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Morris, Jonathan M.

https://orcid.org/0000-0003-3368-4632

Mayo Clinic

Mayo Clinic

Citations 8

A Comprehensive 3D Look into Male and Female Facial Skeletons: AI-Assisted Analysis of 280 CT Scans
Hussein, S.H., Shehab, Abdallah A. , Rames, Jess D. , Pazelli, Alexandre Meira, Martinez, Erick O., Hanson, Christian R., Morris, Jonathan M. , Abu Shehab, Abdallah, Pazelli, Alexandre M., Sharaf, Basel

Plastic & Reconstructive Surgery | February 12, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.1097/prs.0000000000012920 Get It

Background: Sexual dimorphism in the facial skeleton is fundamental to aesthetics and gender perception. This study employs AI-assisted three-dimensional (3D) imaging to analyze morphological differences between males and females in the upper, mid, and lower facial regions. Methods: A retrospective analysis was conducted on 280 high-resolution craniofacial CT scans (147 females, 133 males) of adults aged 20 years and older. AI-assisted segmentation and modeling were performed using Materialise Mimics and 3-Matic software. The facial skeleton was divided into upper, mid, and lower regions for detailed morphometric evaluation. Statistical shape modeling (SSM) and heatmaps were used to visualize surface projection differences across age groups. Statistical comparisons were conducted to assess gender-based variation. Results: Significant sexual dimorphism was observed across all facial regions. In the upper face, males had greater interorbital width, frontotemporal brow width, inter-medial canthi distance, and more prominent frontal bossing. In the midface, males exhibited increased width, depth, and vertical height, with the most pronounced differences occurring in middle age. The lower face showed larger mandibular dimensions in males, including bigonial width, ramus height, and a sharper mental angle, while females had a more rounded chin and smoother mandibular contour. Heatmaps confirmed greater surface projection in male skeletons, particularly in the gonial and midfacial regions, with dimorphism decreasing with age. Conclusion: This represents the first large-sample CT study utilizing AI to comprehensively quantify facial skeletal dimorphism. Findings support the importance of gender-specific planning in facial reconstructive and aesthetic procedures.
Ablative Techniques for the Management of Osseous Spine Metastases: A Narrative Review
Pennington, Zach , Morris, Jonathan M. , Elsamadicy, Aladine A. , Lo, Sheng-Fu Larry , Schwab, Joseph H. , Sciubba, Daniel M. , Pennington, Zach , Sciubba, Daniel

Journal of Clinical Medicine | September 10, 2025 | Volume: 14 | Issue: 18 | Pages: 6358

10.3390/jcm14186358 Get It

With continued improvements in systemic cancer therapies, there has been an increase in the survivorship of patients with spinal metastases. However, many patients with spinal metastases are frail and may not be able to tolerate the morbidity of open surgery. For these patients, percutaneous ablation techniques offer a minimally invasive approach that can facilitate local tumor control and pain relief. Here we describe the currently employed modalities—radiofrequency ablation (RFA), microwave ablation (MWA), cryoablation, and laser interstitial thermal therapy (LITT)—summarize the clinical support for their use, and overview the relative risks and benefits for each. All these technologies offer to help improve local tumor control and improve oncologic pain associated with vertebral metastases, and they have become a staple of multidisciplinary spine metastasis care at many centers. As clinical experience with these technologies continues to grow, their use will likely become more widely adopted, and so understanding of their indications, risks, and benefits will become increasingly important to the practicing spine oncologist.
SO5. Facial Bone Morphology Across Ethnicities: What Have We Learned From 349 CT Scans?
Hussein, S.H., Morris, Jonathan M. , Rames, Jess D. , Sharaf, Basel

Plastic and Reconstructive Surgery - Global Open | May 16, 2025 | Volume: 13 | Issue: S2 | Pages: 31-32

10.1097/01.gox.0001114096.68639.f9 Get It

P11. Demystifying Facial Bony Changes With Aging: AI-assisted Analysis of 564 Faces
Hussein, S.H., Rames, Jess D. , Morris, Jonathan M. , Shehab, Abdallah A. , Pazelli, Alexandre Meira, Sharaf, Basel

