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Koh YW, Han JH, Haam S, Lee HW. Machine learning-driven prediction of brain metastasis in lung adenocarcinoma using miRNA profile and target gene pathway analysis of an mRNA dataset. Clin Transl Oncol 2024; 26:2296-2308. [PMID: 38568412 DOI: 10.1007/s12094-024-03474-9] [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: 12/21/2023] [Accepted: 03/21/2024] [Indexed: 08/20/2024]
Abstract
BACKGROUND Brain metastasis (BM) is common in lung adenocarcinoma (LUAD) and has a poor prognosis, necessitating predictive biomarkers. MicroRNAs (MiRNAs) promote cancer cell growth, infiltration, and metastasis. However, the relationship between the miRNA expression profiles and BM occurrence in patients with LUAD remains unclear. METHODS We conducted an analysis to identify miRNAs in tissue samples that exhibited different expression levels between patients with and without BM. Using a machine learning approach, we confirmed whether the miRNA profile could be a predictive tool for BM. We performed pathway analysis of miRNA target genes using a matched mRNA dataset. RESULTS We selected 25 miRNAs that consistently exhibited differential expression between the two groups of 32 samples. The 25-miRNA profile demonstrated a strong predictive potential for BM in both Group 1 and Group 2 and the entire dataset (area under the curve [AUC] = 0.918, accuracy = 0.875 in Group 1; AUC = 0.867, accuracy = 0.781 in Group 2; and AUC = 0.908, accuracy = 0.875 in the entire group). Patients predicted to have BM, based on the 25-miRNA profile, had lower survival rates. Target gene analysis of miRNAs suggested that BM could be induced through the ErbB signaling pathway, proteoglycans in cancer, and the focal adhesion pathway. Furthermore, patients predicted to have BM based on the 25-miRNA profile exhibited higher expression of the epithelial-mesenchymal transition signature, TWIST, and vimentin than those not predicted to have BM. Specifically, there was a correlation between EGFR mRNA levels and BM. CONCLUSIONS This 25-miRNA profile may serve as a biomarker for predicting BM in patients with LUAD.
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Affiliation(s)
- Young Wha Koh
- Department of Pathology, Ajou University School of Medicine, 206 Worldcup-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do, 16499, Republic of Korea.
| | - Jae-Ho Han
- Department of Pathology, Ajou University School of Medicine, 206 Worldcup-ro, Yeongtong-gu, Suwon-si, Gyeonggi-do, 16499, Republic of Korea
| | - Seokjin Haam
- Department of Thoracic and Cardiovascular Surgery, Ajou University School of Medicine, Suwon-si, Republic of Korea
| | - Hyun Woo Lee
- Department of Hematology-Oncology, Ajou University School of Medicine, Suwon-si, Republic of Korea
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Wang G, Guo C, Pi H, Wang Y, Lin S, Bi K, Zhang M, Wang N, Zhao G. Elucidation of the anti-colorectal cancer mechanism of Atractylodes lancea by network pharmacology and experimental verification. Aging (Albany NY) 2024; 16:12008-12028. [PMID: 39177661 PMCID: PMC11386916 DOI: 10.18632/aging.206075] [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: 12/04/2023] [Accepted: 07/13/2024] [Indexed: 08/24/2024]
Abstract
Atractylodes lancea which was listed in "Shennong's Materia Medica" and could be used to treat gastrointestinal-associated diseases. However, its roles, core and active ingredients, and mechanisms in treatment of colorectal cancer (CRC) were still unknown. Therefore, network pharmacology and experimental validation were used to clarify the effects, core active ingredients and molecular mechanisms of Atractylodes lancea. We found that Atractylodes lancea has 28 effective active components and 213 potential targets. Seventy-three genes which demonstrate interaction between the Atractylodes lancea and CRC were confirmed. Enrichment analysis showed that 2033 GO biological process items and 144 KEGG pathways. Survival and molecular docking analysis revealed that luteolin as the core component interacted with these genes (Matrix metalloproteinase 3 (MMP3), Matrix metalloproteinase 9 (MMP9), Tissue inhibitor of metalloproteinases 1 (TIMP1), Vascular endothelial growth factor A (VEGFA)) with the lowest binding energy, and these genes were involved in building a prognostic model for CRC. Cellular phenotyping experiments showed that luteolin could inhibit the proliferation and migration of CRC cells and downregulate the expression of MMP3, MMP9, TIMP1, VEGFA probably by Phosphoinositide 3-kinase/ serine/threonine kinase Akt (PI3K/AKT) pathway. To conclude, Atractylodes lancea could inhibit proliferation and migration of CRC cells through its core active ingredient (luteolin) to suppress the expression of MMP3, MMP9, TIMP1, VEGFA probably by PI3K/AKT pathway.
