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Chen K, Kreh CC, Lin AY. In-House 3D Printing for Craniofacial Trauma: 7-Year Review. Ann Plast Surg 2025; 94:S435-S440. [PMID: 40310006 DOI: 10.1097/sap.0000000000004281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/02/2025]
Abstract
INTRODUCTION Complex facial trauma presents a challenge to the reconstructive surgeon, as the loss of facial buttresses makes accurate reduction of fractures more and more difficult. Accurate 3D-printed models and virtual surgical planning have become a mainstay in many other aspects of craniomaxillofacial surgery. However, turnaround times from industry produced models frequently preclude their use in the unplanned acute surgical setting. PURPOSE We seek to evaluate the use of in-house printed 3D models for facial trauma and the efficacy and safety of the procedures performed with the aid of these models. METHODS All patients from January 2017 to August 2023 who received an in-house 3D-printed model to help treat facial fractures were analyzed. Chart review was performed to extract demographic data, fracture type, mechanism, complications, comorbidities, and operative time. Analysis was performed in Microsoft Excel. RESULTS A total of 24 patients had 3D models created for facial fractures. The average age was 24.5 years. Motorized vehicles were involved in 15 cases (62.5%). The most commonly injured region was the midface (19 patients; 79.2%), and 8 patients had true panfacial fractures (33.3%). Seventeen patients (71%) had complex fractures involving multiple buttresses. For acute treatments, average time from presentation to operative treatment was 9 days. Average operative time was 268.3 minutes. Three patients (12.5%) had minor complications, including localized infection treated with antibiotics and a small wound dehiscence. Two patients (6.25%) had major complications: a draining sinus tract that required excision and a cicatricial lagophthalmos due to a laceration near the eyelid margin. Ninety-six percent of patients had satisfactory facial contour. CONCLUSIONS 3D printing anatomical models can be helpful in assisting surgical decision making for patients with facial fractures as well as the process of surgery itself by allowing for prebending of plates. In the acute setting, when turnaround times are short, in-house 3D printing can produce models in a timely fashion to help surgeons operate safely and efficaciously.
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Affiliation(s)
- Kevin Chen
- From the Division of Plastic and Reconstructive Surgery, Department of Surgery, Saint Louis University School of Medicine, St Louis, MO
| | - Caroline C Kreh
- From the Division of Plastic and Reconstructive Surgery, Department of Surgery, Saint Louis University School of Medicine, St Louis, MO
| | - Alexander Y Lin
- Division of Plastic and Reconstructive Surgery, University of California San Francisco, San Francisco, CA
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Berends B, Vinayahalingam S, Baan F, Flügge T, Maal T, Bergé S, de Jong G, Xi T. Automated condylar seating assessment using a deep learning-based three-step approach. Clin Oral Investig 2024; 28:512. [PMID: 39227487 PMCID: PMC11371884 DOI: 10.1007/s00784-024-05895-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Accepted: 08/17/2024] [Indexed: 09/05/2024]
Abstract
OBJECTIVES In orthognatic surgery, one of the primary determinants for reliable three-dimensional virtual surgery planning (3D VSP) and an accurate transfer of 3D VSP to the patient in the operation room is the condylar seating. Incorrectly seated condyles would primarily affect the accuracy of maxillary-first bimaxillary osteotomies as the maxillary repositioning is dependent on the positioning of the mandible in the cone-beam computed tomography (CBCT) scan. This study aimed to develop and validate a novel tool by utilizing a deep learning algorithm that automatically evaluates the condylar seating based on CBCT images as a proof of concept. MATERIALS AND METHODS As a reference, 60 CBCT scans (120 condyles) were labeled. The automatic assessment of condylar seating included three main parts: segmentation module, ray-casting, and feed-forward neural network (FFNN). The AI-based algorithm was trained and tested using fivefold cross validation. The method's performance was evaluated by comparing the labeled ground truth with the model predictions on the validation dataset. RESULTS The model achieved an accuracy of 0.80, positive predictive value of 0.61, negative predictive value of 0.9 and F1-score of 0.71. The sensitivity and specificity of the model was 0.86 and 0.78, respectively. The mean AUC over all folds was 0.87. CONCLUSION The innovative integration of multi-step segmentation, ray-casting and a FFNN demonstrated to be a viable approach for automating condylar seating assessment and have obtained encouraging results. CLINICAL RELEVANCE Automated condylar seating assessment using deep learning may improve orthognathic surgery, preventing errors and enhancing patient outcomes in maxillary-first bimaxillary osteotomies.
