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


















































            Figure 4. Gene-gene interaction network of CUL1 – 9 in KIRC (GeneMANIA). This network was constructed to elucidate the fundamental mechanisms
            underlying cullin family gene functionality. The analysis uncovered numerous genes involved in the regulatory functions of differentially expressed cullin
            family genes.
            Abbreviation: KIRC: Kidney renal clear cell carcinoma.


            cell types: (1) CUL1 expression was positively associated   4. Discussion
            with B cells, CD8⁺ T cells, CD4⁺ T cells, macrophages, and   In this study, the mRNA expression levels of CUL1, CUL2,
            neutrophils. (2) CUL2 expression was positively correlated   CUL4A, CUL4B, and CUL9 were found to be significantly
            with B cells, CD8⁺ T cells, CD4⁺ T cells, macrophages,   higher in kidney cancer tissues compared to normal tissues.
            neutrophils, and dendritic cells. (3)  CUL3  showed   Furthermore,  elevated  expression levels of  CUL1 – 3,
            associations with infiltration by B cells, CD8⁺ T cells, CD4⁺   CUL4A, CUL4B, CUL5, and CUL7 were notably correlated
            T cells, macrophages, neutrophils, and dendritic cells.   with improved OS in patients with KIRC, whereas high
            (4)  CUL4A  expression was positively linked to B cells,   CUL9 expression was markedly associated with poorer OS
            CD4⁺ T cells, macrophages, neutrophils, and dendritic   outcomes. CRLs, composed of a RING protein and cullin
            cells. (5) CUL4B showed positive correlations with B cells,   protein, are involved in the degradation of several oncogenic
            CD8⁺ T cells, CD4⁺ T cells, macrophages, neutrophils, and   proteins and tumor suppressors, and their dysregulation
            dendritic cells. (6)  CUL5  expression was also associated   is associated with increased tumor growth.  There is
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            with infiltration by B cells, CD8⁺ T cells, CD4⁺ T cells,   significant evidence that CRL malfunction contributes to
            macrophages,  neutrophils,  and dendritic cells.  (7)  CUL7   kidney tumorigenesis.  KIRC is caused by mutations in
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            and CUL9 exhibited significant associations with CD4⁺ T   the CUL2 substrate receptor VHL in the inherited VHL
            cells and neutrophils.                             syndrome. RCC has also been linked to CUL3-containing


            Volume 4 Issue 3 (2025)                         7                           doi: 10.36922/GPD025070014
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