Methodological Limitations of CBCT-Derived Gray Values in Assessing Radiographic Attenuation Patterns After Peri-Implantitis Surgery: Secondary Analysis of a Prospective Clinical Cohort
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design
2.2. Clinical and Surgical Context of the Source Cohort
2.3. Imaging Protocol and ROI Selection
2.4. Methodological Endpoints
2.5. Statistical Analysis
3. Results
3.1. Magnitude and Dispersion of CBCT-Derived Values
3.2. Protocol Features That Limited Quantitative Interpretation
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| ANOVA | analysis of variance |
| CBCT | cone-beam computed tomography |
| CT | computed tomography |
| CV | coefficient of variation |
| HU | Hounsfield units |
| ICC | intra-class correlation coefficient |
| IO | intraoral |
| ROI | region of interest |
| SD | standard deviation |
References
- Jepsen, S.; Schwarz, F.; Cordaro, L.; Derks, J.; Hämmerle, C.H.F.; Heitz-Mayfield, L.J.A.; Hernández-Alfaro, F.; Meijer, H.J.A.; Naenni, N.; Ortiz-Vigón, A.; et al. Regeneration of alveolar ridge defects. Consensus report of group 4 of the 15th European Workshop on Periodontology on Bone Regeneration. J. Clin. Periodontol. 2019, 46, 277–286. [Google Scholar] [CrossRef]
- Castro, F.; Bouzidi, A.S.; Fernandes, J.C.H.; Bottino, M.C.; Fernandes, G.V.O. Bone tissue regeneration in peri-implantitis: A systematic review of randomized clinical trials. Saudi Dent. J. 2023, 35, 589–601. [Google Scholar] [CrossRef]
- Bender, P.; Salvi, G.E.; Buser, D.; Sculean, A.; Bornstein, M.M. Correlation of three-dimensional radiologic data with subsequent treatment approach in patients with peri-implantitis: A retrospective analysis. Int. J. Periodontics Restor. Dent. 2017, 37, 481–489. [Google Scholar] [CrossRef]
- Monje, A.; Pons, R.; Insua, A.; Nart, J.; Wang, H.L.; Schwarz, F. Morphology and severity of peri-implantitis bone defects. Clin. Implant. Dent. Relat. Res. 2019, 21, 635–643. [Google Scholar] [CrossRef] [PubMed]
- Buser, D.; Urban, I.; Monje, A.; Kunrath, M.F.; Dahlin, C. Guided bone regeneration in implant dentistry: Basic principle, progress over 35 years, and recent research activities. Periodontol. 2000 2023, 93, 9–25. [Google Scholar] [CrossRef]
- Mah, P.; Reeves, T.E.; McDavid, W.D. Deriving Hounsfield units using grey levels in cone beam computed tomography. Dentomaxillofac Radiol. 2010, 39, 323–335. [Google Scholar] [CrossRef] [PubMed]
- Valiyaparambil, J.V.; Yamany, I.; Ortiz, D.; Shafer, D.M.; Pendrys, D.; Freilich, M.; Mallya, S.M. Bone quality evaluation: Comparison of cone beam computed tomography and subjective surgical assessment. Int. J. Oral Maxillofac. Implant. 2012, 27, 1271–1277. [Google Scholar]
- Selvaraj, A.; Jain, R.K.; Nagi, R.; Balasubramaniam, A. Correlation between gray values of cone-beam computed tomograms and Hounsfield units of computed tomograms: A systematic review and meta-analysis. Imaging Sci. Dent. 2022, 52, 133–140. [Google Scholar] [CrossRef]
- Razi, T.; Emamverdizadeh, P.; Nilavar, N.; Razi, S. Comparison of the Hounsfield unit in CT scan with the gray level in cone-beam CT. J. Dent. Res. Dent. Clin. Dent. Prospect. 2019, 13, 177–182. [Google Scholar] [CrossRef]
- Campos, M.J.; de Souza, T.S.; Mota Júnior, S.L.; Fraga, M.R.; Vitral, R.W. Bone mineral density in cone beam computed tomography: Only a few shades of gray. World J. Radiol. 2014, 6, 607–612. [Google Scholar] [CrossRef] [PubMed]
- Martins, L.A.C.; Sarna-Boś, K.; Kalinowski, P.; Różyło-Kalinowska, I. Cone-beam computed tomography density measurement repeatability in Hounsfield units: A preliminary study. J. Stomatol. 2023, 76, 191–195. [Google Scholar] [CrossRef]
- Yadegari, A.; Safi, Y.; Shahbazi, S.; Yaghoutiazar, S.; Ghazizadeh Ahsaie, M. Assessment of CBCT gray value in different regions-of-interest and fields-of-view compared to Hounsfield unit. Dentomaxillofac. Radiol. 2023, 52, 20230187. [Google Scholar] [CrossRef]
