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Review

Histological and Histomorphometric Effectiveness of the Barrier Membranes for Jawbone Regeneration: An Overview of More Than 30 Years’ Experience of Research Results of the Italian Implant Retrieval Center (1988–2020)

by
Margherita Tumedei
1,
Carlos Fernando Mourão
2,†,
Silvia D’Agostino
1,†,
Marco Dolci
1,
Michele Di Cosola
3,4,
Adriano Piattelli
1,5,6,* and
Alessandra Lucchese
7,8,9
1
Department of Medical, Oral and Biotechnological Sciences, University “G. D’Annunzio” of Chieti-Pescara, 66100 Chieti, Italy
2
Department of Oral Surgery, Dentistry School, Fluminense Federal University, Rio de Janeiro 20000, Brazil
3
Department of Clinical and Experimental Medicine, Riuniti University Hospital of Foggia, Viale Luigi Pinto 1, 71122 Foggia, Italy
4
Private Practice, Via Acquaviva, 4, Ruvo di Puglia, 70037 Bari, Italy
5
Biomaterials Engineering, Catholic University of San Antonio de Murcia (UCAM), Av. de los Jerónimos, Guadalupe, 135 30107 Murcia, Spain
6
Fondazione Villaserena per la Ricerca, Città Sant’Angelo, 65121 Pescara, Italy
7
Unit of Orthodontics, Division of Dentistry IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
8
Unit of Orthodontics, School of Dentistry, Vita-Salute San Raffaele University, 20132 Milan, Italy
9
Unit of Dentistry, Research Center for Oral Pathology and Implantology, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
*
Author to whom correspondence should be addressed.
These authors had an equal contribution to the study.
Submission received: 9 February 2021 / Revised: 1 March 2021 / Accepted: 4 March 2021 / Published: 9 March 2021
(This article belongs to the Special Issue Materials and Technologies in Oral Research)

Abstract

:
With the advent of implant dentistry, height and width of the bone site are fundamental to perform implant placements. There are several techniques to restore the amount of bone loss and one of them is guided bone regeneration, which is based on the employment of a membrane in order to bypass non-osteogenic cell invasion in the bone healing area, dispersing every interference with bone regeneration. Two expert reviewers performed a retrospective evaluation of all scientific papers published by the Implant Retrieval Center Laboratory of University “G. D’Annunzio” of Chieti-Pescara in the last three decades, and they implemented it by also similar conducting research on the main scientific databases, i.e., PubMed, Scopus, and EMBASE. The search was conducted up to December 2020, and a total of 843 articles published by the Implant Retrieval Center Laboratory of University “G.D’Annunzio” of Chieti-Pescara were identified and evaluated. After the application of inclusion and exclusion criteria, a total of 27 manuscripts were included for the qualitative synthesis: 8 animal studies, 17 human studies, and 2 in vitro articles. The present overview shows the importance of translational research for barrier membranes for bone regeneration, and additionally, the need for experts in different fields and research centers to produce high quality data in future research.

