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Dos Santos Peixoto R, Miller BF, Brusko MA, Aihara G, Atta L, Anant M, Atkinson MA, Brusko TM, Wasserfall CH, Fan J. Characterizing cell-type spatial relationships across length scales in spatially resolved omics data. Nat Commun 2025; 16:350. [PMID: 39753600 PMCID: PMC11699133 DOI: 10.1038/s41467-024-55700-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 12/18/2024] [Indexed: 01/06/2025] Open
Abstract
Spatially resolved omics (SRO) technologies enable the identification of cell types while preserving their organization within tissues. Application of such technologies offers the opportunity to delineate cell-type spatial relationships, particularly across different length scales, and enhance our understanding of tissue organization and function. To quantify such multi-scale cell-type spatial relationships, we present CRAWDAD, Cell-type Relationship Analysis Workflow Done Across Distances, as an open-source R package. To demonstrate the utility of such multi-scale characterization, recapitulate expected cell-type spatial relationships, and evaluate against other cell-type spatial analyses, we apply CRAWDAD to various simulated and real SRO datasets of diverse tissues assayed by diverse SRO technologies. We further demonstrate how such multi-scale characterization enabled by CRAWDAD can be used to compare cell-type spatial relationships across multiple samples. Finally, we apply CRAWDAD to SRO datasets of the human spleen to identify consistent as well as patient and sample-specific cell-type spatial relationships. In general, we anticipate such multi-scale analysis of SRO data enabled by CRAWDAD will provide useful quantitative metrics to facilitate the identification, characterization, and comparison of cell-type spatial relationships across axes of interest.
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Affiliation(s)
- Rafael Dos Santos Peixoto
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Brendan F Miller
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Maigan A Brusko
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Gohta Aihara
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Lyla Atta
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA
| | - Manjari Anant
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA
- Department of Neuroscience, Johns Hopkins University, Baltimore, MD, USA
| | - Mark A Atkinson
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Todd M Brusko
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Clive H Wasserfall
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL, USA
| | - Jean Fan
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD, USA.
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, USA.
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dos Santos Peixoto R, Miller BF, Brusko MA, Aihara G, Atta L, Anant M, Atkinson MA, Brusko TM, Wasserfall CH, Fan J. Characterizing cell-type spatial relationships across length scales in spatially resolved omics data. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.10.05.560733. [PMID: 39314450 PMCID: PMC11418938 DOI: 10.1101/2023.10.05.560733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 09/25/2024]
Abstract
Spatially resolved omics (SRO) technologies enable the identification of cell types while preserving their organization within tissues. Application of such technologies offers the opportunity to delineate cell-type spatial relationships, particularly across different length scales, and enhance our understanding of tissue organization and function. To quantify such multi-scale cell-type spatial relationships, we developed CRAWDAD, Cell-type Relationship Analysis Workflow Done Across Distances, as an open-source R package with source code and additional documentation at https://jef.works/CRAWDAD/. To demonstrate the utility of such multi-scale characterization, recapitulate expected cell-type spatial relationships, and evaluate against other cell-type spatial analyses, we applied CRAWDAD to various simulated and real SRO datasets of diverse tissues assayed by diverse SRO technologies. We further demonstrate how such multi-scale characterization enabled by CRAWDAD can be used to compare cell-type spatial relationships across multiple samples. Finally, we applied CRAWDAD to SRO datasets of the human spleen to identify consistent as well as patient and sample-specific cell-type spatial relationships. In general, we anticipate such multi-scale analysis of SRO data enabled by CRAWDAD will provide useful quantitative metrics to facilitate the identification, characterization, and comparison of cell-type spatial relationships across axes of interest.
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Affiliation(s)
- Rafael dos Santos Peixoto
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218
| | - Brendan F. Miller
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218
| | - Maigan A. Brusko
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL 32610
| | - Gohta Aihara
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218
| | - Lyla Atta
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218
| | - Manjari Anant
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Neuroscience, Johns Hopkins University, Baltimore, MD 21205
| | - Mark A. Atkinson
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL 32610
| | - Todd M. Brusko
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL 32610
| | - Clive H. Wasserfall
- Department of Pathology, Immunology, and Laboratory Medicine, University of Florida, Gainesville, FL 32610
| | - Jean Fan
- Center for Computational Biology, Whiting School of Engineering, Johns Hopkins University, Baltimore, MD 21211
- Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD 21218
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Yang X, Liao L, Liang Z, Yu S, Guo Z. Correlation Analysis of IL-17, IL-21, IL-23 with Non-Alcoholic Liver Fibrosis and Cirrhosis. J Inflamm Res 2024; 17:2327-2335. [PMID: 38651006 PMCID: PMC11033842 DOI: 10.2147/jir.s452061] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 03/26/2024] [Indexed: 04/25/2024] Open
Abstract
Objective This research aimed to explore the involvement of interleukins (IL) - IL-6, IL-17, IL-21, and IL-23 - in the evolution and diagnosis of non-alcoholic liver fibrosis and cirrhosis. Methods The study subjects were selected from the patients who visited the Department of Hepatology of X Hospital in Y City from August 2021 to April 2023. Peripheral blood samples were collected. All participants were divided into liver fibrosis, cirrhosis, hepatitis, and healthy subjects four groups. IL-21, IL-17, IL23, IL-6 were detected by double antibody sandwich. Results The results showed that there was a significant difference in the levels of IL-17, IL-21, and IL-23 among the 4 groups (P<0.0001). ROC curve analysis showed that the AUC values of IL-17, IL-21 and liver fiber 4 items were >0.70, suggesting that the diagnostic efficacy of IL-17, IL-21 was similar to that of liver fiber 4 items. Spearman correlation analysis showed that IL-17 had a positive correlation with collagen type III N-peptide, type IV collagen, and Laminin (P < 0.05), and no correlation with Hyaluronic acid (P > 0.05). Conclusion IL-17, IL-21, and IL-23 play a pivotal role in the inflammatory pathways associated with liver injuries, establishing themselves as potent auxiliary diagnostic markers in identifying liver fibrosis and cirrhosis.
