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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Main Authors: Siwen Zhang, Zhenhao Liu, Dan Wu, Lanming Chen, Lu Xie
Format: Article
Language:English
Published: Frontiers Media S.A. 2020-11-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2020.596318/full
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spelling 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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