An Immune-Related Gene Prognostic Index for Triple-Negative Breast Cancer Integrates Multiple Aspects of Tumor-Immune Microenvironment
被引:13
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作者:
Wang, Xiaowei
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Wang, Xiaowei
[1
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Su, Wenjia
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机构:
Harbin Med Univ, Affiliated Hosp 1, Dept Hematol, Harbin 150001, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Su, Wenjia
[2
]
Tang, Dabei
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Tang, Dabei
[1
]
Jing, Jing
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Jing, Jing
[1
]
Xiong, Jing
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机构:
Harbin Med Univ, Canc Hosp, Dept Breast Surg, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Xiong, Jing
[3
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Deng, Yuwei
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Deng, Yuwei
[1
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Liu, Huili
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Liu, Huili
[1
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Ma, Wenjie
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Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Ma, Wenjie
[1
]
Liu, Zhaoliang
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机构:
HarbinMed Univ, Canc Hosp, Inst Canc Prevent & Treatment, Harbin 150081, Peoples R China
Heilongjiang Prov Acad Med Sci, Inst Canc Prevent & Treatment, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Liu, Zhaoliang
[4
,5
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Zhang, Qingyuan
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机构:
Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R ChinaHarbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
Zhang, Qingyuan
[1
]
机构:
[1] Harbin Med Univ, Canc Hosp, Dept Med Oncol, Harbin 150081, Peoples R China
[2] Harbin Med Univ, Affiliated Hosp 1, Dept Hematol, Harbin 150001, Peoples R China
[3] Harbin Med Univ, Canc Hosp, Dept Breast Surg, Harbin 150081, Peoples R China
[4] HarbinMed Univ, Canc Hosp, Inst Canc Prevent & Treatment, Harbin 150081, Peoples R China
[5] Heilongjiang Prov Acad Med Sci, Inst Canc Prevent & Treatment, Harbin 150081, Peoples R China
Simple Summary:& nbsp;Triple-negative breast cancer (TNBC) is the most refractory subtype of breast cancer. Immune checkpoint inhibitor (ICI) therapy has made progress in TNBC treatment. PD-L1 expression is a useful biomarker of ICI therapy efficacy. However, tumor-immune microenvironment (TIME) factors, such as immune cell compositions and tumor-infiltrating lymphocyte (TIL) status, also influence tumor immunity. Therefore, it is necessary to seek biomarkers that are associated with multiple aspects of TIME in TNBC. In this study, we developed an immune-related gene prognostic index (IRGPI) with a substantial prognostic value for TNBC. Moreover, the results from multiple cohorts reproducibly demonstrate that IRGPI is significantly associated with immune cell compositions, the exclusion and dysfunction of TILs, as well as PD-1 and PD-L1 expression in TIME. Therefore, IRGPI is a promising biomarker closely related to patient survival and TIME of TNBC and may have a potential effect on the immunotherapy strategy of TNBC.& nbsp;Tumor-immune cell compositions and immune checkpoints comprehensively affect TNBC outcomes. With the significantly improved survival rate of TNBC patients treated with ICI therapies, a biomarker integrating multiple aspects of TIME may have prognostic value for improving the efficacy of ICI therapy. Immune-related hub genes were identified with weighted gene co-expression network analysis and differential gene expression assay using The Cancer Genome Atlas TNBC data set (n = 115). IRGPI was constructed with Cox regression analysis. Immune cell compositions and TIL status were analyzed with CIBERSORT and TIDE. The discovery was validated with the Molecular Taxonomy of Breast Cancer International Consortium data set (n = 196) and a patient cohort from our hospital. Tumor expression or serum concentrations of CCL5, CCL25, or PD-L1 were determined with immunohistochemistry or ELISA. The constructed IRGPI was composed of CCL5 and CCL25 genes and was negatively associated with the patient's survival. IRGPI also predicts the compositions of M0 and M2 macrophages, memory B cells, CD8(+) T cells, activated memory CD4 T cells, and the exclusion and dysfunction of TILs, as well as PD-1 and PD-L1 expression of TNBC. IRGPI is a promising biomarker for predicting the prognosis and multiple immune characteristics of TNBC.
