Evidence map›Paper›PMID 41953919›Full record

ArticleContemporary clinical dentistry

Exploratory Study of Virulence Factors and Protein-Protein Interaction Networks in Major Oral Pathogens.

Meenakshi Murmu, Rajshri Singh, Sagar Barage, A W Santhosh Kumar

Abstract read
In one paragraph

Article in Contemporary clinical dentistry. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Prevalence ofPathogens (Basel, Switzerland) · 2026
    Observational
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

4 authors.

Meenakshi MurmuAmity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India.
Rajshri SinghAmity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India.
Sagar BarageAmity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India.
A W Santhosh KumarAmity Institute of Biotechnology, Amity University, Mumbai, Maharashtra, India.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Periodontitis is a prevalent inflammatory disease driven by dysbiotic microbial consortia. Red-complex pathogens ( Objective: To construct protein-protein interaction (PPI) networks of key periodontopathogens and identify conserved as well as pathogen-specific virulence hubs. Methodology: High-confidence PPI networks were generated for 1136 proteins across the five pathogens. Network topology was analyzed to identify hubs, and enrichment analyses were performed to map functional clusters. Results: Hub proteins such as guaA, metG, pheT, lysS, thrA, rplA, purD, and rpsH demonstrated significant interactions with accessory proteins. Conserved hubs, including guaA and ileS, were shared across pathogens and were essential in purine biosynthesis and aminoacyl-tRNA ligation. Pathogen-specific hubs comprised gingipains ( Conclusion: PPI networks provide system-level mechanistic insights into pathogen virulence, revealing conserved vulnerabilities and species-specific mechanisms.

Indexed as

Hub proteinsoral microbiomeprotein–protein interaction networksred-complex pathogenssystemic diseasevirulence factors

Identifiers

PMID41953919
PMCPMC13056227

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

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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.