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Affiliation(s)
- Xiaoyan Yang
- Department of Laboratory Medicine, The Affiliated Panyu Central Hospital of Guangzhou Medical University, Guangzhou, 511400, People’s Republic of China
| | - Liyin Liao
- Department of Laboratory Medicine, The Affiliated Panyu Central Hospital of Guangzhou Medical University, Guangzhou, 511400, People’s Republic of China
| | - Zizhen Liang
- Department of Laboratory Medicine, The Affiliated Panyu Central Hospital of Guangzhou Medical University, Guangzhou, 511400, People’s Republic of China
| | - Shenglong Yu
- Institute of Cardiovascular Medicine, The Affiliated Panyu Central Hospital of Guangzhou Medical University, Guangzhou, 511400, People’s Republic of China
| | - Zhonghui Guo
- Department of Laboratory Medicine, The Affiliated Panyu Central Hospital of Guangzhou Medical University, Guangzhou, 511400, People’s Republic of China
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Airola C, Andaloro S, Gasbarrini A, Ponziani FR. Vaccine Responses in Patients with Liver Cirrhosis: From the Immune System to the Gut Microbiota. Vaccines (Basel) 2024; 12:349. [PMID: 38675732 PMCID: PMC11054513 DOI: 10.3390/vaccines12040349] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 03/11/2024] [Accepted: 03/21/2024] [Indexed: 04/28/2024] Open
Abstract
Vaccines prevent a significant number of deaths annually. However, certain populations do not respond adequately to vaccination due to impaired immune systems. Cirrhosis, a condition marked by a profound disruption of immunity, impairs the normal immunization process. Critical vaccines for cirrhotic patients, such as the hepatitis A virus (HAV), hepatitis B virus (HBV), influenza, pneumococcal, and coronavirus disease 19 (COVID-19), often elicit suboptimal responses in these individuals. The humoral response, essential for immunization, is less effective in cirrhosis due to a decline in B memory cells and an increase in plasma blasts, which interfere with the creation of a long-lasting response to antigen vaccination. Additionally, some T cell subtypes exhibit reduced activation in cirrhosis. Nonetheless, the persistence of memory T cell activity, while not preventing infections, may help to attenuate the severity of diseases in these patients. Alongside that, the impairment of innate immunity, particularly in dendritic cells (DCs), prevents the normal priming of adaptive immunity, interrupting the immunization process at its onset. Furthermore, cirrhosis disrupts the gut-liver axis balance, causing dysbiosis, reduced production of short-chain fatty acids (SCFAs), increased intestinal permeability, and bacterial translocation. Undermining the physiological activity of the immune system, these alterations could impact the vaccine response. Enhancing the understanding of the molecular and cellular factors contributing to impaired vaccination responses in cirrhotic patients is crucial for improving vaccine efficacy in this population and developing better prevention strategies.
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Affiliation(s)
- Carlo Airola
- Liver Unit, CEMAD Centro Malattie dell’Apparato Digerente, Medicina Interna e Gastroenterologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (C.A.); (S.A.); (A.G.)
| | - Silvia Andaloro
- Liver Unit, CEMAD Centro Malattie dell’Apparato Digerente, Medicina Interna e Gastroenterologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (C.A.); (S.A.); (A.G.)
| | - Antonio Gasbarrini
- Liver Unit, CEMAD Centro Malattie dell’Apparato Digerente, Medicina Interna e Gastroenterologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (C.A.); (S.A.); (A.G.)
- Department of Translational Medicine and Surgery, Catholic University, 00168 Rome, Italy
| | - Francesca Romana Ponziani
- Liver Unit, CEMAD Centro Malattie dell’Apparato Digerente, Medicina Interna e Gastroenterologia, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168 Rome, Italy; (C.A.); (S.A.); (A.G.)
