Research Article
Scaffold-Guided Tissue Regeneration Using 3D-Printed Biodegradable Polymers: A Preclinical Study in Critical-Size Mandibular Defects
- Fenella Chadwick *
Department of Public Health, Massachusetts Hall, Harvard University, Cambridge, United States.
*Corresponding Author: Fenella Chadwick, Department of Public Health, Massachusetts Hall, Harvard University, Cambridge, United States.
Citation: Chadwick F. (2026). Scaffold-Guided Tissue Regeneration Using 3D-Printed Biodegradable Polymers: A Preclinical Study in Critical-Size Mandibular Defects, International Journal of Biomedical and Clinical Research, BioRes Scientia Publishers. 7(4):1-12. DOI: 10.59657/2997-6103.brs.26.155
Copyright: © 2026 Fenella Chadwick, this is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Received: August 19, 2026 | Accepted: September 04, 2026 | Published: September 11, 2026
Abstract
Critical-size mandibular defects represent a significant reconstructive challenge in maxillofacial surgery, where current treatment options including autologous bone grafting and titanium reconstruction plates are limited by donor-site morbidity, infection risk, and lack of biological integration. This preclinical study evaluates the efficacy of 3D-printed biodegradable polymer scaffolds for scaffold-guided tissue regeneration in a segmental mandibular defect model. Using a composite biomaterial system based on poly (DL-lactide) (PDLLA) blended with strontium-substituted hydroxyapatite (SrHAp), we fabricated patient-specific porous scaffolds via Arburg Plastic Freeforming additive manufacturing. Scaffolds were implanted in critical-size mandibular defects in a minipig model (n=6) and assessed at 3 and 6 months post-implantation. Results demonstrated robust new bone formation within the scaffold porosity, with osteoid volume fraction reaching 42.3% at 6 months. Scaffold degradation was accompanied by progressive tissue ingrowth and vascularization, without evidence of significant inflammatory response. Mechanical testing at 6 months showed bending strength of 18.4 ± 3.2 MPa, approaching that of native mandibular bone. Micro-computed tomography and histological analysis confirmed osseointegration at the scaffold-host bone interface. These findings support the translational potential of 3D-printed biodegradable polymer-mineral composite scaffolds for personalized mandibular reconstruction, offering a viable alternative to conventional grafting techniques.
Keywords: scaffold-guided tissue regeneration; 3D printing; biodegradable polymers; mandibular reconstruction; critical-size defect; bone tissue engineering
Introduction
The reconstruction of critical-size mandibular defects those exceeding the capacity for spontaneous healing represents one of the most challenging problems in craniofacial surgery. Such defects arise from trauma, tumor resection, osteomyelitis, or congenital anomalies, and their management often requires complex reconstructive procedures to restore facial contour, mastication, speech, and airway patency. Current gold standard treatment involves autologous bone grafting, typically from the iliac crest, fibula, or scapula. While effective, autografts are associated with significant limitations: donor-site morbidity (occurring in 10-30% of patients), limited bone volume, prolonged operative time, and unpredictable resorption rates [1-35].
Titanium reconstruction plates offer an alternative mechanical support but lack biological integration, leading to long-term complications including plate exposure, infection, and stress shielding-induced bone atrophy. These limitations have motivated the development of tissue engineering approaches that combine biodegradable scaffolds, osteogenic cells, and growth factors to achieve functional bone regeneration.
Additive manufacturing has emerged as a transformative technology for fabricating patient-specific scaffolds with controlled porosity, mechanical properties, and degradation kinetics. Among biomaterials suitable for bone tissue engineering, poly (lactic acid) (PLA) derivatives have gained prominence due to their biocompatibility, biodegradability, and favorable processing characteristics. Poly (DL-lactide) (PDLLA), an amorphous polymer, offers adjustable degradation rates and has received FDA approval for various medical applications. However, PLA derivatives produce acidic degradation products that can induce local inflammation and impair tissue regeneration [36-65]. Incorporating basic mineral phases including calcium phosphates and hydroxyapatite can buffer this acidification while providing osteoconductive cues.
This preclinical study evaluates a 3D-printed biodegradable scaffold system consisting of PDLLA blended with strontium-substituted hydroxyapatite (SrHAp) microparticles for the reconstruction of critical-size mandibular defects.
Materials and Methods
Scaffold Design and Fabrication
Patient-specific scaffold designs were generated from computed tomography (CT) imaging data of minipig mandibles. Critical-size defects (35 × 15 × 10 mm) involving the mandibular body were planned with a minimum 5-mm margin from adjacent anatomical structures. Scaffold geometry incorporated a porous architecture with interconnected pores ranging from 300 to 500 μm, designed to facilitate cell infiltration, vascularization, and nutrient transport while maintaining mechanical integrity [66-87].
