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Sun J, Guo H, Zhang S, Nie Y, Zhou S, Zeng Y, Sun Y. Machine learning-based integration develops an immunogenic cell death-derived lncRNA signature for predicting prognosis and immunotherapy response in lung adenocarcinoma. Sci Rep 2024; 14:11724. [PMID: 38778157 PMCID: PMC11111459 DOI: 10.1038/s41598-024-62569-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Accepted: 05/19/2024] [Indexed: 05/25/2024] Open
Abstract
Accumulating evidence demonstrates that lncRNAs are involved in the regulation of the immune microenvironment and early tumor development. Immunogenic cell death occurs mainly through the release or increase of tumor-associated antigen and tumor-specific antigen, exposing "danger signals" to stimulate the body's immune response. Given the recent development of immunotherapy in lung adenocarcinoma, we explored the role of tumor immunogenic cell death-related lncRNAs in lung adenocarcinoma for prognosis and immunotherapy benefit, which has never been uncovered yet. Based on the lung adenocarcinoma cohorts from the TCGA database and GEO database, the study developed the immunogenic cell death index signature by several machine learning algorithms and then validated the signature for prognosis and immunotherapy benefit of lung adenocarcinoma patients, which had a more stable performance compared with published signatures in predicting the prognosis, and demonstrated predictive value for benefiting from immunotherapy in multiple cohorts of multiple cancers, and also guided the utilization of chemotherapy drugs.
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Affiliation(s)
- Jiazheng Sun
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Hehua Guo
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
- Department of Respiratory Medicine, The First People's Hospital of Jiangxia District, Wuhan, China
| | - Siyu Zhang
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yalan Nie
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Sirui Zhou
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yulan Zeng
- Department of Respiratory Medicine, Liyuan Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
| | - Yalu Sun
- Department of Rehabilitation Medicine, Affiliated Hospital of Jining Medical University, Jining, China.
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Sakurai K, Ito H. Multifaced roles of the long non-coding RNA DRAIC in cancer progression. Life Sci 2024; 343:122544. [PMID: 38458555 DOI: 10.1016/j.lfs.2024.122544] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Revised: 02/15/2024] [Accepted: 03/04/2024] [Indexed: 03/10/2024]
Abstract
Long non-coding RNAs (lncRNA) are functional RNAs, with over 200 nucleotides in length and lacking protein-coding potential. Studies have indicated that lncRNAs are important gene regulators under physiological conditions. Aberrant lncRNA expression is associated with the initiation and progression of various diseases, including cancers. High-throughput transcriptome analyses have revealed thousands of lncRNAs as putative tumor suppressors or promoters in various cancers, but the detailed molecular mechanisms of each lncRNA remain unclear. Downregulated RNA In Cancer, inhibitor of cell invasion and migration (DRAIC) (also known as LOC145837 and RP11-279F6.1) is a lncRNA that inhibits or promotes cancer progression with several modes of action. DRAIC was originally identified as a tumor-suppressive lncRNA in prostate adenocarcinoma. Subsequent studies also revealed that it has an anti-tumor role in glioblastoma, triple-negative breast cancer, and stomach adenocarcinoma. However, DRAIC exhibits oncogenic functions in other malignancies, such as lung adenocarcinoma and esophageal carcinoma, indicating its highly context-dependent effects on cancer progression and clinical outcomes. DRAIC and its associated pathways regulate various biological processes, including proliferation, invasion, metastasis, autophagy, and neuroendocrine function. This review introduces the multifaceted roles of DRAIC, particularly in cancer progression, and discusses its biological significance and clinical implications.
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Affiliation(s)
- Kouhei Sakurai
- Department of Joint Research Laboratory of Clinical Medicine, School of Medicine, Fujita Health University, Toyoake, Aichi, 470-1192, Japan.
| | - Hiroyasu Ito
- Department of Joint Research Laboratory of Clinical Medicine, School of Medicine, Fujita Health University, Toyoake, Aichi, 470-1192, Japan
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Li X, Zhang S, Sun S, Yue X, Qian L, Tang J, Jiang F, Lu J, Cao Y, Meng S, Yao T. Prediction and screening of circRNA in triple-negative breast cancer. Am J Transl Res 2022; 14:8049-8063. [PMID: 36505306 PMCID: PMC9730078] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2022] [Accepted: 10/28/2022] [Indexed: 12/15/2022]
Abstract
OBJECTIVE The purpose of this investigation was to study the expression profile and potential function of circular RNA (circRNA) and long noncoding RNA (lncRNA) in triple-negative breast cancer (TNBC). METHODS RNA sequencing technology was used to detect differentially expressed circRNAs and lncRNAs between TNBC tissues and the adjacent tissue. The potential functions of these different RNAs were analyzed by GO and KEGG enrichment analysis by bioinformatics tools. We also selected and analyzed these key circRNAs and lncRNAs to verify their important functions in TNBC. RESULTS A total of 139 differentially expressed circRNAs and 1001 lncRNAs were obtained. The co-expression analysis showed that the hub lncRNAs (OIP5-AS1, DRAIC) were associated with several tumors and mainly enriched in tumor metastasis. We also screened 5 circRNA-hosting genes (NTRK2, FNTA, BAPGEF2, MGST2, ADH1B) that were associated with the brain-derived neurotrophic factor (BDNF) receptor signaling pathway and cerebral cortex development, as well as AMPK and TGF-β signaling pathway. CONCLUSION We identified a large number of differentially expressed circRNAs and lncRNAs, which provide useful insight in understanding TNBC carcinogenesis.