- Department of Translational Medicine and Surgery, Catholic University, 00168 Rome, Italy
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Jiang H, Hu Y, Zhang Z, Chen X, Gao J. Identification of metabolic biomarkers associated with nonalcoholic fatty liver disease. Lipids Health Dis 2023; 22:150. [PMID: 37697333 PMCID: PMC10494330 DOI: 10.1186/s12944-023-01911-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2023] [Accepted: 08/28/2023] [Indexed: 09/13/2023] Open
Abstract
BACKGROUND Nonalcoholic fatty liver disease (NAFLD) is the most common liver disease. Metabolism-related genes significantly influence the onset and progression of the disease. Hence, it is necessary to screen metabolism-related biomarkers for the diagnosis and treatment of NAFLD patients. METHODS GSE48452, GSE63067, and GSE89632 datasets including nonalcoholic steatohepatitis (NASH) and healthy controls (HC) analyzed in this study were retrieved from the Gene Expression Omnibus (GEO) database. First, differentially expressed genes (DEGs) between NASH and HC samples were obtained. Next, metabolism-related DEGs (MR-DEGs) were identified by overlapping DEGs and metabolism-related genes (MRG). Further, a protein-protein interaction (PPI) network was developed to show the interaction among MR-DEGs. Subsequently, the "Least absolute shrinkage and selection operator regression" and "Random Forest" algorithms were used to screen metabolism-related genes (MRGs) in patients with NAFLD. Next, immune cell infiltration and gene set enrichment analyses (GSEA) were performed on these metabolism-related genes. Finally, the expression of metabolism-related gene was determined at the transcription level. RESULTS First, 129 DEGs related to NAFLD development were identified among patients with nonalcoholic steatohepatitis (NASH) and healthy control. Next, 18 MR-DEGs were identified using the Venn diagram. Subsequently, four genes, including AMDHD1, FMO1, LPL, and P4HA1, were identified using machine learning algorithms. Moreover, a regulatory network consisting of four genes, 25 microRNAs (miRNAs), and 41 transcription factors (TFs) was constructed. Finally, a significant increase in FMO1 and LPL expression levels and a decrease in AMDHD1 and P4HA1 expression levels were observed in patients in the NASH group compared to the HC group. CONCLUSION Metabolism-related genes associated with NAFLD were identified, containing AMDHD1, FMO1, LPL, and P4HA1, which provide insights into diagnosing and treating patients with NAFLD.
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Affiliation(s)
- Hua Jiang
- Department of Gastroenterology, The Affiffiffiliated YanAn Hospital of Kunming Medical University, Kunming, China
| | - Yang Hu
- Department of Gastroenterology, The Affiffiffiliated YanAn Hospital of Kunming Medical University, Kunming, China
| | - Zhibo Zhang
- Department of Gastroenterology, The Affiffiffiliated YanAn Hospital of Kunming Medical University, Kunming, China
| | - Xujia Chen
- Department of Gastroenterology, The Affiffiffiliated YanAn Hospital of Kunming Medical University, Kunming, China
| | - Jianpeng Gao
- Department of Gastroenterology, The Affiffiffiliated YanAn Hospital of Kunming Medical University, Kunming, China.
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Liu T, Chouik Y, Lebossé F, Khamri W. Dysfunctions of Circulating Adaptive Immune Cells in End-Stage Liver Disease. LIVERS 2023; 3:369-382. [DOI: 10.3390/livers3030028] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/03/2025] Open
Abstract
End-stage liver disease (ESLD) from acute liver failure to compensated advanced chronic liver disease and decompensated cirrhosis at different stages (chronic decompensation, acute decompensation with or without acute-on-chronic liver failure) has high disease severity and poor patient outcome. Infection is a common complication in patients with ESLD and it is associated with a high mortality rate. Multiple mechanisms are involved in this marked susceptibility to infections, noticeably the inadequate immune response known as immune paresis, as part of cirrhosis-associated immune dysfunction (CAID). Specifically in the adaptive immune arm, lymphocyte impairments—including inadequate activation, reduced ability to secrete effector molecules and enhanced immune suppressive phenotypes—result in compromised systemic immune responses and increased risk of infections. This review summarises current knowledge of alterations in adaptive immune responsiveness and their underlying mechanisms in ESLD. Understanding these mechanisms is of crucial importance in the identification of potential therapeutic targets and applications of targeted treatments beyond antimicrobials, such as immunotherapy.
