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Xu X, Zhang J, Xing H, Han L, Li X, Wu P, Tang J, Jing L, Luo J, Luo J, Liu L. Identification of metabolism-related key genes as potential biomarkers for pathogenesis of immune thrombocytopenia. Sci Rep 2024; 14:9040. [PMID: 38641637 PMCID: PMC11031595 DOI: 10.1038/s41598-024-59493-7] [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: 01/03/2024] [Accepted: 04/11/2024] [Indexed: 04/21/2024] Open
Abstract
Immune thrombocytopenia (ITP), an acquired autoimmune disease, is characterized by immune-mediated platelet destruction. A biomarker is a biological entity that contributes to disease pathogenesis and reflects disease activity. Metabolic alterations are reported to be associated with the occurrence of various diseases. As metabolic biomarkers for ITP have not been identified. This study aimed to identify metabolism-related differentially expressed genes as potential biomarkers for pathogenesis of ITP using bioinformatic analyses.The microarray expression data of the peripheral blood mononuclear cells were downloaded from the Gene Expression Omnibus database (GSE112278 download link: https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE112278 ). Key module genes were intersected with metabolism-related genes to obtain the metabolism-related key candidate genes. The hub genes were screened based on the degree function in the coytoscape sofware. The key ITP-related genes were subjected to functional enrichment analysis. Immune infiltration analysis was performed using a single-sample gene set enrichment analysis algorithm to evaluate the differential infiltration levels of immune cell types between ITP patient and control. Molecular subtypes were identified based on the expression of hub genes. The expression of hub genes in the ITP patients was validated using quantitative real-time polymerase chain reaction analysis. This study identified five hub genes (ADH4, CYP7A1, CYP1A2, CYP8B1, and NR1H4), which were be associated with the pathogenesis of ITP, and two molecular subtypes of ITP. Among these hub genes, CYP7A1 and CYP8B1 involved in cholesterol metabolism,were further verified in clinical samples.
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Affiliation(s)
- Xiangmei Xu
- Department of Hematology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, People's Republic of China
- Department of Oncology and Hematology, The Affiliated Traditional Chinese Medicine Hospital, Southwest Medical University, Luzhou, China
| | - Jiamin Zhang
- Department of Hematology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Hongyun Xing
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Liying Han
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Xiaoming Li
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Pengqiang Wu
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Jirui Tang
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Li Jing
- Department of Hematology, The Affiliated Hospital, Southwest Medical University, Luzhou, China
| | - Jie Luo
- Department of Hematology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Jing Luo
- Department of Hematology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, People's Republic of China
| | - Lin Liu
- Department of Hematology, The First Affiliated Hospital of Chongqing Medical University, No. 1 Youyi Road, Yuzhong District, Chongqing, 400016, People's Republic of China.
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Feng Y, Li Y, Zhao Y, Shi H. Physiological, transcriptome and co-expression network analysis of chlorophyll-deficient mutants in flue-cured tobacco. BMC PLANT BIOLOGY 2023; 23:153. [PMID: 36944910 PMCID: PMC10031990 DOI: 10.1186/s12870-023-04169-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 03/14/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND Photosynthetic pigments in higher plants, including chlorophyll (Chl) and carotenoids, are crucial for photosynthesis and photoprotection. Chl-deficient tobacco seedlings generally have a lower photosynthesis rate and higher nitrate-nitrogen (NO3-N) content, which causes a profound influence on tobacco yield and quality. In this study, a stable albino leaf mutant (Al) and slight-green leaf mutant (SG) obtained from the common flue-cured tobacco (Nicotiana tabacum L.) cultivar 'Zhongyan 100' (ZY100) by mutagenesis with ethyl methanesulfonate (EMS) were used as materials. The differences between the Chl-deficient mutants and the wild-type (WT) were analyzed in terms of biomass, photosynthetic fluorescence parameters, and carbon- and nitrogen-related physiological parameters. RNA