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Yao Q, Zhang X, Chen D. The emerging potentials of lncRNA DRAIC in human cancers. Front Oncol 2022; 12:867670. [PMID: 35992823 PMCID: PMC9386314 DOI: 10.3389/fonc.2022.867670] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 07/11/2022] [Indexed: 12/24/2022] Open
Abstract
Long non-coding RNA (lncRNA) is a subtype of noncoding RNA that has more than 200 nucleotides. Numerous studies have confirmed that lncRNA is relevant during multiple biological processes through the regulation of various genes, thus affecting disease progression. The lncRNA DRAIC, a newly discovered lncRNA, has been found to be abnormally expressed in a variety of diseases, particularly cancer. Indeed, the dysregulation of DRAIC expression is closely related to clinicopathological features. It was also reported that DRAIC is key to biological functions such as cell proliferation, autophagy, migration, and invasion. Furthermore, DRAIC is of great clinical significance in human disease. In this review, we discuss the expression signature, clinical characteristics, biological functions, relevant mechanisms, and potential clinical applications of DRAIC in several human diseases.
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Affiliation(s)
- Qinfan Yao
- Kidney Disease Center, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
- Key Laboratory of Kidney Disease Prevention and Control Technology, Hangzhou, China
- National Key Clinical Department of Kidney Diseases, Institute of Nephrology, Zhejiang University, Hangzhou, China
- Zhejiang Clinical Research Center of Kidney and Urinary System Disease, Hangzhou, China
| | - Xiuyuan Zhang
- Kidney Disease Center, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
- Key Laboratory of Kidney Disease Prevention and Control Technology, Hangzhou, China
- National Key Clinical Department of Kidney Diseases, Institute of Nephrology, Zhejiang University, Hangzhou, China
- Zhejiang Clinical Research Center of Kidney and Urinary System Disease, Hangzhou, China
| | - Dajin Chen
- Kidney Disease Center, the First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China
- Key Laboratory of Kidney Disease Prevention and Control Technology, Hangzhou, China
- National Key Clinical Department of Kidney Diseases, Institute of Nephrology, Zhejiang University, Hangzhou, China
- Zhejiang Clinical Research Center of Kidney and Urinary System Disease, Hangzhou, China
- *Correspondence: Dajin Chen,
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Arya P, Kumar P. Diosgenin a steroidal compound: An emerging way to cancer management. J Food Biochem 2021; 45:e14005. [PMID: 34799857 DOI: 10.1111/jfbc.14005] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 11/09/2021] [Accepted: 11/09/2021] [Indexed: 12/14/2022]
Abstract
To endure respective research for cancer via common food ingredients has become more prominent with preferably minuscule toxicity. Spices are emerging as a new source of bioactive compounds which have the potential to cure cancer. Fenugreek is rich in diosgenin that has curative and preventive potency toward various cancers. Cancer is invading various cellular mechanisms by altering cellular receptors. Cancer falsifies healthy cells by altered cell receptors like p38, p53, mTOR, Akt, and PARP. Distinct stages of cancer development are triggered by various cellular mechanisms. Diosgenin helps in suppressing cancer mechanisms and induces programmed cell death. Diosgenin brought changes in treatment line of lung, breast, prostate, liver, and colon cancer. Apoptosis changes cytoplasmic different caspase pathways and triggers selected sequence for cancer cell line death. Cell death comprised of series of events carried out by metalloprotease caspase. The complex relationship among cancer, caspase, cell death, and cellular receptors is reviewed in this article in respect of diosgenin. The utilization of diosgenin in creating a bar for cancer, its triggering sites, and various ways to cause apoptosis of abnormal cells. This article focused on diosgenin, its role in the prevention of different cancer and cellular apoptosis throughout different pathways involved in complex interaction of bioactive compound-cellular mechanism cancer. PRACTICAL APPLICATIONS: The concept of curing diseases from daily routine food is quite old. Fenugreek is an excellent source of various bioactive compounds especially diosgenin. Diosgenin is steroidal sapogenin that cures various health issues including cancers. Cancer is one of the most life-threating disease which can affect any cell, tissue, and organ in living system. Diosgenin is proved to be beneficial in terms curing cancer of various types but majorly include lung, liver, colon breast, and prostate. Cancer cure with diosgenin is providing a new base to the pharmaceutical and medical researchers to commence new and more specific journey of diosgenin. Diosgenin could alter cellular pathways that modify cell mechanism in way toward treating cancer. Cell mechanism mainly affected by the interaction of cell signals and cell different receptors that cause triggered cell death. This review article focused over various cancer and diosgenin effect in controlling different cellular pathways which include cellular signaling and cell death mechanism.
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Affiliation(s)
- Prajya Arya
- Department of Food Engineering and Technology, Sant Longowal Institute of Engineering and Technology, Longowal, India
| | - Pradyuman Kumar
- Department of Food Engineering and Technology, Sant Longowal Institute of Engineering and Technology, Longowal, India
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