- Suttapreyasri, S.; Suapear, P.; Leepong, N. The accuracy of cone-beam computed tomography for evaluating bone density and cortical bone thickness at the implant site: Micro-computed tomography and histologic analysis. J. Craniofac. Surg. 2018, 29, 2026–2031. [Google Scholar] [CrossRef]
- Parsa, A.; Ibrahim, N.; Hassan, B.; van der Stelt, P.; Wismeijer, D. Bone quality evaluation at dental implant site using multislice CT, micro-CT, and cone beam CT. Clin. Oral Implant. Res. 2015, 26, e1–e7. [Google Scholar] [CrossRef]
- González-García, R.; Monje, F. The reliability of cone-beam computed tomography to assess bone density at dental implant recipient sites: A histomorphometric analysis by micro-CT. Clin. Oral Implant. Res. 2013, 24, 871–879. [Google Scholar] [CrossRef]
- Corpas, L.S.; Jacobs, R.; Quirynen, M.; Huang, Y.; Naert, I.; Duyck, J. Peri-implant bone tissue assessment by comparing the outcome of intra-oral radiograph and cone beam computed tomography analyses to the histological standard. Clin. Oral Implant. Res. 2011, 22, 492–499. [Google Scholar] [CrossRef]
- Giordano, F.; D’Ambrosio, F.; Acerra, A.; Scognamiglio, B.; Langone, M.; Caggiano, M. Bone gain after maxillary sinus lift: 5-years follow-up evaluation of the graft stability. J. Osseointegration 2023, 15, 221–227. [Google Scholar] [CrossRef]
- D’Ambrosio, F.; Caggiano, M.; Chiacchio, A.; Acerra, A.; Giordano, F. Palatal graft harvesting site healing and pain management: What is the best choice? An umbrella review. Appl. Sci. 2024, 14, 5614. [Google Scholar] [CrossRef]
- Bruno, V.; Berti, C.; Barausse, C.; Badino, M.; Gasparro, R.; Ippolito, D.R.; Felice, P. Clinical relevance of bone density values from CT related to dental implant stability: A retrospective study. BioMed Res. Int. 2018, 2018, 6758245. [Google Scholar] [CrossRef]
- Łobacz, M.; Wieczorek, K.; Mertowska, P.; Mertowski, S.; Kos, M.; Grywalska, E.; Hajduk, G.; Rahnama-Hezavah, M. Evaluation of peri-implantitis bone defect healing: Comparing the efficacy of small-particle dentin and Bio-Oss in bone density attenuation. J. Clin. Med. 2024, 13, 4638. [Google Scholar] [CrossRef] [PubMed]
- Fadili, A.; Halimi, A.; Benyahia, H.; Zaoui, F. Stereology volume analysis to evaluate teeth’s root using CBCT images. Rep. Med. Imaging 2018, 11, 31–39. [Google Scholar] [CrossRef]
- Binderman, I.; Hallel, G.; Nardy, C.; Yaffe, A.; Sapoznikov, L. A novel procedure to process extracted teeth for immediate grafting of autogenous dentin. J. Interdiscipl. Med. Dent. Sci. 2014, 2, 154. [Google Scholar] [CrossRef]
- Schwarz, F.; Rothamel, D.; Herten, M.; Wüstefeld, M.; Sager, M.; Ferrari, D.; Becker, J. Immunohistochemical characterization of guided bone regeneration at a dehiscence-type defect using different barrier membranes: An experimental study in dogs. Clin. Oral Implant. Res. 2008, 19, 402–415. [Google Scholar] [CrossRef] [PubMed]
- Song, D.; Shujaat, S.; de Faria Vasconcelos, K.; Huang, Y.; Politis, C.; Lambrichts, I.; Jacobs, R. Diagnostic accuracy of CBCT versus intraoral imaging for assessment of peri-implant bone defects. BMC Med. Imaging 2021, 21, 23. [Google Scholar] [CrossRef] [PubMed]
- Salvi, G.E.; Lang, N.P. Diagnostic parameters for monitoring peri-implant conditions. Int. J. Oral Maxillofac. Implant. 2004, 19, 116–127. [Google Scholar]
- Harris, D.; Horner, K.; Gröndahl, K.; Jacobs, R.; Helmrot, E.; Benic, G.I.; Bornstein, M.M.; Dawood, A.; Quirynen, M.E.A.O. guidelines for the use of diagnostic imaging in implant dentistry 2011. A consensus workshop organized by the European Association for Osseointegration at the Medical University of Warsaw. Clin. Oral Implant. Res. 2012, 23, 1243–1253. [Google Scholar] [CrossRef]

| Group | Study Site Mean (Gray-Value Units) | Study Site SD | Study Site CV (%) | Adjacent Site Mean (Gray-Value Units) | Adjacent Site SD | Adjacent Site CV (%) | Study/Adjacent Ratio |
|---|---|---|---|---|---|---|---|
| Small-particle dentin | 779.62 | 325.92 | 41.8 | 359.75 | 195.10 | 54.2 | 2.17 |
| Bio-Oss | 910.51 | 155.03 | 17.0 | 245.23 | 155.29 | 63.3 | 3.71 |
| Control | 206.04 | 174.21 | 84.6 | 272.19 | 153.06 | 56.2 | 0.76 |
| Domain | Specific Issue | Potential Effect on Measured Value | Recommended Mitigation |