sequencing (RNA-seq) and weighted gene co-expression network analysis (WGCNA) were used to explore the key pathways and candidate genes regulating differentiated chlorophyll and nitrate content. RESULTS The results showed that, when compared to the WT, the Chl content and biomass of mutant plants were considerably lower while the NO3-N content was substantially elevated. The net photosynthetic rate, photosynthetic fluorescence parameters, carbohydrate, soluble protein, and carbon- and nitrogen-related enzyme activities all decreased in leaves of mutants and the development of chloroplasts was abnormal. Applying more nitrogen improved the growth and development of mutants, whereas NO3-N content distinctively increased compared with that of the WT. Through transcriptome sequencing, the downregulated genes in mutants were enriched in plant hormone signal transduction and nitrogen metabolism, which are involved in pigment biosynthesis and the carbon fixation pathway. In addition, two hub genes and seven transcription factors identified from the blue module through WGCNA were likely to be key candidate factors involved in chlorophyll synthesis and nitrate accumulation. CONCLUSION Our results demonstrated that differences in chlorophyll and nitrate content were caused by the combined effects of chloroplast development, photosynthesis, as well as related biological activity. In addition, transcriptome results provide a bioinformatics resource for further functional identification of key pathways and genes responsible for differences in chlorophyll and nitrate content in tobacco plants.
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Affiliation(s)
- Yuqing Feng
- College of Tobacco, Henan Agricultural University, Zhengzhou, 450000, Henan, P. R. China
| | - Yujing Li
- College of Tobacco, Henan Agricultural University, Zhengzhou, 450000, Henan, P. R. China
| | - Yuanyuan Zhao
- College of Tobacco, Henan Agricultural University, Zhengzhou, 450000, Henan, P. R. China
| | - Hongzhi Shi
- College of Tobacco, Henan Agricultural University, Zhengzhou, 450000, Henan, P. R. China.
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Lei L, Wu D, Cui C, Gao X, Yao Y, Dong J, Xu L, Yang M. Transcriptome Analysis of Early Senescence in the Post-Anthesis Flag Leaf of Wheat ( Triticum aestivum L.). PLANTS (BASEL, SWITZERLAND) 2022; 11:2593. [PMID: 36235459 PMCID: PMC9572001 DOI: 10.3390/plants11192593] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 09/21/2022] [Accepted: 09/26/2022] [Indexed: 06/16/2023]
Abstract
Flag leaf senescence is an important determinant of wheat yield, as leaf senescence occurs in a coordinated manner during grain filling. However, the biological process of early senescence of flag leaves post-anthesis is not clear. In this study, early senescence in wheat was investigated using a high-throughput RNA sequencing technique. A total of 4887 differentially expressed genes (DEGs) were identified, and any showing drastic expression changes were then linked to particular biological processes. A hierarchical cluster analysis implied potential relationships between NAC genes and post-anthesis senescence in the flag leaf. In addition, a large set of genes associated with the synthesis; transport; and signaling of multiple phytohormones (JA, ABA, IAA, ET, SA, BR, and CTK) were expressed differentially, and many DEGs related to ABA and IAA were identified. Our results provide insight into the molecular processes taking place during the early senescence of flag leaves, which may provide useful information in improving wheat yield in the future.
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Affiliation(s)
- Ling Lei
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
- Xinyang Normal University, Xinyang 464000, China
| | - Dan Wu
- Chongqing Academy of Chinese Meteria Medica, Chongqing 400000, China
| | - Chao Cui
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
| | - Xiang Gao
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
- Wheat Engineering Research Center of Shaanxi Province, Xianyang 712000, China
| | - Yanjie Yao
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
| | - Jian Dong
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
- Wheat Engineering Research Center of Shaanxi Province, Xianyang 712000, China
| | - Liangsheng Xu
- College of Plant Protection, Northwest A&F University, Xianyang 712000, China
| | - Mingming Yang
- College of Agronomy, Northwest A&F University, Xianyang 712000, China
- Wheat Engineering Research Center of Shaanxi Province, Xianyang 712000, China
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