Diagnosis of Periodontitis via Neutrophil Degranulation Signatures Identified by Integrated scRNA-Seq and Deep Learning.

Huijian Wu, Linqing Huang, Shuting Cai, Xiaoming Xiong, Yan He

Abstract read

In one paragraph

Article in Genes, 2025. 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

5 authors.

Huijian WuSchool of Advanced Manufacturing, Guangdong University of Technology, Jieyang 522000, China.

Linqing HuangSchool of Advanced Manufacturing, Guangdong University of Technology, Jieyang 522000, China.ORCID 0000-0001-9636-499X

Shuting CaiSchool of Integrated Circuits, Guangdong University of Technology, Guangzhou 510006, China.

Xiaoming XiongSchool of Integrated Circuits, Guangdong University of Technology, Guangzhou 510006, China.ORCID 0000-0002-2421-7621

Yan HeSchool of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, China.

Funding

Guangdong-Hong Kong-Macao Joint Innovation Field Project No.2021A0505080006Key Area R \& D Program of Guangdong Province under Grant 2022B0701180001National Natural Science Foundation of China 61801127the Science Technology Planning Project of Guangdong Province, China No.2019B010140002, No.2020B111110002

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Cell DegranulationDeep LearningNeutrophilsPeriodontitisBiomarkersGene Expression ProfilingGene Regulatory NetworksHumansRNA-SeqSequence Analysis, RNASingle-Cell AnalysisSingle-Cell Gene Expression AnalysisTranscriptomeBiomarkersdeep learninghdWGCNAmachine learningNeutrophil degranulationPeriodontitissingle-cell RNA-seq

Identifiers

PMID41009952

DOI10.3390/genes16091005

PMCPMC12469482

What OpenQuestion 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 OpenQuestion graph.