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Open Access 01-12-2024 | Gastric Cancer | Analysis

Single-cell data revealed the regulatory mechanism of TNK cell heterogeneity in liver metastasis from gastric cancer

Authors: Jun Gao, Yujuan Liu, Lu Tao, Peng Zeng, Guiying Ye, Ying Zheng, Nai Zhang

Published in: Discover Oncology | Issue 1/2024

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Abstract

Aim

The present work set out to classify cell subpopulations related to liver metastasis from gastric cancer (GC) and the mechanisms of their interactions with other immune cell subpopulations.

Background

GC is characterized by a high degree of heterogeneity and liver metastasis. Exploring the mechanism of liver metastasis of GC from the perspective of heterogeneity of the tumor microenvironment (TME) might help improve the efficacy of GC treatment.

Objective

Based on the cellular subpopulation characteristics of GC with liver metastasis, the regulatory mechanisms contributing to GC progression were analyzed, with special focuses on the roles of signaling pathways, transcription factors (TFs) and ligand–receptor pairs.

Methods

The GSE163558 dataset was downloaded from the Gene Expression Omnibus (GEO) database to collect single-cell transcriptomic data of GC patients and their metastasis groups for cell clustering and relevant analyses. Differentially expressed genes (DEGs) in the GC and GC liver metastasis groups were screened and subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment analysis. SCENIC analysis was used to mine TFs that affected cellular subpopulations during liver metastasis from GC. The relative expression levels of TFs in GC were determined using qRT-PCR. Transwell and wound healing assays were utilized to verify the regulation of the TFs on the migration and invasion of GC cells. Interaction network between the cellular subpopulations was developed applying CellChat.

Results

Single-cell clustering was performed to group six major cell subpopulations, namely, Myeloid cells, B cells, Mast cells, Epithelial cells, Fibroblasts, and TNK cells, among which the number of TNK cells was significantly increased in the GC liver metastasis group. Differentially enriched pathways of TNK cells between GC and GC liver metastasis groups mainly included IL-17 and Pi3k–Akt signaling pathways. TNK cell subsets could be further categorized into CD8 T cells, Exhausted T cells, NK cells, NKT cells, and Treg cells, with the GC liver metastasis group showing significantly more CD8 T cells and NKT cells. FOS and JUNB were the TFs of TNK cell marker genes that contributed to liver metastasis from GC and the invasion and migration of GC cell lines. Significant differences in immune cell communication ligand–receptor pairs existed between the GC and GC liver metastasis groups.

