1
|
Zhang Y, Li W, Sun M, Zhang L. Prognostic alternative splicing and multi-omics characteristics reveal FTCD is a potential target of hepatocellular carcinoma. Discov Oncol 2024; 15:718. [PMID: 39592513 PMCID: PMC11599552 DOI: 10.1007/s12672-024-01201-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/23/2024] [Accepted: 07/26/2024] [Indexed: 11/28/2024] Open
Abstract
OBJECTIVE This research aimed to identify alternative splicing (AS) variants in hepatocellular carcinoma (HCC) and assess their prognostic biomarker potential. We analyzed genome-wide prognostic-associated AS events to pinpoint specific genes that could predict HCC patient outcomes and serve as therapeutic targets. METHODS Analyzing 343 liver cancer samples from The Cancer Genome Atlas (TCGA) via RNA-seq, we evaluated the impact of seven AS patterns on HCC. We constructed a prognostic prediction model using Cox proportional hazards regression and developed a splicing network by correlating survival-associated AS events with splicing factor expression. Notably, we investigated Formiminotransferase cyclodeaminase (FTCD) gene for its role in liver cancer cell proliferation and pathway mechanisms in mice and cell models. RESULTS We discovered 3164 survival-associated AS events, with the top 20 mostly indicating poor prognosis. Our prognostic model, integrating various AS patterns, demonstrated robust performance in stratifying HCC risk (AUC = 0.830). Splicing network analysis highlighted significant correlations between splicing factors and AS events. Lower expression of FTCD, associated with adverse HCC outcomes, was found to regulate cell proliferation via the PI3K/AKT/mTOR pathway. CONCLUSION This study offers a prognostic prediction model for HCC patient risk stratification, identifying the FTCD gene as a crucial prognostic marker and therapeutic target. This highlights FTCD's potential impact on HCC clinical diagnosis and treatment strategies.
Collapse
Affiliation(s)
- Yanli Zhang
- College of Veterinary Medicine/College of Biomedicine and Health, Huazhong Agricultural University, Wuhan, 430070, Hubei, China.
- Technology Center for Protein Sciences, Tsinghua University, Beijing, 100084, China.
| | - Wenxing Li
- Department of Clinical Medicine, Heze Medical College, Heze, 274000, Shandong, China
- Department of Surgery, Affiliated Hospital of Heze Medical College, Heze, 274000, Shandong, China
| | - Mengyi Sun
- Beijing Pharma and Biotech Center, Beijing, 100035, China
| | - Lisheng Zhang
- College of Veterinary Medicine/College of Biomedicine and Health, Huazhong Agricultural University, Wuhan, 430070, Hubei, China
| |
Collapse
|
2
|
Webster NJG, Kumar D, Wu P. Dysregulation of RNA splicing in early non-alcoholic fatty liver disease through hepatocellular carcinoma. Sci Rep 2024; 14:2500. [PMID: 38291075 PMCID: PMC10828381 DOI: 10.1038/s41598-024-52237-7] [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: 09/06/2023] [Accepted: 01/16/2024] [Indexed: 02/01/2024] Open
Abstract
While changes in RNA splicing have been extensively studied in hepatocellular carcinoma (HCC), no studies have systematically investigated changes in RNA splicing during earlier liver disease. Mouse studies have shown that disruption of RNA splicing can trigger liver disease and we have shown that the splicing factor SRSF3 is decreased in the diseased human liver, so we profiled RNA splicing in liver samples from twenty-nine individuals with no-history of liver disease or varying degrees of non-alcoholic fatty liver disease (NAFLD). We compared our results with three publicly available transcriptome datasets that we re-analyzed for splicing events (SEs). We found many changes in SEs occurred during early liver disease, with fewer events occurring with the onset of inflammation and fibrosis. Many of these early SEs were enriched for SRSF3-dependent events and were associated with SRSF3 binding sites. Mapping the early and late changes to gene ontologies and pathways showed that the genes harboring these early SEs were involved in normal liver metabolism, whereas those harboring late SEs were involved in inflammation, fibrosis and proliferation. We compared the SEs with HCC data from the TCGA and observed that many of these early disease SEs are found in HCC samples and, furthermore, are correlated with disease survival. Changes in splicing factor expression are also observed, which may be associated with distinct subsets of the SEs. The maintenance of these SEs through the multi-year oncogenic process suggests that they may be causative. Understanding the role of these splice variants in metabolic liver disease progression may shed light on the triggers of liver disease progression and the pathogenesis of HCC.
