller PD, Kebaish KM, Fishman EK. Low profile pelvic fixation. Spine (Phila Pa 1976) 2009;34(5):436–440. doi: 10.1097/BRS.0b013e318194128c. [DOI] [PubMed] [Google Scholar]
- 20.Ishida W, Elder BD, Holmes C, et al. Comparison between S2-alar-iliac screw fixation and iliac screw fixation in adult deformity surgery: reoperation rates and spinopelvic parameters. Global Spine J. 2017;7(7):672–680. doi: 10.1177/2192568217700111. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Shabtai L, Andras LM, Portman M, et al. Sacral alar iliac (SAI) screws fail 75% less frequently than iliac screws in neuromuscular scoliosis. J Pediatr Orthop. 2017;37(8):e470–e475. doi: 10.1097/BPO.0000000000000720. [DOI] [PubMed] [Google Scholar]
- 22.Shin JK, Lim B, Goh TS, et al. Effect of the screw type (S2-alar-iliac and iliac), screw length, and screw head angle on the risk of screw and adjacent bone failures after a spinopelvic fixation technique: a finite element analysis. PLoS One. 2018;13(8):1–21. doi: 10.1371/journal.pone.0201801. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Abdul-Jabbar A, Yilmaz E, Iwanaga J, et al. Neurovascular relationships of S2AI screw placement: anatomic study. World Neurosurg. 2018;116:e108–e112. doi: 10.1016/j.wneu.2018.04.095. [DOI] [PubMed] [Google Scholar]
- 24.Shillingford JN, Laratta JL, Tan LA, et al. The free-hand technique for S2-alar-iliac screw placement. J Bone Jt Surg Am. 2018;100(4):334–342. doi: 10.2106/JBJS.17.00052. [DOI] [PubMed] [Google Scholar]
- 25.Park YS, Hyun SJ, Park JH, Kim KJ, Jahng TA, Kim HJ. Radiographic and clinical results of freehand S2 alar-iliac screw placement for spinopelvic fixation. Clin Spine Surg. 2017;30(7):E877–E882. doi: 10.1097/BSD.0000000000000520. [DOI] [PubMed] [Google Scholar]
- 26.O'Brien JR, Yu WD, Bhatnagar R, Sponseller P, Kebaish KM. An anatomic study of the S2 iliac technique for lumbopelvic screw placement. Spine (Phila Pa 1976) 2009;34(12):E439–E442. doi: 10.1097/BRS.0b013e3181a4e3e4. [DOI] [PubMed] [Google Scholar]
- 27.Shillingford JN, Laratta JL, Tan LA, et al. The free-hand technique for S2-alar-iliac screw placement. J Bone Jt Surg Am. 2018;100(4):334–342. doi: 10.2106/JBJS.17.00052. [DOI] [PubMed] [Google Scholar]
- 28.El Dafrawy MH, Kebaish KM. Percutaneous S2 alar iliac fixation for pelvic insufficiency fracture. Orthopedics. 2014;37(11):e1033–e1035. doi: 10.3928/01477447-20141023-90. [DOI] [PubMed] [Google Scholar]
- 29.Bederman SS, Hahn P, Colin V, Kiester PD, Bhatia NN. Robotic guidance for S2-alar-iliac screws in spinal deformity correction. Clin Spine Surg. 2017;30(1):E49–E53. doi: 10.1097/BSD.0b013e3182a3572b. [DOI] [PubMed] [Google Scholar]
- 30.Molina CA, Theodore N, Ahmed AK, et al. Augmented reality-assisted pedicle screw insertion: a cadaveric proof-of-concept study. J Neurosurg Spine. 2019;31(1):1–8. doi: 10.3171/2018.12.SPINE181142. [DOI] [PubMed] [Google Scholar]
- 31.Elmi-Terander A, Burström G, Nachabe R, et al. Pedicle screw placement using augmented reality surgical navigation with intraoperative 3D imaging: a first in-human prospective cohort study. Spine (Phila Pa 1976) 2019;44(7):517–525. doi: 10.1097/BRS.0000000000002876. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Edwards PJ, Hawkes DJ, Hill DLG, et al. Augmentation of reality using an operating microscope for otolaryngology and neurosurgical guidance. Comput Aided Surg. 1995;1(3):172–178. doi: 10.1002/(SICI)1522-712X(1995)1:3<172::AID-IGS7>3.0.CO;2-7. [DOI] [PubMed] [Google Scholar]
- 33.Edwards P, Hill D, Little J, Sahni V, Hawkes D. Proceedings of the British Machine Vision Conference 1995. British Machine Vision Association; 1995. Medical image registration incorporating deformations; pp. 69.1–69.10. p. [Google Scholar]
- 34.Cabrilo I, Bijlenga P, Schaller K. Augmented reality in the surgery of cerebral aneurysms: a technical report. Neurosurgery. 2014;10(2):252–261. doi: 10.1227/NEU.0000000000000328. [DOI] [PubMed] [Google Scholar]
- 35.Gavaghan KA, Peterhans M, Oliveira-Santos T, Weber S. A portable image overlay projection device for computer-aided open liver surgery. IEEE Trans Biomed Eng. 2011;58(6):1855–1864. doi: 10.1109/TBME.2011.2126572. [DOI] [PubMed] [Google Scholar]
- 36.Chen X, Xu L, Wang Y, et al. Development of a surgical navigation system based on augmented reality using an optical see-through head-mounted display. J Biomed Inform. 2015;55:124–131. doi: 10.1016/j.jbi.2015.04.003. [DOI] [PubMed] [Google Scholar]
- 37.Watanabe E, Satoh M, Konno T, Hirai M, Yamaguchi T. The Trans-Visible Navigator: a see-through neuronavigation system using augmented reality. World Neurosurg. 2016;87:399–405. doi: 10.1016/j.wneu.2015.11.084. [DOI] [PubMed] [Google Scholar]
- 38.Edwards PJ, Johnson LG, Hawkes DJ, Fenlon MR, Strong AJ, Gleeson MJ. Clinical experience and perception in stereo augmented reality surgical navigation. 2004. pp. 369–376. p.