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Affiliation(s)
- Tong Liu
- Section of Hepatology & Gastroenterology, Division of Digestive Diseases, Department of Metabolism, Digestion & Reproduction, Imperial College London, London W2 1NY, UK
| | - Yasmina Chouik
- Hepatology Department, Croix Rousse Hospital, Lyon Liver Institute, Hospices Civils of Lyon, 69004 Lyon, France
- Cancer Research Center of Lyon, INSERM 1052, 69000 Lyon, France
- University of Lyon, 69000 Lyon, France
| | - Fanny Lebossé
- Hepatology Department, Croix Rousse Hospital, Lyon Liver Institute, Hospices Civils of Lyon, 69004 Lyon, France
- Cancer Research Center of Lyon, INSERM 1052, 69000 Lyon, France
- University of Lyon, 69000 Lyon, France
| | - Wafa Khamri
- Section of Hepatology & Gastroenterology, Division of Digestive Diseases, Department of Metabolism, Digestion & Reproduction, Imperial College London, London W2 1NY, UK
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Anagnostou T, Yang ZZ, Jalali S, Kim HJ, Larson DP, Tang X, Yu Y, Pritchett JC, Bisneto JV, Price-Troska TL, Mondello P, Novak AJ, Ansell SM. Characterization of immune exhaustion and suppression in the tumor microenvironment of splenic marginal zone lymphoma. Leukemia 2023; 37:1485-1498. [PMID: 37117318 DOI: 10.1038/s41375-023-01911-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Revised: 04/13/2023] [Accepted: 04/19/2023] [Indexed: 04/30/2023]
Abstract
The role of the tumor microenvironment (TME) and intratumoral T cells in splenic marginal zone lymphoma (sMZL) is largely unknown. In the present study, we evaluated 36 sMZL spleen specimens by single cell analysis to gain a better understanding of the TME in sMZL. Using mass cytometry (CyTOF), we observed that the TME in sMZL is distinct from that of control non-malignant reactive spleen (rSP). We found that the number of TFH cells varied greatly in sMZL, ICOS+ TFH cells were more abundant in sMZL than rSP, and TFH cells positively correlated with increased numbers of memory B cells. Treg cell analysis revealed that TIGIT+ Treg cells are enriched in sMZL and correlate with suppression of TH17 and TH22 cells. Intratumoral CD8+ T cells were comprised of subsets of short-lived, exhausted and late-stage differentiated cells, thereby functionally impaired. We observed that T-cell exhaustion was present in sMZL and TIM-3 expression on PD-1low cells identified cells with severe immune dysfunction. Gene expression profiling by CITE-seq analysis validated this finding. Taken together, our data suggest that the TME as a whole, and T-cell population specifically, are heterogenous in sMZL and immune exhaustion is one of the major factors impairing T-cell function.
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Affiliation(s)
- Theodora Anagnostou
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
- Tisch Cancer Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA
| | - Zhi-Zhang Yang
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA.
| | - Shahrzad Jalali
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Hyo Jin Kim
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | - Xinyi Tang
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Yue Yu
- Department of Quantitative Health Sciences, Mayo Clinic, Rochester, MN, USA
| | - Joshua C Pritchett
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | | | | | - Patrizia Mondello
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Anne J Novak
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA
| | - Stephen M Ansell
- Division of Hematology and Internal Medicine, Mayo Clinic, Rochester, MN, USA.
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Zhao Y, He W, Wang C, Cui N, Yang C, You Z, Shi B, Xia L, Chen X. Characterization of intrahepatic B cells in acute-on-chronic liver failure. Front Immunol 2022; 13:1041176. [PMID: 36505417 PMCID: PMC9732531 DOI: 10.3389/fimmu.2022.1041176] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2022] [Accepted: 11/04/2022] [Indexed: 11/27/2022] Open
Abstract
Background and objectives Acute on chronic liver failure (ACLF) is characterized by the immunologic dissonance during the prolonged pathogenic development. Both abnormal innate immune response and adaptive T-cell response have been reported in patients with ACLF; however, less is known regarding B cells in ACLF pathogenesis. Previous reports were only based on immunophenotyping of peripheral blood samples. Here, we aim to dissect liver-infiltrating B-cell subpopulation in ACLF. Methods Paired liver perfusate and peripheral blood were freshly collected from healthy living donors and recipients during liver transplantation. Liver tissues were obtained from patients with ACLF, cirrhosis, and healthy controls. Flow cytometry was used to characterize the phenotypic and functional alterations in intrahepatic and circulating B-cell populations from ACLF, cirrhosis, and healthy controls. The expression of CD19+ and CD138+ on liver tissues was examined by immunohistochemistry staining. Results In this study, we first deciphered the intrahepatic B cells subsets of patients with ACLF. We found that the ACLF liver harbored reduced fraction of naïve B cells and elevated percentage of CD27+CD21- activated memory B cells (AM), CD27-CD21- atypical memory B cells (atMBC), CD27+IgD-IgM+(IgM+ memory B cells), and CD27+CD38++ plasma cells than cirrhosis and healthy controls. Moreover, these B subpopulations demonstrated enhanced activation and altered effector functions. Specifically, the ACLF liver was abundant in atMBC expressing higher CD11c and lower CD80 molecule, which was significantly correlated to alanine aminotransferase and aspartate aminotransferase. In addition, we found that intrahepatic CD27+CD38++plasma cells were preferentially accumulated in ACLF, which expressed more CD273 (PD-L2) and secreted higher granzyme B and IL-10. Finally, the enriched hepatic plasma B cells were in positive association with disease severity indices including alkaline phosphatase and gamma-glutamyl transferase. Conclusions In this pilot study, we showed an intrahepatic B-cell landscape shaped by the ACLF liver environment, which was distinct from paired circulating B-cell subsets. The phenotypic and functional perturbation in atMBC and plasma cells highlighted the unique properties of infiltrating B cells during ACLF progression, thereby denoting the potential of B-cell intervention in ACLF therapy.