Collapse
Affiliation(s)
- Nicholas J G Webster
- Jennifer Moreno VA Medical Center, San Diego, CA, 92161, USA.
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA.
- Moores Cancer Center, University of California, San Diego, CA, 92093, USA.
| | - Deepak Kumar
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA
| | - Panyisha Wu
- Division of Endocrinology and Metabolism, Department of Medicine, University of California, San Diego, CA, 92093, USA
| |
Collapse
|
3
|
SRSF10 stabilizes CDC25A by triggering exon 6 skipping to promote hepatocarcinogenesis. JOURNAL OF EXPERIMENTAL & CLINICAL CANCER RESEARCH : CR 2022; 41:353. [PMID: 36539837 PMCID: PMC9764681 DOI: 10.1186/s13046-022-02558-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/13/2022] [Accepted: 12/02/2022] [Indexed: 12/24/2022]
Abstract
BACKGROUND Alternative splicing (AS) events are extensively involved in the progression of diverse tumors, but how serine/arginine-rich splicing Factor 10 (SRSF10) behaves in hepatocellular carcinoma (HCC) has not been sufficiently studied. We aimed to determine SRSF10 associated AS mechanisms and their effects on HCC progression. METHODS The expression of SRSF10 in HCC tissues was examined, and the in vitro and in vivo functions of SRSF10 were investigated. The downstream AS targets were screened using RNA sequencing. The interaction between SRSF10 protein and exclusion of cell division cycle 25 A (CDC25A) mRNA was identified using RNA immunoprecipitation and crosslinking immunoprecipitation q-PCR. The effects of SRSF10 on CDC25A posttranslational modification, subcellular distribution, and protein stability were verified through coimmunoprecipitation, immunofluorescence, and western blotting. RESULTS SRSF10 was enriched in HCC tissues and facilitated HCC proliferation, cell cycle, and invasion. RNA sequencing showed that SRSF10 promotes exon 6 exclusion of CDC25A pre-mRNA splicing. As a crucial cell cycle mediator, the exon-skipped isoform CDC25A(△E6) was identified to be stabilized and retained in the nucleus due to the deletion of two ubiquitination (Lys150, Lys169) sites in exon 6. The stabilized isoform CDC25A(△E6) derived from AS had stronger cell cycle effects on HCC tumorigenesis, and playing a more significant role than the commonly expressed longer variant CDC25A(L). Interestingly, SRSF10 activated the carcinogenesis role of CDC25A through Ser178 dephosphorylation to cause nuclear retention. Moreover, CDC25A(△E6) was verified to be indispensable for SRSF10 to promote HCC development in vitro and in vivo. CONCLUSIONS We reveal a regulatory pattern whereby SRSF10 contributes to a large proportion of stabilized CDC25A(△E6) production, which is indispensable for SRSF10 to promote HCC development. Our findings uncover AS mechanisms such as CDC25A that might serve as potential therapeutic targets to treat HCC.
