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PET-Based Radiogenomics Supports mTOR Pathway Targeting for Hepatocellular Carcinoma

Authors
An, JihyunOh, MinyoungKim, Seog-YoungOh, Yoo-JinOh, BoraOh, Ji-HyeKim, WonkyungJung, Jin HwaKim, Ha IlKim, Jae-SeungSung, Chang OhkShim, Ju Hyun
Issue Date
May-2022
Publisher
AMER ASSOC CANCER RESEARCH
Citation
CLINICAL CANCER RESEARCH, v.28, no.9, pp.1821 - 1831
Indexed
SCIE
SCOPUS
Journal Title
CLINICAL CANCER RESEARCH
Volume
28
Number
9
Start Page
1821
End Page
1831
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/138631
DOI
10.1158/1078-0432.CCR-21-3208
ISSN
1078-0432
Abstract
Purpose: This work aimed to explore in depth the genomic and molecular underpinnings of hepatocellular carcinoma (HCC) with increased 2[18F]fluoro-2-deoxy-D-glucose (FDG) uptake in PET and to identify therapeutic targets based on this imaging-genomic surrogate. Experimental Design: We used RNA sequencing and whole-exome sequencing data obtained from 117 patients with HCC who underwent hepatic resection with preoperative FDG-PET/CT imaging as a discovery cohort. The primary radiogenomic results were validated with transcriptomes from a second cohort of 81 patients with more advanced tumors. All patients were allocated to an FDG-avid or FDG-non-avid group according to the PET findings. We also screened potential drug candidates targeting FDG-avid HCCs in vitro and in vivo. Results: High FDG avidity conferred worse recurrence-free survival after HCC resection. Whole transcriptome analysis revealed upregulation of mTOR pathway signals in the FDG-avid tumors, together with higher abundance of associated mutations. These clinical and genomic findings were replicated in the validation set. A molecular signature of FDG-avid HCCs identified in the discovery set consistently predicted poor prognoses in the public-access datasets of two cohorts. Treatment with an mTOR inhibitor resulted in decreased FDG uptake followed by effective tumor control in both the hyperglycolytic HCC cell lines and xenograft mouse models. Conclusions: Our PET-based radiogenomic analysis indicates that mTOR pathway genes are markedly activated and altered in HCCs with high FDG retention. This nuclear imaging biomarker may stimulate umbrella trials and tailored treatments in precision care of patients with HCC.
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