PDF
ARTICLE
Spatial transcriptomics reveals that metabolic characteristics define the tumor immunosuppression microenvironment via iCAF transformation in oral squamous cell carcinoma
- Zheqi Liu1,2, Zhen Zhang1, Yu Zhang1, Wenkai Zhou1, Xu Zhang1, Canbang Peng3, Tong Ji2, Xin Zou4,5, Zhiyuan Zhang1,6, Zhenhu Ren1,6
Author information
+
1. Department of Oral and Maxillofacial - Head and Neck Oncology, Shanghai Ninth People’s Hospital, Shanghai Jiao Tong University School of Medicine; College of Stomatology, Shanghai Jiao Tong University; National Center for Stomatology; National Clinical Research Center for Oral Diseases; Shanghai Key Laboratory of Stomatology & Shanghai Research Institute of Stomatology, Shanghai, China;
2. Department of Oral and Maxillofacial Surgery, Zhongshan Hospital, Fudan University, Shanghai, China;
3. School and Hospital of Stomatology, Kunming Medical University, Kunming, China;
4. Center for Tumor Diagnosis & Therapy, Jinshan Hospital, Fudan University, Shanghai, China;
5. Department of Pathology, Jinshan Hospital, Fudan University, Shanghai, China;
6. Hainan Western Central Hospital, Academician Zhang Zhiyuan Team Innovation Center, Danzhou, China
Corresponding author: 2024-01-30
Show less
History
+
Received |
Revised |
Published |
17 Jul 2023 |
15 Dec 2023 |
01 Jan 2024 |
Issue Date |
|
10 Jul 2024 |
|
{{custom_sec.title}}
{{custom_sec.title}}
{{custom_sec.content}}
This is a preview of subscription content, contact
us for subscripton.
References
1. Ren, Z. H., Hu, C. Y., He, H. R., Li, Y. J. & Lyu, J. Global and regional burdens of oral cancer from 1990 to 2017: Results from the global burden of disease study. Cancer Commun. (Lond.) 40, 81-92 (2020).
2. Siegel R. L., Miller K. D., Fuchs H. E.& Jemal, A. Cancer statistics, 2022.CA Cancer J. Clin. 72, 7-33 (2022).
3. Bhandari, V.et al.Molecular landmarks of tumor hypoxia across cancer types.Nat. Genet. 51, 308-318 (2019).
4. Puram, S. V.et al.Single-cell transcriptomic analysis of primary and metastatic tumor ecosystems in head and neck cancer.Cell 171, 1611-1624 (2017).
5. Cillo, A. R.et al.Immune landscape of viral- and carcinogen-driven head and neck cancer.Immunity 52, 183-199 (2020).
6. Obradovic, A.et al.Immunostimulatory cancer-associated fibroblast subpopulations can predict immunotherapy response in head and neck cancer.Clin. Cancer Res. 28, 2094-2109 (2022).
7. Luoma, A. M.et al.Tissue-resident memory and circulating T cells are early responders to pre-surgical cancer immunotherapy.Cell 185, 2918-2935 (2022).
8. Zhao, E.et al.Spatial transcriptomics at subspot resolution with BayesSpace.Nat. Biotechnol. 39, 1375-1384 (2021).
9. Elosua-Bayes, M., Nieto, P., Mereu, E., Gut, I. & Heyn, H. SPOTlight: seeded NMF regression to deconvolute spatial transcriptomics spots with single-cell transcriptomes.Nucleic Acids Res. 49, e50(2021).
10. Wu, Y.et al.Spatiotemporal immune landscape of colorectal cancer liver metastasis at single-cell level.Cancer Discov. 12, 134-153 (2022).
11. Efremova M.,Vento-Tormo, M., Teichmann, S. A. & Vento-Tormo, R. CellPhoneDB: inferring cell-cell communication from combined expression of multi-subunit ligand-receptor complexes.Nat. Protoc. 15, 1484-1506 (2020).
12. Browaeys, R., Saelens, W.& Saeys, Y. NicheNet: modeling intercellular communication by linking ligands to target genes.Nat. Methods 17, 159-162 (2020).