Collapse
|
4
|
López‐Cánovas JL, Hermán‐Sánchez N, Moreno‐Montilla MT, del Rio‐Moreno M, Alors‐Perez E, Sánchez‐Frias ME, Amado V, Ciria R, Briceño J, de la Mata M, Castaño JP, Rodriguez‐Perálvarez M, Luque RM, Gahete MD. Spliceosomal profiling identifies EIF4A3 as a novel oncogene in hepatocellular carcinoma acting through the modulation of FGFR4 splicing. Clin Transl Med 2022; 12:e1102. [PMID: 36419260 PMCID: PMC9684617 DOI: 10.1002/ctm2.1102] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 10/18/2022] [Accepted: 10/21/2022] [Indexed: 11/27/2022] Open
Abstract
INTRODUCTION Altered splicing landscape is an emerging cancer hallmark; however, the dysregulation and implication of the cellular machinery controlling this process (spliceosome components and splicing factors) in hepatocellular carcinoma (HCC) is poorly known. This study aimed to comprehensively characterize the spliceosomal profile and explore its role in HCC. METHODS Expression levels of 70 selected spliceosome components and splicing factors and clinical implications were evaluated in two retrospective and six in silico HCC cohorts. Functional, molecular and mechanistic studies were implemented in three cell lines (HepG2, Hep3B and SNU-387) and preclinical Hep3B-induced xenograft tumours. RESULTS Spliceosomal dysregulations were consistently found in retrospective and in silico cohorts. EIF4A3, RBM3, ESRP2 and SRPK1 were the most dysregulated spliceosome elements in HCC. EIF4A3 expression was associated with decreased survival and greater recurrence. Plasma EIF4A3 levels were significantly elevated in HCC patients. In vitro EIF4A3-silencing (or pharmacological inhibition) resulted in reduced aggressiveness, and hindered xenograft-tumours growth in vivo, whereas EIF4A3 overexpression increased tumour aggressiveness. EIF4A3-silencing altered the expression and splicing of key HCC-related genes, specially FGFR4. EIF4A3-silencing blocked the cellular response to the natural ligand of FGFR4, FGF19. Functional consequences of EIF4A3-silencing were mediated by FGFR4 splicing as the restoration of non-spliced FGFR4 full-length version blunted these effects, and FGFR4 inhibition did not exert further effects in EIF4A3-silenced cells. CONCLUSIONS Splicing machinery is strongly dysregulated in HCC, providing a source of new diagnostic, prognostic and therapeutic options in HCC. EIF4A3 is consistently elevated in HCC patients and associated with tumour aggressiveness and mortality, through the modulation of FGFR4 splicing.
Collapse
|
5
|
Kumar D, Das M, Oberg A, Sahoo D, Wu P, Sauceda C, Jih L, Ellies LG, Langiewicz MT, Sen S, Webster NJG. Hepatocyte Deletion of IGF2 Prevents DNA Damage and Tumor Formation in Hepatocellular Carcinoma. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2105120. [PMID: 35615981 PMCID: PMC9313545 DOI: 10.1002/advs.202105120] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Revised: 03/18/2022] [Indexed: 05/12/2023]
Abstract
Hepatocellular carcinoma (HCC) is the fifth most common cancer worldwide. Serine-arginine rich splicing factor 3 (SRSF3) plays a critical role in hepatocyte function and its loss in mice promotes chronic liver damage and leads to HCC. Hepatocyte-specific SRSF3 knockout mice (SKO mice) also overexpress insulin-like growth factor 2 (IGF2). In the present study, double deletion of Igf2 and Srsf3 (DKO mice) prevents hepatic fibrosis and inflammation, and completely prevents tumor formation, and is associated with decreased proliferation, apoptosis and DNA damage, and restored DNA repair enzyme expression. This is confirmed in vitro, where IGF2 treatment of HepG2 hepatoma cells decreases DNA repair enzyme expression and causes DNA damage. Tumors from the SKO mice also show mutational signatures consistent with homologous recombination and mismatch repair defects. Analysis of frozen human samples shows that SRSF3 protein is decreased sixfold in HCC compared to normal liver tissue but SRSF3 mRNA is increased. Looking at public TCGA data, HCC patients having high SRSF3 mRNA expression show poor survival, as do patients with alterations in known SRSF3-dependent splicing events. The results indicate that IGF2 overexpression in conjunction with reduced SRSF3 splicing activity could be a major cause of DNA damage and driver of liver cancer.