1. Introduction

Implant dentistry has transformed rehabilitation treatments, bringing an enhancement to patients’ life quality. A suitable height and width of the bone site are parameters required to perform dental implant placements. There are several techniques to restore the amount of bone loss; for example, the split crest method [1], bone-grafting strategies [2], or guided bone regeneration (GBR). GBR is widely used in oral surgery and implantology. It is based on employing a membrane to bypass non-osteogenic cell invasion in the bone healing area, dispersing every bone regeneration interference. Thus, only osteoprogenitor cells can reach the bone defect site [3,4,5]. According to Bornstein et al., “additional bone augmentation was indicated in more than 50% of cases” of implant placement, and GBR was the most common technique performed [6].
Indeed, a fundamental aspect of GBR is the membrane used. Membranes’ properties are closely connected with their materials and structure. Therefore, ideal features should be biocompatibility, integration capability with native tissues, stopping other cell invasions, keeping space for blood clot organization, easy clinical management, adequate stiffness, and plasticity to withstand the compression of the overlying soft tissue [7,8,9,10,11,12]. Membranes can be divided into two generations: non-resorbable membranes, mainly polytetrafluoroethylene (PTFE) in its expanded form (e-PTFE); and resorbable membranes, including collagen forms [13,14,15,16]. On the one hand, non-resorbable membranes offer the clinician a shaping site chance and a good barrier effect thanks to a metal core; on the other, they have to be suddenly removed if they are exposed before the healing process ends due to bone infection risk, and they also need a second surgery to be excised. Instead, there are resorbable barriers derive from animals. They should reabsorb in a couple of months due to hydrolysis or enzymatic degeneration, so they have a restricted power in stopping epithelial cell invasion and do not provide a space-making effect because they do not have a metal core. However, there is a low infection risk related to unwanted exposure, and they do not need surgery to be removed.
Nevertheless, collagen membranes overcome their lower space-making effect due to the current technique by the addition of a bone graft into the defect to create a scaffold easily colonizable by desired bone cells. Collagen-based membranes can be obtained from human skin, bovine Achilles tendon, porcine skin, and porcine inner organs [17]. This kind of barrier has different degradation times depending on the animal source, and it means that they could be reabsorbed before the optimal tissue maturation period. Several bioengineering methods are recommended to avoid this adverse event; for example, cross-linking with chemical agents such as glutaraldehyde, genipin, 1-Ethyl-3-(3-dimethylaminopropyl) carbodiimide hydrochloride (EDC), or ultraviolet radiation. Despite the collagen stability improvement after chemical treatment, residues of these agents are responsible for inflammation in the site of placement [18].
Another fundamental characteristic of membranes is the porosity of the structure. It is suggested that the pore size directly influences bone regeneration capability. With that, a better occlusivity towards soft tissue cells can be ensured [19].
Membrane properties are so crucial that the third generation with biologically active components is under development, such as a delivery medium for growth factors and antibiotic molecules [20]. The present study aimed to investigate the membrane’s outcomes for bone regeneration procedures in quantitative and qualitative effectiveness during translational evaluations performed Italian Implant Retrieval Center over 30 years.

2. Materials and Methods

A retrospective evaluation of all scientific papers published by the Implant Retrieval Center Laboratory of University “G. D’Annunzio” of Chieti-Pescara in the last three decades was performed; it was implemented by also conducting this research on different electronic databases, such as PubMed, Scopus, and EMBASE. The articles screened were limited to papers dealing with membrane applications for bone regeneration. The scientific publications were submitted for qualitative analysis.

2.1. Inclusion Criteria

Articles published up to December 2020 were included without language and initial date restrictions. The articles screened were limited only to papers dealing with membrane application for bone regeneration. The scientific publications were submitted for qualitative analysis. According to the search criteria, human studies, in vitro studies, and animal model studies were applied to the search paradigm. Articles that did not conform to the inclusion criteria and literature reviews were also excluded from the evaluation.

2.2. Selection of the Studies

Data and study selection was performed independently by two expert reviewers (M.T. and A.P.). They used a uniquely designed data-collection form created in the Excel software package (Microsoft Office, Redmond, WA, USA) for the systematic recording of data. In the case of abstracts not being available, the paper’s full text was obtained and checked. Literature reviews, case reports, and book chapters were excluded from the qualitative analysis. For excluded articles, a description was included about the reasons for exclusion.

2.3. Data Extraction

Data from included articles were extracted and evaluated. The papers were categorized into in vitro assays, animal studies, and human research. The animal and human studies were assessed according to the first author, type of membrane and complex, control sites, research times, and study outcomes.

3. Results

3.1. Papers Selection

The electronic search procedure is presented in Figure 1. The search was conducted before 20 December 2020, and a total of 843 articles published by the Implant Retrieval Center Laboratory of University “G.D’Annunzio” of Chieti-Pescara were identified and evaluated. A total of 43 literature reviews were excluded from the present investigation, and the full text was analyzed to evaluate the qualitative synthesis eligibility. A total of 770 papers were excluded for the following reasons: topic research (n = 763), book chapters (n = 3), and case reports (n = 6). A total of 27 manuscripts were included for the qualitative synthesis: 8 animal studies [13,14,21,22,23,24,25,26], 17 human studies [13,13,15,16,27,28,29,30,31,32,33,34,35,36,37,38,39], and 2 in vitro articles. The in vitro studies evaluated the osteogenic gene expression BMP2, RUNX2 and ALP and the mechanical characteristics of the experimental membranes (Table 1). The histological new bone formation (NBF) represented the most diffused evaluation of the included in vivo studies on animals and humans (Table 2 and Table 3).

