Evidence map›Paper›PMID 41884347›Full record

ArticleJournal of oral microbiology2026

Oral microbiome alterations and their association with long-term heavy metal exposure and early health effects.

Hongling Liu, Jia Li, Keke Yang, Huan Li, Susu Cao, Yuanyuan Bao, Lu Feng, Li Zhang, Jingping Niu, Tian Tian

Abstract read
In one paragraph

Article in Journal of oral microbiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

10 authors.

Hongling LiuSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Jia LiSchool of Public Health, Fudan University, Shanghai, The People's Republic of China.
Keke YangSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Huan LiSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Susu CaoSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Yuanyuan BaoSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Lu FengSchool of Stomatology, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Li ZhangSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Jingping NiuSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.
Tian TianSchool of Public Health, Lanzhou University, Lanzhou, Gansu, The People's Republic of China.ORCID https://orcid.org/0009-0008-2669-5249

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Long-term heavy metal exposure poses health risks, and non-invasive biomarkers for early detection are needed. Objective: This study investigated whether oral microbiome alterations can serve as a non-invasive indicator of long-term HMs exposure and associated early biological effects. Design: Soil, buccal mucosa, blood, and urine samples were collected from contaminated (CA) and uncontaminated (UA) areas. Soil contamination was assessed, and internal biomarkers were measured. Oral bacterial diversity was analyzed using metagenomic sequencing. Results: Severe Cd and Pb contamination was found in CA soil. Participants in CA had elevated internal Cd levels, renal impairment, and immune alterations. Oral microbiome analysis revealed decreased alpha diversity, reduced network complexity, and a shift from beneficial to pathogenic keystone taxa in CA. Functional analysis showed enrichment of stress-response pathways, suppression of metabolic pathways, and increased pathways linked to human diseases. Specific bacterial taxa correlated with internal biomarker levels. Conclusions: There is a close association between long-term HMs exposure and reproducible, multi-faceted shifts in the oral microbiome. The oral microbiome may represent a promising, non-invasive biomarker for assessing environmental exposure and its early biological impacts.

Indexed as

biomarkersearly health effectsHeavy metalsinternal exposureKEGGmetagenomic sequencingoral bacteria

Identifiers

PMID41884347
PMCPMC13011095

What Socratic holds

Textmetadata
LicenceCC BY
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.