Conclusion

This study revealed the critical role of TNK cell subsets in GC with liver metastasis applying single-cell transcriptomics analysis. The findings provided an important theoretical basis for developing novel therapies to inhibit liver metastasis from GC.
Literature
1.
go back to reference Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68:394–424.CrossRefPubMed Bray F, Ferlay J, Soerjomataram I, Siegel RL, Torre LA, Jemal A. Global cancer statistics 2018: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2018;68:394–424.CrossRefPubMed
2.
go back to reference Kodera Y, Ito S, Mochizuki Y, Yamamura Y, Misawa K, Ohashi N, et al. The number of metastatic lymph nodes is a significant risk factor for bone metastasis and poor outcome after surgery for linitis plastica-type gastric carcinoma. World J Surg. 2008;32:2015–20.CrossRefPubMed Kodera Y, Ito S, Mochizuki Y, Yamamura Y, Misawa K, Ohashi N, et al. The number of metastatic lymph nodes is a significant risk factor for bone metastasis and poor outcome after surgery for linitis plastica-type gastric carcinoma. World J Surg. 2008;32:2015–20.CrossRefPubMed
3.
go back to reference Petrelli F, Coinu A, Cabiddu M, Ghilardi M, Borgonovo K, Lonati V, et al. Hepatic resection for gastric cancer liver metastases: a systematic review and meta-analysis. J Surg Oncol. 2015;111:1021–7.CrossRefPubMed Petrelli F, Coinu A, Cabiddu M, Ghilardi M, Borgonovo K, Lonati V, et al. Hepatic resection for gastric cancer liver metastases: a systematic review and meta-analysis. J Surg Oncol. 2015;111:1021–7.CrossRefPubMed
4.
go back to reference Yoshikawa T, Sasako M. Gastrointestinal cancer: adjuvant chemotherapy after D2 gastrectomy for gastric cancer. Nat Rev Clin Oncol. 2012;9:192–4.CrossRefPubMed Yoshikawa T, Sasako M. Gastrointestinal cancer: adjuvant chemotherapy after D2 gastrectomy for gastric cancer. Nat Rev Clin Oncol. 2012;9:192–4.CrossRefPubMed
5.
go back to reference Zulibiya A, Wen J, Yu H, Chen X, Xu L, Ma X, et al. Single-cell RNA sequencing reveals potential for endothelial-to-mesenchymal transition in tetralogy of Fallot. Congenit Heart Dis. 2023;18:611–25.CrossRef Zulibiya A, Wen J, Yu H, Chen X, Xu L, Ma X, et al. Single-cell RNA sequencing reveals potential for endothelial-to-mesenchymal transition in tetralogy of Fallot. Congenit Heart Dis. 2023;18:611–25.CrossRef
7.
go back to reference Kodous AS, Balaiah M, Ramanathan P. Single cell RNA sequencing—a valuable tool for cancer immunotherapy: a mini review. Oncologie. 2023;25:635–9.CrossRef Kodous AS, Balaiah M, Ramanathan P. Single cell RNA sequencing—a valuable tool for cancer immunotherapy: a mini review. Oncologie. 2023;25:635–9.CrossRef
9.
go back to reference Kwa MQ, Herum KM, Brakebusch C. Cancer-associated fibroblasts: how do they contribute to metastasis? Clin Exp Metastasis. 2019;36:71–86.PubMed Kwa MQ, Herum KM, Brakebusch C. Cancer-associated fibroblasts: how do they contribute to metastasis? Clin Exp Metastasis. 2019;36:71–86.PubMed
10.
go back to reference Curtis M, Kenny HA, Ashcroft B, Mukherjee A, Johnson A, Zhang Y, et al. Fibroblasts mobilize tumor cell glycogen to promote proliferation and metastasis. Cell Metab. 2019;29:141-e155149.CrossRefPubMed Curtis M, Kenny HA, Ashcroft B, Mukherjee A, Johnson A, Zhang Y, et al. Fibroblasts mobilize tumor cell glycogen to promote proliferation and metastasis. Cell Metab. 2019;29:141-e155149.CrossRefPubMed
11.
go back to reference Tanaka H, Muguruma K, Toyokawa T, Kubo N, Ohira M, Hirakawa K. Differential impact of the neutrophil-lymphocyte ratio on the survival of patients with stage IV gastric cancer. Dig Surg. 2014;31:327–33.CrossRefPubMed Tanaka H, Muguruma K, Toyokawa T, Kubo N, Ohira M, Hirakawa K. Differential impact of the neutrophil-lymphocyte ratio on the survival of patients with stage IV gastric cancer. Dig Surg. 2014;31:327–33.CrossRefPubMed
12.
go back to reference Meng L, Zheng Y, Liu H, Fan D. The tumor microenvironment: a key player in multidrug resistance in cancer. Oncologie. 2024;26:41–58.CrossRef Meng L, Zheng Y, Liu H, Fan D. The tumor microenvironment: a key player in multidrug resistance in cancer. Oncologie. 2024;26:41–58.CrossRef
