Characterization of heterogeneous redox responses in hepatocellular carcinoma patients using network analysis

使用网络分析表征肝细胞癌患者的异质氧化还原反应

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作者:Rui Benfeitas, Gholamreza Bidkhori, Bani Mukhopadhyay, Martina Klevstig, Muhammad Arif, Cheng Zhang, Sunjae Lee, Resat Cinar, Jens Nielsen, Mathias Uhlen, Jan Boren, George Kunos, Adil Mardinoglu

Background

Redox metabolism is often considered a potential target for cancer treatment, but a systematic examination of redox responses in hepatocellular carcinoma (HCC) is missing.

Methods

Here, we employed systems biology and biological network analyses to reveal key roles of genes associated with redox metabolism in HCC by integrating multi-omics data. Findings: We found that several redox genes, including 25 novel potential prognostic genes, are significantly co-expressed with liver-specific genes and genes associated with immunity and inflammation. Based on an integrative analysis, we found that HCC tumors display antagonistic behaviors in redox responses. The two HCC groups are associated with altered fatty acid, amino acid, drug and hormone metabolism, differentiation, proliferation, and NADPH-independent vs -dependent antioxidant defenses. Redox behavior varies with known tumor subtypes and progression, affecting patient survival. These antagonistic responses are also displayed at the protein and metabolite level and were validated in several independent cohorts. We finally showed the differential redox behavior using mice transcriptomics in HCC and noncancerous tissues and associated with hypoxic features of the two redox gene groups. Interpretation: Our integrative approaches highlighted mechanistic differences among tumors and allowed the identification of a survival signature and several potential therapeutic targets for the treatment of HCC.

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