Plastic and Reconstructive Surgery - Global Open | May 16, 2025 | Volume: 13 | Issue: S2 | Pages: 49-50

10.1097/01.gox.0001114236.25889.79 Get It

How Does the Mandible Age? Comprehensive Artificial Intelligence–Assisted Shape Analysis in the White Population
Hussein, S.H., Rames, Jess D. , Shehab, Abdallah A. , Pazelli, Alexandre Meira, Sears, Victoria A. , Wentworth, Adam, Morris, Jonathan M. , Pazelli, Alexandre M., Sharaf, Basel

Plastic and Reconstructive Surgery - Global Open | April 21, 2025 | Volume: 13 | Issue: 4 | Pages: e6650

10.1097/gox.0000000000006650 Get It

Background: Mandible contour significantly influences facial appearance, framing the lower facial silhouette. Redefining mandibular contour is key for facial and neck rejuvenation. Yet, there is limited facial aging research across different lifespans and sexes. Here, we utilize artificial intelligence and advanced 3-dimensional (3D) analysis to elucidate mandibular aging patterns in male and female subjects. Methods: A retrospective analysis of facial computed tomography scans in White patients was conducted, categorizing subjects into 3 age groups (20–79 y) and stratifying them by sex. Artificial intelligence–assisted segmentation into 3D mandibles was done in Mimics v.25, and statistical shape modeling was used to create an average mandible for each group. Volume and linear measurements were assessed via 3D overlays. Results: Analysis of 280 mandibles demonstrated statistically significant aging changes in both sexes. Ramus height showed a marked decrease with age, by approximately 5.3 mm in women and 4.2 mm in men (P < 0.001). Interrami and intercondylar widths increased by a mean of 4–5 mm (P < 0.01). Women exhibited an increase in mandibular angle (P < 0.01), and bony resorption over the chin compared to men, who exhibited concentrated bone resorption at the gonion projection. Conclusions: Mandibular aging, independent of tooth loss, exhibits specific bone remodeling patterns by sex. Posteriorly, mandibular widths increase in both sexes, whereas ramus height decreases. Women experience more resorption at the anterior alveolar surface and chin than men. Statistical shape modeling effectively visualizes these patterns on a population level, bridging the gap between traditional aging research and current understanding.
Automated coordinate system estimation: A preliminary step toward computer‐assisted radial head arthroplasty planning
Garcia, Ausberto Velasquez , Oettinger, Jennifer M., Wentworth, Adam, Nishikawa, Hiroki , Chaney, Grace K. , Fitzsimmons, James S. , Morris, Jonathan M. , O’Driscoll, Shawn W. , Velasquez Garcia, Ausberto , Fitzsimmons, James S

Journal of Orthopaedic Research | October 24, 2024 | Volume: 43 | Issue: 2 | Pages: 348-361

10.1002/jor.25996 Get It

AbstractThe success of radial head arthroplasty (RHA) relies on the design of the implant and precision of the surgical technique, with preoperative planning potentially playing a crucial role. The accurate establishment of a patient‐specific anatomical coordinate system (ACS) is essential for this planning process. This study tested the hypothesis that an innovative automated method would be an accurate, reliable, and efficient framework to determine the ACS of the proximal radius, which would be a step toward improving the precision of RHA planning. We used advanced computational techniques to analyze 50 forearm CT scans, comparing the accuracy, reproducibility, reliability, and efficiency of the automated method with manually derived ACS using expert observers as benchmarks. The results showed that the automated approach was more accurate in identifying anatomical landmarks, with smaller mean distance discrepancies (0.6 mm) than manual observers (1 mm). Its reproducibility was also superior, with narrower reproducibility limits, particularly for ulnar notch landmarks (0.6 to 0.8 mm compared to manual selection 1.2 to 1.4 mm) (p = .01). In addition, the limits of agreement and the mean absolute rotational and translational differences of the axes were narrower for the automated method, which also reduced the construction time to an average of 46 s compared to 150 s manually (p < .001). These findings suggest that the automated method has the potential to enhance the accuracy and efficiency of preoperative and postoperative computer‐assisted procedures for RHA. Further research is needed to fully understand the utility of this automated system for enhancing RHA computer‐assisted surgical planning.
Midface Skeletal Sexual Dimorphism: Lessons Learned from Advanced Three-dimensional Imaging in the White Population
Abushehab, Abdallah, Rames, Jess D. , Hussein, Sara , Pazelli, Alexandre Meira, Sears, Tori A., Wentworth, Adam, Morris, Jonathan M. , Sharaf, Basel , Hussein, Sara M., Meire Pazelli, Alexandre, Sharaf, Basel A, Sharaf, Basel A

