RESUMEN
Metastasis is the major cause of death in patients with pancreatic ductal adenocarcinoma (PDAC), and circulating tumor cells (CTCs) play an important role in the development of metastasis. However, few studies have uncovered the metastasis mechanism of PDAC based on CTCs. In this study, the existing bulk RNA-sequencing (bulk RNA-seq) and single-cell sequencing (scRNA-seq) data for CTCs in pancreatic cancer were obtained from the Gene Expression Omnibus (GEO) database. Analysis of tumor-infiltrating immune cells (TIICs) by CIBERSORT showed that the CTCs enriched from the peripheral blood of metastatic PDAC were found to contain a high proportion of T cell regulators (Tregs) and macrophages, while the proportion of dendritic cells (DCs) was lower than that enriched from localized PDAC. Through weighted gene co-expression network analysis (WGCNA) and the result of scRNA-seq, we identified the hub module (265 genes) and 87 marker genes, respectively, which were highly associated with metastasis. The results of functional enrichment analysis indicated that the two gene sets mentioned above are mainly involved in cell adhesion and cytoskeleton and epithelial-mesenchymal transition (EMT). Finally, we found that HMGB3 was the hub gene according to the Venn diagram. The expression of HMGB3 in PDAC was significantly higher than that in normal tissues (protein and mRNA levels). HMGB3 expression was significantly positively correlated with both EMT-related molecules and CTC cluster-related markers. Furthermore, it was also found that HMGB3 mutations were favorably related to tumor-associated immune cells through the TIMER2.0 online tool. We further demonstrated that PDAC patients with higher HMGB3 expression had significantly worse overall survival (OS) in multiple datasets. In summary, our study suggests that HMGB3 is a hub gene associated with EMT in CTCs, the formation of CTC clusters, and infiltration patterns of immune cells favorable for tumor progression and metastasis to distant organs.
RESUMEN
BACKGROUND: The current study aimed to examine the long-term survival after partial hepatectomy for patients with BCLC intermediate stage hepatocellular carcinoma (HCC) stratified by the Bolondi's sub-staging model. MATERIALS AND METHODS: This cohort consisted of 360 patients with BCLC intermediate stage HCC who underwent partial hepatectomy between January 2008 and February 2010. Patients were stratified into 3 subgroups (B1-B3) based on the Bolondi's sub-staging model. The last follow-up was conducted at February 2014. RESULTS: Of these patients, 166, 171 and 23 patients had B1, B2, and B3 sub-stage HCC, respectively. The postoperative 5-year Overall survival (OS) rate for patients with these three sub-stages was 49.5%, 33.7% and 12.9%, respectively (Pâ¯<â¯0.001). Compared with the reported survival outcomes from previous studies which used transarterial chemoembolization (TACE) as first-line treatment, hepatectomy had a better median survival than TACE in B1 and B2 patients. On multivariable analysis, presence of esophageal and gastric varices, higher NDR score, presence of microvascular invasion, differentiation grade III-IV, and patterns of AFP decreases after surgery were the independent risk factors of OS in the sub-stages B1 and B2 patients. A nomogram which integrated all these independent risk factors was developed, with a C-index of 0.71 for OS prediction. The calibration curve showed an optimal agreement between prediction by the nomogram and actual observation. CONCLUSIONS: The patients with intermediate stage HCC clarified as sub-stages B1 and B2 according to Bolondi's model had an optimal long-term survival following partial hepatectomy than TACE. Their postoperative prognosis could be accurately predicted by our proposed nomogram.