13.
go back to reference Zhang W, Gu J, Chen J, Zhang P, Ji R, Qian H, et al. Interaction with neutrophils promotes gastric cancer cell migration and invasion by inducing epithelial-mesenchymal transition. Oncol Rep. 2017;38:2959–66.CrossRefPubMed Zhang W, Gu J, Chen J, Zhang P, Ji R, Qian H, et al. Interaction with neutrophils promotes gastric cancer cell migration and invasion by inducing epithelial-mesenchymal transition. Oncol Rep. 2017;38:2959–66.CrossRefPubMed
14.
go back to reference Zhang W, Wang X, Dong J, Wang K, Jiang W, Fan C, et al. Single-cell analysis uncovers high-proliferative tumour cell subtypes and their interactions in the microenvironment of gastric cancer. J Cell Mol Med. 2024;28:e18373.CrossRefPubMedPubMedCentral Zhang W, Wang X, Dong J, Wang K, Jiang W, Fan C, et al. Single-cell analysis uncovers high-proliferative tumour cell subtypes and their interactions in the microenvironment of gastric cancer. J Cell Mol Med. 2024;28:e18373.CrossRefPubMedPubMedCentral
15.
go back to reference Fan M, Xu X, Hu Y. Characterization of tumor endothelial cells (TEC) in gastric cancer and development of a TEC-based risk signature using single-cell RNA-seq and bulk RNA-seq data. Aging. 2024;16:10252.CrossRefPubMedPubMedCentral Fan M, Xu X, Hu Y. Characterization of tumor endothelial cells (TEC) in gastric cancer and development of a TEC-based risk signature using single-cell RNA-seq and bulk RNA-seq data. Aging. 2024;16:10252.CrossRefPubMedPubMedCentral
16.
go back to reference Stuart T, Butler A, Hoffman P, Hafemeister C, Papalexi E, Mauck WM III, et al. Comprehensive integration of single-cell data. Cell. 2019;177:1888-902 e1821.CrossRefPubMedPubMedCentral Stuart T, Butler A, Hoffman P, Hafemeister C, Papalexi E, Mauck WM III, et al. Comprehensive integration of single-cell data. Cell. 2019;177:1888-902 e1821.CrossRefPubMedPubMedCentral
17.
go back to reference Korsunsky I, Millard N, Fan J, Slowikowski K, Zhang F, Wei K, et al. Fast, sensitive and accurate integration of single-cell data with Harmony. Nat Methods. 2019;16:1289–96.CrossRefPubMedPubMedCentral Korsunsky I, Millard N, Fan J, Slowikowski K, Zhang F, Wei K, et al. Fast, sensitive and accurate integration of single-cell data with Harmony. Nat Methods. 2019;16:1289–96.CrossRefPubMedPubMedCentral
18.
go back to reference Hu C, Li T, Xu Y, Zhang X, Li F, Bai J, et al. CellMarker 2.0: an updated database of manually curated cell markers in human/mouse and web tools based on scRNA-seq data. Nucleic Acids Res. 2023;51:D870–6.CrossRefPubMed Hu C, Li T, Xu Y, Zhang X, Li F, Bai J, et al. CellMarker 2.0: an updated database of manually curated cell markers in human/mouse and web tools based on scRNA-seq data. Nucleic Acids Res. 2023;51:D870–6.CrossRefPubMed
19.
go back to reference Song Z, Yu J, Wang M, Shen W, Wang C, Lu T, et al. CHDTEPDB: transcriptome expression profile database and interactive analysis platform for congenital heart disease. Congenit Heart Dis. 2023;18:693–701.CrossRef Song Z, Yu J, Wang M, Shen W, Wang C, Lu T, et al. CHDTEPDB: transcriptome expression profile database and interactive analysis platform for congenital heart disease. Congenit Heart Dis. 2023;18:693–701.CrossRef
20.
go back to reference Aibar S, Gonzalez-Blas CB, Moerman T, Huynh-Thu VA, Imrichova H, Hulselmans G, et al. SCENIC: single-cell regulatory network inference and clustering. Nat Methods. 2017;14:1083–6.CrossRefPubMedPubMedCentral Aibar S, Gonzalez-Blas CB, Moerman T, Huynh-Thu VA, Imrichova H, Hulselmans G, et al. SCENIC: single-cell regulatory network inference and clustering. Nat Methods. 2017;14:1083–6.CrossRefPubMedPubMedCentral
21.
go back to reference Jin S, Guerrero-Juarez CF, Zhang L, Chang I, Ramos R, Kuan CH, et al. Inference and analysis of cell-cell communication using CellChat. Nat Commun. 2021;12:1088.CrossRefPubMedPubMedCentral Jin S, Guerrero-Juarez CF, Zhang L, Chang I, Ramos R, Kuan CH, et al. Inference and analysis of cell-cell communication using CellChat. Nat Commun. 2021;12:1088.CrossRefPubMedPubMedCentral