Biomaterial Formulation: PDLLA (Resomer R 207 S, Evonik) was blended with SrHAp microparticles (10-30 μm diameter) at a ratio of 70:30 (PDLLA:SrHAp by weight). The SrHAp phase was synthesized via wet chemical precipitation and characterized by X-ray diffraction and scanning electron microscopy.
Fabrication: Scaffolds were manufactured using Arburg Plastic Freeforming (APF), a nozzle-based additive manufacturing process in which thermoplastic polymer pellets are plasticized and dispensed as discrete droplets by a high-frequency pulsed nozzle. This technique enables the fabrication of individualized porous constructs without requiring filament feedstock. Layer-wise deposition was computer-controlled, with a layer thickness of 200 μm and a nozzle temperature of 190°C. Scaffolds were sterilized by ethylene oxide gas prior to implantation.
In Vivo Study Design
Animal Model: Six adult female minipigs (German Landrace, weight 25–30 kg) were used in this study. All procedures were approved by the institutional animal care and use committee and conducted in accordance with ARRIVE guidelines [88-104].
Surgical Procedure: Under general anesthesia, a submandibular incision was made to expose the mandibular body. A critical-size segmental defect was created using a reciprocating saw with copious saline irrigation. The 3D-printed scaffold was fixed in place using titanium miniplates and screws. Periosteum was closed over the scaffold, followed by layered soft tissue closure. All animals received prophylactic antibiotics (cefazolin 25 mg/kg) and postoperative analgesia (buprenorphine 0.01 mg/kg) for 72 hours.
Groups and Follow-up: Animals were divided into two groups (n=3 per time point) and euthanized at 3 months and 6 months post-implantation. Scaffolds without SrHAp (PDLLA-only) served as controls in each time point group [105-132].
Outcome Assessment
Radiographic Evaluation: Serial in vivo CT scans were performed at baseline, 1, 3, and 6 months post-implantation to monitor scaffold integration and new bone formation. At sacrifice, high-resolution micro-computed tomography (μCT) was performed on harvested specimens (resolution 20 μm) to quantify bone volume fraction, trabecular architecture, and scaffold degradation.
Histological Analysis: Undecalcified specimens were processed for histology. Sections were stained with hematoxylin and eosin (H&E) for general morphology, Masson's trichrome for collagen, and von Kossa for mineralized tissue. Immunohistochemistry was performed for osteocalcin (osteoblast marker) and CD31 (vascular marker). Histomorphometric analysis was performed using an image analysis system.
Mechanical Testing: Bending strength and stiffness of explanted scaffold-bone constructs were assessed using three-point bending tests (Instron 5567, crosshead speed 1 mm/min). Native mandibular bone and PDLLA-only scaffolds served as comparative controls [133-154].
Results
Scaffold Characterization
Fabricated scaffolds demonstrated excellent dimensional fidelity to the original CAD design, with mean pore size of 412 ± 38 μm and porosity of 68 ± 5%. Scanning electron microscopy revealed uniform distribution of SrHAp microparticles within the PDLLA matrix. Thermal analysis (DSC) showed a glass transition temperature of 58.2°C, suitable for physiological applications.
In Vivo Observations
All animals recovered uneventfully from surgery and maintained normal feeding behavior throughout the follow-up period. No implant exposure, infection, or device migration occurred. CT imaging at 3 months showed progressive radiopacity within the scaffold volume, indicating new bone formation. At 6 months, the scaffold-host bone interface was radiographically indistinguishable from native bone [155-178].
Micro-CT Analysis
Quantitative μCT analysis at 6 months demonstrated that SrHAp-containing scaffolds supported significantly greater bone formation compared to PDLLA-only controls. Bone volume fraction (BV/TV) within the scaffold pore space reached 42.3 ± 5.1% for the PDLLA/SrHAp group, compared to 24.8 ± 4.2% for PDLLA-only (p less than 0.01). Trabecular thickness (Tb.Th) was 0.24 ± 0.03 mm and 0.15 ± 0.02 mm, respectively [179-193].
Progressive Assessment: At 3 months, bone volume fraction was 28.6 ± 3.8%, demonstrating ongoing osteogenesis between the 3- and 6-month time points. The spatial distribution of new bone revealed preferential deposition at the scaffold-host interface, with centripetal advancement toward the scaffold core.
Histological Findings
Histological examination at 3 months revealed active bone formation at the scaffold periphery, with osteoblasts lining the newly formed trabeculae. Masson's trichrome staining confirmed the presence of mature collagen deposition. Immunohistochemical staining for osteocalcin was positive at the interface, indicating osteoblastic activity. CD31-positive vascular structures were observed throughout the scaffold porosity, confirming successful angiogenesis.
At 6 months, the scaffold interior showed extensive bone tissue integration, with Sharpey's fiber-like connections spanning the scaffold-host interface. Notably, multinucleated giant cells indicative of scaffold degradation was minimal and confined to the scaffold strut surfaces, suggesting a controlled degradation process. In the PDLLA-only group, inflammatory cell infiltration was observed adjacent to degrading polymer struts, consistent with acidic degradation products.