3.2. In Vitro Studies

A total of two studies were performed within in vitro cell cultures [40,41]. Radunovic et al. studied the collagen membranes used to deliver graphene oxide to evaluate multipotent cell populations’ differentiation and proliferation [41]. De Marco et al. evaluated graphene oxide/collagen membranes’ complex effects on fibroblast cell activity [40].

3.3. Animal Studies

A total of six studies were performed on rabbit models: two articles on calvaria defects [22,42], three papers on tibiae defects [23,24,26], and one paper on the knee [43]. Moreover, one article studied dogs’ post-extraction defect model [14] and one paper studied calvaria defects on rats [21]. Different typologies of membranes were evaluated: electrically charged Gore-Tex augmentation membranes (GTAM), collagen membranes, polylactic acid derivates, composite polymer-hydroxyapatite membranes, expanded PTFE membranes, Gore-Tex membranes.

3.4. Human Studies

A total of five studies were performed associated with implant defects, six articles in the post-extraction alveolar socket, one study on periodontal defects, and five studies on jawbone defects. The follow-up range was from three months to seven years. For all of the studies conducted, histological and histomorphometric assessments on retrieved biopsies were included.

4. Discussion

The use of membranes in bone regeneration procedures has been validated in the regenerative medicine literature [45,46,47]. Adopting a barrier to preserve and separate the regenerative compartment from the epithelium compartment is necessary to avoid soft tissue infiltration. This aspect is fundamental to guarantee the blood clot organization, the bone graft’s protection, and new bone formation during the healing period [2,40,48]. Moreover, the membrane should be histologically characterized with a high level of tolerance by the host tissues, the absence of macrophage infiltrations, and no significant adverse reactions of soft and hard tissues [49,50,51]. The complete substitution of the membranes’ components is one of the significant aspects of entire processes; although using a non-resorbable membrane clinically requires a second stage surgery for its removal, it can create a favorable environment for graft stabilization, vascularization, and osteointegration [52,53]. Both in animal and human studies, a higher level of new bone formation was detected in association with different typologies of bone graft [24,30,42,43,54]. No evidence of the differences between bone particle resorption patterns was seen with histological analysis [14]. Therefore, in the case of longer follow-ups, earlier mature bone effectiveness was detected in animal studies in association with useful space-maintaining capabilities [23]. Freeze-dried dura mater membrane has been successfully proposed, associated with immediate post-extraction implant positioning [38]. Fontana et al. reported that after six months, in a total of 69 patients treated with an immediate post-extraction implant, there was partial dehiscence of the membrane in a small number of clinical cases (<4%) [38]. Chierico et al. reported that negatively charged membranes, on rabbits, could increase the new bone formation in the absence of bone graft materials. The Pla/Pga membrane, after a healing period of four weeks, was histologically still recognizable, and the substitution process continued over six months from the first stage of surgery [24,33,44]. The membrane exposure represents critical aspects due to bacteria contamination and oral biofilms adhesion. Simion et al. reported that through scanning electron microscopic and histologic examinations after four weeks of exposure, the bacteria contamination could occur on PTFE membranes [54,55,56]. Thus, there is a possibility of bone graft disappearance caused by local infection. In the present study, it was possible to observe that translational research is essential to evaluate bone regeneration membrane barriers. After thirty years of studies in the Implant Retrieval Center Laboratory of University “G. D’Annunzio” of Chieti-Pescara, different products have been tested and developed by our research group, all of which produced data from in vitro assays to implants in the surgical bed. All of this is to ensure the biomaterials’ quality for the patients.

5. Conclusions

Within this overview’s limitations, it was possible to demonstrate the importance of translational research for barrier membranes for bone regeneration, which may be used in the surgical bed. With this, the importance of experts in different fields and a research center that produces high quality data for the future implantology and perio-implantology research is fundamental.

