Evidence map›Paper›PMID 41730964›Full record

ArticleScientific reports2026

Label-free saliva screening platform using M13 bacteriophage-based 3D plasmonic structures for MRONJ diagnosis.

You Hwan Kim, Jin-Ju Kwon, Minsu Jang, Seung Wook Han, Yeongjun Jeon, Taeyeon Kim, Na-Yeong Kim, Gyeong-Ha Bak, Hyeyun Lee, Yujin Lee and 3 more

Abstract read
In one paragraph

Article in Scientific reports, 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

13 authors.

You Hwan Kim *Department of Nano Fusion Technology, Pusan National University, Busan, 46241, Republic of Korea.
Jin-Ju Kwon *Department of Dentistry, Yeungnam University College of Medicine, Daegu, 42415, Republic of Korea.
Minsu Jang *Department of Nano Fusion Technology, Pusan National University, Busan, 46241, Republic of Korea.
Seung Wook HanHumanoid Olfactory Display Innovation Research Center, Pusan National University, Busan, 46241, South Korea.
Yeongjun JeonSchool of Transdisciplinary Engineering, Pusan National University, Busan, 46241, Republic of Korea.
Taeyeon KimInstitute of Sustainable Earth and Environmental Dynamics (SEED), Pukyong National University, Busan, 48513, Republic of Korea.
Na-Yeong KimDepartment of Nano Fusion Technology, Pusan National University, Busan, 46241, Republic of Korea.
Gyeong-Ha BakInstitute of Nanobio Convergence, Pusan National University, Busan, 46241, Republic of Korea.
Hyeyun LeeInstitute of Nanobio Convergence, Pusan National University, Busan, 46241, Republic of Korea.
Yujin LeeInstitute of Nanobio Convergence, Pusan National University, Busan, 46241, Republic of Korea.
Tae-Young JeongHumanoid Olfactory Display Innovation Research Center, Pusan National University, Busan, 46241, South Korea. feteri88@gmail.com.
Sang-Hun ShinDepartment of Oral and Maxillofacial Surgery, Dental Research Institute, Pusan National University Dental Hospital, Yangsan, 50612, Republic of Korea. ssh8080@pusan.ac.kr.
Jin-Woo OhDepartment of Nano Fusion Technology, Pusan National University, Busan, 46241, Republic of Korea. ojw@pusan.ac.kr.

Funding

Ministry of SMEs and Startups RS-2023-00262093National Research Foundation of Korea No. RS-2024-00406152National Research Foundation of Korea RS-2022-NR074932
6 · The paper itself

Abstract

Medication-related osteonecrosis of the jaw (MRONJ) is a severe complication associated with antiresorptive or antiangiogenic agents, often leading to pain, infection, and reduced quality of life. Current imaging-based diagnostics have limitations in detecting lesions smaller than 10 mm. In this study, we propose a label-free saliva screening approach for MRONJ diagnosis using a three-dimensional plasmonic structure based on M13 bacteriophage. Raman spectroscopy was employed to detect metabolite alterations in saliva, which are known to be associated with MRONJ. The M13 bacteriophage facilitates controlled interparticle gap of gold nanoparticles, thereby increasing hotspot density and enhancing Raman signal intensity. Data preprocessing was conducted on saliva Raman spectra collected from MRONJ patients and controls. To filter outliers, we computed Pearson correlation coefficients between each spectra and the group mean and excluded those with coefficients lower than 0.9. A total of 90 spectra were classified using an optimized multi-layer perceptron model, yielding a specificity of 84.6%, sensitivity of 100.0%, and an AUC of 0.92. This study demonstrates the potential of a saliva-based, non-invasive MRONJ screening strategy. Subsequent research should expand clinical datasets and investigate broader diagnostic applications.

Indexed as

Bacteriophage M13Bisphosphonate-Associated Osteonecrosis of the JawSalivaGoldHumansMetal NanoparticlesSpectrum Analysis, RamanGoldM13 bacteriophageMachine learningMRONJRaman spectroscopy

Identifiers

PMID41730964
PMCPMC13031388

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.