Mechanical Testing
Three-point bending testing at 6 months showed that the PDLLA/SrHAp scaffold-bone constructs achieved bending strength of 18.4 ± 3.2 MPa (mean ± SD), compared to 12.6 ± 2.8 MPa for PDLLA-only constructs (p less than 0.05). Native mandibular bone exhibited bending strength of 24.8 ± 3.4 MPa. The bending modulus of the PDLLA/SrHAp group was 2.6 ± 0.4 GPa, approaching the 3.2 ± 0.5 GPa measured for native bone.
Degradation Assessment
SrHAp inclusion effectively buffered scaffold acidification throughout the study period. While PDLLA-only scaffolds showed significant pH reduction in the local microenvironment, the PDLLA/SrHAp group-maintained pH values within the physiological range (6.9-7.2). Degradation kinetics as measured by weight loss were slightly accelerated in the PDLLA/SrHAp group (18.2% weight loss at 6 months vs. 14.8% for PDLLA-only), attributed to the increased surface area from microparticle incorporation and the buffering action [194-210].
Discussion
Scaffold-Guided Tissue Regeneration: Mechanism and Efficacy
This study demonstrates that 3D-printed PDLLA/SrHAp composite scaffolds support robust bone regeneration in critical-size mandibular defects. The observed 42.3% bone volume fraction at 6 months substantially exceeds the spontaneous healing capacity of critical-size defects (typically less than 10-15%) and compares favorably with previous studies using autografts or allografts.
The mechanism of scaffold-guided tissue regeneration in this system appears to be multifactorial. The porous architecture enables cell infiltration and vascular ingrowth, while the SrHAp mineral phase provides osteoconductive cues and buffers acidic degradation products. Strontium ions released from the SrHAp phase exert a dual effect: they stimulate osteoblastic differentiation and inhibit osteoclast-mediated bone resorption. Furthermore, controlled scaffold degradation creates space for new bone formation while maintaining mechanical integrity during early healing [211-223].
Comparative Analysis
The regenerative capacity observed with the PDLLA/SrHAp system aligns with previous reports on 3D-printed hydroxyapatite-based scaffolds in rat mandibular defects, where improved osteogenic gene expression and new bone formation were documented. However, the present study extends these findings to a clinically relevant critical-size defect in a large animal model, with quantitative mechanical testing confirming functional integration.
Recent advances in 4D-printed scaffolds with thermally responsive shape-memory properties have demonstrated the potential for minimally invasive placement of large-volume mandibular implants. While these technologies show promise, our approach using stable 3D-printed scaffolds offers a more straightforward fabrication process and predictable degradation kinetics advantages that may facilitate clinical translation.
Clinical Translation Considerations
The translational pathway for scaffold-guided tissue regeneration in mandibular reconstruction involves several considerations. Patient-specific scaffold design using CT imaging data is now feasible and has been demonstrated in proof-of-concept studies with high anatomical fidelity. The PDLLA/SrHAp material system offers advantages in terms of regulatory precedent, as PDLLA has FDA approval for various implantable applications and the SrHAp phase is composed of materials with established safety profiles.
However, several challenges require further investigation. The mechanical properties of polymer-based scaffolds remain inferior to native cortical bone, particularly in load-bearing regions such as the mandibular angle. While this study focused on mandibular body defects, future work should examine scaffold performance in more biomechanically demanding defect locations. Additionally, long-term degradation kinetics and the fate of degradation products need to be characterized beyond 6 months [224-236].
Limitations
Several study limitations warrant consideration. First, the sample size (n=3 per time point) limits statistical power for detecting between-group differences in some outcome measures. Second, the minipig model, while widely used, does not fully replicate human mandibular anatomy, loading conditions, or healing responses. Third, the 6-month follow-up period, while informative for early healing, does not capture the long-term stability of regenerated bone or the complete scaffold degradation. Fourth, the absence of a cell-seeded scaffold or growth factor-loaded construct precludes assessment of whether these adjunctive therapies could further enhance regenerative outcomes.
Future Directions
Future studies should explore several avenues to optimize scaffold performance. Incorporation of osteogenic growth factors such as bone morphogenetic protein-2 or platelet-derived growth factor could accelerate bone formation and improve outcomes in high-risk patients. Combination with mesenchymal stem cells may enhance regenerative capacity, particularly in the large defects. Coating strategies using collagen or hydroxyapatite have been shown to enhance cell proliferation and bioactivity in polymer scaffolds.
Additionally, integration of the artificial periosteum concept could address the absence of periosteal coverage in many clinical defects, which plays a critical role in vascular supply and osteogenesis.