Plastic and Reconstructive Surgery - Global Open | October 9, 2024 | Volume: 12 | Issue: 10 | Pages: e6215

10.1097/gox.0000000000006215 Get It

Background: Facial shape is significantly influenced by the underlying facial bony skeleton. Sexual dimorphisms in these structures are crucial for craniofacial, aesthetic, and gender-affirming surgery. Previous studies have examined the orbits and upper face, but less is known about the midface. This study aimed to elucidate the sexual dimorphism in the midface region, focusing on the maxilla and zygomatic bones. Methods: A retrospective review was conducted using facial computed tomography scans from 101 White patients aged 20–79 years, using Materialise Mimics and 3-Matics for segmentation and 3D reconstruction. Measurements and statistical shape modeling of the midfacial skeleton were performed. Results: Our results show a distinct sexual dimorphism in the midfacial skeletal structure across all age groups. Women typically had a narrower bizygomatic width by 1.5 mm (P = 0.04), a shallower maxillary depth by 1.6 mm (P < 0.01), and a midfacial vertical height that was 4 mm shorter than that of men (P = 0.018). In contrast, men exhibited a greater distance between the frontozygomatic sutures by 5.4 mm (P < 0.01), a 3-mm greater interorbitale distance (P < 0.01), and a 2.1-mm wider infraorbital foramina distance (P = 0.007). There were no significant differences in the pyriform and maxillary angles (P = 0.15 and P = 0.52, respectively). Conclusions: Our analysis of midfacial skeletal anatomy revealed sexual dimorphism differences. Men exhibited more pronounced facial features than women, with a broader horizontal midfacial skeleton, a longer midfacial vertical height, and greater maxillary depths compared with women.
Hyoid Position and Aging: A Comprehensive Analysis Using AI-assisted Segmentation of 282 Computed Tomography Scans
Pazelli, Alexandre Meira, Shehab, Abdallah A. , Rames, Jess D. , Hussein, Sara , Bustos, Samyd S. , Sears, Victoria A. , Wentworth, Adam, Morris, Jonathan M. , Sharaf, Basel , Meira Pazelli, Alexandre, Hussein, Sara M., Sharaf, Basel A, Bustos, S S , Sharaf, Basel A

Plastic and Reconstructive Surgery - Global Open | September 6, 2024 | Volume: 12 | Issue: 9 | Pages: e6119

10.1097/gox.0000000000006119 Get It

Background: With neck, aging the cervicomental angle becomes obtuse and may be influenced by hyoid bone aging. An understanding of hyoid position changes with aging will further our understanding of its role in neck contour changes. Methods: A 3D volumetric reconstruction of 282 neck computed tomography scans was performed. The cohort was categorized into three groups based on age: 20 years or older and younger than 40 years, 40 years or older and younger than 60 years, and 60 years or older and younger than 80 years. The vertical and horizontal hyoid distances in relation to the mandible were calculated for each patient. Results: A total of 282 patients (153 women, 129 men) were included in the cohort. The age groups were evenly distributed in men and women. Mean hyoid vertical and horizontal distances differed between women and men in all age groups. There was a significant difference in the hyoid vertical distance between 20–39 years old to 40–59 years old in men (P < 0.01), and 20–39 years old to 60–79 years old in both genders (women P = 0.005, men P < 0.01). Hyoid horizontal distance was not affected by age and sex (age and sex: P > 0.05), but rather by body mass index (BMI). Every 5 BMI points corresponded to a forward movement of 2 mm. Conclusions: As individuals age, the hyoid bone descends in both sexes, and an increase in BMI is associated with forward movement. Additional studies are needed to assess the correlation of the hyoid position between upright and supine positions.