22.
go back to reference Zhang L, Yang H, Liu J, Wang K, Cai X, Xiao W, et al. Metabolomics-based approach to analyze the therapeutic targets and metabolites of a Synovitis ointment for knee osteoarthritis. Curr Pharm Anal. 2023;19:222–34.CrossRef Zhang L, Yang H, Liu J, Wang K, Cai X, Xiao W, et al. Metabolomics-based approach to analyze the therapeutic targets and metabolites of a Synovitis ointment for knee osteoarthritis. Curr Pharm Anal. 2023;19:222–34.CrossRef
23.
go back to reference Lee KH, Kim JR. Regulation of HGF-mediated cell proliferation and invasion through NF-kappaB, JunB, and MMP-9 cascades in stomach cancer cells. Clin Exp Metastasis. 2012;29:263–72.CrossRefPubMed Lee KH, Kim JR. Regulation of HGF-mediated cell proliferation and invasion through NF-kappaB, JunB, and MMP-9 cascades in stomach cancer cells. Clin Exp Metastasis. 2012;29:263–72.CrossRefPubMed
24.
go back to reference Liu X, Bai F, Wang Y, Wang C, Chan HL, Zheng C, et al. Loss of function of GATA3 regulates FRA1 and c-FOS to activate EMT and promote mammary tumorigenesis and metastasis. Cell Death Dis. 2023;14:370.CrossRefPubMedPubMedCentral Liu X, Bai F, Wang Y, Wang C, Chan HL, Zheng C, et al. Loss of function of GATA3 regulates FRA1 and c-FOS to activate EMT and promote mammary tumorigenesis and metastasis. Cell Death Dis. 2023;14:370.CrossRefPubMedPubMedCentral
25.
go back to reference Li S, Guo D, Sun Q, Zhang L, Cui Y, Liu M, et al. MAPK4 silencing in gastric cancer drives liver metastasis by positive feedback between cancer cells and macrophages. Exp Mol Med. 2023;55:457–69.CrossRefPubMedPubMedCentral Li S, Guo D, Sun Q, Zhang L, Cui Y, Liu M, et al. MAPK4 silencing in gastric cancer drives liver metastasis by positive feedback between cancer cells and macrophages. Exp Mol Med. 2023;55:457–69.CrossRefPubMedPubMedCentral
26.
go back to reference Yang P, Yang W, Wei Z, Li Y, Yang Y, Wang J. Novel targets for gastric cancer: the tumor microenvironment (TME), N6-methyladenosine (m6A), pyroptosis, autophagy, ferroptosis and cuproptosis. Biomed Pharmacother. 2023;163:114883.CrossRefPubMed Yang P, Yang W, Wei Z, Li Y, Yang Y, Wang J. Novel targets for gastric cancer: the tumor microenvironment (TME), N6-methyladenosine (m6A), pyroptosis, autophagy, ferroptosis and cuproptosis. Biomed Pharmacother. 2023;163:114883.CrossRefPubMed
27.
go back to reference Liu S, Galat V, Galat Y, Lee YKA, Wainwright D, Wu J. NK cell-based cancer immunotherapy: from basic biology to clinical development. J Hematol Oncol. 2021;14:7.CrossRefPubMedPubMedCentral Liu S, Galat V, Galat Y, Lee YKA, Wainwright D, Wu J. NK cell-based cancer immunotherapy: from basic biology to clinical development. J Hematol Oncol. 2021;14:7.CrossRefPubMedPubMedCentral
28.
go back to reference Domaica CI, Sierra JM, Zwirner NW, Fuertes MB. Immunomodulation of NK cell activity. Methods Mol Biol. 2020;2097:125–36.CrossRefPubMed Domaica CI, Sierra JM, Zwirner NW, Fuertes MB. Immunomodulation of NK cell activity. Methods Mol Biol. 2020;2097:125–36.CrossRefPubMed
31.
go back to reference Huang Y, Jia A, Wang Y, Liu G. CD8(+) T cell exhaustion in anti-tumour immunity: the new insights for cancer immunotherapy. Immunology. 2023;168:30–48.CrossRefPubMed Huang Y, Jia A, Wang Y, Liu G. CD8(+) T cell exhaustion in anti-tumour immunity: the new insights for cancer immunotherapy. Immunology. 2023;168:30–48.CrossRefPubMed
32.
go back to reference Tallon de Lara P, Castanon H, Sterpi M, van den Broek M. Antimetastatic defense by CD8(+) T cells. Trends Cancer. 2022;8:145–57.CrossRefPubMed Tallon de Lara P, Castanon H, Sterpi M, van den Broek M. Antimetastatic defense by CD8(+) T cells. Trends Cancer. 2022;8:145–57.CrossRefPubMed
33.
go back to reference Mittrucker HW, Visekruna A, Huber M. Heterogeneity in the differentiation and function of CD8(+) T cells. Arch Immunol Ther Exp (Warsz). 2014;62:449–58.CrossRefPubMed Mittrucker HW, Visekruna A, Huber M. Heterogeneity in the differentiation and function of CD8(+) T cells. Arch Immunol Ther Exp (Warsz). 2014;62:449–58.CrossRefPubMed