Collapse
Affiliation(s)
- Deepak Kumar
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Manasi Das
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Alexis Oberg
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Debashis Sahoo
- Division of Genome Information Sciences, Department of PediatricsUniversity of California San DiegoLa JollaCA92093USA
| | - Panyisha Wu
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Consuelo Sauceda
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Lily Jih
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Lesley G. Ellies
- Division of Cancer Biology Research, Department of PathologyUniversity of California San DiegoLa JollaCA92093USA
- Moores Cancer CenterUniversity of California San DiegoLa JollaCA92093USA
| | - Magda T. Langiewicz
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Supriya Sen
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
| | - Nicholas J. G. Webster
- Research and Development ServiceVA San Diego Healthcare SystemSan DiegoCA92161USA
- Division of Endocrinology and Metabolism, Department of MedicineUniversity of California San DiegoLa JollaCA92093USA
- Moores Cancer CenterUniversity of California San DiegoLa JollaCA92093USA
| |
Collapse
|
6
|
Brown ZJ, Hewitt DB, Pawlik TM. Biomarkers of intrahepatic cholangiocarcinoma: diagnosis and response to therapy. FRONT BIOSCI-LANDMRK 2022; 27:85. [PMID: 35345317 DOI: 10.31083/j.fbl2703085] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Revised: 01/31/2022] [Accepted: 02/10/2022] [Indexed: 01/03/2025]
Abstract
Intrahepatic cholangiocarcinoma (ICC) is the second most common primary liver cancer behind hepatocellular carcinoma (HCC) and carries a dismal prognosis. Improved genetic analysis has paved the way for a better understanding of the distinct somatic genomic landscapes of ICC. The use of next generation sequencing has paved the way for more personalized medicine through identifying unique mutations which may prove to be therapeutic targets. The ability to identify biomarkers specific to ICC will assist in establishing a diagnosis, monitoring response to therapy, as well as assist in identifying novel therapies and personalized medicine. Herein, we discuss potential biomarkers for ICC and how these markers can assist in diagnosis, monitor response to therapy, and potentially identify novel interventions for the treatment of ICC.
Collapse
Affiliation(s)
- Zachary J Brown
- Division of Surgical Oncology, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| | - D Brock Hewitt
- Division of Surgical Oncology, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| | - Timothy M Pawlik
- Division of Surgical Oncology, Department of Surgery, The Ohio State University Wexner Medical Center, Columbus, OH 43210, USA
| |
Collapse
|
7
|
Distinct Minor Splicing Patterns across Cancers. Genes (Basel) 2022; 13:genes13020387. [PMID: 35205431 PMCID: PMC8871696 DOI: 10.3390/genes13020387] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Revised: 02/08/2022] [Accepted: 02/15/2022] [Indexed: 12/21/2022] Open
Abstract
In human cells, the U12 spliceosome, also known as the minor spliceosome, is responsible for the splicing of 0.5% of introns, while the major U2 spliceosome is responsible for the other 99.5%. While many studies have been done to characterize and understand splicing dysregulation in cancer, almost all of them have focused on U2 splicing and ignored U12 splicing, despite evidence suggesting minor splicing is involved in cell cycle regulation. In this study, we analyzed RNA-seq data from The Cancer Genome Atlas for 14 different cohorts to determine differential splicing of minor introns in tumor and adjacent normal tissue. We found that in some cohorts, such as breast cancer, there was a strong skew towards minor introns showing increased splicing in the tumor; in others, such as the renal chromophobe cell carcinoma cohort, the opposite pattern was found, with minor introns being much more likely to have decreased splicing in the tumor. Further analysis of gene expression did not reveal any candidate regulatory mechanisms that could cause these different minor splicing phenotypes between cohorts. Our data suggest context-dependent roles of the minor spliceosome in tumorigenesis and provides a foundation for further investigation of minor splicing in cancer, which could then serve as a basis for novel therapeutic strategies.
Collapse
|
8
|
Impact of Alternative Splicing Variants on Liver Cancer Biology. Cancers (Basel) 2021; 14:cancers14010018. [PMID: 35008179 PMCID: PMC8750444 DOI: 10.3390/cancers14010018] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 12/15/2021] [Accepted: 12/16/2021] [Indexed: 12/24/2022] Open
Abstract
Simple Summary Among the top ten deadly solid tumors are the two most frequent liver cancers, hepatocellular carcinoma, and intrahepatic cholangiocarcinoma, whose development and malignancy are favored by multifactorial conditions, which include aberrant maturation of pre-mRNA due to abnormalities in either the machinery involved in the splicing, i.e., the spliceosome and associated factors, or the nucleotide sequences of essential sites for the exon recognition process. As a consequence of cancer-associated aberrant splicing in hepatocytes- and cholangiocytes-derived cancer cells, abnormal proteins are synthesized. They contribute to the dysregulated proliferation and eventually transformation of these cells to phenotypes with enhanced invasiveness, migration, and multidrug resistance, which contributes to the poor prognosis that characterizes these liver cancers. Abstract The two most frequent primary cancers affecting the liver, whose incidence is growing worldwide, are hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (iCCA), which are among the five most lethal solid tumors with meager 5-year survival rates. The common difficulty in most cases to reach an early diagnosis, the aggressive invasiveness of both tumors, and the lack of favorable response to pharmacotherapy, either classical chemotherapy or modern targeted therapy, account for the poor outcome of these patients. Alternative splicing (AS) during pre-mRNA maturation results in changes that might affect proteins involved in different aspects of cancer biology, such as cell cycle dysregulation, cytoskeleton disorganization, migration, and adhesion, which favors carcinogenesis, tumor promotion, and progression, allowing cancer cells to escape from pharmacological treatments. Reasons accounting for cancer-associated aberrant splicing include mutations that create or disrupt splicing sites or splicing enhancers or silencers, abnormal expression of splicing factors, and impaired signaling pathways affecting the activity of the splicing machinery. Here we have reviewed the available information regarding the impact of AS on liver carcinogenesis and the development of malignant characteristics of HCC and iCCA, whose understanding is required to develop novel therapeutical approaches aimed at manipulating the phenotype of cancer cells.
