Cargando…
A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing
Myeloid cells are physiologically related to innate immunity and inflammation. Tumor-associated myeloid cells gained increasing interest because of their critical roles in tumor progression and anticancer immune responses in human malignancies. However, the associations between tumor-associated myel...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10027926/ https://www.ncbi.nlm.nih.gov/pubmed/36959981 http://dx.doi.org/10.3389/fmolb.2023.1118377 |
_version_ | 1784909821256925184 |
---|---|
author | Zheng, Su-Su Wu, Yan-Fang Zhang, Bo-Heng Huang, Cheng Xue, Tong-Chun |
author_facet | Zheng, Su-Su Wu, Yan-Fang Zhang, Bo-Heng Huang, Cheng Xue, Tong-Chun |
author_sort | Zheng, Su-Su |
collection | PubMed |
description | Myeloid cells are physiologically related to innate immunity and inflammation. Tumor-associated myeloid cells gained increasing interest because of their critical roles in tumor progression and anticancer immune responses in human malignancies. However, the associations between tumor-associated myeloid cell-related genes and hepatocellular carcinoma have yet to be revealed. Here, through the integrating analysis of bulk and single-cell RNA (scRNA) sequencing of public HCC samples, we developed a gene signature to investigate the role of HCC-specific myeloid signature genes in HCC patients. We firstly defined 317 myeloid cell marker genes through analyzing scRNA data of HCC from the GEO dataset. After selecting the differentially expressed genes, eleven genes were also proved prognostic. Then we built a gene signature from the TCGA cohort and verified further with the ICGC dataset by applying the LASSO Cox method. An eight genes signature (FABP5, C15orf48, PABPC1, TUBA1B, AKR1C3, NQO1, AKR1B10, SPP1) was achieved finally. Patients in the high risk group correlated with higher tumor stages and poor survival than those in the low-risk group. The risk score was proved to be an independent risk factor for prognosis. The high risk group had higher infiltrations of dendritic cells, macrophages and Tregs. And the APC co-inhibition, T cell co-inhibition pathways were also activated. Besides, the risk score positively correlated with multidrug resistance proteins. In conclusion, our myeloid cell marker genes related signature can predict patients’ survival and may also indicate the levels of immune infiltration and drug resistance. |
format | Online Article Text |
id | pubmed-10027926 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-100279262023-03-22 A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing Zheng, Su-Su Wu, Yan-Fang Zhang, Bo-Heng Huang, Cheng Xue, Tong-Chun Front Mol Biosci Molecular Biosciences Myeloid cells are physiologically related to innate immunity and inflammation. Tumor-associated myeloid cells gained increasing interest because of their critical roles in tumor progression and anticancer immune responses in human malignancies. However, the associations between tumor-associated myeloid cell-related genes and hepatocellular carcinoma have yet to be revealed. Here, through the integrating analysis of bulk and single-cell RNA (scRNA) sequencing of public HCC samples, we developed a gene signature to investigate the role of HCC-specific myeloid signature genes in HCC patients. We firstly defined 317 myeloid cell marker genes through analyzing scRNA data of HCC from the GEO dataset. After selecting the differentially expressed genes, eleven genes were also proved prognostic. Then we built a gene signature from the TCGA cohort and verified further with the ICGC dataset by applying the LASSO Cox method. An eight genes signature (FABP5, C15orf48, PABPC1, TUBA1B, AKR1C3, NQO1, AKR1B10, SPP1) was achieved finally. Patients in the high risk group correlated with higher tumor stages and poor survival than those in the low-risk group. The risk score was proved to be an independent risk factor for prognosis. The high risk group had higher infiltrations of dendritic cells, macrophages and Tregs. And the APC co-inhibition, T cell co-inhibition pathways were also activated. Besides, the risk score positively correlated with multidrug resistance proteins. In conclusion, our myeloid cell marker genes related signature can predict patients’ survival and may also indicate the levels of immune infiltration and drug resistance. Frontiers Media S.A. 2023-03-07 /pmc/articles/PMC10027926/ /pubmed/36959981 http://dx.doi.org/10.3389/fmolb.2023.1118377 Text en Copyright © 2023 Zheng, Wu, Zhang, Huang and Xue. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Molecular Biosciences Zheng, Su-Su Wu, Yan-Fang Zhang, Bo-Heng Huang, Cheng Xue, Tong-Chun A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title | A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title_full | A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title_fullStr | A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title_full_unstemmed | A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title_short | A novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: Integrated analysis of bulk and single-cell RNA sequencing |
title_sort | novel myeloid cell marker genes related signature can indicate immune infiltration and predict prognosis of hepatocellular carcinoma: integrated analysis of bulk and single-cell rna sequencing |
topic | Molecular Biosciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10027926/ https://www.ncbi.nlm.nih.gov/pubmed/36959981 http://dx.doi.org/10.3389/fmolb.2023.1118377 |
work_keys_str_mv | AT zhengsusu anovelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT wuyanfang anovelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT zhangboheng anovelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT huangcheng anovelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT xuetongchun anovelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT zhengsusu novelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT wuyanfang novelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT zhangboheng novelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT huangcheng novelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing AT xuetongchun novelmyeloidcellmarkergenesrelatedsignaturecanindicateimmuneinfiltrationandpredictprognosisofhepatocellularcarcinomaintegratedanalysisofbulkandsinglecellrnasequencing |