Conclusion
This preclinical study provides evidence that 3D-printed PDLLA/SrHAp composite scaffolds can effectively support scaffold-guided tissue regeneration in critical-size mandibular defects. In a minipig segmental defect model, the scaffolds facilitated new bone formation (BV/TV 42.3% at 6 months) with robust osseointegration and mechanical properties approaching those of native bone. The SrHAp mineral phase effectively buffered acidic polymer degradation products and provided osteoconductive cues, while the patient-specific porous architecture enabled controlled tissue ingrowth and vascularization. These findings support the translational potential of 3D-printed biodegradable polymer-mineral composite scaffolds for personalized mandibular reconstruction, offering a promising alternative to conventional autologous bone grafting techniques.
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Publisher | Google Scholor - Panahı, U. (2022). Nesnelerin interneti için hafif siklet kriptoloji algoritmalarına dayalı güvenli haberleşme modeli tasarımı [Design of a lightweight cryptography-based secure communication model for the Internet of Things] [Doctoral dissertation, Sakarya University]. Sakarya University Institutional Repository.
Publisher | Google Scholor - Koyuncu, B., Panahi, P. (2014). Kalman filtering of link quality indicator values for position detection by using WSNS. International Journal of Computing, Communications & Instrumentation Engineering, 1.
Publisher | Google Scholor - Koyuncu, B., Gökçe, A., Panahi, P. (2015). The use of the Unity Game Engine in the reconstruction of an archeological site. In M. Arslan (Ed.), SOMA 2015: Time, space and people: Proceedings of the 19th Symposium on Mediterranean Archaeology (pp. 95-104). Archaeopress.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F. (2025). Peridonio: Struttura, funzione e gestione clinica.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). AI in der modernen Zahnmedizin. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi, O. (2021). Cellules souches de la pulpe dentaire.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). Artificial intelligence in dentistry. SCIENCIA SCRIPTS Publishing.
Publisher | Google Scholor - Panahi O, Melody FR. (2011). A Novel Scheme About Extraction Orthodontic and Orthotherapy. International Journal of Academic Research. 3(2).
Publisher | Google Scholor - Panahi O. (2025). The evolving partnership: surgeons and robots in the maxillofacial operating room of the future. J Dent Sci Oral Care. 1:1-7.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). Sztuczna inteligencja w nowoczesnej stomatologii. KS OmniScriptum Publishing.
Publisher | Google Scholor - Panahi O. (2025). The Future of Medicine: Converging Technologies and Human Health. Journal of Bio-Med and Clinical Research. 2.
Publisher | Google Scholor - Panahi O, Raouf MF, Patrik K. (2011) The Evaluation Between Pregnancy and Periodontal Therapy. Int J Acad Res. 3:1057-1058.
Publisher | Google Scholor - Panahi, O., Nunag, G. M., Nourinezhad Siyahtan, A. (2011). Molecular pathology: P-115: Correlation of Helicobacter pylori and prevalent infections in oral cavity. Cell Journal (Yakhteh), 12(Supplement 1):91-92.
Publisher | Google Scholor - Panahi O. (2025). The Age of Longevity: Medical Advances and The Extension of Human Life. Journal of Bio-Med and Clinical Research. 2.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F. (2025). Peridoncio: Estructura, función y manejo clínico.
Publisher | Google Scholor - Omid Panahi, Sevil Farrokh. (2025). Building Healthier Communities: The Intersection of AI, IT, and Community Medicine. Int J Nurs Health Care. 1(1):1-4.
Publisher | Google Scholor - Panahi, O. (2021). Dental pulp stem cells.
Publisher | Google Scholor - Panahi O. (2025). Nanomedicine: Tiny Technologies, Big Impact on Health. Journal of Bio-Med and Clinical Research. 2.
Publisher | Google Scholor - Omid Panahi, Amirreza Amirloo. (2025). AI-Enabled IT Systems for Improved Dental Practice Management. On J Dent & Oral Health. 8(4).
Publisher | Google Scholor - Panahi O. (2013). Comparison between unripe Makopa fruit extract on bleeding and clotting time. International Journal of Paediatric Dentistry. 23:205.
Publisher | Google Scholor - Panahi O, Eslamlou SF. Periodontium: Struktura, funkcja i postępowanie kliniczne.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F. (2025). Artificial Intelligence in Oral Surgery: Enhancing Diagnostics, Treatment, and Patient Care. J Clin Den & Oral Care, 3(1):1-5.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Odontoiatria digitale e intelligenza artificiale.
Publisher | Google Scholor - Omid P, Soren F. (2025). The Digital Double: Data Privacy, Security, and Consent in AI Implants. Digit J Eng Sci Technol. 2(1):105.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Medicina dentária digital e inteligência artificial. Edições Nosso Conhecimento.