Collapse
|
9
|
Baralle M, Baralle FE. Alternative splicing and liver disease. Ann Hepatol 2021; 26:100534. [PMID: 34547477 DOI: 10.1016/j.aohep.2021.100534] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 07/27/2021] [Accepted: 07/30/2021] [Indexed: 02/04/2023]
Abstract
Alternative splicing produces complex and dynamic changes in the protein isoforms that are necessary for the proper biological functioning of the metabolic pathways involved in liver development and hepatocyte homeostasis. Changes in the physiological state of alternatively spliced forms are increasingly linked to liver pathologies. This may occur when the expression or function of the set of proteins controlling the alternative splicing processes are altered by external effectors such as oxidative stress and other environmental variations. Studies addressing these modifications reveal a complex interplay between the expression levels of different proteins that regulate the alternative splicing process as well as the changes in alternative splicing. This interplay results in a cascade of different protein isoforms that correlate with the progression of non-alcoholic fatty liver disease, hepatocellular carcinoma, and alcoholic liver disease. However, research on the detailed molecular mechanism underlying the production of these isoforms is needed. It is imperative to identify the physiological processes affected by the differentially spliced isoforms and confirm their role on the onset and maintenance of the pathology. This is required to design potential therapeutic approaches targeting the key splicing changes to revert the pathological condition as well as identify prognostic markers. In this review, we describe the complexity of the splicing process through an example to encourage researchers to go down this path. Subsequently, rather than a catalog of splicing events we have hand-picked and discuss a few selected studies of specific liver pathologies and suggested ways to focus research on these areas.
Collapse
Affiliation(s)
- Marco Baralle
- International Centre for Genetic Engineering and Biotechnology (ICGEB), Padriciano 99, Italy
| | - Francisco E Baralle
- Fondazione Italiana Fegato-Onlus, Bldg. Q, AREA Science Park, ss14, Km 163.5, Basovizza, 34149 Trieste, Italy.
| |
Collapse
|
10
|
Luo D, Zhao D, Zhang M, Hu C, Li H, Zhang S, Chen X, Huttad L, Li B, Jin C, Lin C, Han B. Alternative Splicing-Based Differences Between Hepatocellular Carcinoma and Intrahepatic Cholangiocarcinoma: Genes, Immune Microenvironment, and Survival Prognosis. Front Oncol 2021; 11:731993. [PMID: 34760694 PMCID: PMC8574058 DOI: 10.3389/fonc.2021.731993] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Accepted: 09/29/2021] [Indexed: 12/17/2022] Open
Abstract
Alternative splicing (AS) event is a novel biomarker of tumor tumorigenesis and progression. However, the comprehensive analysis of hepatocellular carcinoma (HCC) and intrahepatic cholangiocarcinoma (ICC) is lacking. Differentially expressed analysis was used to identify the differentially expressed alternative splicing (DEAS) events between HCC or ICC tissues and their normal tissues. The correlation between DEAS events and functional analyses or immune features was evaluated. The cluster analysis based on DEAS can accurately reflect the differences in the immune microenvironment between HCC and ICC. Forty-five immune checkpoints and 23 immune features were considered statistically significant in HCC, while only seven immune checkpoints and one immune feature in ICC. Then, the prognostic value of DEAS events was studied, and two transcripts with different basic cell functions (proliferation, cell cycle, invasion, and migration) were produced by ADHFE1 through alternative splicing. Moreover, four nomograms were established in conjunction with relevant clinicopathological factors. Finally, we found two most significant splicing factors and further showed their protein crystal structure. The joint analysis of the AS events in HCC and ICC revealed novel insights into immune features and clinical prognosis, which might provide positive implications in HCC and ICC treatment.
