Unveiling the ageing-related genes in diagnosing osteoarthritis with metabolic syndrome by integrated bioinformatics analysis and machine learning حسب Jian Huang (7250)

"…The limma package was used to identify differentially expressed genes (DEGs), and weighted gene coexpression network analysis (WGCNA) screened gene modules, and machine learning algorithms, such as random forest (RF), support vector machine (SVM), generalised linear model (GLM), and extreme gradient boosting (XGB), were employed. …"

Image 3_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 1_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.tif حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 4_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Table 2_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.csv حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 5_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.tif حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 6_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Table 1_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.csv حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Image 2_Multi-omics reveals efferocytosis-related hub genes as biomarkers for ustekinumab response in colitis.pdf حسب Jun-meng Wang (9959245)

"…Machine learning algorithms screened hub genes, followed by molecular docking to assess interactions with UST. …"

Table 1_Explore potential immune-related targets of leeches in the treatment of type 2 diabetes based on network pharmacology and machine learning.xlsx حسب Tairan Hu (21086501)

"…Finally, we employed LASSO regression, SVM-RFE, XGBoost, and random forest algorithms to further predict potential targets, followed by validation through molecular docking.…"

Diagnostic PANoptosis-related genes in acute kidney injury: bioinformatics, machine learning, and validation حسب Zhen Chen (129176)

"…PANoptosis scores and immune cell infiltration were calculated by ssGSEA. Machine learning algorithms was used to select feature genes. ROC analysis evaluated their diagnostic performance. …"

Image 1_Validation of the Somnolyzer 24×7 automatic scoring system in children with suspected obstructive sleep apnea.tif حسب Ignacio Boira (21562568)

"…Introduction<p>Manual scoring of polysomnography data is a laborious and complex process. Automatic scoring by current computer algorithms shows high agreement with manual scoring. …"

Supplementary file 1_Plasma FGF2 and YAP1 as novel biomarkers for MCI in the elderly: analysis via bioinformatics and clinical study.docx حسب Yejing Zhao (22123588)

"…To address this gap, datasets GSE29378 and GSE12685 were selected to screen differentially expressed genes (DEGs), and hub genes were identified by different algorithms. A total of 350 DEGs were identified in bioinformatics data mining. …"

Table 1_Validation of the Somnolyzer 24×7 automatic scoring system in children with suspected obstructive sleep apnea.docx حسب Ignacio Boira (21562568)

"…Introduction<p>Manual scoring of polysomnography data is a laborious and complex process. Automatic scoring by current computer algorithms shows high agreement with manual scoring. …"

Table 2_Cellular hierarchy framework based on single-cell and bulk RNA sequencing reveals fatty acid metabolic biomarker MYDGF as a therapeutic target for ccRCC.xlsx حسب Ning Wang (108353)

"…Functional enrichment algorithms, including AUCell, UCell, singscore, ssGSEA, and AddModuleScore, along with hdWGCNA analysis, were used to identify hub genes influencing high FAM of ccRCC. …"

Table 1_Cellular hierarchy framework based on single-cell and bulk RNA sequencing reveals fatty acid metabolic biomarker MYDGF as a therapeutic target for ccRCC.docx حسب Ning Wang (108353)

"…Functional enrichment algorithms, including AUCell, UCell, singscore, ssGSEA, and AddModuleScore, along with hdWGCNA analysis, were used to identify hub genes influencing high FAM of ccRCC. …"

The information of samples. حسب Junhao Wang (751227)

"…Three machine learning algorithms were applied for identification of characteristic gene for IC. …"

Hub genes in the cyan module. حسب Junhao Wang (751227)

"…Three machine learning algorithms were applied for identification of characteristic gene for IC. …"

Hub genes in the pink module. حسب Junhao Wang (751227)

"…Three machine learning algorithms were applied for identification of characteristic gene for IC. …"

Hub genes in the blue module. حسب Junhao Wang (751227)

"…Three machine learning algorithms were applied for identification of characteristic gene for IC. …"