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Tumor Discovery                                                       DRGs in HCC prognosis and immunity



            cell lines were significantly lower than those in normal   with the regulation of the action network being one of the
            hepatocyte cells (Figure 10).                      identified mechanisms of disulfidptosis. 8,13,16  Compared to
                                                               the low-risk group, immune infiltrating cells were generally
            4. Discussion                                      more prevalent in the high-risk group and were positively

            In recent years, the incidence of liver cancer has been   correlated with most immune cell types. Ten key genes
            on  the  rise,   with  HCC  constituting  the  majority  of   were identified through gene network analysis and were
                      20
            liver cancer diagnoses and deaths.  Recent studies have   compared with the risk model, with three genes (FLNA,
                                        21
            identified a novel form of cell death termed disulfidptosis,    CD2AP, and  CAPZB) being common in both.  FLNA
                                                          8
            which demonstrates functional relevance in certain   and  CAPZB have been reported to be associated with
            malignancies.  In HCC, where chronic hepatitis B   therapeutic markers of HCC. In contrast, no precise studies
                       8,22
            virus  infection constitutes the  predominant  risk  factor,   have been conducted on the CD2AP gene concerning HCC
            Zhang et al.  successfully constructed a prognostic model   pathways or clinical treatment.
                     23
            comprising five signature genes through systematic   Each of these three genes has distinct functions and
            analysis of tumor prognostic characteristics associated with   plays a significant role in disease research. FLNA has been
            disulfidptosis and differential expression patterns of DRGs.   investigated as a potential marker for HCC 24,25  and has
            The model demonstrates robust efficacy in predicting overall   been shown to interact with other proteins to inhibit the
            patient survival outcomes. Furthermore, the investigators   progression of HCC. CAPZB has been demonstrated in a
            evaluated the therapeutic implications of these signature   single study to be associated with invasion and metastasis
            genes across distinct risk subgroups, revealing that all   in HCC.  Similarly, CD2AP has been extensively studied
                                                                      26
            five genes contribute significantly to tumor progression.   in other cancers, but no published studies have reported
            Quantitative expression profiling of these genes enabled   its direct role in HCC.  FLNA is a cytoplasmic protein
            precise stratification of patients into molecular subtypes   with multiple functions, including interacting with actin-
            with differential prognostic trajectories. These findings   binding proteins to form the cytoskeleton, participating
            collectively suggest the feasibility of targeting DRGs as a   in cell motility, regulating receptor expression, interfering
            viable immunotherapeutic strategy.                 with signaling pathways, and playing a critical role in the
                                                                                                     28
                                                                                        27
              This study developed a model based on the risk scores   development of various tumors.  Donadon et al.  reported
            of DRGs and clinical factors in HCC. The functions   that FLNA was expressed exclusively in HCC and not in
            and relationships  of DRGs in  prognosis  prediction,   normal liver tissue.  In 2021, Sheng  et al.  confirmed
                                                                               28
                                                                                                   29
            immune infiltration, and immune checkpoints in HCC   that FLNA is highly expressed in HCC tissues compared
            were elucidated. These findings provide a framework for   to adjacent non-tumor tissues and is associated with early
            predicting clinical prognosis, immune infiltration, and   recurrence following resection surgery.  Moreover, Li et
                                                                                               29
            responses to immunotherapy, offering novel concepts   al.  reported that semaphorin 3d can regulate the invasion
                                                                 27
            and methods for targeting immunotherapy and managing   and  metastasis  of HCC cells by  interacting  with  FLNA,
            patients. Six key genes (CAPZB, RPN1, SLC7A11, FLNA,   influencing cytoskeletal remodeling, and inhibiting the
            NCKAP1, and  CD2AP) were identified through risk   PI3K/Akt signaling pathway. 27
            modeling, and the model’s strong predictive ability   CD2-associated  protein  (CD2AP)  encodes  a
            was confirmed by the ROC curves. Functional analysis   scaffolding molecule that regulates the actin cytoskeleton.
            revealed that the DRGs in the low-risk and high-risk   This gene has been extensively studied in other cancers,
            groups  correlated  with  several  actin-related  pathways,
                                                               but comprehensive research on its relationship with
                                                                                                            30
                                                               HCC  is  lacking.  For  example,  in  2016,  Ren  and  Sheng
                                                               demonstrated that  CD2AP is involved in the PI3K/Akt
                                                               signaling pathway, which is implicated in cellular processes
                                                               such as metabolism, proliferation, differentiation, and
                                                               apoptosis.  In 2020, Xie  et al.  found that  CD2AP
                                                                       30
                                                                                          31
                                                               expression levels were significantly lower in diffuse gastric
                                                               cancer tissues, which were associated with poor prognosis.
                                                               Inhibition of CD2AP promoted intercellular adhesion and
                                                               affected the cytoskeleton by interacting with CAPZA1,
            Figure 10. Expression of disulfidptosis-related genes in liver cancer cell   enhancing cell migration and invasion. In contrast,
            lines
            Notes: Statistical significance determined at *p<0.01, ***p<0.001, and   overexpression of  CD2AP could attenuate metastasis in
            ****p<0.0001); ns indicates no significance.       gastric cancer. Therefore,  CD2AP may serve as a novel


            Volume 4 Issue 2 (2025)                         78                                doi: 10.36922/td.8214
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