机构:
Louisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USA
Otohinoyi, David
Kuchi, Aditi
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Louisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USA
Kuchi, Aditi
Wu, Jiande
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Louisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Hlth Sci Ctr, Dept Genet,Bioinformat & Genom Big Program, 533 Bolivar, New Orleans, LA 70112 USA
机构:
Guangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Matern Child Healthcare Hosp Longhua Dist, Dept Pathol, Shenzhen, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Zhang, Yan
Wang, Quan
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Shenzhen Univ, Coll Life Sci & Oceanog, Shenzhen, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Wang, Quan
Yang, Wei-Kang
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Matern Child Healthcare Hosp Longhua Dist, Dept Prevent & Hlth Care, Shenzhen, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Yang, Wei-Kang
Wang, Yong-Si
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Guangzhou Huayin Med Lab Ctr Ltd, Guangzhou, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Wang, Yong-Si
Zhou, Qiao
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Southern Med Univ, Nanfang Hosp & Basic Med Coll, Dept Pathol, Guangzhou, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Zhou, Qiao
Lin, Jie
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Southern Med Univ, Dept Pathol, Sch Basic Med Sci, Guangzhou, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Lin, Jie
Wei, Xu-Xuan
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Guangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Wei, Xu-Xuan
Liang, Tian
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Guangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Liang, Tian
Liu, Tongtong
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Shenzhen Univ, Coll Life Sci & Oceanog, Shenzhen, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Liu, Tongtong
Fan, Wen-Tao
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机构:Guangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
Fan, Wen-Tao
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Liang, Li
Xu, You-Nian
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Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Dept Anesthesiol, Wuhan, Peoples R China
Huazhong Univ Sci & Technol, Union Hosp, Tongji Med Coll, Inst Anesthesia & Crit Care Med, Wuhan, Peoples R ChinaGuangdong Univ Pharm, Dept Pathol, Affiliated Hosp 1, Guangzhou, Peoples R China
机构:
Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
Zhang, Juan
Tian, Qi
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Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
Tian, Qi
Zhang, Mi
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Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
Zhang, Mi
Wang, Hui
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Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
Wang, Hui
Wu, Lei
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Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
Wu, Lei
Yang, Jin
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Xi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R ChinaXi An Jiao Tong Univ, Dept Med Oncol, Affiliated Hosp 1, 277 West Yanta Rd Xian, Xian 710061, Peoples R China
机构:
Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Zhu, Yue
Tao, Lin-Feng
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Crit Care Med, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Tao, Lin-Feng
Liu, Jin-Yan
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Liu, Jin-Yan
Wang, Yi-Xuan
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Wang, Yi-Xuan
Huang, Hai
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Huang, Hai
Jiang, Yan-Nan
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
Jiang, Yan-Nan
Qian, Wei-Feng
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Nanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R ChinaNanjing Med Univ, Affiliated Suzhou Hosp, Gusu Sch, Dept Breast & Thyroid Surg, Suzhou, Peoples R China
机构:
Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Archbishop Mitty High Sch, San Jose, CA USAStanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Patwa, Aalok
Yamashita, Rikiya
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Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Stanford Univ, Ctr Artificial Intelligence Med & Imaging, Stanford, CA 94305 USAStanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Yamashita, Rikiya
Long, Jin
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Stanford Univ, Ctr Artificial Intelligence Med & Imaging, Stanford, CA 94305 USAStanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Long, Jin
Risom, Tyler
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Stanford Univ, Dept Pathol, Stanford, CA 94305 USAStanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Risom, Tyler
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Angelo, Michael
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Keren, Leeat
Rubin, Daniel L.
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Stanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
Stanford Univ, Ctr Artificial Intelligence Med & Imaging, Stanford, CA 94305 USAStanford Univ, Dept Biomed Data Sci, Stanford, CA 94305 USA
机构:
Ningxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Tang, Zhenning
Li, Ling
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First Peoples Hosp Yinchuan, Dept Neurol, Yinchuan 750001, Ningxia, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Li, Ling
Huang, Xiaoying
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Ningxia Med Univ, Yinchuan 750004, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Huang, Xiaoying
Zhao, Yinbing
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Ningxia Med Univ, Yinchuan 750004, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Zhao, Yinbing
Liu, Qingyuan
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Ningxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Ningxia Med Univ, Yinchuan 750004, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China
Liu, Qingyuan
Zhang, Chaolin
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Ningxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R ChinaNingxia Med Univ, Dept Surg Oncol, Gen Hosp, Yinchuan 750004, Ningxia, Peoples R China