Pan-Cancer Single-Cell and Spatial-Resolved Profiling Reveals the Immunosuppressive Role of APOE plus Macrophages in Immune Checkpoint Inhibitor Therapy

被引:18
作者
Liu, Chuan [1 ]
Xie, Jindong [2 ]
Lin, Bo [3 ,4 ]
Tian, Weihong [5 ]
Wu, Yifan [6 ]
Xin, Shan [7 ]
Hong, Libing [1 ]
Li, Xin [8 ]
Liu, Lulu [1 ]
Jin, Yuzhi [1 ]
Tang, Hailin [2 ]
Deng, Xinpei [2 ]
Zou, Yutian [2 ]
Zheng, Shaoquan [9 ]
Fang, Weijia [1 ]
Cheng, Jinlin [10 ]
Dai, Xiaomeng [1 ]
Bao, Xuanwen [1 ]
Zhao, Peng [1 ]
机构
[1] Zhejiang Univ, Affiliated Hosp 1, Sch Med, Dept Med Oncol, Hangzhou 310003, Peoples R China
[2] Sun Yat Sen Univ, Canc Ctr, Guangdong Prov Clin Res Ctr Canc, State Key Lab Oncol South China, Guangzhou 510060, Peoples R China
[3] Zhejiang Univ, Coll Comp Sci & Technol, Hangzhou 310053, Peoples R China
[4] Zhejiang Univ, Innovat Ctr Informat, Binjiang Inst, Hangzhou 310053, Peoples R China
[5] Nanjing Med Univ, Changzhou Peoples Hosp 3, Changzhou Med Ctr, Changzhou 213000, Peoples R China
[6] Zhejiang Univ, Sch Software, Ningbo 315100, Peoples R China
[7] Yale Sch Med, Dept Genet, New Haven, CT 06510 USA
[8] German Canc Res Ctr, Dept Chron Inflammat & Canc, D-69120 Heidelberg, Germany
[9] Sun Yat Sen Univ, Affiliated Hosp 1, Breast Dis Ctr, Guangzhou 510060, Peoples R China
[10] Zhejiang Univ, State Key Lab Diag & Treatment Infect Dis, Natl Clin Res Ctr Infect Dis, Collaborat Innovat Ctr Diag & Treatment Infect Dis, Hangzhou 310003, Peoples R China
基金
中国国家自然科学基金;
关键词
APOE(+) macrophages; immune checkpoint inhibitor; machine learning algorithm; pan-cancer; single-cell RNA sequencing; ANTI-PD-1; THERAPY; GENE-EXPRESSION; IMMUNOTHERAPY; BLOCKADE; HETEROGENEITY; METASTASIS; RESISTANCE; PI3K-GAMMA; LANDSCAPE; SIGNATURE;
D O I
10.1002/advs.202401061
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
The heterogeneity of macrophages influences the response to immune checkpoint inhibitor (ICI) therapy. However, few studies explore the impact of APOE(+) macrophages on ICI therapy using single-cell RNA sequencing (scRNA-seq) and machine learning methods. The scRNA-seq and bulk RNA-seq data are Integrated to construct an M.Sig model for predicting ICI response based on the distinct molecular signatures of macrophage and machine learning algorithms. Comprehensive single-cell analysis as well as in vivo and in vitro experiments are applied to explore the potential mechanisms of the APOE(+) macrophage in affecting ICI response. The M.Sig model shows clear advantages in predicting the efficacy and prognosis of ICI therapy in pan-cancer patients. The proportion of APOE(+) macrophages is higher in ICI non-responders of triple-negative breast cancer compared with responders, and the interaction and longer distance between APOE(+) macrophages and CD8(+) exhausted T (Tex) cells affecting ICI response is confirmed by multiplex immunohistochemistry. In a 4T1 tumor-bearing mice model, the APOE inhibitor combined with ICI treatment shows the best efficacy. The M.Sig model using real-world immunotherapy data accurately predicts the ICI response of pan-cancer, which may be associated with the interaction between APOE(+) macrophages and CD8(+) Tex cells.
引用
收藏
页数:16
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