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Affiliation(s)
- Yudong Zhao
- Department of Liver Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Wei He
- Division of Gastroenterology and Hepatology , Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, State Key Laboratory for Oncogenes and Related Genes, National Health Council (NHC) Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Institute of Digestive Disease, Shanghai Jiao Tong University, Shanghai, China
| | - Chenchen Wang
- Department of Liver Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Nana Cui
- Division of Gastroenterology and Hepatology , Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, State Key Laboratory for Oncogenes and Related Genes, National Health Council (NHC) Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Institute of Digestive Disease, Shanghai Jiao Tong University, Shanghai, China
| | - Changjie Yang
- Department of Liver Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Zhengrui You
- Division of Gastroenterology and Hepatology , Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, State Key Laboratory for Oncogenes and Related Genes, National Health Council (NHC) Key Laboratory of Digestive Diseases, Renji Hospital, School of Medicine, Shanghai Institute of Digestive Disease, Shanghai Jiao Tong University, Shanghai, China
| | - Bisheng Shi
- Department of Laboratory Medicine, Renji Hospital, School of Medicine, Shanghai Jiao tong University, Shanghai, China,*Correspondence: Xiaosong Chen, ; Lei Xia, ; Bisheng Shi,
| | - Lei Xia
- Department of Liver Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China,*Correspondence: Xiaosong Chen, ; Lei Xia, ; Bisheng Shi,
| | - Xiaosong Chen
- Department of Liver Surgery, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China,*Correspondence: Xiaosong Chen, ; Lei Xia, ; Bisheng Shi,
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9
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Fu J, Wang S, Li Z, Qin W, Tong Q, Liu C, Wang Z, Liu Z, Xu X. Comprehensive multiomics analysis of cuproptosis-related gene characteristics in hepatocellular carcinoma. Front Genet 2022; 13:942387. [PMID: 36147507 PMCID: PMC9486098 DOI: 10.3389/fgene.2022.942387] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Accepted: 08/19/2022] [Indexed: 12/12/2022] Open
Abstract
Background: The mechanism of copper-induced cell death, which is called cuproptosis, has recently been clarified. However, the integrated role of cuproptosis-related genes in hepatocellular carcinoma (HCC) and its relationship with immune characteristics are still completely unknown. Methods: In this study, the expression, genetic, and transcriptional regulation states of 16 cuproptosis-related genes in HCC were systematically investigated. An unsupervised clustering method was used to identify distinct expression patterns in 370 HCC patients from the TCGA-HCC cohort. Differences in functional characteristics among different expression clusters were clarified by gene set variation analysis (GSVA). The abundances of immune cells in each HCC sample were calculated by the CIBERSORT algorithm. Next, a cuproptosis-related risk score was established based on the significant differentially expressed genes (DEGs) among different expression clusters. Results: A specific cluster of HCC patients with poor prognosis, an inhibitory immune microenvironment, and high expression levels of immune checkpoint molecules was identified based on the expression of the 16 cuproptosis-related genes. This cluster of patients could be well-identified by a cuproptosis-related risk score system. The prognostic value of this risk score was validated in the training and two validation cohorts (TCGA-HCC, China-HCC, and Japan-HCC cohorts). Moreover, the overall expression status of the cuproptosis-related genes and the genes used to establish the cuproptosis-related risk score in specific cell types of the tumor microenvironment were preliminarily clarified by single-cell RNA (scRNA) sequencing data. Conclusion: These results indicated that cuproptosis-related genes play an important role in HCC, and targeting these genes may ameliorate the inhibitory immune microenvironment to improve the efficacy of immunotherapy with immune checkpoint inhibitors (ICIs).
