1
|
Adugna A, Amare GA, Jemal M. Machine Learning Approach and Bioinformatics Analysis Discovered Key Genomic Signatures for Hepatitis B Virus-Associated Hepatocyte Remodeling and Hepatocellular Carcinoma. Cancer Inform 2025; 24:11769351251333847. [PMID: 40291818 PMCID: PMC12033511 DOI: 10.1177/11769351251333847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2024] [Accepted: 03/24/2025] [Indexed: 04/30/2025] Open
Abstract
Hepatitis B virus (HBV) causes liver cancer, which is the third most common cause of cancer-related death worldwide. Chronic inflammation via HBV in the host hepatocytes causes hepatocyte remodeling (hepatocyte transformation and immortalization) and hepatocellular carcinoma (HCC). Recognizing cancer stages accurately to optimize early screening and diagnosis is a primary concern in the outlook of HBV-induced hepatocyte remodeling and liver cancer. Genomic signatures play important roles in addressing this issue. Recently, machine learning (ML) models and bioinformatics analysis have become very important in discovering novel genomic signatures for the early diagnosis, treatment, and prognosis of HBV-induced hepatic cell remodeling and HCC. We discuss the recent literature on the ML approach and bioinformatics analysis revealed novel genomic signatures for diagnosing and forecasting HBV-associated hepatocyte remodeling and HCC. Various genomic signatures, including various microRNAs and their associated genes, long noncoding RNAs (lncRNAs), and small nucleolar RNAs (snoRNAs), have been discovered to be involved in the upregulation and downregulation of HBV-HCC. Moreover, these genetic biomarkers also affect different biological processes, such as proliferation, migration, circulation, assault, dissemination, antiapoptosis, mitogenesis, transformation, and angiogenesis in HBV-infected hepatocytes.
Collapse
Affiliation(s)
- Adane Adugna
- Medical Laboratory Sciences, College of Health Sciences, Debre Markos University, Ethiopia
| | - Gashaw Azanaw Amare
- Medical Laboratory Sciences, College of Health Sciences, Debre Markos University, Ethiopia
| | - Mohammed Jemal
- Department of Biomedical Sciences, School of Medicine, Debre Markos University, Ethiopia
| |
Collapse
|
2
|
Burenina OY, Lazarevich NL, Kustova IF, Shavochkina DA, Moroz EA, Kudashkin NE, Patyutko YI, Rubtsova MP, Dontsova OA. Upregulation of long noncoding RNAs LINC00941 and ABHD11-AS1 is associated with intrahepatic cholangiocarcinoma. Sci Prog 2025; 108:368504251330019. [PMID: 40151866 PMCID: PMC11951875 DOI: 10.1177/00368504251330019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
ObjectiveMany long noncoding RNAs (lncRNAs) are associated with liver cancers, mainly hepatocellular carcinoma (HCC) and to a smaller extent intrahepatic cholangiocarcinoma (CCA). Most of such lncRNAs show similar dysregulation patterns when the two types of tumors are compared, suggesting that these aberrations are characteristic features of these liver tumor types. In the present study, we aimed to identify some candidate lncRNAs that are associated specifically with CCA.MethodsAccording to The Cancer Genome Atlas data, we chose LINC00941, ABHD11-AS1, and CASC8 as promising biomarkers dysregulated in CCA but unaffected in HCC. We first verified their upregulation in an existing transcriptomic dataset for CCA patients. Next, we estimated expression levels of these three lncRNAs by reverse-transcription quantitative PCR in a group of paired (tumorous/adjacent) postsurgery tissue samples from 110 patients with various liver lesions: CCA, HCC, combined HCC-CCA, or benign liver tumors.ResultsSignificant upregulation of LINC00941 and ABHD11-AS1 was noted in most of the investigated CCA samples, whereas in HCC samples, increased expression of these two lncRNAs was observed only in some types of cases (mainly characterized by an advanced tumor stage). In contrast, CASC8 manifested extremely low expression and no diagnostic potential in all the tested liver samples. Analyzing expression correlations of lncRNAs with candidate genes, we obtained strong evidence for LINC00941-mediated upregulation of CAPRIN2 in CCA.ConclusionsFor the first time, we show the upregulation of LINC00941 and ABHD11-AS1 in CCA and report their good potential as diagnostic biomarkers for this type of liver tumor.
