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Tumor Discovery                                                   Bioinformatics insights into CCL2 mutations



            the local structural environment and the overall protein   online tool, which revealed significant insights into their
            conformation. I-TASSER was used to generate a 3D model   binding interactions. Native CCL2 displayed binding
            of the CCL2 protein based on the cysteine (C59) and   affinity to CCR2, with the top 10  minimum docking
            glycine (G59) structures. The model was selected due to   scores being −176.10, −160.30, −159.82, −156.20, −155.16,
            its high C-score, indicating a high confidence level in the   −153.10, −152.99, −151.07, −150.53, and −150.21 kcal/mol
            predicted structure. This computational method enabled   (Figure 9A). The lowest score of −176.10 kcal/mol indicates
            the prediction of the protein tertiary structure. According   the most favorable binding interaction. Similarly, mutant
            to I-TASSER modeling results, the predicted structure of   CCL2 also exhibited robust binding affinity to CCR2, with
            the native CCL2 protein has a C-score of −1.20, a TM-score   top docking scores of −175.86, −172.30, −168.52, −161.03,
            of 0.56 ± 0.15, and an RMSD of 6.4 ± 3.9 Å. Similarly, the   −160.64, −159.83, −159.64, −158.47, −155.39, and −153.79
            mutant CCL2 protein was predicted to have a comparable   kcal/mol  (Figure  9B).  Although  the  mutant  CCL2  had
            structure, with a C-score of −1.10, a TM-score of 0.54 ±   slightly higher minimum docking scores than the native
            0.14, and an RMSD of 6.2 ± 3.7 Å. These values suggest   CCL2, the scores indicate strong binding interactions. The
            that  both  models  have  a moderate  confidence  level  and   comparison of the native and mutant CCL2 forms revealed
            a correct global topology, despite some local structural   that the mutant CCL2 had a marginally better minimum
            variations.                                        docking score (−175.86 kcal/mol) than the native form
              The mutation of a cysteine (C) to glycine (G) in the   (−176.10 kcal/mol) (Figure 9), suggesting a slightly higher
            CCL2 protein substantially affected both its secondary   binding affinity for CCR2. However, the overall similarity
            and tertiary structures. This is mainly due to the differing   in the docking scores indicates that the mutation alters the
            side-chain properties of these amino acids, which can alter   binding affinity of CCL2 to CCR2. These findings suggest
            local interactions and disrupt hydrogen bonding networks.   that mutant CCL2 has  a strong  binding affinity for the
            In addition, the mutation’s impact on electrostatic   CCR2 receptor and that the mutation impacts CCL2’s
            interactions and hydrophobic forces can alter the protein’s   ability to interact with its receptor. Further experimental
            overall  folding  and stability. These  structural alterations   validation and structural analysis are required to fully
            can significantly influence the protein’s function, solubility,   elucidate the functional implications of this mutation on
            and susceptibility to aggregation. 78,79           CCL2–CCR2 signaling.
              In the present study, we observed changes in the bond   4. Discussion
            distances between the amino acids in the CCL2 protein.
            The native CCL2 structure with K58 and C59 had bond   CCL2 interacts with CCR2 through its N-terminal β strand,
            distances  of  9.6  and  6.5  Å,  respectively.  In  contrast,  the   which is a critical component of the chemokine receptor
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            mutant G59 structure with K58 and P60 had bond distances   binding process.  The CCL2–CCR2 signaling pathway
            of 11.7 and 7.1 Å, respectively. The observed changes in   plays a crucial role in the pathophysiology of various
            bond distances suggest notable structural differences in   disorders, including chronic obstructive pulmonary
            the mutant protein compared to the native structure. The   disease, asthma, cystic fibrosis, and cancer. In the context
            mutant protein displays structural variations compared to   of cancer, the interaction between CCL2, which is released
            the native protein, as indicated by distance measurements   by cancer cells, and CCR2 in the tumor microenvironment
                                                                                                           9,83
            and C-scores (Figure 8A and B). Cysteine at position 59   is essential for the progression and metastasis of cancer.
            is a positively charged amino acid that participates in   Previous research has shown that CCL2 promotes tumor
            electrostatic interactions. Substituting cysteine with glycine   growth and metastasis by recruiting macrophages and
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            eliminates this positive charge, disrupting electrostatic   immune  cells  to  the  tumor  microenvironment.   The
            interactions.  Furthermore,  cysteine  can  form  disulfide   CCL2–CCR2 axis is a critical factor in the progression of
            bonds, which can alter the protein’s overall structure. These   various cancers, including prostate, pancreatic, breast, lung,
            changes  can significantly  affect  the protein’s  function,   kidney, bladder, and colorectal cancers. In prostate cancer,
            stability, and interactions with other molecules. 80,81  These   CCL2 promotes tumor growth and migration through the
            findings highlight the structural variations in CCL2 among   PI3K/Akt signaling pathway and contributes to resistance
            proteins and critical mutations, providing crucial insights   against castration and chemotherapy, making it a potential
            into their functional implications.                therapeutic target.  In pancreatic ductal adenocarcinoma,
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                                                               high levels of CCL2 correlate with a poor prognosis and
            3.10. Molecular docking of native and mutant CCL2   facilitate angiogenesis, and CCR2 inhibitors have shown
            with CCR2                                          promise in enhancing treatment outcomes.  In breast
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            The molecular docking results of native and mutant CCL2   cancer, CCL2 enhances cell migration and is implicated
            with the CCR2 receptor were obtained using the HDOCK   in triple-negative breast cancer, suggesting that targeting


            Volume 3 Issue 4 (2024)                         17                                doi: 10.36922/td.3891
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