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Affiliation(s)
- Bo Berends
- Department of Oral and Maxillofacial Surgery, Radboud University Medical Centre, 6500 HB, P.O. Box 9101, Nijmegen, 590, the Netherlands
- Radboudumc 3DLab, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Shankeeth Vinayahalingam
- Department of Oral and Maxillofacial Surgery, Radboud University Medical Centre, 6500 HB, P.O. Box 9101, Nijmegen, 590, the Netherlands.
| | - Frank Baan
- Radboudumc 3DLab, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Tabea Flügge
- Department of Oral and Maxillofacial Surgery, Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Hindenburgdamm 30, 12203, Berlin, Germany
| | - Thomas Maal
- Radboudumc 3DLab, Radboud University Medical Centre, Nijmegen, the Netherlands
| | - Stefaan Bergé
- Department of Oral and Maxillofacial Surgery, Radboud University Medical Centre, 6500 HB, P.O. Box 9101, Nijmegen, 590, the Netherlands
| | - Guide de Jong
- Department of Oral and Maxillofacial Surgery, Radboud University Medical Centre, 6500 HB, P.O. Box 9101, Nijmegen, 590, the Netherlands
| | - Tong Xi
- Department of Oral and Maxillofacial Surgery, Radboud University Medical Centre, 6500 HB, P.O. Box 9101, Nijmegen, 590, the Netherlands
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Zhao Z, Bao J, Shen G, Cai M, Yu H. Integrating Virtual Surgical Planning and 3D-Printed Tools with Iliac Bone Grafts for Orbital and Zygomatic Reconstruction in Hemifacial Microsomia Patients. J Clin Med 2023; 12:7538. [PMID: 38137607 PMCID: PMC10743899 DOI: 10.3390/jcm12247538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 11/23/2023] [Accepted: 12/04/2023] [Indexed: 12/24/2023] Open
Abstract
Hemifacial Microsomia (HFM) is the second most common congenital craniofacial malformation syndrome, and the complexity of HFM makes its treatment challenging. The present study aimed to introduce a new approach of utilization of virtual surgical planning (VSP) and 3D-printed surgical adjuncts for maxillofacial reconstruction. Five HFM patients were included in this study. All participants were provided with a full VSP, including the design of osteotomy lines, the design and fabrication of 3D-printed cutting guides, fixation plates, and titanium mesh for implantation. With the assistance of 3D-printed cutting guides and fixation plates, the orbital deformities were corrected, and a 3D-printed titanium mesh combined with iliac cancellous bone graft was applied to reconstruct the zygomatic arch. The surgical accuracy, effectiveness, and bone absorption rate were evaluated. All patients completed the entirely digital treatment process without experiencing severe complications. The surgical adjuncts were effective in aligning the movement of the bone segments with the surgical plan, resulting in mean 3D deviations (1.0681 ± 0.15 mm) and maximum 3D deviations (3.1127 ± 0.44 mm). The image fusion results showed that the patients' postoperative position of the maxilla, zygoma, and orbital rim was consistent with the virtual surgical plan, with only a slight increase in the area of bone grafting. The postoperative measurements showed significant improvement in the asymmetry indices of Er (AI of Er: from 17.91 ± 3.732 to 5.427 ± 1.389 mm, p = 0.0001) and FZ (AI of FZ: from 7.581 ± 1.435 to 4.070 ± 1.028 mm, p = 0.0009) points. In addition, the observed bone resorption rate at the 6-month follow-up across the five patients was 45.24% ± 3.13%. In conclusion, the application of VSP and 3D-printed surgical adjuncts demonstrates significant value in enhancing the precision and effectiveness of surgical treatments for HFM. A 3D-printed titanium mesh combined with iliac cancellous bone graft can be considered an ideal alternative for the reconstruction of the zygomatic arch.
