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Renal cell carcinoma (RCC) is one of the common malignant tumors in human beings and originates from the renal tubular epithelium. Clear cell renal cell carcinoma (ccRCC) is the main pathological type of RCC. Due to the lack of reliable biomarkers and clinical symptoms for early diagnosis, imaging findings such as ultrasound and CT are needed. When the patients presented typical symptoms, for example, hematuria, backache, and abdominal mass, some of them are in advanced stages of cancer. About a quarter of patients had metastasis at the first diagnosis, and the 5-year survival rate of these patients was less than 10%. Therefore, the early diagnosis of ccRCC and the prevention of tumor recurrence and metastasis are of great significance. The preliminary studies suggested that some hypoxia and metabolism-related molecules were highly expressed in ccRCC tumors but low in normal kidney tiss
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