13. Schwörer, S.et al.Fibroblast pyruvate carboxylase is required for collagen production in the tumour microenvironment.Nat. Metab. 3, 1484-1499 (2021).
14. Quinn W. J.3rd et al. Lactate Limits T Cell Proliferation via the NAD(H) Redox State.Cell Rep. 33, 108500(2020).
15. Angelin, A.et al.Foxp3 Reprograms T Cell metabolism to function in low-glucose, high-lactate environments.Cell Metab. 25, 1282-1293 (2017).
16. Li, X.et al.Single-cell RNA sequencing reveals a pro-invasive cancer-associated fibroblast subgroup associated with poor clinical outcomes in patients with gastric cancer.Theranostics 12, 620-638 (2022).
17. Costa, A.et al.Fibroblast Heterogeneity and Immunosuppressive Environment in Human Breast Cancer.Cancer Cell 33, 463-479 (2018).
18. Dong, S.et al.ROS/PI3K/Akt and Wnt/β-catenin signalings activate HIF-1α-induced metabolic reprogramming to impart 5-fluorouracil resistance in colorectal cancer.J. Exp. Clin. Cancer Res. 41, 15(2022).
19. Pan, T.et al.Immune effects of PI3K/Akt/HIF-1α-regulated glycolysis in polymorphonuclear neutrophils during sepsis.Crit. Care 26, 29(2022).
20. Zhang, T.et al.Targeting the ROS/PI3K/AKT/HIF-1α/HK2 axis of breast cancer cells: Combined administration of Polydatin and 2-Deoxy-d-glucose.J. Cell Mol. Med. 23, 3711-3723 (2019).
21. Janssens, R., Struyf, S.& Proost, P. The unique structural and functional features of CXCL12.Cell Mol. Immunol. 15, 299-311 (2018).
22. Santiago, B.et al.CXCL12 gene expression is upregulated by hypoxia and growth arrest but not by inflammatory cytokines in rheumatoid synovial fibroblasts.Cytokine 53, 184-190 (2011).
23. Bindea, G.et al.Spatiotemporal dynamics of intratumoral immune cells reveal the immune landscape in human cancer.Immunity 39, 782-795 (2013).
24. Fu, J.et al.Large-scale public data reuse to model immunotherapy response and resistance.Genome Med. 12, 21(2020).
25. Jiang, P.et al.Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response.Nat. Med. 24, 1550-1558 (2018).
26. Jing, X.et al.Role of hypoxia in cancer therapy by regulating the tumor microenvironment.Mol. Cancer 18, 157(2019).
27. Watson, M. J.et al.Metabolic support of tumour-infiltrating regulatory T cells by lactic acid.Nature 591, 645-651 (2021).
28. Wang, D.et al.Targeting EZH2 Reprograms Intratumoral Regulatory T Cells to Enhance Cancer Immunity.Cell Rep. 23, 3262-3274 (2018).
29. Korbecki, J.et al. The Effect of Hypoxia on the Expression of CXC Chemokines and CXC Chemokine Receptors-A Review of Literature. Int. J. Mol. Sci. 22, https://doi.org/10.3390/ijms22020843 (2021).
30. Smit, M. J.et al.The CXCL12/CXCR4/ACKR3 Axis in the Tumor Microenvironment: Signaling, Crosstalk, and Therapeutic Targeting.Annu. Rev. Pharmacol. Toxicol. 61, 541-563 (2021).
31. Dürr, C.et al.CXCL12 mediates immunosuppression in the lymphoma microenvironment after allogeneic transplantation of hematopoietic cells.Cancer Res. 70, 10170-10181 (2010).
32. Hao, Y.et al.Integrated analysis of multimodal single-cell data.Cell 184, 3573-3587 (2021).
33. Yu G., Wang L. G., Han Y.& He, Q. Y. clusterProfiler: an R package for comparing biological themes among gene clusters.Omics 16, 284-287 (2012).
34. Charoentong, P.et al.Pan-cancer Immunogenomic Analyses Reveal Genotype-Immunophenotype Relationships and Predictors of Response to Checkpoint Blockade.Cell Rep. 18, 248-262 (2017).