34.
go back to reference Lee MH, Tung-Chieh Chang J, Liao CT, Chen YS, Kuo ML, Shen CR. Interleukin 17 and peripheral IL-17-expressing T cells are negatively correlated with the overall survival of head and neck cancer patients. Oncotarget. 2018;9:9825–37.CrossRefPubMedPubMedCentral Lee MH, Tung-Chieh Chang J, Liao CT, Chen YS, Kuo ML, Shen CR. Interleukin 17 and peripheral IL-17-expressing T cells are negatively correlated with the overall survival of head and neck cancer patients. Oncotarget. 2018;9:9825–37.CrossRefPubMedPubMedCentral
35.
go back to reference Caligiuri A, Pastore M, Lori G, Raggi C, Di Maira G, Marra F, et al. Role chemokines biology cholangiocarcinoma. Cancers (Basel). 2020;12:2215.CrossRefPubMed Caligiuri A, Pastore M, Lori G, Raggi C, Di Maira G, Marra F, et al. Role chemokines biology cholangiocarcinoma. Cancers (Basel). 2020;12:2215.CrossRefPubMed
36.
go back to reference Wang Z, Wei Y, Lei L, Zhong J, Shen Y, Tan J, et al. RANKL expression of primary osteoblasts is enhanced by an IL-17-mediated JAK2/STAT3 pathway through autophagy suppression. Connect Tissue Res. 2021;62:411–26.CrossRefPubMed Wang Z, Wei Y, Lei L, Zhong J, Shen Y, Tan J, et al. RANKL expression of primary osteoblasts is enhanced by an IL-17-mediated JAK2/STAT3 pathway through autophagy suppression. Connect Tissue Res. 2021;62:411–26.CrossRefPubMed
37.
go back to reference Glaviano A, Foo ASC, Lam HY, Yap KCH, Jacot W, Jones RH, et al. PI3K/AKT/mTOR signaling transduction pathway and targeted therapies in cancer. Mol Cancer. 2023;22:138.CrossRefPubMedPubMedCentral Glaviano A, Foo ASC, Lam HY, Yap KCH, Jacot W, Jones RH, et al. PI3K/AKT/mTOR signaling transduction pathway and targeted therapies in cancer. Mol Cancer. 2023;22:138.CrossRefPubMedPubMedCentral
38.
go back to reference Peng Y, Guo JJ, Liu YM, Wu XL. MicroRNA-34A inhibits the growth, invasion and metastasis of gastric cancer by targeting PDGFR and MET expression. Biosci Rep. 2014;34:e00112.CrossRefPubMedPubMedCentral Peng Y, Guo JJ, Liu YM, Wu XL. MicroRNA-34A inhibits the growth, invasion and metastasis of gastric cancer by targeting PDGFR and MET expression. Biosci Rep. 2014;34:e00112.CrossRefPubMedPubMedCentral
39.
go back to reference Wagstaff SC, Bowler WB, Gallagher JA, Hipskind RA. Extracellular ATP activates multiple signalling pathways and potentiates growth factor-induced c-fos gene expression in MCF-7 breast cancer cells. Carcinogenesis. 2000;21:2175–81.CrossRefPubMed Wagstaff SC, Bowler WB, Gallagher JA, Hipskind RA. Extracellular ATP activates multiple signalling pathways and potentiates growth factor-induced c-fos gene expression in MCF-7 breast cancer cells. Carcinogenesis. 2000;21:2175–81.CrossRefPubMed
40.
go back to reference Zhang J, Pang X, Lei L, Zhang J, Zhang X, Chen Z, et al. LncRNA CRART16/miR-122-5p/FOS axis promotes angiogenesis of gastric cancer by upregulating VEGFD expression. Aging (Albany NY). 2022;14:4137–57.CrossRefPubMed Zhang J, Pang X, Lei L, Zhang J, Zhang X, Chen Z, et al. LncRNA CRART16/miR-122-5p/FOS axis promotes angiogenesis of gastric cancer by upregulating VEGFD expression. Aging (Albany NY). 2022;14:4137–57.CrossRefPubMed
41.
go back to reference Thomsen MK, Bakiri L, Hasenfuss SC, Wu H, Morente M, Wagner EF. Loss of JUNB/AP-1 promotes invasive prostate cancer. Cell Death Differ. 2015;22:574–82.CrossRefPubMed Thomsen MK, Bakiri L, Hasenfuss SC, Wu H, Morente M, Wagner EF. Loss of JUNB/AP-1 promotes invasive prostate cancer. Cell Death Differ. 2015;22:574–82.CrossRefPubMed
Metadata
Title
Single-cell data revealed the regulatory mechanism of TNK cell heterogeneity in liver metastasis from gastric cancer
Authors
Jun Gao
Yujuan Liu
Lu Tao
Peng Zeng
Guiying Ye
Ying Zheng
Nai Zhang
Publication date
01-12-2024
Publisher
Springer US
Published in
Discover Oncology / Issue 1/2024
Print ISSN: 1868-8497
Electronic ISSN: 2730-6011
DOI
https://doi.org/10.1007/s12672-024-01528-6

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