Author Contributions

Conceptualization, M.T. and A.P.; methodology, A.P.; software, A.P.; validation, C.F.M.; S.D. and M.D.; formal analysis, A.P.; investigation, A.P.; resources, A.P. and M.T.; data curation, M.D.C. and S.D.; writing—original draft preparation, A.P. and M.T.; writing—review and editing, M.T. and A.L.; visualization, C.F.M.; supervision, M.D.; S.D. and M.D.; project administration, M.T. and A.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research received no external funding.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

All experimental data to support the findings of this study are available contacting the corresponding author upon request. The authors have annotated the entire data building process and empirical techniques presented in the paper.

Acknowledgments

The authors declare no acknowledgement for the present research.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Flow diagram (PRISMA format) of the screening and selection process.
Figure 1. Flow diagram (PRISMA format) of the screening and selection process.
Applsci 11 02438 g001
Table 1. Summary of the in vitro studies included for the qualitative analysis
Table 1. Summary of the in vitro studies included for the qualitative analysis
AuthorsResultsExperimentEx-ModelNDefectTestCtrTimeMembrane DeformationGenes
De Marco, et al.
Biomed. Mat.
2017 [40]
Graphene oxide increased the roughness and the total surface exposed to the cellsFibroblast ActivityIn Vitro______Collagen Membrane + Graphene Fibroblast Activity (2 ug vs 10 ug)Collagen Membrane1, 3, 7, DaysControl: 1.9 ± 0.6 nm Test: 1.4 ± 0.9 nm___
Radunovic, et al.
J. Biomed. Mater. Res. A.
2017 [41]
Graphene oxide collagen membranes induce the differentiation of dpscs into osteogenic cellsDental Pulp Stem Cells activityIn Vitro______Graphene + Collagen Membrane + Dental Pulp Stem CellsMembrane + Stem Cells Without Graphene OxideDay 3, 7, 14, 28 2–10 μg/mL GO Increased expression of BMP2, RUNX2 and SP7
Table 2. Summary of the animal studies included.
Table 2. Summary of the animal studies included.
AuthorsResultsEx-ModelNDefectTestCtrTimeNew Bone Formation (NBF)
Diomede, et al.
Int. J. Mol. Sci.
2018
[21]
The combination improved the osteogenic differentiation in vitro Rats16Calvarial Defect (Scraped)Human Periodontal Ligament Stem Cells + Conditioned Medium + Pericardium Collagene Membrane ___6 Weeks No NBF EVO group,
partial NBF EVO + hPDLSCs and EVO + CM groups. Complete NBF EVO + CM + hPDLSCs
Al-Hezaimi, et al.
J. Oral Implantol.
2015
[14]
No significant difference was found in quantity of nonresorbed bone particles. Dog 8 Post ExtractiveGroup 1, Control;
Group 2, Allograft + With Dptfe Membrane;
Group 3, The Buccal Plate Overbuilt With Allograft+Dptfe Membrane;
Group 4, Allograft + Dual Layer Membranes
___16 WeeksGroup 1 (34 ± 19.35%)
Group 2 (43 ± 29.41%)
Group 3 (56.5 ± 25.01%)
Group 4 (92.5 ± 10.4%)
Chierico
Clin. Oral Implants Res.
1999
[22]
Negatively charged membranes supported new-bone formation Rabbits36 Calvarial Defect Electrically Charged Gore-Tex augmentation membranes GTAM Unfilled 5 Days, 10 Days, 3 Weeks, 5 Weeks, 10 Weeks and 20 Weeks Negative charged: 27.95%
Piattelli, et al.
Biomaterials
1998
[24]
On the outer portion of the membrane, many multinucleated giant cells (mgc) were present, and membrane fragments were present inside the cytoplasm of these cells Rabbits___TibiaePolylactic Acid Resorbable MembranesUnfilled1–4 WeeksSome NBF
trabeculae near the implant surface 300–400 µm
Piattelli,
Biomaterials
1997
[23]
No significant adverse soft and hard tissue reaction Rabbits___TibiaeComposite Polymer-Hydroxyapatite Membranes___4–6 MonthsNBF in direct contact with the implant
Surface with cells +ALP
Piattelli
J. Periodontol.
1996
[42]
All membranes were filled by cells and osteoid tissue: a small percentage of the bone inside the membrane was mineralized Rabbits___Calvarial Defect E-PTFE MembranesUnfilled3, 6, 9, and 12 WeeksMature cortical NBF