Collapse
Affiliation(s)
- Olga Y. Burenina
- Center of Molecular and Cellular Biology, Moscow, Russia
- Shemyakin–Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
- Chemistry Department, Lomonosov Moscow State University, Moscow, Russia
| | - Natalia L. Lazarevich
- Biology Department, Lomonosov Moscow State University, Moscow, Russia
- Institute of Carcinogenesis, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Inna F. Kustova
- Institute of Carcinogenesis, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Daria A. Shavochkina
- Institute of Carcinogenesis, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Ekaterina A. Moroz
- Institute of Clinical Oncology, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Nikolay E. Kudashkin
- Institute of Clinical Oncology, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Yuriy I. Patyutko
- Institute of Clinical Oncology, Blokhin National Medical Research Center of Oncology (affiliated with Russian Ministry of Health), Moscow, Russia
| | - Maria P. Rubtsova
- Shemyakin–Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
- Chemistry Department, Lomonosov Moscow State University, Moscow, Russia
| | - Olga A. Dontsova
- Center of Molecular and Cellular Biology, Moscow, Russia
- Shemyakin–Ovchinnikov Institute of Bioorganic Chemistry, Russian Academy of Sciences, Moscow, Russia
- Chemistry Department, Lomonosov Moscow State University, Moscow, Russia
| |
Collapse
|
3
|
Li P, Ma X, Gu X. The essential roles of lncRNAs/PI3K/AKT axis in gastrointestinal tumors. Front Cell Dev Biol 2024; 12:1442193. [PMID: 39161590 PMCID: PMC11330846 DOI: 10.3389/fcell.2024.1442193] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Accepted: 07/25/2024] [Indexed: 08/21/2024] Open
Abstract
The role of long noncoding RNA (lncRNA) in tumors, particularly in gastrointestinal tumors, has gained significant attention. Accumulating evidence underscores the interaction between various lncRNAs and diverse molecular pathways involved in cancer progression. One such pivotal pathway is the PI3K/AKT pathway, which serves as a crucial intracellular mechanism maintaining the balance among various cellular physiological processes for normal cell growth and survival. Frequent dysregulation of the PI3K/AKT pathway in cancer, along with aberrant activation, plays a critical role in driving tumorigenesis. LncRNAs modulate the PI3K/AKT signaling pathway through diverse mechanisms, primarily by acting as competing endogenous RNA to regulate miRNA expression and associated genes. This interaction significantly influences fundamental biological behaviors such as cell proliferation, metastasis, and drug resistance. Abnormal expression of numerous lncRNAs in gastrointestinal tumors often correlates with clinical outcomes and pathological features in patients with cancer. Additionally, these lncRNAs influence the sensitivity of tumor cells to chemotherapy in multiple types of gastrointestinal tumors through the abnormal activation of the PI3K/AKT pathway. These findings provide valuable insights into the mechanisms underlying gastrointestinal tumors and potential therapeutic targets. However, gastrointestinal tumors remain a significant global health concern, with increasing incidence and mortality rates of gastrointestinal tumors over recent decades. This review provides a comprehensive summary of the latest research on the interactions of lncRNA and the PI3K/AKT pathway in gastrointestinal tumor development. Additionally, it focuses on the functions of lncRNAs and the PI3K/AKT pathway in carcinogenesis, exploring expression profiles, clinicopathological characteristics, interaction mechanisms with the PI3K/AKT pathway, and potential clinical applications.