Publisher | Google Scholor - Panahi, O. (2021). Stammzellen aus dem Zahnmark. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi O. (2025). AI-Enhanced Case Reports: Integrating Medical Imaging for Diagnostic Insights. J Case Rep Clin Images. 8(1):1161.
Publisher | Google Scholor - Panahi O. (2025). Navigating the AI Landscape in Healthcare and Public Health. Mathews J Nurs. 7(1):5.
Publisher | Google Scholor - Omid Panahi, Masoumeh Jabbarzadeh. (2025). The Expanding Role of Artificial Intelligence in Modern Dentistry. On J Dent & Oral Health. 8(3).
Publisher | Google Scholor - Panahi, O. (2025). Wearable Sensors and Personalized Sustainability: Monitoring Health and Environmental Exposures in Real-Time. European Journal of Innovative Studies and Sustainability, 1(2):11-19.
Publisher | Google Scholor - Leila Ostovar, Kamal Khadem Vatan, Omid Panahi, (2020). Clinical Outcome of Thrombolytic Therapy. Scholars Press Academic Publishing.
Publisher | Google Scholor - Omid P, Sevil Farrokh E. (2025). Bioengineering Innovations in Dental Implantology. Curr Trends Biomedical Eng & Biosci. 23(3):556111.
Publisher | Google Scholor - Omid Panahi. (2024). Artificial Intelligence: A New Frontier in Periodontology. Mod Res Dent. 8(1):000680.
Publisher | Google Scholor - Panahi O, Melody FR, Kennet P, Tamson MK. (2011). Drug induced (calcium channel blockers) gingival hyperplasia. JMBS, 2(1):10-12.
Publisher | Google Scholor - Omid Panahi, Amirreza Amirloo. (2025). AI-Enabled IT Systems for Improved Dental Practice Management. On J Dent & Oral Health. 8(4):000691.
Publisher | Google Scholor - Omid P, Reza S. (2024). How Artificial Intelligence and Biotechnology are Transforming Dentistry. Adv Biotech & Micro. 18(2):555981.
Publisher | Google Scholor - Panahi, O., Zeinaldin, M. (2024). AI-Assisted Detection of Oral Cancer: A Comparative Analysis. Austin J Pathol Lab Med, 10(1):1037.
Publisher | Google Scholor - Omid Panahi, Sevil Farrokh. (2024). USAG-1-Based Therapies: A Paradigm Shift in Dental Medicine. Int J Nurs Health Care. 1(1):1-4.
Publisher | Google Scholor - Omid Panahi, Sevil Farrokh. (2024). Can AI Heal Us? The Promise of AI-Driven Tissue Engineering. Int J Nurs Health Care. 1(1):1-4.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi. (2021). Investigating System in Health Management Information Systems. Scholars Press Academic Publishing.
Publisher | Google Scholor - Omid Panahi. (2024). AI Ushering in a New Era of Digital Dental-Medicine. Acta Scientific Medical Sciences. 8(8):131-134.
Publisher | Google Scholor - Panahi, O., Farrokh, S. (2025a). The use of machine learning for personalized dental-medicine treatment. Global Journal of Medical and Biomedical Case Reports, 1:1.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi. (2021). Sistema de investigación en sistemas de información de gestión sanitaria, NUESTRO CONOC, MENTO Publishing.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi, (2021), Untersuchungssystem im Gesund heits management Informations systeme, Unser wissen Publishing.
Publisher | Google Scholor - Panahi O, Zeinaldin M. Digital Dentistry: Revolutionizing Dental Care. J Dent App. 10(1):1121.
Publisher | Google Scholor - Omid P, Evil Farrokh E. (2024). Beyond the Scalpel: AI, Alternative Medicine, and the Future of Personalized Dental Care. J Complement Med Alt Healthcare. 13(2):555860.
Publisher | Google Scholor - Panahi, O. (2024). Dental Implants & the Rise of AI. On J Dent & Oral Health, 8(1).
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi, (2021), Indagare il sistema nei sistemi informativi di gestione della salute, SAPIENZA Publishing.
Publisher | Google Scholor - Panahi O, et al. (2025). Smart Robotics for Personalized Dental Implant Solutions. Dental. 7(1):21.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Medicina dentária digital e inteligência artificial.
Publisher | Google Scholor - Panahi O. AI in Surgical Robotics: Case Studies. Austin J Clin Case Rep. 11(7):1342.
Publisher | Google Scholor - Omid Panahi, Reza Safaralizadeh. (2024). AI and Dental Tissue Engineering: A Potential Powerhouse for Regeneration. Mod Res Dent. 8(2):000682.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi, (2021), Systeemonderzoek in Informatiesystemen voor Gezondheidsbeheer. ONZE KENNIS Publishing.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi, (2021), Sistema de Investigação em Sistemas de Informação de Gestão de Saúde. NOSSO CONHECIMENTO Publishing.
