Faculty of Hepato-Biliary-Pancreatic Surgery, Chinese People's Liberation Army (PLA) General Hospital, Beijing, China.
Department of Hepatic Surgery IV, The Eastern Hepatobiliary Surgery Hospital, Second Military Medical University, Shanghai, China.
J Cell Mol Med. 2021 Jun;25(12):5615-5627. doi: 10.1111/jcmm.16573. Epub 2021 May 3.
Pancreatic ductal adenocarcinoma (PDAC) is a lethal malignancy with aggressive biological behaviour. Its rapid proliferation and tumour growth require reprogramming of glucose metabolism or the Warburg effect. However, the association between glycolysis-related genes with clinical features and prognosis of PDAC is still unknown. Here, we used the meta-analysis to correlate the hazard ratios (HR) of 106 glycolysis genes from MSigDB by the cox proportional hazards regression analysis in 6 clinical data sets of PDAC patients to form a training cohort, and a single group of PDAC patients from the TCGA, ICGC, Arrayexpress and GEO databases to form the validation cohort. Then, a glycolysis-related prognosis (GRP) score based on 29 glycolysis prognostic genes was established in 757 PDAC patients from the training composite cohort and validated in 267 ICGC-CA validation cohort (all P < .05). In addition, including PADC, the prognostic value was also confirmed in other 7 out of 30 pan-cancer cohorts. The GRP score was significantly related to specific metabolism pathways, immune genes and immune cells in the patients with PADC (all P < .05). Finally, by combining with immune cells, the GRP score also well-predicted the chemosensitivity of patients with PADC in the TCGA cohort (AUC = 0.709). In conclusion, this study developed a GRP score for patients with PDAC in predicting prognosis and chemosensitivity for PDAC.
胰腺导管腺癌(PDAC)是一种具有侵袭性生物学行为的致命恶性肿瘤。其快速增殖和肿瘤生长需要重新编程葡萄糖代谢或沃伯格效应。然而,糖酵解相关基因与 PDAC 的临床特征和预后之间的关联尚不清楚。在这里,我们使用荟萃分析,通过 Cox 比例风险回归分析,将 MSigDB 中 106 个糖酵解基因的风险比(HR)与 6 个 PDAC 患者临床数据集相关联,形成一个训练队列,并将 TCGA、ICGC、Arrayexpress 和 GEO 数据库中的一组 PDAC 患者作为验证队列。然后,基于 29 个糖酵解预后基因,在 757 名来自训练综合队列的 PDAC 患者中建立了一个糖酵解相关预后(GRP)评分,并在 267 名 ICGC-CA 验证队列中进行了验证(均 P <.05)。此外,包括 PADC 在内,该预后价值在其他 30 个泛癌队列中的 7 个中也得到了证实。GRP 评分与 PADC 患者特定代谢途径、免疫基因和免疫细胞显著相关(均 P <.05)。最后,通过与免疫细胞相结合,GRP 评分还可以很好地预测 TCGA 队列中 PADC 患者的化疗敏感性(AUC = 0.709)。总之,本研究为预测 PDAC 患者的预后和化疗敏感性开发了一个用于 PDAC 患者的 GRP 评分。