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Guo S, Mao C, Peng J, Xie S, Yang J, Xie W, Li W, Yang H, Guo H, Zhu Z, Zheng Y. Improved lung cancer classification by employing diverse molecular features of microRNAs. Heliyon 2024; 10:e26081. [PMID: 38384512 PMCID: PMC10878959 DOI: 10.1016/j.heliyon.2024.e26081] [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: 01/12/2024] [Accepted: 02/07/2024] [Indexed: 02/23/2024] Open
Abstract
MiRNAs are edited or modified in multiple ways during their biogenesis pathways. It was reported that miRNA editing was deregulated in tumors, suggesting the potential value of miRNA editing in cancer classification. Here we extracted three types of miRNA features from 395 LUAD and control samples, including the abundances of original miRNAs, the abundances of edited miRNAs, and the editing levels of miRNA editing sites. Our results show that eight classification algorithms selected generally had better performances on combined features than on the abundances of miRNAs or editing features of miRNAs alone. One feature selection algorithm, i.e., the DFL algorithm, selected only three features, i.e., the frequencies of hsa-miR-135b-5p, hsa-miR-210-3p and hsa-mir-182_48u (an edited miRNA), from 316 training samples. Seven classification algorithms achieved 100% accuracies on these three features for 79 independent testing samples. These results indicate that the additional information of miRNA editing is useful in improving the classification of LUAD samples.
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Affiliation(s)
- Shiyong Guo
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, Yunnan 650500, China
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
- College of Big Data, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
| | - Chunyi Mao
- State Key Laboratory of Primate Biomedical Research; Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, Yunnan 650500, China
| | - Jun Peng
- Department of Thoracic Surgery, The First People's Hospital of Yunnan Province, i.e., The Affiliated Hospital of Kunming University of Science and Technology, Kunming, Yunnan 650032, China
| | - Shaohui Xie
- College of Computer Science and Software Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China
| | - Jun Yang
- School of Criminal Investigation, Yunnan Police College, Kunming, Yunnan 650223, China
| | - Wenping Xie
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
- College of Big Data, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
| | - Wanran Li
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
- College of Big Data, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
| | - Huaide Yang
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
- College of Big Data, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
| | - Hao Guo
- Department of Cardiology, The First Affiliated Hospital of Kunming Medical University, Kunming, Yunnan 650032, China
| | - Zexuan Zhu
- National Engineering Laboratory for Big Data System Computing Technology, Shenzhen University, Shenzhen, Guangdong 518060, China
| | - Yun Zheng
- College of Horticulture and Landscape, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
- College of Big Data, Yunnan Agricultural University, Kunming, Yunnan, 650201, China
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Liu Y, Guo S, Xie W, Yang H, Li W, Zhou N, Yang J, Zhou G, Mao C, Zheng Y. Identification of microRNA editing sites in clear cell renal cell carcinoma. Sci Rep 2023; 13:15117. [PMID: 37704698 PMCID: PMC10499803 DOI: 10.1038/s41598-023-42302-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 09/07/2023] [Indexed: 09/15/2023] Open
Abstract
Clear cell renal cell carcinoma (ccRCC) is a malignant tumor originating from the renal tubular epithelium. Although the microRNAs (miRNAs) transcriptome of ccRCC has been extensively studied, the role of miRNAs editing in ccRCC is largely unknown. By analyzing small RNA sequencing profiles of renal tissues of 154 ccRCC patients and 22 normal controls, we identified 1025 miRNA editing sites from 246 pre-miRNAs. There were 122 editing events with significantly different editing levels in ccRCC compared to normal samples, which include two A-to-I editing events in the seed regions of hsa-mir-376a-3p and hsa-mir-376c-3p, respectively, and one C-to-U editing event in the seed region of hsa-mir-29c-3p. After comparing the targets of the original and edited miRNAs, we found that hsa-mir-376a-1_49g, hsa-mir-376c_48g and hsa-mir-29c_59u had many new targets, respectively. Many of these new targets were deregulated in ccRCC, which might be related to the different editing levels of hsa-mir-376a-3p, hsa-mir-376c-3p, hsa-mir-29c-3p in ccRCC compared to normal controls. Our study sheds new light on miRNA editing events and their potential biological functions in ccRCC.
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Affiliation(s)
- Yulong Liu
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
| | - Shiyong Guo
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Wenping Xie
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
- Faculty of Life Science and Technology, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
| | - Huaide Yang
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
- Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
| | - Wanran Li
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Nan Zhou
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Jun Yang
- School of Criminal Investigation, Yunnan Police College, Kunming, 650223, Yunnan, China
| | - Guangchen Zhou
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Chunyi Mao
- State Key Laboratory of Primate Biomedical Research, Institute of Primate Translational Medicine, Kunming University of Science and Technology, Kunming, 650500, Yunnan, China
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Yun Zheng
- College of Landscape and Horticulture, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
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