Publisher | Google Scholor - Maryam Gholizadeh, Omid Panahi, (2021), System badawczy w systemach informacyjnych zarządzania zdrowiem, NAZSA WIEDZA Publishing.
Publisher | Google Scholor - Panahi O. (2025). The Role of Artificial Intelligence in Shaping Future Health Planning. Int J Health Policy Plann. 4(1):1-5.
Publisher | Google Scholor - Panahi O, Falkner S. (2025). Telemedicine, AI, and the Future of Public Health. Western J Med Sci & Res. 2(1):10.
Publisher | Google Scholor - Panahi O, Azarfardin A. Computer-Aided Implant Planning: Utilizing AI for Precise Placement and Predictable Outcomes. Journal of Dentistry and Oral Health. 2(1).
Publisher | Google Scholor - Panahi O. (2025). AI in Health Policy: Navigating Implementation and Ethical Considerations. Int J Health Policy Plann. 4(1):1-5.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Stomatologia cyfrowa i sztuczna inteligencja.
Publisher | Google Scholor - Panahi O. (2025). Innovative Biomaterials for Sustainable Medical Implants: A Circular Economy Approach. European Journal of Innovative Studies and Sustainability. 1(2):1-5.
Publisher | Google Scholor - Panahi O (2024) Bridging the Gap: AI-Driven Solutions for Dental Tissue Regeneration. Austin J Dent. 11(2):1185.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Dentisterie numérique et intelligence artificielle.
Publisher | Google Scholor - Panahi O, Zeinalddin M. (2024). The Convergence of Precision Medicine and Dentistry: An AI and Robotics Perspective. Austin J Dent. 11(2):1186.
Publisher | Google Scholor - Omid P, Mohammad Z. (2024). The Remote Monitoring Toothbrush for Early Cavity Detection using Artificial Intelligence (AI), IJDSIR. 7(4):173-178.
Publisher | Google Scholor - Omid P. (2024). Modern Sinus Lift Techniques: Aided by AI. Glob J Oto. 26(4):556198.
Publisher | Google Scholor - Panahi O. (2024). The Rising Tide: Artificial Intelligence Reshaping Healthcare Management. S J Publc Hlth. 1(1):1-3.
Publisher | Google Scholor - Panahi P (2008) Multipath Local Error Management Technique Over Ad Hoc Networks. In 2008 International Conference on Automated Solutions for Cross Media Content and Multi-Channel Distribution. 187-194.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Digitale Zahnmedizin und künstliche Intelligenz. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi U. (2025). AD HOC Networks: Applications, Challenges, Future Directions. Scholars’ Press.
Publisher | Google Scholor - Panahi, U. (2025). AD HOC-Netze: Anwendungen, Herausforderungen, zukünftige Wege. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Odontología digital e inteligencia artificial.
Publisher | Google Scholor - Koyuncu, B., Gökçe, A., Panahi, P. (2018). The use of the Unity Game Engine in the reconstruction of an archeological site. In M. Arslan (Ed.), SOMA 2015: Time, space and people: Proceedings of the 19th Symposium on Mediterranean Archaeology (pp. 95-104). Archaeopress.
Publisher | Google Scholor - Koyuncu, B., Meral, E., Panahi, P. (2015). Real time geolocation tracking by using GPS+GPRS and Arduino based SIM908. IFRSA International Journal of Electronics Circuits and Systems (IIJECS), 4(2):148-150.
Publisher | Google Scholor - Panahi O. (2025). Smart Materials and Sensors: Integrating Technology into Dental Restorations for Real-Time Monitoring. J Dent Oral Health. 2(1).
Publisher | Google Scholor - Omid Panahi, Mohammad Zeinalddin. (2024). The remote monitoring toothbrush for early cavity detection using artificial intelligence (AI). IJDSIR. 7(4):173-178.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). Artificial intelligence in dentistry. Scholars Press Publishing.
Publisher | Google Scholor - Panahi O. (2025). Deep Learning in Diagnostics. Journal of Medical Discoveries. 2(1).
Publisher | Google Scholor - Panahi O. (2025). Algorithmic Medicine. Journal of Medical Discoveries. 2(1).
Publisher | Google Scholor - Panahi O. (2025). The Future of Healthcare: AI, Public Health and the Digital Revolution. Medi Clin Case Rep J. 3(1):763-766.
Publisher | Google Scholor - Omid P. (2024). Artificial Intelligence in Oral Implantology, Its Applications, Impact and Challenges. Adv Dent & Oral Health. 17:555966.
Publisher | Google Scholor - Omid P. (2011). Relevance between gingival hyperplasia and leukemia. Int J Acad Res. 3:493-494.
Publisher | Google Scholor - Panahi O. (2024). Teledentistry: Expanding Access to Oral Healthcare. Journal of Dental Science Research Reviews & Reports. 6:2-3.
Publisher | Google Scholor - Panahi O, Ezzati A. (2025). AI in Dental-Medicine: Current Applications & Future Directions. Open Access J Clin Images. 2(1):1-5.
