Image 1_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.jp... حسب Xiaoyin Wu (15279940)

"…The expression levels of diagnostic signatures were verified in vitro.…"

Table 3_Identification and experimental validation of biomarkers associated with mitochondrial and programmed cell death in major depressive disorder.xlsx حسب Shengjie Xiong (21216725)

"…Protein-protein interaction (PPI) network analysis and intersection of four algorithms were used to identify key candidate genes. …"

Table 7_Identification and experimental validation of biomarkers associated with mitochondrial and programmed cell death in major depressive disorder.xlsx حسب Shengjie Xiong (21216725)

"…Protein-protein interaction (PPI) network analysis and intersection of four algorithms were used to identify key candidate genes. …"

Table 1_Identification and validation of glycolysis-related diagnostic signatures in diabetic nephropathy: a study based on integrative machine learning and single-cell sequence.xl... حسب Xiaoyin Wu (15279940)

"…The expression levels of diagnostic signatures were verified in vitro.…"

Image 1_Integrated multi-omics analysis and machine learning identify G protein-coupled receptor-related signatures for diagnosis and clinical benefits in soft tissue sarcoma.jpeg حسب Duo Wang (1787634)

"…</p>Results<p>We identified 151 GPR-related genes at both the single-cell and bulk transcriptome levels, and identified a Stepglm[both]+Enet[alpha=0.6] model with seven GPR-related genes as the final diagnostic predictive model with high accuracy and translational relevance using a 127-combination machine learning computational framework, and the GPR-integrated diagnosis nomogram provided a quantitative tool in clinical practice. …"

Table 1_Integrated multi-omics analysis and machine learning identify G protein-coupled receptor-related signatures for diagnosis and clinical benefits in soft tissue sarcoma.xlsx حسب Duo Wang (1787634)

"…</p>Results<p>We identified 151 GPR-related genes at both the single-cell and bulk transcriptome levels, and identified a Stepglm[both]+Enet[alpha=0.6] model with seven GPR-related genes as the final diagnostic predictive model with high accuracy and translational relevance using a 127-combination machine learning computational framework, and the GPR-integrated diagnosis nomogram provided a quantitative tool in clinical practice. …"

Data Sheet 1_CDK1 may promote breast cancer progression through AKT activation and immune modulation.docx حسب Huanhong Zeng (22570433)

"…Immune infiltration and tumor mutation burden (TMB) were evaluated using TIMER and CIBERSORT algorithms. Single-cell RNA sequencing data from TISCH2 were employed to examine cell-type-specific expression. …"

Addis Ababa City Road Traffic Accident Severity Dataset حسب Getachew Getu Enyew (20493506)

"…</p><p dir="ltr">The dataset aims to facilitate the analysis and prediction of road traffic accident severity using machine learning algorithms. It was initially collected by the <b>Addis Ababa Police Department</b> and contains a rich set of variables, including <b>weather conditions, collision type, driver demographics, road conditions, and time of accident</b>, among others. …"

Data Sheet 1_Development and validation of a machine learning-based early warning system for predicting venous thromboembolism risk in hospitalized lymphoma patients undergoing che... حسب Tingting Jiang (169999)

"…Six key variables—white blood cell count, D-dimer levels, central venous catheter use, age, chemotherapy cycles, and ECOG performance status—were selected for the nomogram to predict VTE risk visually. …"

Image 3_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.tif حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Image 5_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.tif حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Collaborative research: CyberTraining: Implementation: Medium: Training users, developers, and instructors at the chemistry/physics/materials science interface حسب Francesco Paesani (5128004)

"…The primary objectives are to establish a robust community of materials modeling developers and to enhance computational training at both undergraduate and graduate levels. The project seeks to recruit and train future leaders in materials modeling, foster community engagement, and promote coding literacy across disciplines.…"

Image 1_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.tif حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Image 4_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.tif حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Table 1_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.docx حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Table 1_AI-driven tools for the prediction of obesity-related vascular diseases: stakeholder perspectives and challenges.docx حسب Kaatje Goossens (22775852)

"…Key challenges included data heterogeneity, algorithmic bias, small sample sizes, and technological barriers such as device incompatibility and varying levels of digital literacy. …"

Image 2_UBE2N as a novel prognostic and therapeutic biomarker of lung adenocarcinoma.tif حسب Haofeng Yin (19931343)

"…Differences in immune microenvironment components, immunoregulatory gene expression, and immune functional activities between subgroups stratified by UBE2N expression levels. The role of UBE2N in predicting tumor therapeutic susceptibility was characterized using bioinformatics algorithms combined with publicly available CRISPR screening datasets and immunotherapy cohorts. …"

Table 12_Decoding immune-metabolic crosstalk in ARDS: a transcriptomic exploration of biomarkers, cellular dynamics, and therapeutic pathways.xlsx حسب Ting Wu (106368)

"…</p>Results<p>Through machine learning algorithms, RPL14, SMARCD3, and TCN1 were identified as candidate biomarkers. …"

Table 9_Decoding immune-metabolic crosstalk in ARDS: a transcriptomic exploration of biomarkers, cellular dynamics, and therapeutic pathways.xlsx حسب Ting Wu (106368)

"…</p>Results<p>Through machine learning algorithms, RPL14, SMARCD3, and TCN1 were identified as candidate biomarkers. …"

Table 8_Decoding immune-metabolic crosstalk in ARDS: a transcriptomic exploration of biomarkers, cellular dynamics, and therapeutic pathways.xlsx حسب Ting Wu (106368)

"…</p>Results<p>Through machine learning algorithms, RPL14, SMARCD3, and TCN1 were identified as candidate biomarkers. …"