American Association for Cancer Research
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Supplementary Figure from PET-Based Radiogenomics Supports mTOR Pathway Targeting for Hepatocellular Carcinoma

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journal contribution
posted on 2023-03-31, 23:52 authored by Jihyun An, Minyoung Oh, Seog-Young Kim, Yoo-Jin Oh, Bora Oh, Ji-Hye Oh, Wonkyung Kim, Jin Hwa Jung, Ha Il Kim, Jae-Seung Kim, Chang Ohk Sung, Ju Hyun Shim
Supplementary Figure from PET-Based Radiogenomics Supports mTOR Pathway Targeting for Hepatocellular Carcinoma


Basic Science Research Program

National Research Foundation of Korea

Ministry of Science

research fund of Hanyang University



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. 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. 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. 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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