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Affiliation(s)
| | | | | | - Ming Cai
- Department of Oral and Craniomaxillofacial Surgery, Shanghai Ninth People’s Hospital, College of Stomatology, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Oral Diseases, Shanghai Key Laboratory of Stomatology, Shanghai Research Institute of Stomatology, No. 639, Zhizaoju Road, Shanghai 200011, China; (Z.Z.); (J.B.); (G.S.)
| | - Hongbo Yu
- Department of Oral and Craniomaxillofacial Surgery, Shanghai Ninth People’s Hospital, College of Stomatology, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Oral Diseases, Shanghai Key Laboratory of Stomatology, Shanghai Research Institute of Stomatology, No. 639, Zhizaoju Road, Shanghai 200011, China; (Z.Z.); (J.B.); (G.S.)
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Zammit D, Ettinger RE, Sanati-Mehrizy P, Susarla SM. Current Trends in Orthognathic Surgery. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:2100. [PMID: 38138203 PMCID: PMC10744503 DOI: 10.3390/medicina59122100] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2023] [Revised: 11/14/2023] [Accepted: 11/24/2023] [Indexed: 12/24/2023]
Abstract
Orthognathic surgery has evolved significantly over the past century. Osteotomies of the midface and mandible are contemporaneously used to perform independent or coordinated movements to address functional and aesthetic problems. Specific advances in the past twenty years include increasing fidelity with computer-assisted planning, the use of patient-specific fixation, expanding indications for management of upper airway obstruction, and shifts in orthodontic-surgical paradigms. This review article serves to highlight the contemporary practice of orthognathic surgery.
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Affiliation(s)
- Domenick Zammit
- Department of Pediatric Surgery, Division of Plastic Surgery, McGill University Health Center, Montreal Children’s Hospital, Montreal, QC H3Z 1X3, Canada;
| | - Russell E. Ettinger
- Department of Surgery, Division of Plastic Surgery, University of Washington, Seattle, WA 98105, USA
- Craniofacial Center, Seattle Children’s Hospital, Seattle, WA 98105, USA
| | - Paymon Sanati-Mehrizy
- Department of Plastic Surgery, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA;
| | - Srinivas M. Susarla
- Department of Surgery, Division of Plastic Surgery, University of Washington, Seattle, WA 98105, USA
- Craniofacial Center, Seattle Children’s Hospital, Seattle, WA 98105, USA
- Department of Oral and Maxillofacial Surgery, University of Washington, Seattle, WA 98195, USA
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Tolksdorf K, Schultze-Mosgau S, Jacobs C, Tietz S, Hennig CL. Orthognathic Surgery with Interdisciplinary Digital Planning in Patients with Geroderma Osteodysplasticum: A Case Report. J Pers Med 2023; 13:1578. [PMID: 38003893 PMCID: PMC10672396 DOI: 10.3390/jpm13111578] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/27/2023] [Accepted: 11/03/2023] [Indexed: 11/26/2023] Open
Abstract
Patients with geroderma osteodysplasticum (GO) often times have dentofacial deformities and benefit from orthognathic surgery. Because of generalized osteopenia, operations must be prepared even more meticulously than usual, and the higher risk of unfortunate fractures (bad splits) should be explained to the patients in detail. This case report is intended to portray a digital, interdisciplinary and patient-individualized planning of orthognathic surgery. It points out the individual steps that must be considered and how they can be advantageously used in patients with underlying diseases or syndromes such as GO. Through a careful digital representation of the surgical options, production of the digitally modeled splints, 3D printing and good manual surgical implementation, the quality of life of patients with GO can be increased through orthognathic surgery. Both the functions in the oral, maxillofacial region and the patient's appearance in the case presented here benefited from the interdisciplinary, individualized and digital treatment approach.
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Affiliation(s)
- Konrad Tolksdorf
- Department of Oral and Maxillofacial Surgery/Plastic Surgery, University Hospital Jena, Am Klinikum 1, 07747 Jena, Germany
| | - Stefan Schultze-Mosgau
- Department of Oral and Maxillofacial Surgery/Plastic Surgery, University Hospital Jena, Am Klinikum 1, 07747 Jena, Germany
| | - Collin Jacobs
- Department of Orthodontics, Center of Dental Medicine, Jena University Hospital, An der Alten Post 4, 07743 Jena, Germany
| | - Stephanie Tietz
- Department of Oral and Maxillofacial Surgery/Plastic Surgery, University Hospital Jena, Am Klinikum 1, 07747 Jena, Germany
| | - Christoph-Ludwig Hennig
- Department of Orthodontics, Center of Dental Medicine, Jena University Hospital, An der Alten Post 4, 07743 Jena, Germany
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