Leiden algorithm-identified clusters for uniform manifold approximation and projection (UMAP) visualization of optimized gene sets. by Zhizhong Wang (838758)

Control parameters of the SOMA algorithm. by Quoc Bao Diep (18452207)

“…To optimize this cost function, we employ the self-organizing migrating algorithm, a swarm intelligence algorithm inspired by the cooperative and competitive behaviors observed in natural organisms. …”

Table 3_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.xlsx by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Table 2_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.xlsx by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Image 3_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.tif by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Image 2_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.tif by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Image 1_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.tif by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Table 1_Integrative modeling of malignant epithelial programs in EGFR-mutant LUAD via single-cell transcriptomics and multi-algorithm machine learning.xlsx by Weiran Zhang (411189)

“…PERP was identified as a potential therapeutic target, offering novel insights for precision stratification and treatment in EGFR-mutant LUAD.…”

Construction of the prediction model by PANoptosis-sig. by Li Wu (120770)

Data Sheet 2_Identification and validation of HOXC6 as a diagnostic biomarker for Ewing sarcoma: insights from machine learning algorithms and in vitro experiments.zip by Yonghua Pang (20998022)

“…</p>Discussion<p>These findings highlight HOXC6 as a promising diagnostic biomarker for ES, demonstrating robust performance across multiple datasets. Additionally, its functional role suggests potential as a therapeutic target.…”

Data Sheet 1_Identification and validation of HOXC6 as a diagnostic biomarker for Ewing sarcoma: insights from machine learning algorithms and in vitro experiments.zip by Yonghua Pang (20998022)

“…</p>Discussion<p>These findings highlight HOXC6 as a promising diagnostic biomarker for ES, demonstrating robust performance across multiple datasets. Additionally, its functional role suggests potential as a therapeutic target.…”

Image 2_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Table 3_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.xlsx by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 7_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Table 1_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.xlsx by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 6_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 8_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 5_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 4_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”

Image 1_Oxidative stress-related genes in uveal melanoma: the role of CALM1 in modulating oxidative stress and apoptosis and its prognostic significance.tif by Yue Wu (1262184)

“…CALM1 upregulation also mitigated the inhibitory effects of H₂O₂ on key cellular processes, including proliferation, migration, and invasion.</p>Conclusion<p>This study underscores the critical role of OSGs in the progression of UVM and their potential as prognostic biomarkers and therapeutic targets. …”