Table 2_Combining WGCNA and machine learning to identify mechanisms and biomarkers of hyperthyroidism and atrial fibrillation.xlsx حسب Linyuan Wang (359295)

"…Differential gene analysis was performed using the “limma” package, and overlapping genes shared by both diseases were identified through weighted gene co-expression network analysis (WGCNA), followed by functional enrichment analysis. …"

Data Sheet 4_The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.pdf حسب Binyu Wang (7375019)

"…Machine learning algorithms identified COASY, FTSJ1, and MOGS as pivotal genes. …"

Data Sheet 5_The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.zip حسب Binyu Wang (7375019)

"…Machine learning algorithms identified COASY, FTSJ1, and MOGS as pivotal genes. …"

Data Sheet 1_The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.zip حسب Binyu Wang (7375019)

"…Machine learning algorithms identified COASY, FTSJ1, and MOGS as pivotal genes. …"

Data Sheet 2_The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.pdf حسب Binyu Wang (7375019)

"…Machine learning algorithms identified COASY, FTSJ1, and MOGS as pivotal genes. …"

Data Sheet 3_The role and machine learning analysis of mitochondrial autophagy-related gene expression in lung adenocarcinoma.pdf حسب Binyu Wang (7375019)

"…Machine learning algorithms identified COASY, FTSJ1, and MOGS as pivotal genes. …"

Data Availability for Barrier Island Response to Energetic Storms: a Global View حسب Valeria Fanti (14857549)

"…As wave direction is a circular variable, in order to allow its use in correlation analysis it was linearized with the sine function and referenced to 270°. This results in negative values (until -1) for storms approaching from the north and positive values (until 1) for storms from the south.…"

Data used to drive the Double Layer Carbon Model in the Qinling Mountains. حسب Huiwen Li (17705280)

"…., 2022a), to estimate the spatiotemporal dynamics of SOC in different soil layers and further evaluate the impacts of different climate response functions on SOC estimates in the Qinling Mountains. …"

Table 1_Identification of immune and major depressive disorder-related diagnostic markers for early nonalcoholic fatty liver disease by WGCNA and machine learning.xlsx حسب Yuyun Jia (21604337)

"…The intersection of shared DEGs across both conditions and WGCNA-identified genes was determined and subjected to functional enrichment analysis. …"

Data Sheet 1_Identification and validation of cellular senescence-related genes and immune cell infiltration characteristics in intervertebral disc degeneration.pdf حسب Hao Li (31608)

"…SRDEGs were analyzed using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG). A protein–protein interaction (PPI) network was also drawn, and the hub SRDEGs were obtained using 11 different algorithms. …"

Supplementary file 2_The role of α-hydroxybutyrate in modulating sepsis progression: identification of key targets and biomarkers through multi-database data mining, machine learni... حسب Qing Lu (28914)

"…Sepsis-related targets were obtained from the GEO dataset GSE26440, and the intersection of these datasets was analyzed to reveal common targets. Functional enrichment analysis, protein-protein interaction (PPI) network construction, and machine learning algorithms (L1-LASSO, RF, and SVM) were applied to identify biomarkers. …"

Supplementary file 1_The role of α-hydroxybutyrate in modulating sepsis progression: identification of key targets and biomarkers through multi-database data mining, machine learni... حسب Qing Lu (28914)

"…Sepsis-related targets were obtained from the GEO dataset GSE26440, and the intersection of these datasets was analyzed to reveal common targets. Functional enrichment analysis, protein-protein interaction (PPI) network construction, and machine learning algorithms (L1-LASSO, RF, and SVM) were applied to identify biomarkers. …"

Turkish_native_goat_genotypes حسب Yalçın YAMAN (20209833)

"…Partial overlap with mixed linear models and genome-wide McNemar tests suggested that both additive and potential nonlinear components contribute to the observed signal.…"

Table 2_Identifying potential biomarkers and molecular mechanisms related to arachidonic acid metabolism in vitiligo.xlsx حسب Xiaoqing Li (186909)

"…In both the training and validation sets, PTGDS, PNPLA8, and MGLL. …"

Table 1_Identifying potential biomarkers and molecular mechanisms related to arachidonic acid metabolism in vitiligo.xlsx حسب Xiaoqing Li (186909)

"…In both the training and validation sets, PTGDS, PNPLA8, and MGLL. …"

Table 3_Identifying potential biomarkers and molecular mechanisms related to arachidonic acid metabolism in vitiligo.xlsx حسب Xiaoqing Li (186909)

"…In both the training and validation sets, PTGDS, PNPLA8, and MGLL. …"

Table 5_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx حسب Filippo Guerri (17017524)

"…<p>We present MMPred, a software tool that integrates epitope prediction and sequence alignment algorithms to streamline the computational analysis of molecular mimicry events in autoimmune diseases. …"

Table 3_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx حسب Filippo Guerri (17017524)

"…<p>We present MMPred, a software tool that integrates epitope prediction and sequence alignment algorithms to streamline the computational analysis of molecular mimicry events in autoimmune diseases. …"

Table 6_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx حسب Filippo Guerri (17017524)

"…<p>We present MMPred, a software tool that integrates epitope prediction and sequence alignment algorithms to streamline the computational analysis of molecular mimicry events in autoimmune diseases. …"

Table 2_MMPred: a tool to predict peptide mimicry events in MHC class II recognition.xlsx حسب Filippo Guerri (17017524)

"…<p>We present MMPred, a software tool that integrates epitope prediction and sequence alignment algorithms to streamline the computational analysis of molecular mimicry events in autoimmune diseases. …"