outer
membrane surface
Piattelli
Biomaterials
1996
[43]
Amount of bone was roughly equivalent in all experimental sites Rabbits___Knee defectsGuidor, Gore-Tex ___ 6, 9, and 12 WeeksPortions of NBF appeared in close contact with the implant surface.
Colangelo
Implant Dent.
1993
[26]
The membrane covered cavities were completely filled with regenerated bone.Rabbits12 SitesTibiaeResorbable Collagen MembranesUnfilled30 DaysCollagen membrane group showed a complete recorticalization and NBF compared to the control.
Table 3. Summary of the human studies included.
Table 3. Summary of the human studies included.
AuthorsResultsEx-ModelNDefectTestCtrTimeNew Bone Formation (NBF)
Cerrai, et al.
J. Mater. Sci. Mater. Med.
1999
[27]
The copolymer presented good biological tolerance, is resorbable under physiological conditions and can promote cell growth.Human___Periodontal
Defects
Composites Of Hydroxyapatite And Bioresorbable Block Copolymers.___6 MonthsNBF present in innermost parts of the membranes, with NBF trabeculae closely to
the graft.
Degidi, et al.
J. Oral Implantol.
2003
[28]
No dehiscences were observed. In all cases, the space under the titanium mesh was completely filled by bone.Human18 PatientsAlveolar DefectMicromesh With Autologous Bone And A Resorbable Membrane___7 YearsNBF under the resorbable
membrane.
Assenza, et al.
J. Oral Implantol.
2001
[29]
No residual bone defects were observed, and an increase in the alveolar width or height was observed. No untoward effects on bone regeneration were observed in the cases with membrane exposure.Human22 PatientsAlveolar DefectMicromesh With Autologous Bone And A Resorbable Membrane___6 Monthsmature NBF
with marrow spaces in contact with the membrane
Majzoub, et al.
Clin. Oral Implants Res.
1999
[30]
In the laminar bone-treated sites, the membrane maintained its integrity in almost all cases.Human26 SitesImplant-Associated DefectsElectrically Charged GTAM Membranes Demineralized Laminar Bone Sheets8 Months
Malchiodi, et al.
Int. J. Oral Maxillofac. Implants
1998
[31]
At second-stage surgery in all patients, it was possible to see tissue, under the mesh, that had the macroscopic characteristics of Human25 Patients SitesAlveolar Defect Titanium Mesh In Edentulous Ridge Expansion___8 Months Mature NBF superficially covered by a thin soft tissue layer
Simion, et al.
Int. J. Periodontics Restorative Dent.
1998
[32]
Direct correlation between the density of the pre-existing bone and the density of the regenerated bone. The mean percentage of new bone-titanium contact was from 39.1% to 63.2%.Human58 ImplantJawsVertical Ridge Augmentation Around Dental Implants Using A Membrane Technique And Autogenous Bone Or Allografts___6 MonthsNBF: 75.17 ± 26.72
Simion, et al.
Clin. Oral Implants Res.
1997
[44]
The Pla/Pga membranes started to resorb in the early stages: this process concluded itself between the 3rd and 4th weeks of exposure. Human8 Device Lower JawPla/Pga Membrane Separated The Composite Chambers ___4 Weeks___
Simion et al.
Int. J. Oral Maxillofac. Implants.
1996
[15]
Very little or no bone formation was detected in control specimens. Human21 Implant Defects Lower Jaw Seven Defects Were Treated With Pla/Pga Membranes, and Five Were Treated With E-PTFE Membranes, And Four Were Left Untreated (Control Sites).6 months Higher NBF in membranes is for fresh extraction sockets implants
Piattelli et al.
Biomaterials
1996
[25]
Defects filled by a newly formed tissue with the macroscopic features of mature bone. Human___Alveolar Defect Granulate Of Biphasic Calcium Phosphate Ceramic (Bcp), E-Ptfe Membranes___6 MonthsIn some regions, the granules appearedto be cemented by the NFB
Piattelli, et al.
Biomaterials
1996
[13]
E-PTFE membranes showed material interstices of the membranes, in many cases the presence of connective tissue cells and collagen fibres, and in two cases the presence of bone.Human10 PatientsAlveolar DefectE-PTFE Membranes___6 MonthsThe NBF was locatedin a central portion of E-PTFE Membranes
