Image1_“Dictionary of immune responses” reveals the critical role of monocytes and the core target IRF7 in intervertebral disc degeneration.jpeg by Peichuan Xu (19862055)

“…Cytokines facilitate intercellular communication within the immune system, induce immune cells polarisation, and exacerbate oxidative stress in IDD. …”

Supplementary file 1_Single-cell and bulk transcriptomic analyses reveal PANoptosis-associated immune dysregulation of fibroblasts in periodontitis.zip by Erli Wu (17785482)

“…By integrating bulk transcriptomic data with machine learning algorithms, we identified and validated key PANoptosis-related genes, highlighting their potential as novel therapeutic targets.…”

Data Sheet 1_Integrative multi-omics identifies MEIS3 as a diagnostic biomarker and immune modulator in hypertrophic cardiomyopathy.docx by Jinchen He (18929662)

“…Machine learning algorithms (LASSO and Random Forest) were used to identify key diagnostic genes. …”

Data Sheet 1_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.xlsx by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Data Sheet 5_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.csv by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Supplementary file 1_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.docx by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Data Sheet 2_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.xlsx by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Data Sheet 3_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.xlsx by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Data Sheet 4_Multi-omics exploration of chaperone-mediated immune-proteostasis crosstalk in vascular dementia and identification of diagnostic biomarkers.xlsx by Wentong Li (492392)

“…Biomarker validation was performed through cross-validation using LASSO, SVM-RFE, and Random Forest algorithms. Immune microenvironment analysis was conducted using CIBERSORT, while single-cell transcriptomics was analyzed within the Seurat framework.…”

Consensus group. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

GSVA pathway. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

Hallmark significant GSVA results. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

RBP table. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

Enrichment analysis of GO. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

Differential gene expression analysis results. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

The flowchart of this study. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

DGIdb. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

Etodolac utility in osteoarthritis: drug delivery challenges, topical nanotherapeutic strategies and potential synergies by Pavani Gaddala (19761334)

“…Inflammatory processes within OSA joints are regulated by pro-inflammatory and anti-inflammatory cytokines. …”

Glucocorticoid related genes. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”

CIBERSORTx results. by Yinghao Ren (17915291)

“…We also identified differentially expressed genes (DEGs) within the clusters and between SLE patients and healthy controls. …”