Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis
The occurrence of hepatocellular carcinoma (HCC) related to liver cirrhosis is mostly accompanied by extensive immune infiltration. To reveal the infiltration immune cells landscape, single-cell RNA sequencing data from the healthy donor (HD), patients with liver cirrhosis (LC) and HCC were collecte...
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2020-11-01
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doaj-251ef0f62dc841d3b2d2bfe87b19d7e62020-11-25T03:06:08ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2020-11-011010.3389/fonc.2020.596318596318Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With CirrhosisSiwen Zhang0Siwen Zhang1Siwen Zhang2Zhenhao Liu3Zhenhao Liu4Dan Wu5Lanming Chen6Lanming Chen7Lu Xie8Lu Xie9Key Laboratory of Quality and Safety Risk Assessment for Aquatic Products on Storage and Preservation (Shanghai), China Ministry of Agriculture, College of Food Science and Technology, Shanghai Ocean University, Shanghai, ChinaCollege of Food Science and Technology, Shanghai Ocean University, Shanghai, ChinaShanghai Center for Bioinformation Technology, Shanghai Academy of Science and Technology, Shanghai, ChinaShanghai Center for Bioinformation Technology, Shanghai Academy of Science and Technology, Shanghai, ChinaKey Laboratory of Carcinogenesis and Cancer Invasion, Ministry of Education, Key Laboratory of Carcinogenesis, National Health and Family Planning Commission, Xiangya Hospital, Central South University, Changsha, ChinaCenter for Biomedical Informatics, Shanghai Children’s Hospital, Shanghai Jiao Tong University, Shanghai, ChinaKey Laboratory of Quality and Safety Risk Assessment for Aquatic Products on Storage and Preservation (Shanghai), China Ministry of Agriculture, College of Food Science and Technology, Shanghai Ocean University, Shanghai, ChinaCollege of Food Science and Technology, Shanghai Ocean University, Shanghai, ChinaCollege of Food Science and Technology, Shanghai Ocean University, Shanghai, ChinaShanghai Center for Bioinformation Technology, Shanghai Academy of Science and Technology, Shanghai, ChinaThe occurrence of hepatocellular carcinoma (HCC) related to liver cirrhosis is mostly accompanied by extensive immune infiltration. To reveal the infiltration immune cells landscape, single-cell RNA sequencing data from the healthy donor (HD), patients with liver cirrhosis (LC) and HCC were collected for analysis. By drawing a cell map and calculating the proportion of each cell type, total B cells were identified with a significant higher proportion in HCC (24.26%) than in LC (5.41%) and HD (5.82%), in which plasma cells account for 97.1% in HCC. While in HCC, TCGA datasets were taken for further investigation, and it was found that patients with lower proportion of plasma cells showed better prognosis. The pseudotime cell trajectory analysis of B cell population found that humoral immunity continuously changes during HD, LC and HCC, and humoral immune-related genes are highly expressed in the HCC stage. This suggests humoral immunity may play a key role in the development of LC-associated HCC. At the same time, single cell data of hepatocytes identified differentially expressed genes in HD/LC and LC/HCC groups, and a prognostic model constructed with six of the differential genes (FTCD, MARCKSL1, CXCL3, RGS5, KNG1, and S100A16) could classify HCC patients to two distinct risk groups (median survival time 2.46 years vs. 6.73 years, p < 0.001). Our study demonstrated the power of single-cell data analysis in dissecting tissues into infiltration and main body cells, it revealed the pivotal roles of humoral immunity infiltration in the landscape of HCC associated with cirrhosis, and the key tumor prognostic genes in hepatocytes themselves. These brought novel insights into studying microenvironment and tumor cells parallelly in cancer research. The interaction of both, rather than factors from one side may have caused tumorigenesis and progression.https://www.frontiersin.org/articles/10.3389/fonc.2020.596318/fullsingle-cell RNA-seqhepatocellular carcinomaliver cirrhosisplasma cellshumoral immunity |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Siwen Zhang Siwen Zhang Siwen Zhang Zhenhao Liu Zhenhao Liu Dan Wu Lanming Chen Lanming Chen Lu Xie Lu Xie |
spellingShingle |
Siwen Zhang Siwen Zhang Siwen Zhang Zhenhao Liu Zhenhao Liu Dan Wu Lanming Chen Lanming Chen Lu Xie Lu Xie Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis Frontiers in Oncology single-cell RNA-seq hepatocellular carcinoma liver cirrhosis plasma cells humoral immunity |
author_facet |
Siwen Zhang Siwen Zhang Siwen Zhang Zhenhao Liu Zhenhao Liu Dan Wu Lanming Chen Lanming Chen Lu Xie Lu Xie |
author_sort |
Siwen Zhang |
title |
Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis |
title_short |
Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis |
title_full |
Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis |
title_fullStr |
Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis |
title_full_unstemmed |
Single-Cell RNA-Seq Analysis Reveals Microenvironmental Infiltration of Plasma Cells and Hepatocytic Prognostic Markers in HCC With Cirrhosis |
title_sort |
single-cell rna-seq analysis reveals microenvironmental infiltration of plasma cells and hepatocytic prognostic markers in hcc with cirrhosis |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Oncology |
issn |
2234-943X |
publishDate |
2020-11-01 |
description |
The occurrence of hepatocellular carcinoma (HCC) related to liver cirrhosis is mostly accompanied by extensive immune infiltration. To reveal the infiltration immune cells landscape, single-cell RNA sequencing data from the healthy donor (HD), patients with liver cirrhosis (LC) and HCC were collected for analysis. By drawing a cell map and calculating the proportion of each cell type, total B cells were identified with a significant higher proportion in HCC (24.26%) than in LC (5.41%) and HD (5.82%), in which plasma cells account for 97.1% in HCC. While in HCC, TCGA datasets were taken for further investigation, and it was found that patients with lower proportion of plasma cells showed better prognosis. The pseudotime cell trajectory analysis of B cell population found that humoral immunity continuously changes during HD, LC and HCC, and humoral immune-related genes are highly expressed in the HCC stage. This suggests humoral immunity may play a key role in the development of LC-associated HCC. At the same time, single cell data of hepatocytes identified differentially expressed genes in HD/LC and LC/HCC groups, and a prognostic model constructed with six of the differential genes (FTCD, MARCKSL1, CXCL3, RGS5, KNG1, and S100A16) could classify HCC patients to two distinct risk groups (median survival time 2.46 years vs. 6.73 years, p < 0.001). Our study demonstrated the power of single-cell data analysis in dissecting tissues into infiltration and main body cells, it revealed the pivotal roles of humoral immunity infiltration in the landscape of HCC associated with cirrhosis, and the key tumor prognostic genes in hepatocytes themselves. These brought novel insights into studying microenvironment and tumor cells parallelly in cancer research. The interaction of both, rather than factors from one side may have caused tumorigenesis and progression. |
topic |
single-cell RNA-seq hepatocellular carcinoma liver cirrhosis plasma cells humoral immunity |
url |
https://www.frontiersin.org/articles/10.3389/fonc.2020.596318/full |
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