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Affiliation(s)
- Jie Fu
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Sixue Wang
- Department of Obstetrics and Gynecology, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Zhenghao Li
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Wei Qin
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Qing Tong
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Chun Liu
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Zicheng Wang
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Zhiqiang Liu
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Xundi Xu
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
- Department of General Surgery, South China Hospital of Shenzhen University, Shenzhen, China
- *Correspondence: Xundi Xu,
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10
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Sun R, Xiang Z, Wu B. T cells and liver fibrosis. PORTAL HYPERTENSION & CIRRHOSIS 2022; 1:125-132. [DOI: 10.1002/poh2.11] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Accepted: 05/07/2022] [Indexed: 01/03/2025]
Abstract
AbstractLiver fibrosis develops from the excessive deposition of extracellular matrix in the liver caused by chronic liver inflammation or various chronic injuries, and it eventually develops into liver cirrhosis. The process of liver fibrosis is closely related to the immune response, and increasing evidence reveals the role of T lymphocytes, including Th1, Th2, Th17, regulatory T cells, and mucosa‐associated invariant T cells, in liver fibrosis. These immune cells play antifibrotic or profibrotic roles during fibrosis, and the reversal of fibrosis by targeting immune cells has attracted widespread attention. Activation of hepatic stellate cells, which form the core of fibrosis, is regulated by various immune mediators, including various immune cells and their associated cytokines. Therefore, the mechanism of action elicited by each cell type must be further elucidated to provide a basis for the design of new therapeutic targets. The purpose of this review is to summarize the roles and mechanisms of T lymphocytes and their subsets in liver fibrosis and highlight the biomarkers and potential therapeutic targets associated with these cells.
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Affiliation(s)
- Ruonan Sun
- Department of Gastroenterology Third Affiliated Hospital of Sun Yat‐Sen University Guangzhou Guangdong China
| | - Zheng Xiang
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine University of Hong Kong Hong Kong China
| | - Bin Wu
- Department of Gastroenterology Third Affiliated Hospital of Sun Yat‐Sen University Guangzhou Guangdong China
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Fu J, Lei X. Identification of the Immune Subtype of Hepatocellular Carcinoma for the Prediction of Disease-Free Survival Time and Prevention of Recurrence by Integrated Analysis of Bulk- and Single-Cell RNA Sequencing Data. Front Immunol 2022; 13:868325. [PMID: 35734185 PMCID: PMC9207181 DOI: 10.3389/fimmu.2022.868325] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2022] [Accepted: 05/10/2022] [Indexed: 01/27/2023] Open
Abstract
BackgroundThe main factors affecting the long-term prognosis of hepatocellular carcinoma (HCC) patients undergoing radical surgery are recurrence and metastasis. However, the methods for predicting disease-free survival (DFS) time and preventing postoperative recurrence of HCC are still very limited.MethodsIn this study, immune cell abundances in HCC samples were analyzed by single-sample gene set enrichment analysis (ssGSEA), while the prognostic values of immune cells for DFS time prediction were evaluated by the least absolute shrinkage and selection operator (LASSO) and subsequent univariate and multivariate Cox analyses. Next, a risk score was constructed based on the most prognostic immune cells and their corresponding coefficients. Interactions among prognostic immune cells and the specific targets for the prevention of recurrence were further identified by single-cell RNA (scRNA) sequencing data and CellMiner.ResultsA novel efficient T cell risk score (TCRS) was constructed based on data from the three most prognostic immune cell types (effector memory CD8 T cells, regulatory T cells and follicular helper T cells) for identifying an immune subtype of HCC patients with longer DFS times and inflammatory immune characteristics. Functional differences between the high- and low-score groups separated by TCRS were clarified, and the cell-cell communication among these immune cells was elucidated. Finally, fifteen hub genes that may be potential therapeutic targets for the prevention of recurrence were identified.ConclusionsWe constructed and verified a useful model for the prediction of DFS time of HCC after surgery. In addition, fifteen hub genes were identified as candidates for the prevention of recurrence, and a preliminarily investigation of potential drugs targeting these hub genes was carried out.
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Affiliation(s)
- Jie Fu
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, China
| | - Xiaohua Lei
- The First Affiliated Hospital, Department of Hepato-Biliary-Pancreatic Surgery, Hengyang Medical School, University of South China, Hengyang, China
- *Correspondence: Xiaohua Lei,
