Evidence map›Paper›PMID 40940557›Full record

ReviewOdontology2026

Reconceptualizing gingival keratinization: from epithelial autonomy to artificial intelligence-driven therapeutic planning.

Delfin Lovelina Francis, Saravanan Sampoornam Pape Reddy, Pradeep Kumar Yadalam

Abstract readReview
PubMed Publisher
In one paragraph

Review in Odontology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Delfin Lovelina FrancisDepartment of Public Health Dentistry, Saveetha Dental College & Hospitals, Saveetha University, Saveetha Institute of Medical and Technical Sciences (SIMATS), Chennai, Tamil Nadu, 600077, India.ORCID http://orcid.org/0000-0002-3355-1322
Saravanan Sampoornam Pape ReddyArmy Dental Corps, Indian Army, New Delhi, 110010, India. saravananacademics@gmail.com.ORCID http://orcid.org/0000-0003-1391-6125
Pradeep Kumar YadalamDepartment of Periodontology, Saveetha Dental College & Hospitals, Saveetha University, Saveetha Institute of Medical and Technical Sciences (SIMATS), Chennai, Tamil Nadu, 600077, India.ORCID http://orcid.org/0000-0002-6653-4123

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Gingival keratinization is critical for homeostasis of periodontal health, which has been previously thought to be connective tissue (CT) driven. Recent data refute that model instead of supporting it, implicating epithelial-intrinsic factors and local environmental signals as the dominant regulators of keratinization. This review critically appraises the role of CT in gingival keratinization and other possible mechanisms. A comprehensive review was conducted on literature from animal models, human case studies, and genetic research comparing the classical CT-directed model with recent hypotheses emphasizing keratinocyte autonomy. Studies on heterotopic gingival grafts, growth factor signaling, and keratinocyte differentiation were analyzed to assess the relative contributions of CT and epithelial factors in keratinization. Artificial intelligence driven predictive modelling was utilised to assess gingival keratinization. Analysis revealed that keratinization is not solely dictated by the CT. Instead, epithelial factors such as local signaling molecules, growth factors (TGF-β, KGF), and intrinsic genetic regulation of keratinocytes also play a dominant role. Studies on keratinocyte behaviour in the absence of CT support this hypothesis, suggesting epithelial differentiation occurs independently of CT signals. This review shifts the paradigm of gingival keratinization from a CT-driven model to an epithelial-mediated process. These findings have significant implications for periodontal regenerative therapies, emphasizing the modulation of epithelial factors over conventional CT grafting techniques for more effective soft tissue regeneration.

Indexed as

Artificial IntelligenceGingivaAnimalsCell DifferentiationEpitheliumHumansKeratinocytesKeratinsKeratinsConnective tissueGingivaKeratinocytesReview

Identifiers

PMID40940557

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.