|---|---|---|---|
| Acquisition and calibration | Absence of phantom calibration or external density reference | Gray values cannot be assumed to represent absolute HU across devices or even across protocols | Use calibration phantoms, fixed settings, and device-specific validation |
| ROI methodology | Manual 30 × 30 pixel ROI placement | Operator dependence; different proportions of graft, cortical bone, trabecular bone, and voids may be sampled | Use predefined landmarks, repeated placements, calibrated observers, ICC/agreement limits, and CV flags |
| Metal and scatter artifacts | Residual metallic structures, implant-related beam hardening, and scatter | Artificial inflation or depression of local gray values near the region of interest | Report MAR settings, score artifacts, avoid obvious artifact zones, and validate quantitatively with reference methods |
| Reconstruction settings | Dependence on field of view, voxel size, and reconstruction algorithm | Limited comparability between scans or studies | Lock acquisition parameters and report them in full |
| Timing of assessment | Different postoperative intervals between study groups | Confounding by healing stage rather than by material characteristics | Use identical follow-up windows or longitudinal mixed-effects analysis |
| Biological heterogeneity | Local variation in maxillary/mandibular trabeculation and cortical thickness | Large intrinsic spread even within adjacent regions | Use paired intra-patient comparisons and supplement with clinical or histological endpoints |
| Reference validation | No micro-CT, histology, or phantom-calibrated CT reference | Cannot determine the percentage correspondence between gray values and actual mineral density | Do not define universal thresholds without external validation |
| Clinical imaging context | Using CBCT gray values as a substitute for standardized marginal bone-level radiography | May overstate the role of CBCT for routine longitudinal monitoring | Use intraoral radiographs for longitudinal marginal bone-level follow-up when appropriate; reserve CBCT for 3D defect morphology and planning |
| Quality-control dispersion flag | High CV despite repeated ROI measurements | Risk of false precision and threshold-based overinterpretation | Use CV thresholds only as study-specific warnings; in the absence of external validation, CV >40% should prompt caution, sensitivity analysis, or avoidance of threshold-based interpretation |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
Share and Cite
Wieczorek, K.; Hajduk, G.; Łobacz, M.; Mertowska, P.; Grywalska, E.; Mertowski, S.; Masri, D. Methodological Limitations of CBCT-Derived Gray Values in Assessing Radiographic Attenuation Patterns After Peri-Implantitis Surgery: Secondary Analysis of a Prospective Clinical Cohort. J. Clin. Med. 2026, 15, 4144. https://doi.org/10.3390/jcm15114144
Wieczorek K, Hajduk G, Łobacz M, Mertowska P, Grywalska E, Mertowski S, Masri D. Methodological Limitations of CBCT-Derived Gray Values in Assessing Radiographic Attenuation Patterns After Peri-Implantitis Surgery: Secondary Analysis of a Prospective Clinical Cohort. Journal of Clinical Medicine. 2026; 15(11):4144. https://doi.org/10.3390/jcm15114144
Chicago/Turabian StyleWieczorek, Katarzyna, Grzegorz Hajduk, Michał Łobacz, Paulina Mertowska, Ewelina Grywalska, Sebastian Mertowski, and Daya Masri. 2026. "Methodological Limitations of CBCT-Derived Gray Values in Assessing Radiographic Attenuation Patterns After Peri-Implantitis Surgery: Secondary Analysis of a Prospective Clinical Cohort" Journal of Clinical Medicine 15, no. 11: 4144. https://doi.org/10.3390/jcm15114144
APA StyleWieczorek, K., Hajduk, G., Łobacz, M., Mertowska, P., Grywalska, E., Mertowski, S., & Masri, D. (2026). Methodological Limitations of CBCT-Derived Gray Values in Assessing Radiographic Attenuation Patterns After Peri-Implantitis Surgery: Secondary Analysis of a Prospective Clinical Cohort. Journal of Clinical Medicine, 15(11), 4144. https://doi.org/10.3390/jcm15114144

