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Gene & Protein in Disease                                        Cullin family members as biomarkers in KIRC




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            Figure 5. Metascape-based enrichment analysis of cullins and their top 20 coexpressed genes in KIRC patients. (A) Heatmap visualizing GO and KEGG
            enrichment results, with color intensity indicating statistical significance. (B-C) Interactive network of enriched GO and KEGG terms, with node coloring
            based on statistical significance. (D-F) PPI network and MCODE components identified.
            Abbreviations: GO: Gene ontology; KEGG: Kyoto Encyclopedia of Genes and Genomes; KIRC: Kidney renal clear cell carcinoma; MCODE: Molecular
            complex detection; PPI: Protein-protein interaction.

            CRL dysfunction. A  link between malfunctioning      Cullins represent a family of proteins that serve
            mutations in  CUL3 and Keap1 and papillary RCC has   as a scaffold for E3 ubiquitin ligase and are linked to
            been established in several investigations.  In addition,   tumor  development.  CUL1  has  been  identified  as  a  key
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            the present study has identified a reduction in  CUL3,   player in several types of cancer, including lung cancer,
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            in conjunction with the substrate adaptors RhoBTB1   glioma,  hepatocellular carcinoma,  melanoma,  gastric
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            and RhoBTB3, within the context of RCC.  Recent    cancer,  and breast cancer.  Studies have indicated that
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            developments in genomic technologies have facilitated   its expression levels are associated with poor prognosis.
            precise molecular characterization of cullin expression   Previous research has shown that CUL2 serves primarily
            patterns throughout the nephron,  and transcriptome   as a scaffolding protein for the E3 ubiquitin ligase during
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            analysis has demonstrated abundant expression of various   viral  infection. 33,34   Xu  et al.   observed  significantly
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            cullins along the nephron segments. 9              elevated  CUL2 expression in cervical cancer cells and
            Volume 4 Issue 3 (2025)                         8                           doi: 10.36922/GPD025070014
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