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Letter | Open Access

The omics translational gap: a large language model-augmented landscape analysis of systemic endpoints in periodontal clinical trials (2016–2026)

Moxu Wang1Zhi Wang1,2Chengqi Xu1,3( )
The Affiliated Stomatological Hospital of Nanjing Medical University, State Key Laboratory Cultivation Base of Research, Prevention andTreatment for Oral Diseases (Nanjing Medical University), Jiangsu Province Engineering Research Center of Stomatological TranslationalMedicine (Nanjing Medical University), Nanjing, 210029, China
Guangdong Provincial Key Laboratory of Stomatolog, Hospital of Stomatology, Sun Yat-sen University, Guangzhou, 510055, China
The Englander Institute of Precision Medicine, Weill Cornell Medicine, New York, 10021, US
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Abstract

Substantial evidence has linked the oral microbiome to various systemic diseases, but it remains unclear whether periodontal clinical trials have incorporated omics-level or systemic endpoints. We conducted a dual-modality analysis covering January 2016 to January 2026, including 2,031 Web of Science records and 1,199 interventional periodontal trials from ClinicalTrials.gov. Trial endpoints were classified into three hierarchical tiers using a standardized schema: microbiome/omics, systemic biomarkers, and local clinical parameters. The results showed that although annual publication volume on the oral-systemic axis increased approximately 7-fold, 87.2% of trials still used only local clinical endpoints, only 11.5% included systemic biomarkers, and only 1.3% included microbiome/omics endpoints, with no increase over the decade. Thus, despite substantial research growth, the endpoint structure of periodontal trials has remained largely unchanged, revealing a significant translational gap. Future trials should consider incorporating composite microbial endpoints and biobanking.

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Oral Science and Homeostatic Medicine
Article number: 9610060

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Cite this article:
Wang M, Wang Z, Xu C. The omics translational gap: a large language model-augmented landscape analysis of systemic endpoints in periodontal clinical trials (2016–2026). Oral Science and Homeostatic Medicine, 2026, 2(2): 9610060. https://doi.org/10.26599/OSHM.2026.9610060

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Received: 22 March 2026
Revised: 31 May 2026
Accepted: 11 June 2026
Published: 16 June 2026
© The Author(s) 2026. Published by Tsinghua University Press.

This article is licensed under a Creative Commons Attribution 4.0 International License (CC BY 4.0), which permits reusers to distribute, remix, adapt, and build upon the material in any medium or format, so long as attribution is given to the original author(s) and the source, provide a link to the license, and indicate if changes were made. See https://creativecommons.org/licenses/by/4.0/