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Affiliation(s)
- Guangliang Wang
- Affiliated Qingyuan Hospital (Qingyuan People’s Hospital), Guangzhou Medical University, Qingyuan 511518, Guangdong, China
- Department of Histology and Embryology, Faculty of Basic Medical Sciences, Guilin Medical University, Guilin 541000, Guangxi, China
| | - Chuangchuang Guo
- Faculty of Public Health, Guilin Medical University, Guilin 541000, Guangxi, China
| | - Hui Pi
- Faculty of Basic Medical Sciences, Dali University, Dali 671003, Yunnan, China
| | - Yu Wang
- Affiliated Qingyuan Hospital (Qingyuan People’s Hospital), Guangzhou Medical University, Qingyuan 511518, Guangdong, China
| | - Shuyun Lin
- Affiliated Qingyuan Hospital (Qingyuan People’s Hospital), Guangzhou Medical University, Qingyuan 511518, Guangdong, China
| | - Keyi Bi
- Department of Pharmacy, Guilin Medical University, Guilin 541000, Guangxi, China
| | - Ming Zhang
- Affiliated Qingyuan Hospital (Qingyuan People’s Hospital), Guangzhou Medical University, Qingyuan 511518, Guangdong, China
| | - Na Wang
- Faculty of Public Health, Guilin Medical University, Guilin 541000, Guangxi, China
| | - Guojun Zhao
- Affiliated Qingyuan Hospital (Qingyuan People’s Hospital), Guangzhou Medical University, Qingyuan 511518, Guangdong, China
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Al-Hawary SIS, Ruzibakieva M, Gupta R, Malviya J, Toama MA, Hjazi A, Alkhayyat MRR, Alsaab HO, Hadi A, Alwaily ER. Detailed role of microRNA-mediated regulation of PI3K/AKT axis in human tumors. Cell Biochem Funct 2024; 42:e3904. [PMID: 38102946 DOI: 10.1002/cbf.3904] [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: 10/24/2023] [Revised: 11/23/2023] [Accepted: 12/01/2023] [Indexed: 12/17/2023]
Abstract
The regulation of signal transmission and biological processes, such as cell proliferation, apoptosis, metabolism, migration, and angiogenesis are greatly influenced by the PI3K/AKT signaling pathway. Highly conserved endogenous non-protein-coding RNAs known as microRNAs (miRNAs) have the ability to regulate gene expression by inhibiting mRNA translation or mRNA degradation. MiRNAs serve key role in PI3K/AKT pathway as upstream or downstream target, and aberrant activation of this pathway contributes to the development of cancers. A growing body of research shows that miRNAs can control the PI3K/AKT pathway to control the biological processes within cells. The expression of genes linked to cancers can be controlled by the miRNA/PI3K/AKT axis, which in turn controls the development of cancer. There is also a strong correlation between the expression of miRNAs linked to the PI3K/AKT pathway and numerous clinical traits. Moreover, PI3K/AKT pathway-associated miRNAs are potential biomarkers for cancer diagnosis, therapy, and prognostic evaluation. The role and clinical applications of the PI3K/AKT pathway and miRNA/PI3K/AKT axis in the emergence of cancers are reviewed in this article.
