Cargando…
Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma
Tumor-infiltrating immune cells greatly participate in regulating tumorigenesis and metastasis of hepatocellular carcinoma (HCC). Natural killer cell, as an important role of innate immunity, plays an indispensable role in antitumor immunity and regulate tumor development. In this study, we firstly...
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/PMC10406383/ https://www.ncbi.nlm.nih.gov/pubmed/37554171 http://dx.doi.org/10.3389/fonc.2023.1208165 |
_version_ | 1785085732941987840 |
---|---|
author | Yang, Yao She, Shaopin Ren, Liying Zhao, Bigeng Chen, Dongbo Chen, Hongsong |
author_facet | Yang, Yao She, Shaopin Ren, Liying Zhao, Bigeng Chen, Dongbo Chen, Hongsong |
author_sort | Yang, Yao |
collection | PubMed |
description | Tumor-infiltrating immune cells greatly participate in regulating tumorigenesis and metastasis of hepatocellular carcinoma (HCC). Natural killer cell, as an important role of innate immunity, plays an indispensable role in antitumor immunity and regulate tumor development. In this study, we firstly identified 251 NK cell marker genes of HCC based on single-cell RNA sequencing data. Subsequently, an NK cell marker genes-related prognostic signature (NKPS) was developed in the cancer genome atlas (TCGA) cohort for risk stratification and prognosis prediction. The predictive value of the NKPS in prognosis was well validated in different clinical subgroups and three external datasets (ICGC-LIHC cohort, GSE14520 cohort and Guilin cohort). Moreover, multivariate analysis revealed the independent prognostic value of NKPS for OS in HCC. Further functional analysis indicated the NKPS was associated with basic cellular processes, that may contribute to the development and progression of HCC. Thereafter, immune characteristics as well as the therapeutic benefits in NKPS risk score-defined subgroups were analyzed. Patients with low-risk score exhibited immune-active status, manifested as higher immune scores, more infiltration of CD8+ T cells and macrophage M1, and higher T-cell receptor (TCR) richness and diversity. Remarkably, the NKPS was negatively correlated with immunotherapy response-related signatures. In addition, the low-risk group exhibited significantly improved therapeutic benefits, either from immunotherapy or traditional chemotherapy and target therapy. Overall, the NKPS showed an excellent predictive value for prognosis and therapeutic responses for HCC, which might also provide novel insights into better HCC management strategies. |
format | Online Article Text |
id | pubmed-10406383 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-104063832023-08-08 Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma Yang, Yao She, Shaopin Ren, Liying Zhao, Bigeng Chen, Dongbo Chen, Hongsong Front Oncol Oncology Tumor-infiltrating immune cells greatly participate in regulating tumorigenesis and metastasis of hepatocellular carcinoma (HCC). Natural killer cell, as an important role of innate immunity, plays an indispensable role in antitumor immunity and regulate tumor development. In this study, we firstly identified 251 NK cell marker genes of HCC based on single-cell RNA sequencing data. Subsequently, an NK cell marker genes-related prognostic signature (NKPS) was developed in the cancer genome atlas (TCGA) cohort for risk stratification and prognosis prediction. The predictive value of the NKPS in prognosis was well validated in different clinical subgroups and three external datasets (ICGC-LIHC cohort, GSE14520 cohort and Guilin cohort). Moreover, multivariate analysis revealed the independent prognostic value of NKPS for OS in HCC. Further functional analysis indicated the NKPS was associated with basic cellular processes, that may contribute to the development and progression of HCC. Thereafter, immune characteristics as well as the therapeutic benefits in NKPS risk score-defined subgroups were analyzed. Patients with low-risk score exhibited immune-active status, manifested as higher immune scores, more infiltration of CD8+ T cells and macrophage M1, and higher T-cell receptor (TCR) richness and diversity. Remarkably, the NKPS was negatively correlated with immunotherapy response-related signatures. In addition, the low-risk group exhibited significantly improved therapeutic benefits, either from immunotherapy or traditional chemotherapy and target therapy. Overall, the NKPS showed an excellent predictive value for prognosis and therapeutic responses for HCC, which might also provide novel insights into better HCC management strategies. Frontiers Media S.A. 2023-07-24 /pmc/articles/PMC10406383/ /pubmed/37554171 http://dx.doi.org/10.3389/fonc.2023.1208165 Text en Copyright © 2023 Yang, She, Ren, Zhao, Chen and Chen 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 | Oncology Yang, Yao She, Shaopin Ren, Liying Zhao, Bigeng Chen, Dongbo Chen, Hongsong Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title | Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title_full | Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title_fullStr | Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title_full_unstemmed | Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title_short | Prognosis and therapeutic benefits prediction based on NK cell marker genes through single-cell RNA-seq with integrated bulk RNA-seq analysis for hepatocellular carcinoma |
title_sort | prognosis and therapeutic benefits prediction based on nk cell marker genes through single-cell rna-seq with integrated bulk rna-seq analysis for hepatocellular carcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10406383/ https://www.ncbi.nlm.nih.gov/pubmed/37554171 http://dx.doi.org/10.3389/fonc.2023.1208165 |
work_keys_str_mv | AT yangyao prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma AT sheshaopin prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma AT renliying prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma AT zhaobigeng prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma AT chendongbo prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma AT chenhongsong prognosisandtherapeuticbenefitspredictionbasedonnkcellmarkergenesthroughsinglecellrnaseqwithintegratedbulkrnaseqanalysisforhepatocellularcarcinoma |