The Absence of Intra‐Tumoral Tertiary Lymphoid Structures is Associated with a Worse Prognosis and mTOR Signaling Activation in Hepatocellular Carcinoma with Liver Transplantation: A Multicenter Retrospective Study

Author:

Li Jianhua12ORCID,Zhang Li3,Xing Hao12ORCID,Geng Yan4,Lv Shaocheng5,Luo Xiao6,He Weiqiao12,Fu Zhi7,Li Guangming7,Hu Bin89,Jiang Shengran12,Yang Zhe10,Zhu Ningqi12,Zhang Quanbao12,Zhao Jing12,Tao Yifeng12,Shen Conghuan12,Li Ruidong211,Tang Feng12,Zheng Shusen10,Bao Yun12,He Qiang5,Geng Daoying89,Wang Zhengxin12

Affiliation:

1. Liver Transplantation Center Department of General Surgery Huashan Hospital Fudan University Shanghai 200040 P. R. China

2. Institute of Organ Transplantation Fudan University Shanghai 200040 P. R. China

3. Shanghai Institute of Immunology Department of Immunology and Microbiology Shanghai Jiao Tong University School of Medicine Shanghai 200025 P. R. China

4. Hepatobiliary Surgery Department of General Surgery Huashan Hospital & Cancer Metastasis Institute Fudan University Shanghai 200040 P. R. China

5. Department of Hepatobiliary Surgery Beijing Chaoyang Hospital affiliated to Capital Medical University Beijing 100020 P. R. China

6. Academy for Engineering and Technology Fudan University Shanghai 200032 P. R. China

7. General Surgery Center Beijing Youan Hospital Capital Medical University Beijing 100020 P. R. China

8. Department of Radiology Huashan Hospital Fudan University Shanghai 200040 P. R. China

9. Institute of Functional and Molecular Medical Imaging Fudan University Shanghai 200040 P. R. China

10. Department of Hepatobiliary and Pancreatic Surgery, Shulan (Hangzhou) Hospital Zhejiang Shuren University School of Medicine Hangzhou 310022 P. R. China

11. Department of Critical Care Medicine Huashan Hospital Fudan University Shanghai 200040 P. R. China

12. Department of Pathology, Huashan Hospital Fudan University Shanghai 200040 P. R. China

Abstract

AbstractTertiary lymphoid structure (TLS) can predict the prognosis and sensitivity of tumors to immune checkpoint inhibitors (ICIs) therapy, whether it can be noninvasively predicted by radiomics in hepatocellular carcinoma with liver transplantation (HCC‐LT) has not been explored. In this study, it is found that intra‐tumoral TLS abundance is significantly correlated with recurrence‐free survival (RFS) and overall survival (OS). Tumor tissues with TLS are characterized by inflammatory signatures and high infiltration of antitumor immune cells, while those without TLS exhibit uncontrolled cell cycle progression and activated mTOR signaling by bulk and single‐cell RNA‐seq analyses. The regulators involved in mTOR signaling (RHEB and LAMTOR4) and S‐phase (RFC2, PSMC2, and ORC5) are highly expressed in HCC with low TLS. In addition, the largest cohort of HCC patients is studied with available radiomics data, and a classifier is built to detect the presence of TLS in a non‐invasive manner. The classifier demonstrates remarkable performance in predicting intra‐tumoral TLS abundance in both training and test sets, achieving areas under receiver operating characteristic curve (AUCs) of 92.9% and 90.2% respectively. In summary, the absence of intra‐tumoral TLS abundance is associated with mTOR signaling activation and uncontrolled cell cycle progression in tumor cells, indicating unfavorable prognosis in HCC‐LT.

Funder

National Key Research and Development Program of China

National Natural Science Foundation of China

Science and Technology Commission of Shanghai Municipality

Publisher

Wiley

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