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利用多基因风险评分对非酒精性脂肪性肝病进行肝细胞癌风险的无创分层。

Non-invasive stratification of hepatocellular carcinoma risk in non-alcoholic fatty liver using polygenic risk scores.

机构信息

Translational Medicine - Department of Transfusion Medicine and Hematology, Fondazione IRCCS Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy.

Department of Clinical and Molecular Medicine, University of Gothenburg, Sahlgrenska University Hospital, Gothenburg, Sweden.

出版信息

J Hepatol. 2021 Apr;74(4):775-782. doi: 10.1016/j.jhep.2020.11.024. Epub 2020 Nov 25.

Abstract

BACKGROUND & AIMS: Hepatocellular carcinoma (HCC) risk stratification in individuals with dysmetabolism is a major unmet need. Genetic predisposition contributes to non-alcoholic fatty liver disease (NAFLD). We aimed to exploit robust polygenic risk scores (PRS) that can be evaluated in the clinic to gain insight into the causal relationship between NAFLD and HCC, and to improve HCC risk stratification.

METHODS

We examined at-risk individuals (NAFLD cohort, n = 2,566; 226 with HCC; and a replication cohort of 427 German patients with NAFLD) and the general population (UK Biobank [UKBB] cohort, n = 364,048; 202 with HCC). Variants in PNPLA3-TM6SF2-GCKR-MBOAT7 were combined in a hepatic fat PRS (PRS-HFC), and then adjusted for HSD17B13 (PRS-5).

RESULTS

In the NAFLD cohort, the adjusted impact of genetic risk variants on HCC was proportional to the predisposition to fatty liver (p = 0.002) with some heterogeneity in the effect. PRS predicted HCC more robustly than single variants (p <10). The association between PRS and HCC was mainly mediated through severe fibrosis, but was independent of fibrosis in clinically relevant subgroups, and was also observed in those without severe fibrosis (p <0.05). In the UKBB cohort, PRS predicted HCC independently of classical risk factors and cirrhosis (p <10). In the NAFLD cohort, we identified high PRS cut-offs (≥0.532/0.495 for PRS-HFC/PRS-5) that in the UKBB cohort detected HCC with ~90% specificity but limited sensitivity; PRS predicted HCC both in individuals with (p <10) and without cirrhosis (p <0.05).

CONCLUSIONS

Our results are consistent with a causal relationship between hepatic fat and HCC. PRS improved the accuracy of HCC detection and may help stratify HCC risk in individuals with dysmetabolism, including those without severe liver fibrosis. Further studies are needed to validate our findings.

LAY SUMMARY

By analyzing variations in genes that contribute to fatty liver disease, we developed two risk scores to help predict liver cancer in individuals with obesity-related metabolic complications. These risk scores can be easily tested in the clinic. We showed that the risk scores helped to identify the risk of liver cancer both in high-risk individuals and in the general population.

摘要

背景与目的

代谢异常个体的肝细胞癌(HCC)风险分层是一个主要的未满足需求。遗传易感性导致非酒精性脂肪性肝病(NAFLD)。我们旨在利用可在临床中评估的稳健多基因风险评分(PRS),深入了解 NAFLD 与 HCC 之间的因果关系,并改善 HCC 风险分层。

方法

我们研究了高危个体(NAFLD 队列,n=2566;226 例 HCC;和 427 例德国 NAFLD 患者的复制队列)和普通人群(英国生物银行[UKBB]队列,n=364048;202 例 HCC)。PNPLA3-TM6SF2-GCKR-MBOAT7 中的变异被组合成肝脂肪 PRS(PRS-HFC),然后根据 HSD17B13(PRS-5)进行调整。

结果

在 NAFLD 队列中,遗传风险变异对 HCC 的影响与脂肪肝的易感性成正比(p=0.002),但效应存在一定的异质性。PRS 比单个变异更能准确地预测 HCC(p<10)。PRS 与 HCC 之间的关联主要通过严重纤维化介导,但在临床相关亚组中独立于纤维化,并且在没有严重纤维化的患者中也观察到(p<0.05)。在 UKBB 队列中,PRS 独立于经典风险因素和肝硬化预测 HCC(p<10)。在 NAFLD 队列中,我们确定了高 PRS 截止值(PRS-HFC/PRS-5 分别为≥0.532/0.495),在 UKBB 队列中,该截止值以约 90%的特异性但有限的敏感性检测到 HCC;PRS 不仅在有肝硬化的个体中(p<10),而且在没有肝硬化的个体中(p<0.05)也预测 HCC。

结论

我们的结果与脂肪肝和 HCC 之间存在因果关系一致。PRS 提高了 HCC 检测的准确性,并可能有助于代谢异常个体的 HCC 风险分层,包括没有严重肝纤维化的个体。需要进一步的研究来验证我们的发现。

平铺直叙

通过分析导致脂肪肝疾病的基因变异,我们开发了两个风险评分来帮助预测肥胖相关代谢并发症患者的肝癌。这些风险评分可以在临床中轻松测试。我们表明,这些风险评分不仅可以帮助识别高危人群中的肝癌风险,还可以帮助识别一般人群中的肝癌风险。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2cae/7987554/debfaf9b7fe1/fx1.jpg

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