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Basho K, Zoldan K, Schultheiss M, Bettinger D, Globig AM, Bengsch B, Neumann-Haefelin C, Klocperk A, Warnatz K, Hofmann M, Thimme R, Boettler T. IL-2 contributes to cirrhosis-associated immune dysfunction by impairing follicular T helper cells in advanced cirrhosis. J Hepatol 2021; 74:649-660. [PMID: 33211012 DOI: 10.1016/j.jhep.2020.10.012] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2020] [Revised: 09/29/2020] [Accepted: 10/12/2020] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS Patients with decompensated cirrhosis suffer from recurrent infections and inadequate responses to prophylactic vaccinations. However, many patients present with hypergammaglobulinemia (HGG), indicating a sustained ability to generate antibody responses. As follicular T helper (Tfh) cells are central facilitators of humoral immunity, we hypothesized that Tfh cell responses may be altered in advanced liver disease and we aimed to identify the mechanisms underlying any such alterations. METHODS Tfh, regulatory T (Treg) cells, B cells, circulating cytokines and immunoglobulins were analyzed in cohorts of patients with compensated (n = 37) and decompensated cirrhosis (n = 82) and in non-cirrhotic controls (n = 45). Intrahepatic T cells were analyzed in 8 decompensated patients. The influence of IL-2 on Tfh cell function was evaluated in vitro, including Tfh cell cloning and T cell-B cell co-cultures with clones and primary tonsil-derived Tfh cells. RESULTS Tfh cell frequencies were reduced in patients with decompensated cirrhosis, with phenotypic signatures indicative of increased IL-2 signaling. Soluble IL-2 receptor (sCD25) was elevated in these patients and CD4 T cells were more responsive to IL-2 signaling, as characterized by STAT5 phosphorylation. IL-2 exposure in vitro diminished the Tfh phenotype and resulted in impaired Tfh helper function in co-culture experiments with naïve B cells. Tfh cells were barely detectable in cirrhotic livers. IL-2 signatures on Tfh cells in decompensated patients correlated with immunoglobulin levels, which were found to be associated with improved survival. CONCLUSIONS Tfh cell impairment represents a previously underestimated feature of cirrhosis-associated immune dysfunction that is driven by IL-2. The presence of HGG in decompensated patients predicts an intact Tfh cell compartment and is associated with a favorable outcome. LAY SUMMARY Patients with advanced cirrhosis often fail to generate protective immunity after prophylactic vaccinations and suffer from recurring infections that are associated with high mortality. Follicular T helper (Tfh) cells are specialized CD4 T cells that enable the emergence of antibody responses against microbial pathogens. This report demonstrates that Tfh cells are impaired in patients with advanced cirrhosis due to interleukin-2 signaling, a cytokine that is known to impair the generation of Tfh cells.
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Affiliation(s)
- Kristi Basho
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Katharina Zoldan
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Michael Schultheiss
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Dominik Bettinger
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany; Berta-Ottenstein-Programme, Faculty of Medicine, University of Freiburg, Germany
| | - Anna-Maria Globig
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany; Berta-Ottenstein-Programme, Faculty of Medicine, University of Freiburg, Germany
| | - Bertram Bengsch
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany; Signalling Research Centres BIOSS and CIBSS, University of Freiburg, Freiburg, Germany
| | - Christoph Neumann-Haefelin
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Adam Klocperk
- Faculty of Medicine, University of Freiburg, Germany; Department of Rheumatology and Clinical Immunology, Medical Center - University of Freiburg, Germany; Center for Chronic Immunodeficiency (CCI), Medical Center - University of Freiburg, Faculty of Medicine, Germany; Department of Immunology, 2nd Faculty of Medicine, Charles University in Prague and University Hospital in Motol, Prague, Czech Republic
| | - Klaus Warnatz
- Faculty of Medicine, University of Freiburg, Germany; Department of Rheumatology and Clinical Immunology, Medical Center - University of Freiburg, Germany; Center for Chronic Immunodeficiency (CCI), Medical Center - University of Freiburg, Faculty of Medicine, Germany
| | - Maike Hofmann
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Robert Thimme
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany
| | - Tobias Boettler
- Department of Medicine II, Medical Center - University of Freiburg, Germany; Faculty of Medicine, University of Freiburg, Germany; Berta-Ottenstein-Programme, Faculty of Medicine, University of Freiburg, Germany.
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Metabolic defects in splenic B cell compartments from patients with liver cirrhosis. Cell Death Dis 2020; 11:915. [PMID: 33099582 PMCID: PMC7585577 DOI: 10.1038/s41419-020-03060-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 09/23/2020] [Accepted: 09/24/2020] [Indexed: 12/12/2022]
Abstract
Liver cirrhosis is associated with defective vaccine responses and increased infections. Dysregulated B cell compartments in cirrhotic patients have been noticed but not well characterized, especially in the spleen. Here, we comprehensively investigated B cell perturbations from the spleens and peripheral blood of cirrhotic patients. We found that liver cirrhosis significantly depleted both switched and nonswitched splenic memory B cells, which was further confirmed histologically. Bulk RNA-seq revealed significant metabolic defects as the potential mechanism for the impaired splenic B cell functions. Functionally, the splenic memory B cells from cirrhotic patients showed strong metabolic defects and reduced proliferation compared with those from healthy controls. Thus, liver cirrhosis extensively disturbs the splenic and peripheral B cell compartments, which may contribute to defective humoral immunity during liver cirrhosis.
