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Zhao F, Chen Y, Xie Y, Kong S, Song L, Li H, Guo C, Yin Y, Zhang W, Zhu T. Identification of Zip8-correlated hub genes in pulmonary hypertension by informatic analysis. PeerJ 2023; 11:e15939. [PMID: 37663293 PMCID: PMC10470448 DOI: 10.7717/peerj.15939] [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: 04/13/2023] [Accepted: 07/31/2023] [Indexed: 09/05/2023] Open
Abstract
Background Pulmonary hypertension (PH) is a syndrome characterized by marked remodeling of the pulmonary vasculature and increased pulmonary vascular resistance, ultimately leading to right heart failure and even death. The localization of Zrt/Irt-like Protein 8 (ZIP8, a metal ion transporter, encoded by SLC39A8) was abundantly in microvasculature endothelium and its pivotal role in the lung has been demonstrated. However, the role of Zip8 in PH remains unclear. Methods Bioinformatics analysis was employed to identify SLC39A8 expression patterns and differentially expressed genes (DEGs) between PH patients and normal controls (NC), based on four datasets (GSE24988, GSE113439, GSE117261, and GSE15197) from the Biotechnology Gene Expression Omnibus (NCBI GEO) database. Gene set enrichment analysis (GSEA) was performed to analyze signaling pathways enriched for DEGs. Hub genes were identified by cytoHubba analysis in Cytoscape. Reverse transcriptase-polymerase chain reaction was used to validate SLC39A8 and its correlated metabolic DEGs expression in PH (SU5416/Hypoxia) mice. Results SLC39A8 expression was downregulated in PH patients, and this expression pattern was validated in PH (SU5416/Hypoxia) mouse lung tissue. SLC39A8-correlated genes were mainly enriched in the metabolic pathways. Within these SLC39A8-correlated genes, 202 SLC39A8-correlated metabolic genes were screened out, and seven genes were identified as SLC39A8-correlated metabolic hub genes. The expression patterns of hub genes were analyzed between PH patients and controls and further validated in PH mice. Finally, four genes (Fasn, Nsdhl, Acat2, and Acly) were downregulated in PH mice. However, there were no significant differences in the expression of the other three hub genes between PH mice and controls. Of the four genes, Fasn and Acly are key enzymes in fatty acids synthesis, Nsdhl is involved in cholesterol synthesis, and Acat2 is implicated in cholesterol metabolic transformation. Taken together, these results provide novel insight into the role of Zip8 in PH.
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Affiliation(s)
- FanRong Zhao
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Yujing Chen
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Yuliang Xie
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Shuang Kong
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - LiaoFan Song
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Hanfei Li
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Chao Guo
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
| | - Yanyan Yin
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
| | - Weifang Zhang
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Departments of Pharmacy, The Second Affiliated Hospital, Nanchang, China
| | - Tiantian Zhu
- College of Pharmacy, Xinxiang Medical University, Xinxiang, China
- Xinxiang Key Laboratory of Vascular Remodeling Intervention and Molecular Targeted Therapy Drug Development, Xinxiang, China
- Henan International Joint Laboratory of Cardiovascular Remodeling and Drug Intervention, Xinxiang, China
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Stress Reactivity, Susceptibility to Hypertension, and Differential Expression of Genes in Hypertensive Compared to Normotensive Patients. Int J Mol Sci 2022; 23:ijms23052835. [PMID: 35269977 PMCID: PMC8911431 DOI: 10.3390/ijms23052835] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2021] [Revised: 02/14/2022] [Accepted: 02/28/2022] [Indexed: 12/14/2022] Open
Abstract
Although half of hypertensive patients have hypertensive parents, known hypertension-related human loci identified by genome-wide analysis explain only 3% of hypertension heredity. Therefore, mainstream transcriptome profiling of hypertensive subjects addresses differentially expressed genes (DEGs) specific to gender, age, and comorbidities in accordance with predictive preventive personalized participatory medicine treating patients according to their symptoms, individual lifestyle, and genetic background. Within this mainstream paradigm, here, we determined whether, among the known hypertension-related DEGs that we could find, there is any genome-wide hypertension theranostic molecular marker applicable to everyone, everywhere, anytime. Therefore, we sequenced the hippocampal transcriptome of tame and aggressive rats, corresponding to low and high stress reactivity, an increase of which raises hypertensive risk; we identified stress-reactivity-related rat DEGs and compared them with their known homologous hypertension-related animal DEGs. This yielded significant correlations between stress reactivity-related and hypertension-related fold changes (log2 values) of these DEG homologs. We found principal components, PC1 and PC2, corresponding to a half-difference and half-sum of these log2 values. Using the DEGs of hypertensive versus normotensive patients (as the control), we verified the correlations and principal components. This analysis highlighted downregulation of β-protocadherins and hemoglobin as whole-genome hypertension theranostic molecular markers associated with a wide vascular inner diameter and low blood viscosity, respectively.
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