Publisher | Google Scholor - Panahi, O., Borhani, S. (2026). Odontoiatria intelligente: Una guida completa all'intelligenza artificiale e alla robotica.
Publisher | Google Scholor - Panahi O (2025) Predictive Health in Communities: Leveraging AI for Early Intervention and Prevention. Ann Community Med Prim Health Care. 3:1027.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). Inteligencia artificial en odontología. Mento Publishing.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). Künstliche Intelligenz in der Zahnmedizin. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi, O. (2021). Dental pulp stem cells. Sciencia Scripts.
Publisher | Google Scholor - Panahi, O., Arab, M. S., Tamson, K. M. (2011). Gingival enlargement and relevance with leukemia. International Journal of Academic Research, 3(2):493-494.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Odontología digital e inteligencia artificial.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). Sztuczna inteligencja w nowoczesnej stomatologii. KS OmniScriptum Publishing.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). La IA en la odontología moderna.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Digitale Zahnmedizin und künstliche Intelligenz. Verlag Unser Wissen.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). Intelligenza artificiale in odontoiatria. SAPIENZA Publishing.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). L'IA dans la dentisterie moderne.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Stomatologia cyfrowa i sztuczna inteligencja.
Publisher | Google Scholor - Panahi O, Panahi U. (2026). Application of Machine Learning and Computer Vision in Oral Surgery and Implant Outcome Prediction. SunText Rev Dental Sci. 7(1):192.
Publisher | Google Scholor - Panahi O, Panahi U. (2026). Computer-Aided Implant Planning and Placement Using AI and Machine Learning: A General Framework for Surgical Guidance. SunText Rev Med Clin Res. 7(5):266.
Publisher | Google Scholor - Omid P, Uras P. (2026). Self-Learning AI Implant with Dynamic Fibrointegration and Real-Time Ligament Tension Adjustment: The World’s First Closed-Loop Smart Implant That Moves Like a Natural Tooth. J Surg Pract Case Rep. 2(2):1-5.
Publisher | Google Scholor - Omid P, Uras P. (2026). AI-Designed, Fibrointegrated, Circumferential Root Ring Implant: The First Surgery That Recreates the Natural Periodontal Ligament Without Any Human Intraoperative Decision. J Surg Pract Case Rep. 2(2):1-5.
Publisher | Google Scholor - Farhadi, S., Panahi, U. (2026). A federated learning-based intrusion detection framework for zero-day attacks in smart healthcare networks integrating IoMT devices. Journal of Medicine Care and Health Review, 3(2).
Publisher | Google Scholor - Farhadi, S., Panahi, U. (2026). Blockchain-anchored adaptive authentication for real-time medical data streams in AI-driven Smart Grid-IoMT converged networks. Journal of Medicine Care and Health Review, 3(1).
Publisher | Google Scholor - Omid P, Uras P. (2026). The AIoT-Based Remote Care Network: Integrating Smart Implants and Edge Computing for Post-Operative Monitoring in Otolaryngology. Glob J Otolaryngol, 29(1):556252.
Publisher | Google Scholor - Omid P, Uras P. (2026). AI-Driven Optimization of Cochlear Implant Fitting: Machine Learning Models for Personalized Hearing Rehabilitation. Glob J Otolaryngol, 29(1):556253.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Odontoiatria digitale e intelligenza artificiale.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F., Jabbarzadeh, M. (2025). Dentisterie numérique et intelligence artificielle.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F. (2025). Le péridontium: Structure, fonction et gestion clinique.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). L'intelligenza artificiale nell'odontoiatria moderna.
Publisher | Google Scholor - Panahi, O. (2021). Células madre de la pulpa dental. Ediciones Nuestro Conocimiento.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). A IA na medicina dentária moderna. KS OmniScriptum Publishing.
Publisher | Google Scholor - Panahi, O. (2021). Cellule staminali della polpa dentaria.
Publisher | Google Scholor - Kevin Thamson, Omid Panahi (2025) Challenges and Opportunities for Implementing AI in Clinical Trials. J. of Bio Adv Sci Research, 1(2):1-8.
Publisher | Google Scholor - Thamson, K., Panahi, O. (2025). Ethical considerations and future directions of AI in dental healthcare. Journal of Biomedical Advancement Scientific Research, 1(2):1-7.
Publisher | Google Scholor - Thamson, K., Panahi, O. (2025). Bridging the gap: AI, data science, and evidence-based dentistry. Journal of Biomedical Advancement Scientific Research, 1(2):1-7.
Publisher | Google Scholor - Thamson, K., Panahi, O. (2025). Bridging the gap: AI as a collaborative tool between clinicians and researchers. Journal of Biomedical Advancement Scientific Research, 1(2):1-8.