Collapse
Affiliation(s)
- Dingan Luo
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Deze Zhao
- Department of Thoracic Surgery, Xiangya Hospital, Central South University, Changsha, China
| | - Mao Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Chuan Hu
- Medical College, Qingdao University, Qingdao, China
| | - Haoran Li
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Shun Zhang
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Xiaowu Chen
- Asian Liver Center, Department of Surgery, Medical School of Stanford University, Stanford, CA, United States
| | - Lakshmi Huttad
- Asian Liver Center, Department of Surgery, Medical School of Stanford University, Stanford, CA, United States
| | - Bailiang Li
- Department of Radiation Oncology, Medical School of Stanford University, Stanford, CA, United States
| | - Cheng Jin
- Department of Radiation Oncology, Medical School of Stanford University, Stanford, CA, United States
| | - Changwei Lin
- Department of Gastrointestinal Surgery, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Bing Han
- Department of Hepatobiliary and Pancreatic Surgery, The Affiliated Hospital of Qingdao University, Qingdao, China
| |
Collapse
|
11
|
Liu Z, Ye J, Khan AA, Chen J, Zhou L, Zheng S, Xu X. Genome-Wide Profiling of Alternative Splicing Signatures Associated with Prognosis and Immune Microenvironment of Hepatocellular Carcinoma. Med Sci Monit 2021; 27:e930052. [PMID: 34407065 PMCID: PMC8381756 DOI: 10.12659/msm.930052] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Background The potential roles of alternative splicing (AS) in HCC remain unknown. This study aimed to identify AS signatures associated with the prognosis that influence the immune microenvironment of HCC. Material/Methods The SpliceSeq tool was employed for genome-wide profiling of 7 AS events in 361 HCC patients from The Cancer Genome Atlas (TCGA). A prognostic signature was built by integrating Cox regression and the least absolute shrinkage and selection operator (LASSO). The support vector machine (SVM) and receiver operating characteristic curve (ROC) were employed to analyze the AS events in the signatures to discriminate the immune microenvironment. Results There were 3546 AS events highly linked to the survival of patients with HCC. The AS signature could effectively stratify HCC patients. Clustering analysis revealed 3 different immune clusters characterized with significantly different prognoses and were significantly correlated with AS signatures. The AS events in the final prognostic signature classified the immune cluster with an average AUC of the ROC (0.88). Moreover, a potential regulatory network of splicing events in HCC is presented. Conclusions We established the prognostic signature based on AS, which can effectively stratify HCC patients and predict the immune subtypes. Moreover, novel RNA splicing patterns and splicing-regulatory networks involved in HCC were discovered.
