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Gao C, Li H, Liu C, Xu X, Zhuang J, Zhou C, Liu L, Feng F, Sun C. Tumor Mutation Burden and Immune Invasion Characteristics in Triple Negative Breast Cancer: Genome High-Throughput Data Analysis. Front Immunol 2021; 12:650491. [PMID: 33968045 PMCID: PMC8097167 DOI: 10.3389/fimmu.2021.650491] [Citation(s) in RCA: 28] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Accepted: 04/01/2021] [Indexed: 12/14/2022] Open
Abstract
In recent years, the emergence of immunotherapy has provided a new perspective for the treatment and management of triple-negative breast cancer (TNBC). However, the relationship between tumor mutation burden (TMB) and immune infiltration and the prognosis of TNBC remains unclear. In this study, to explore the immunogenicity of TNBC, we divided patients with TNBC into high and low TMB groups based on the somatic mutation data of TNBC in The Cancer Genome Atlas (TCGA), and screened out genes with mutation rate ≥10. Then, Kaplan-Meier survival analysis revealed that the 5-year survival rate of the high TMB group was much higher than that of the low TMB group and the two groups also showed differences in immune cell infiltration. Further exploration found that the FAT3 gene, which displays significant difference and a higher mutation rate between the two groups, is not only significantly related to the prognosis of TNBC patients but also exhibits difference in immune cell infiltration between the wild group and the mutant group of the FAT3 gene. The results of gene set enrichment analysis and drug sensitivity analysis further support the importance of the FAT3 gene in TNBC. This study reveals the characteristics of TMB and immune cell infiltration in triple-negative breast cancer and their relationship with prognosis, to provide new biomarkers and potential treatment options for the future treatment of TNBC. The FAT3 gene, as a risk predictor gene of TNBC, is considered a potential biological target and may provide new insight for the treatment of TNBC.
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Affiliation(s)
- Chundi Gao
- College of First Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Huayao Li
- College of Basic Medical, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Cun Liu
- College of First Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Xiaowei Xu
- College of First Clinical Medicine, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Jing Zhuang
- Department of Oncology, Weifang Traditional Chinese Hospital, Weifang, China
| | - Chao Zhou
- College of Basic Medical, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Lijuan Liu
- College of Basic Medical, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Fubin Feng
- College of Basic Medical, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Changgang Sun
- Department of Oncology, Weifang Traditional Chinese Hospital, Weifang, China.,Qingdao Academy of Chinese Medical Sciences, Shandong University of Traditional Chinese Medicine, Qingdao, China
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Lin J, Cao Y, Yang X, Li G, Shi Y, Wang D, Long J, Song Y, Mao J, Xie F, Bai Y, Zhang L, Yang X, Wan X, Wang A, Guan M, Zhao L, Hu K, Pan J, Huo L, Lu X, Mao Y, Sang X, Zhang H, Wang K, Wang X, Zhao H. Mutational spectrum and precision oncology for biliary tract carcinoma. Theranostics 2021; 11:4585-4598. [PMID: 33754015 PMCID: PMC7978308 DOI: 10.7150/thno.56539] [Citation(s) in RCA: 40] [Impact Index Per Article: 13.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Accepted: 02/18/2021] [Indexed: 12/20/2022] Open
Abstract
Background: The genomic spectrum of biliary tract carcinoma (BTC) has been characterized and is associated with distinct anatomic and etiologic subtypes, yet limited studies have linked genomic alterations with personalized therapies in BTC patients. Methods: This study analyzed 803 patients with BTC:164 with gallbladder cancer, 475 with intrahepatic cholangiocarcinoma (ICC) and 164 with extrahepatic cholangiocarcinoma. We determined genomic alterations, mutational signatures related to etiology and histopathology and prognostic biomarkers. Personalized targeted therapies for patients harboring potentially actionable targets (PATs) were investigated. Results: The median tumor mutation burden (TMB) was 1.23 Mut/Mb, with 4.1% of patients having hypermutated BTCs. Unlike the results obtained from the Western population, the most frequently altered cancer-related genes in our cohort included TP53 (53%), KRAS (26%), ARID1A (18%), LRP1B (14%) and CDKN2A (14%). Germline mutations occurred mostly in DNA damage repair genes. Notably, 35.8% of the ICCs harbored aristolochic acid related signatures and an elevated TMB. TP53 and KRAS mutations and amplified 7q31.2 were demonstrated to negatively affect patient prognosis. Moreover, 19 genes were proposed to be PATs in BTCs, with 25.4% of patients harboring these PATs. Forty-six patients received PAT-matched targeted therapies, achieving a 26.1% objective response rate; the median progression-free survival (PFS) was 5.0 months, with 56.8% of patients obtaining PFS benefits. Conclusions: Extensive genomic diversity and heterogeneity were observed among BTC patients, with contributions according to potential etiology exposures, anatomical subtypes and clinicopathological characteristics. We also demonstrated that patients with refractory BTCs who have PATs can derive considerable benefit from receiving a matched therapy, initiating further prospective clinical trials guided by molecular profiling among this aggressive cancer.
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Affiliation(s)
- Jianzhen Lin
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Pancreas Center, The First Affiliated Hospital of Nanjing Medical University; Pancreas Institute, Nanjing Medical University, Nanjing 210000, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Yinghao Cao
- Institute of Basic Medical Sciences (IBMS), Chinese Academy of Medical Sciences & Peking Union Medical College (CAMS & PUMC), Beijing 100730, China
| | - Xu Yang
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Guangyu Li
- Institute of Basic Medical Sciences (IBMS), Chinese Academy of Medical Sciences & Peking Union Medical College (CAMS & PUMC), Beijing 100730, China
| | - Yang Shi
- School of Mathematical Sciences, Peking University, Beijing 100871, China
| | - Dongxu Wang
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Junyu Long
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Yang Song
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Jinzhu Mao
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Fucun Xie
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Yi Bai
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Lei Zhang
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Xiaobo Yang
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Xueshuai Wan
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Anqiang Wang
- Department of Gastrointestinal Surgery, Peking University Cancer Hospital & Institute, Beijing 100142, China
| | - Mei Guan
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Lin Zhao
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Ke Hu
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Jie Pan
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Li Huo
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Xin Lu
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Yilei Mao
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Xinting Sang
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
| | - Henghui Zhang
- Institute of Infectious Diseases, Beijing Ditan Hospital, Capital Medical University, Beijing; Genecast Precision Medicine Technology Institute, Beijing 100089, China
| | - Kai Wang
- OrigiMed Co. Ltd, Shanghai 201114, China
| | - Xiaoyue Wang
- Institute of Basic Medical Sciences (IBMS), Chinese Academy of Medical Sciences & Peking Union Medical College (CAMS & PUMC), Beijing 100730, China
| | - Haitao Zhao
- Department of Liver Surgery, Chinese Academy of Medical Sciences and Peking Union Medical College (CAMS & PUMC), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing 100730, China
- Multidisciplinary Molecular Tumor Board of Hepatobiliary Tumors (Departments of Liver Surgery, Medical Oncology, Radiology, Radiotherapy and Nuclear Medicine), Peking Union Medical College Hospital, No. 1 Shuaifuyuan, Wangfujing, Beijing, China
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