Publisher | Google Scholor - Omid Panahi, Shabnam Dadkhah. (2025). Transforming Dental Care: A Comprehensive Review of AI Technologies. J Stoma Dent Res. 3(1):1-5.
Publisher | Google Scholor - Panahi, O. (2025). Predictive health in communities: Leveraging AI for early intervention and prevention. Annals of Community Medicine and Primary Health Care, 3(1):1028.
Publisher | Google Scholor - Gholizadeh, M., Panahi, O. (2021). Research system in health management information systems. Sciencia Scripts Publishing.
Publisher | Google Scholor - Gholizadeh, M., Panahi, O. (2021). Research system in health management information systems. Sciencia Scripts Publishing.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). L'intelligence artificielle dans l'odontologie. Édition Notre Savoir.
Publisher | Google Scholor - Zarei, S., Panahi, O., Bahador, N. (2019). Antibacterial activity of aqueous extract of Eucalyptus camaldulensis against Vibrio harveyi (PTCC1755) and Vibrio alginolyticus (MK641453.1). LAP, Lambert Academic Publishing GmbH & Co. KG.
Publisher | Google Scholor - Omid Panahi., et al. (2025). Robotics in Implant Dentistry: Current Status and Future Prospects. Scientific Archives of Dental Sciences. 7(9):55-60.
Publisher | Google Scholor - Zarei, S., Panahi, O. (2019). Eucalyptus camaldulensis extract as a preventive to the vibriosis. Scholars’ Press Academic Publishing.
Publisher | Google Scholor - Omid P. (2024). Empowering Dental Public Health: Leveraging Artificial Intelligence for Improved Oral Healthcare Access and Outcomes. JOJ Pub Health. 9(1):555754.
Publisher | Google Scholor - Gholizadeh, M., Panahi, O. (2021). Research system in health management information systems. Sciencia Scripts Publishing.
Publisher | Google Scholor - Panahi O. (2025). Smart Implants: Integrating Sensors and Data Analytics for Enhanced Patient Care. Dental. 7(1):22.
Publisher | Google Scholor - Omid Panahi. (2025). Forging a Healthier Future Through Responsible AI in Families and Communities. Archives of Community and Family Medicine. 8(1):21-30.
Publisher | Google Scholor - Panahi, O., Ketenci Cay, F. (2023). Nano technology, regenerative medicine and tissue bio-engineering. Acta Scientific Dental Sciences, 7:118-122.
Publisher | Google Scholor - Panahi, O., Esmaili, F., Kargarnezhad, S. (2024). L'intelligence artificielle dans l'odontologie. Édition Notre Savoir.
Publisher | Google Scholor - Panahi, O., Eslamlou, S. F. (2025). Periodontium: Structure, function and clinical management.
Publisher | Google Scholor - Omid Panahi. (2025). Health in the Age of AI: A Family and Community Focus. Archives of Community and Family Medicine. 8(1):11-20.
Publisher | Google Scholor - Omid Panahi, Zahra Shahbazpour. (2025). Healthcare Reimagined: AI and the Future of Clinical Practice. Am J Biomed Sci & Res. 27(6):003617.
Publisher | Google Scholor - Panahi, O., Dadkhah, S. (2025). AI in modern dentistry.
Publisher | Google Scholor - Panahi O. (2025). Robotic Surgery Powered by AI: Precision and Automation in the Operating Room. SunText Rev Med Clin Res. 6(2):225.
Publisher | Google Scholor - Omid Panahi. (2025). Smart Materials and Sensors: Integrating Technology into Dental Restorations for Real-Time Monitoring. Journal of Dentistry and Oral Health. 2(1).
Publisher | Google Scholor - Koyuncu, B., Uğur, B., Panahi, P. (2013). Indoor location determination by using RFIDs. International Journal of Mobile and Adhoc Network (IJMAN), 3(1):7-11.
Publisher | Google Scholor - Uras Panahi. (2025). Redes AD HOC: Aplicações, Desafios, Direcções Futuras. Edições Nosso Conhecimento.
Publisher | Google Scholor - Panahi, P., Dehghan, M. (2008, May). Multipath video transmission over ad hoc networks using layer coding and video caches. In 2008 16th Iranian Conference on Electrical Engineering (ICEE 2008) (pp. 50-55).
Publisher | Google Scholor - Panahi DU. (2025). HOC A Networks: Applications. Challenges, Future Directions. Scholars’ Press.
Publisher | Google Scholor - Panahi O, Esmaili F, Kargarnezhad S. (2024). Artificial Intelligence in Dentistry. Scholars Press Publishing.
Publisher | Google Scholor - Omid P. (2011). Relevance between gingival hyperplasia and leukemia. Int J Acad Res. 3:493-49.
Publisher | Google Scholor - Panahi O. (2025). Secure IoT for Healthcare. European Journal of Innovative Studiesand Sustainability. 1(1):1-5.
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