Collapse
Affiliation(s)
- Zhikun Liu
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Jiangwei Ye
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Division of Hepatobiliary and Pancreatic Surgery, Sanmen People's Hospital, Sanmen, Zhejiang, China (mainland)
| | - Abid Ali Khan
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Jun Chen
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Lin Zhou
- Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Shusen Zheng
- Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| | - Xiao Xu
- Department of Hepatobiliary and Pancreatic Surgery, Center for Integrated Oncology and Precision Medicine, Affiliated Hangzhou First People's Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China (mainland).,Key Lab of Combined Multi-Organ Transplantation, Collaborative Innovation Center for Diagnosis and Treatment of Infectious Diseases, Ministry of Public Health, Hangzhou, Zhejiang, China (mainland)
| |
Collapse
|
12
|
Yu S, Cai L, Liu C, Gu R, Cai L, Zhuo L. Identification of prognostic alternative splicing events related to the immune microenvironment of hepatocellular carcinoma. Mol Med 2021; 27:36. [PMID: 33832428 PMCID: PMC8034091 DOI: 10.1186/s10020-021-00294-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2020] [Accepted: 03/17/2021] [Indexed: 12/24/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) is one of the most common malignant tumors in the world, and its 5-year survival rate is less than 20%, despite various treatments being available. Increasing evidence indicates that alternative splicing (AS) plays a nonnegligible role in the formation and development of the tumor microenvironment (TME). However, the comprehensive analysis of the impact on prognostic AS events on immune-related perspectives in HCC is lacking but urgently needed. Methods The transcriptional data and clinical information of HCC patients were downloaded from TCGA (The Cancer Genome Atlas) database for calculating immune and stromal scores by ESTIMATE algorithm. We then divided patients into high/low score groups and explored their prognostic significance using Kaplan–Meier curves. Based on stromal and immune scores, differentially expressed AS events (DEASs) were screened and evaluated with functional enrichment analysis. Additionally, a risk score model was established by applying univariate and multivariate Cox regression analyses. Finally, gene set variation analysis (GSVA) was adopted to explore differences in biological behaviors between the high- and low-risk subgroups. Results A total of 370 HCC patients with complete and qualified corresponding data were included in the subsequent analysis. According to the results of ESTIMATE analysis, we observed that the high immune/stromal score group had a longer survival probability, which was significantly correlated with prognosis in HCC patients. In addition, 467 stromal/immune score-related DEASs were identified, and enrichment analysis revealed that DEASs were significantly enriched in pathways related to HCC tumorigenesis and the immune microenvironment. More importantly, the final prognostic signature containing 16 DEASs showed powerful predictive ability. Finally, GSVA demonstrated that activation of carcinogenic pathways and immune-related pathways in the high-risk group may lead to poor prognosis. Conclusions Collectively, these outcomes revealed prognostic AS events related to carcinogenesis and the immune microenvironment, which may yield new directions for HCC immunotherapy. Supplementary Information The online version contains supplementary material available at 10.1186/s10020-021-00294-3.
Collapse
Affiliation(s)
- Shanshan Yu
- Department of Chemoradiation Oncology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, People's Republic of China
| | - Luya Cai
- Department of Obstetrics and Gynecology, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, People's Republic of China
| | - Chuan Liu
- Department of Medical Oncology, The First Hospital of China Medical University, Shenyang, Liaoning, People's Republic of China
| | - Ruihong Gu
- Department of Microbiology and Immunology, Institute of Molecular Virology and Immunology, Institute of Tropical Medicine, School of Basic Medical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang, People's Republic of China
| | - Lingyi Cai
- Department of Hematology, The Second Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, People's Republic of China
| | - Leying Zhuo
- Department of Intensive Care Unit, The First Affiliated Hospital of Wenzhou Medical University, Southern White Elephant Town, Ouhai, Wenzhou, Zhejiang, 325000, People's Republic of China.
| |
Collapse
|
13
|
Wu P, Zhang M, Webster NJG. Alternative RNA Splicing in Fatty Liver Disease. Front Endocrinol (Lausanne) 2021; 12:613213. [PMID: 33716968 PMCID: PMC7953061 DOI: 10.3389/fendo.2021.613213] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 01/13/2021] [Indexed: 12/12/2022] Open
Abstract
Alternative RNA splicing is a process by which introns are removed and exons are assembled to construct different RNA transcript isoforms from a single pre-mRNA. Previous studies have demonstrated an association between dysregulation of RNA splicing and a number of clinical syndromes, but the generality to common disease has not been established. Non-alcoholic fatty liver disease (NAFLD) is the most common liver disease affecting one-third of adults worldwide, increasing the risk of cirrhosis and hepatocellular carcinoma (HCC). In this review we focus on the change in alternative RNA splicing in fatty liver disease and the role for splicing regulation in disease progression.
Collapse
Affiliation(s)
- Panyisha Wu
- Department of Medicine, Division of Endocrinology and Metabolism, University of California San Diego, La Jolla, CA, United States
| | - Moya Zhang
- University of California Los Angeles, Los Angeles, CA, United States
| | - Nicholas J. G. Webster
- VA San Diego Healthcare System, San Diego, CA, United States
- Department of Medicine, Division of Endocrinology and Metabolism, University of California San Diego, La Jolla, CA, United States
- Moores Cancer Center, University of California, San Diego, La Jolla, CA, United States
| |
Collapse
|