Simion, et al.
Int. J. Periodontics Restorative Dent. 1996
[39]
The implant showed an angular bony defect at the smooth collar, but the bone-implant, direct contact rate seemed, to be elevated in the remaining implant surface. HumanCase ReportAlveolar Defect, Implant RetrieedE-PTFE Membranes With DFDBA + Implant___4 YearsHigher NBF compared to membranes alone after 6 months
Donath et al. Eur. J. Oral Sci. 1996
[36]
DFDB with expanded polytetrafluorethylene (e-PTFE) membranes. Was slowly resorbed HumanCase ReportBone Defects Demineralized Freeze-Dried Bone In Conjunction With E-PTFE Barrier___6 MonthsDFDB particles partial
NBF
DFDB no NBF.
Piattelli, et al.
J. Periodontol.1996
[35]
The membrane was filled by a tissue with the macroscopic features of bone, and the newly-formed tissue almost covered the two implants. HumanCase ReportVertical AugmentationResorbable Freeze-Dried Dura Mater Membrane___6 MonthsNBF macroscopically in the space under the membrane
Simion, et al.
Int. J. Periodontics Restorative Dent.1994
[37]
Histologic examination showed that all retrieved miniscrews were in direct contact with bone. Histomorphometric analysis of bone contact gave a mean value of 42.5 +/− 3.6% for five of the six examined miniscrews. Human5 Patients, 15 SitesVertical Augmentation Implant Membrane Technique Associated With Osseointegrated Implants___6 MonthsNBF of 42.5 ± 3.6%
Simion, et al.
J. Periodontol.
1994
[16]
The study showed the possibility that oral bacteria may contaminate eptfe membranes exposed to the oral cavity. Human5 SitesVertical Augmentation ImplantPolytetrafluoroethylene Membrane ___4 WeeksThe retrieved samples demonstrated the presence of mature NBF under Polytetrafluoroethylene Membrane
Fontana, et al.
J. Periodontol.
1994
[38]
There was a partial dehiscence of the membrane in only 4% of the cases. Human69 PatientsPost-Extraction Dental ImplantsFreeze-Dried Dura Mater___3 To 6 MonthsNBF closely adapted to the implants
Simion, et al.
Int. J. Periodontics Restorative Dent.
1994
[39]
Guided tissue regeneration techniques are capable of producing new bone osseointegrated with titanium dental implants. Human___Post-Extraction Sockets(1) E-PTFE Membranes + Autografts,
(2) E-PTFE Membranes + DFDB,
(3) E-PTFE Membranes + A Demineralized Allograft
(4) E-PTFE Membranes Alone
___6 MonthsAutogenous graft provided the densest and the greatest amount of NBF.
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Tumedei, M.; Mourão, C.F.; D’Agostino, S.; Dolci, M.; Di Cosola, M.; Piattelli, A.; Lucchese, A. Histological and Histomorphometric Effectiveness of the Barrier Membranes for Jawbone Regeneration: An Overview of More Than 30 Years’ Experience of Research Results of the Italian Implant Retrieval Center (1988–2020). Appl. Sci. 2021, 11, 2438. https://0-doi-org.brum.beds.ac.uk/10.3390/app11052438

AMA Style

Tumedei M, Mourão CF, D’Agostino S, Dolci M, Di Cosola M, Piattelli A, Lucchese A. Histological and Histomorphometric Effectiveness of the Barrier Membranes for Jawbone Regeneration: An Overview of More Than 30 Years’ Experience of Research Results of the Italian Implant Retrieval Center (1988–2020). Applied Sciences. 2021; 11(5):2438. https://0-doi-org.brum.beds.ac.uk/10.3390/app11052438

Chicago/Turabian Style

Tumedei, Margherita, Carlos Fernando Mourão, Silvia D’Agostino, Marco Dolci, Michele Di Cosola, Adriano Piattelli, and Alessandra Lucchese. 2021. "Histological and Histomorphometric Effectiveness of the Barrier Membranes for Jawbone Regeneration: An Overview of More Than 30 Years’ Experience of Research Results of the Italian Implant Retrieval Center (1988–2020)" Applied Sciences 11, no. 5: 2438. https://0-doi-org.brum.beds.ac.uk/10.3390/app11052438

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