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Affiliation(s)
| | - Malika Ruzibakieva
- Cell Therapy Department, Institute of Immunology and Human Genomics, Uzbekistan Academy of Science, Tashkent, Uzbekistan
| | - Reena Gupta
- Institute of Pharmaceutical Research, GLA University, Mathura, Uttar Pradesh, India
| | - Jitendra Malviya
- Department of Life Sciences and Biological Sciences, IES University, Bhopal, Madhya Pradesh, India
| | - Mariam Alaa Toama
- College of Pharmacy, National University of Science and Technology, Dhi Qar, Iraq
| | - Ahmed Hjazi
- Department of Medical Laboratory Sciences, College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, Saudi Arabia
| | - Murtadha Raad Radhi Alkhayyat
- Department of Islamic Studies, College of Art, The Islamic University of Najaf, Najaf, Iraq
- Department of Islamic Studies, College of Art, The Islamic University of Babylon, Babylon, Iraq
- Department of Islamic Studies, College of Art, The Islamic University of Al Diwaniyah, Diwaniyah, Iraq
| | - Hashem O Alsaab
- Department of Pharmaceutics and Pharmaceutical Technology, Taif University, Taif, Saudi Arabia
| | - Ali Hadi
- Department of Medical Laboratories Techniques, Imam Ja'afar Al-Sadiq University, Al-Muthanna, Iraq
| | - Enas R Alwaily
- Microbiology Research Group, Al-Ayen University, Thi-Qar, Iraq
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Wang Z, Zhou X, Deng X, Ye D, Liu D, Zhou B, Zheng W, Wang X, Wang Y, Borkhuu O, Fang L. miR-186-ANXA9 signaling inhibits tumorigenesis in breast cancer. Front Oncol 2023; 13:1166666. [PMID: 37841425 PMCID: PMC10570552 DOI: 10.3389/fonc.2023.1166666] [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: 02/15/2023] [Accepted: 09/12/2023] [Indexed: 10/17/2023] Open
Abstract
Breast cancer (BC) ranks as the highest incidence among cancer types in women all over the world. MicroRNAs (miRNAs) are a class of short endogenous non-coding RNA in cells mostly functioning to silence the target mRNAs. In the current study, a miRNA screening analysis identified miR-186-5p to be downregulated in human breast cancer tumors. Functional studies in vitro demonstrated that overexpression of miR-186-5p inhibited cellular proliferation and induced cell apoptosis in multiple breast cancer cell lines including MDA-MB-231, MCF-7, and BT549 cells. Transplantation of the miR-186-5p-overexpressing MDA-MB-231 cells into nude mice significantly inhibited mammary tumor growth in vivo. Sequence blast analysis predicted annexin A9 (ANXA9) as a target gene of miR-186-5p, which was validated by luciferase reporter assay, QRT-PCR analysis, and western blot. Additional gene expression analysis of clinical tumor samples indicated a negative correlation between miR-186-5p and ANXA9 in human breast cancer. Knockdown of ANXA9 mimicked the phenotype of miR-186-5p overexpression. Reintroduction of ANXA9 back rescued the miR-186-5p-induced cell apoptosis. In addition, miR-186-5p decreased the expression of Bcl-2 and increased the expression of p53, suggesting a mechanism regulating miR-186-5p-induced cellular apoptosis. In summary, our study is the first to demonstrate miR-186-5p-ANXA9 signaling in suppressing human breast cancer. It provided a potential therapeutic target in breast cancer.
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Affiliation(s)
- Zhongrui Wang
- Department of Thyroid and Breast Surgery, Shanghai Tenth People’s Hospital, Shanghai Tenth People’s Hospital of Nanjing Medical University, Shanghai, China
- Department of Breast and Thyroid Surgery, Shanghai East Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiqian Zhou
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xiaochong Deng
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Danrong Ye
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Diya Liu
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Baian Zhou
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Wenfang Zheng
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Xuehui Wang
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Yuying Wang
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Oyungerel Borkhuu
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
| | - Lin Fang
- Department of Thyroid and Breast Surgery, Shanghai Tenth People’s Hospital, Shanghai Tenth People’s Hospital of Nanjing Medical University, Shanghai, China
- Department of Breast and Thyroid Surgery, Shanghai Tenth People’s Hospital, Tongji University School of Medicine, Shanghai, China
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