Integration Analysis of Single-Cell Multi-Omics Reveals Prostate Cancer Heterogeneity

被引:24
作者
Bian, Xiaojie [1 ,2 ]
Wang, Wenfeng [2 ]
Abudurexiti, Mierxiati [2 ,3 ]
Zhang, Xingming [2 ]
Ma, Weiwei [1 ,2 ]
Shi, Guohai [1 ]
Du, Leilei [2 ]
Xu, Midie [4 ]
Wang, Xin [4 ]
Tan, Cong [4 ]
Sun, Hui [4 ]
He, Xiadi [5 ,6 ]
Zhang, Chenyue [7 ]
Zhu, Yao [1 ,2 ]
Zhang, Min [8 ,9 ]
Ye, Dingwei [1 ,2 ]
Wang, Jianhua [2 ]
机构
[1] Fudan Univ, Shanghai Med Coll, Dept Oncol, Dept Urol,Shanghai Canc Ctr, Shanghai 200032, Peoples R China
[2] Fudan Univ, Shanghai Canc Ctr, Shanghai Urol Canc Inst, Canc Inst,Dept Oncol,Shanghai Med Coll, Shanghai 200032, Peoples R China
[3] Shanghai Pudong New Area Gongli Hosp, Dept Urol, Shanghai 200135, Peoples R China
[4] Fudan Univ, Shanghai Canc Ctr, Dept Pathol, Shanghai 200032, Peoples R China
[5] Dana Farber Canc Inst, Dept Canc Biol, Boston, MA 02215 USA
[6] Harvard Med Sch, Dept Biol Chem & Mol Pharmacol, Boston, MA 02115 USA
[7] Fudan Univ, Shanghai Canc Ctr, Dept Integrated Therapy, Shanghai 200032, Peoples R China
[8] Shanghai Jiao Tong Univ, Sch Med, Pediat Translat Med Inst, Shanghai 200127, Peoples R China
[9] Shanghai Jiao Tong Univ, Sch Med, Shanghai Childrens Med Ctr, Pediat Congenital Heart Dis Inst, Shanghai 200127, Peoples R China
基金
中国国家自然科学基金;
关键词
CD8(+)T cell; heterogeneity; prostate cancer; single-cell RNA sequencing; spatial transcriptomics; the tumor microenvironment; PATHWAY ACTIVATION; LINEAGE PLASTICITY; LUMINAL CELLS; INFERENCE; THERAPY;
D O I
10.1002/advs.202305724
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Prostate cancer (PCa) is an extensive heterogeneous disease with a complex cellular ecosystem in the tumor microenvironment (TME). However, the manner in which heterogeneity is shaped by tumors and stromal cells, or vice versa, remains poorly understood. In this study, single-cell RNA sequencing, spatial transcriptomics, and bulk ATAC-sequence are integrated from a series of patients with PCa and healthy controls. A stemness subset of club cells marked with SOX9(high)AR(low) expression is identified, which is markedly enriched after neoadjuvant androgen-deprivation therapy (ADT). Furthermore, a subset of CD8(+)CXCR6(+ )T cells that function as effector T cells is markedly reduced in patients with malignant PCa. For spatial transcriptome analysis, machine learning and computational intelligence are comprehensively utilized to identify the cellular diversity of prostate cancer cells and cell-cell communication in situ. Macrophage and neutrophil state transitions along the trajectory of cancer progression are also examined. Finally, the immunosuppressive microenvironment in advanced PCa is found to be associated with the infiltration of regulatory T cells (Tregs), potentially induced by an FAP(+) fibroblast subset. In summary, the cellular heterogeneity is delineated in the stage-specific PCa microenvironment at single-cell resolution, uncovering their reciprocal crosstalk with disease progression, which can be helpful in promoting PCa diagnosis and therapy.
引用
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页数:21
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