- 39.Sauer F, Wenzel F, Vogt S, Tao Y, Genc Y, Bani-Hashemi A. Proceedings IEEE and ACM International Symposium on Augmented Reality (ISAR 2000) IEEE; Augmented workspace: designing an AR testbed; pp. 47–53. p. [Google Scholar]
- 40.Sauer F, Khamene A, Bascle B, Schinunang L, Wenzel F, Vogt S. Proceedings IEEE and ACM International Symposium on Augmented Reality. IEEE Comput. Soc; Augmented reality visualization of ultrasound images: system description, calibration, and features; pp. 30–39. p. [Google Scholar]
- 41.Birkfellner W, Figl M, Huber K, et al. A head-mounted operating binocular for augmented reality visualization in medicine—design and initial evaluation. IEEE Trans Med Imaging. 2002;21(8):991–997. doi: 10.1109/TMI.2002.803099. [DOI] [PubMed] [Google Scholar]
- 42.Fuchs H, Livingston MA, Raskar R, et al. Augmented reality visualization for laparoscopic surgery. 1998. pp. 934–943. p.
- 43.Traub J, Stefan P, Heining SM, et al. Towards a hybrid navigation interface: comparison of a slice based navigation system with in-situ visualization. 2006. pp. 179–186.
- 44.Traub J, Stefan P, Heining SM, et al. Hybrid navigation interface for orthopedic and trauma surgery. Med Image Comput Comput Assist Interv. 2006;9(pt 1):373–380. doi: 10.1007/11866565_46. [DOI] [PubMed] [Google Scholar]
- 45.Traub J, Stefan P, Heining SM, et al. Lehrstuhl für Informatikanwendungen in der Medizin & Augmented Reality. 2018.
- 46.Abe Y, Sato S, Kato K, et al. A novel 3D guidance system using augmented reality for percutaneous vertebroplasty. J Neurosurg Spine. 2013;19(4):492–501. doi: 10.3171/2013.7.SPINE12917. [DOI] [PubMed] [Google Scholar]
- 47.Amorim P, Moraes T, Silva J, Pedrini H. InVesalius: An Interactive Rendering Framework for Health Care Support. 2015. pp. 45–54. p.
- 48.Romero-Ramirez FJ, Muñoz-Salinas R, Medina-Carnicer R. Speeded up detection of squared fiducial markers. Image Vis Comput. 2018;76:38–47. [Google Scholar]
- 49.Garrido-Jurado S, Muñoz-Salinas R, Madrid-Cuevas FJ, Medina-Carnicer R. Generation of fiducial marker dictionaries using mixed integer linear programming. Pattern Recognit. 2016;51:481–491. [Google Scholar]
- 50.Weistroffer JK, Perra JH, Lonstein JE, Schwender JD, Garvey TA, Transfeldt EE, et al. Complications in long fusions to the sacrum for adult scoliosis: Minimum five-year analysis of fifty patients. Spine (Phila Pa 1976) 2008;33(13):1478–1483. doi: 10.1097/BRS.0b013e3181753c53. [DOI] [PubMed] [Google Scholar]
- 51.Bichlmeier C, Navab N, Heining SM, Feuerstein M. The virtual mirror: a new interaction paradigm for augmented reality environments. IEEE Trans Med Imaging. 2009;28(9):1498–1510. doi: 10.1109/TMI.2009.2018622. [DOI] [PubMed] [Google Scholar]
- 52.Liebmann F, Roner S, von Atzigen M, et al. Pedicle screw navigation using surface digitization on the Microsoft HoloLens. Int J Comput Assist Radiol Surg. 14(7):1157–1165. doi: 10.1007/s11548-019-01973-7. [DOI] [PubMed] [Google Scholar]
- 53.Gerrand C. CORR Insights®: Can augmented reality be helpful in pelvic bone cancer surgery? An in vitro study. Clin Orthop Relat Res. 2018;476(9):1726–1727. doi: 10.1097/01.blo.0000533634.13092.36. [DOI] [PMC free article] [PubMed] [Google Scholar]