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Nasir M, Wu GY. HEV and HBV Dual Infection: A Review. J Clin Transl Hepatol 2020; 8:313-321. [PMID: 33083255 PMCID: PMC7562801 DOI: 10.14218/jcth.2020.00030] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2020] [Revised: 05/29/2020] [Accepted: 06/07/2020] [Indexed: 12/17/2022] Open
Abstract
Hepatitis E virus (HEV) is a global health problem, affecting about 20 million people worldwide. There is significant overlap of hepatitis B virus (HBV) and HEV endemicity in many Asian countries where dual infections with HEV and HBV can occur. Though the clinical course of HEV is largely self-limited, HEV superinfection in patients with chronic hepatitis B (CHB) can result in acute exacerbation of underlying CHB. HEV superinfection in patients with CHB-related cirrhosis has been identified as a risk factor for decompensated cirrhosis and an independent predictor of mortality. Whereas acute HEV infection in pregnancy can cause fulminant liver failure, the few studies on pregnant patients with dual HBV and HEV infection have shown a subclinical course. Immunosuppression is a risk factor for the development of chronic HEV infection, which can be managed by decreasing the dose of immune-suppressants and administering ribavirin. Vaccination for HEV has been developed and is in use in China but its efficacy in patients with CHB has yet to be established in the USA. In this review, we appraise studies on dual infection with HEV and HBV, including the effect of HEV superinfection and coinfection in CHB, management strategies used and the role of active vaccination in the prevention of HEV.
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Affiliation(s)
- Myra Nasir
- Department of Medicine, Division of Gastroenterology-Hepatology, University of Connecticut Health Center, Farmington, CT, USA
- Correspondence to: Myra Nasir, Department of Medicine, Division of Gastroenterology-Hepatology, University of Connecticut Health Center, 263 Farmington Avenue, Farmington, CT 06030, USA. Tel: +1-860-470-6616, E-mail:
| | - George Y. Wu
- Department of Medicine, Division of Gastroenterology-Hepatology, University of Connecticut Health Center, Farmington, CT, USA
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Zhao J, Zhang S, Liu Y, He X, Qu M, Xu G, Wang H, Huang M, Pan J, Liu Z, Li Z, Liu L, Zhang Z. Single-cell RNA sequencing reveals the heterogeneity of liver-resident immune cells in human. Cell Discov 2020; 6:22. [PMID: 32351704 PMCID: PMC7186229 DOI: 10.1038/s41421-020-0157-z] [Citation(s) in RCA: 152] [Impact Index Per Article: 30.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2019] [Accepted: 03/06/2020] [Indexed: 02/06/2023] Open
Abstract
The liver plays a critical role in both immune defense and tolerance in the body. The liver-resident immune cells (LrICs) determine the immune properties, but the unique composition and heterogeneity of these cells are incompletely understood. Here, we dissect the diversity of LrICs by a comprehensive transcriptomic profiling using the unbiased single-cell RNA-sequencing (scRNA-seq). A total of 70, 706 of CD45+ immune cells from the paired liver perfusion, spleen and peripheral blood as references were profiled. We identified more than 30 discrete cell populations comprising 13 of T and NK cell, 7 of B cell, 4 of plasma cell, and 8 of myeloid cell subsets in human liver and donor-paired spleen and blood, and characterized their tissue distribution, gene expression and functional modules. Especially, four of CXCR6+ T and NK cell subsets were found to be present preferentially in the liver, where they manifested heterogeneity, distinct function and prominent homeostatic proliferation. We propose a universal category system of T and NK cells based on distinct chemokine receptors, confirmed subsequently by phenotype, transcriptional factors and functionality. We also identified adaptive changes by the spleen and liver-derived monocyte and macrophage populations. Finally, we give a global glimpse on B cell and plasma cell subsets in human spleen and liver. We, therefore, reveal the heterogeneity and functional diversity of LrICs in human. This study presents comprehensively the landscape of LrICs and will enable further study on their roles in various human diseases.
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Affiliation(s)
- Juanjuan Zhao
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
- The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518112 China
| | - Shuye Zhang
- Shanghai Public Health Clinical Center and Institute of Biomedical Sciences, Fudan University, Shanghai, 201058 China
| | - Yang Liu
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
- The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518112 China
| | - Xiaomeng He
- Research Center for Clinical & Translational Medicine, Fifth Medical Center for General Hospital of PLA, Beijing, 100039 China
| | - Mengmeng Qu
- Research Center for Clinical & Translational Medicine, Fifth Medical Center for General Hospital of PLA, Beijing, 100039 China
| | - Gang Xu
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
| | - Hongbo Wang
- Research Center for Liver Transplantation, Fifth Medical Center for General Hospital of PLA, Beijing, 100039 China
| | - Man Huang
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
| | - Jing Pan
- Research Center for Clinical & Translational Medicine, Fifth Medical Center for General Hospital of PLA, Beijing, 100039 China
| | - Zhenwen Liu
- Research Center for Liver Transplantation, Fifth Medical Center for General Hospital of PLA, Beijing, 100039 China
| | - Zhiwei Li
- Deparment for Liver Transplantation, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
| | - Lei Liu
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
- The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518112 China
| | - Zheng Zhang
- Institute of Hepatology, National Clinical Research Center for Infectious Disease, Shenzhen Third People’s Hospital, Shenzhen, Guangdong 518112 China
- The Second Affiliated Hospital, School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong 518112 China
- Key Laboratory of Immunology, Sino-French Hoffmann Institute, School of Basic Medical Sciences; Guangdong Provincial Key Laboratory of Allergy & Clinical Immunology, The Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, 511436 China
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