Exploration of potential biomarkers and immune cell infiltration characteristics for peripheral atherosclerosis in sjögren’s syndrome based on comprehensive bioinformatics analysis and machine learning

This study systematically identified three promising hub genes (CCL4, CSF1R, and MX1) and developed a nomogram for predicting PA in SS. Analysis of immune cell infiltration demonstrated that dysregulated immune cells significantly contribute to the progression of PA. Additionally, ssGSEA analysis offered important insights into the mechanisms by which SS leads to PA.

Authors

Institutions

Publication Details

Journal
Frontiers in Genetics
Published
2025-07-30
DOI
https://doi.org/10.3389/fgene.2025.1546315
Primary Topic
Salivary Gland Disorders and Functions
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exploration of potential biomarkers and immune cell infiltration characteristics for peripheral atherosclerosis in sjögren’s syndrome based on comprehensive bioinformatics analysis and machine learning

Lina Zhou, Liying Wang, Feifei Cai, Chunjiang Liu et al.
Frontiers in Genetics
Salivary Gland Disorders and Functions
article

Exploration of potential biomarkers and immune cell infiltration characteristics for peripheral atherosclerosis in sjögren’s syndrome based on comprehensive bioinformatics analysis and machine learning

Lina Zhou, Liying Wang, Feifei Cai, Chunjiang Liu, Xiaoqi Tang, Yuan Wang, Xiang Zhang
article en

Abstract

This study systematically identified three promising hub genes (CCL4, CSF1R, and MX1) and developed a nomogram for predicting PA in SS. Analysis of immune cell infiltration demonstrated that dysregulated immune cells significantly contribute to the progression of PA. Additionally, ssGSEA analysis offered important insights into the mechanisms by which SS leads to PA.

Frontiers in GeneticsVol. 16
Jiangnan University (CN), Anhui Medical University (CN), Wuxi No.2 People's Hospital (CN), Anhui Provincial Hospital (CN), Second Affiliated Hospital of Anhui Medical University (CN), Shaoxing People's Hospital (CN)
Good health and well-being
Openalex Percentile: Top 76%
Salivary Gland Disorders and Functions
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.