Collapse
Affiliation(s)
- Penghui Li
- Department of Gastrointestinal Surgery, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, China
| | - Xiao Ma
- Zhejiang University School of Medicine, Hangzhou, China
| | - Xinyu Gu
- Department of Oncology, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, China
| |
Collapse
|
4
|
Xu C, Xu P, Zhang J, He S, Hua T, Huang A. Research progress and perspectives of noncoding RNAs in adrenocortical carcinoma: A review. Medicine (Baltimore) 2024; 103:e36908. [PMID: 38277554 PMCID: PMC10817030 DOI: 10.1097/md.0000000000036908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Accepted: 12/18/2023] [Indexed: 01/28/2024] Open
Abstract
Adrenocortical carcinoma (ACC) is a rare and highly aggressive endocrine malignancy. Although surgery can cure localized disease, but the majority of patients experience recurrence of ACC. The 5-year survival rate of patients with metastatic ACC is <15%, and the prognosis is poor. Therefore, it is urgent to explore the potential diagnostic markers and therapeutic targets for ACC. Recently, it has been proved that non-coding RNA (ncRNAs) is widely involved in pathological and physiological processes, including tumorigenesis and development. Aberrantly expressed ncRNAs have been found to be involved in the pathogenesis of ACC. Here, we summarized the expression patterns and the molecular mechanism of the involvement of microRNAs (miRNAs), long non-coding RNAs (lncRNAs) and circular RNAs (circRNAs) in ACC development. To explore the clinical value of ncRNAs as noninvasive biomarkers of ACC, we also displayed the relationship between the expression level of ncRNAs and the diagnosis and prognosis of patients with ACC.
Collapse
Affiliation(s)
- Changfen Xu
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| | - Peiyao Xu
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| | - Jiaqi Zhang
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| | - Sheng He
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| | - Tingting Hua
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| | - Aiwu Huang
- Department of Gynecology and Obstetrics, Hangzhou Lin’an TCM Hospital, Lin’an District, Hangzhou, China
| |
Collapse
|
5
|
Shu J, Xia K, Luo H, Wang Y. DARS-AS1: A Vital Oncogenic LncRNA Regulator with Potential for Cancer Prognosis and Therapy. Int J Med Sci 2024; 21:571-582. [PMID: 38322590 PMCID: PMC10845261 DOI: 10.7150/ijms.90611] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/28/2023] [Accepted: 01/01/2024] [Indexed: 02/08/2024] Open
Abstract
DARS-AS1, short for Aspartyl-tRNA synthetase antisense RNA 1, has emerged as a pivotal player in cancers. Upregulation of this lncRNA is a recurrent phenomenon observed across various cancer types, where it predominantly assumes oncogenic roles, exerting influence on multiple facets of tumor cell biology. This aberrant expression of DARS-AS1 has triggered extensive research investigations, aiming to unravel its roles and clinical values in cancer. In this review, we elucidate the significant correlation between dysregulated DARS-AS1 expression and adverse survival prognoses in cancer patients, drawing from existing literature and pan-cancer analyses from The Cancer Genome Atlas (TCGA). Additionally, we provide comprehensive insights into the diverse functions of DARS-AS1 in various cancers. Our review encompasses the elucidation of the molecular mechanisms, ceRNA networks, functional mediators, and signaling pathways, as well as its involvement in therapy resistance, coupled with the latest advancements in DARS-AS1-related cancer research. These recent updates enrich our comprehensive comprehension of the pivotal role played by DARS-AS1 in cancer, thereby paving the way for future applications of DARS-AS1-targeted strategies in tumor prognosis evaluation and therapeutic interventions. This review furnishes valuable insights to advance the ongoing efforts in combating cancer effectively.
Collapse
Affiliation(s)
- Jian Shu
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang 330008, Jiangxi, China
- Department of Spleen and Stomach Diseases, Jiujiang Hospital of Traditional Chinese Medicine, Jiujiang 332000, Jiangxi, China
| | - Kejiang Xia
- Department of Neurosurgery, Yingtan People's Hospital, Yingtan 335000, Jiangxi, China
| | - Hongliang Luo
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang 330008, Jiangxi, China
| | - Yang Wang
- Department of Gastrointestinal Surgery, The Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, Nanchang 330008, Jiangxi, China
| |
Collapse
|