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Exploring the Potential Regulatory Mechanisms of Mitophagy in Ischemic Cardiomyopathy
Zhaobin Li1, Jiajie Kong1, Shuqiang Xi1
1Department of Cardiac Surgery, Hebei Medical University Third Hospital, Shijiazhuang, Hebei, People's Republic of China.
Insights
This study identifies four mitophagy-related genes (PPDPF, DPEP2, LTBP1, SOCS2) as potential biomarkers for diagnosing ischemic cardiomyopathy (ICM). These findings offer a new diagnostic reference for ICM research.
Area of Science:
- Cardiology
- Molecular Biology
- Genetics
Background:
- Ischemic cardiomyopathy (ICM) results from long-term insufficient blood supply, leading to myocardial atrophy and heart failure.
- Dysregulated mitophagy is implicated in cardiomyocyte death and the development of cardiomyopathy.
- The role of mitophagy-related genes (MRGs) in ICM diagnosis remains unclear.
Purpose of the Study:
- To identify novel mitophagy-related genes (MRGs) associated with ischemic cardiomyopathy (ICM).
- To evaluate the diagnostic potential of identified MRGs for ICM.
- To explore the underlying molecular mechanisms and immune infiltration in ICM.
Main Methods:
- Weighted Gene Co-expression Network Analysis (WGCNA) to identify mitochondria autophagy score-related genes (MSRGs).
- Differential gene expression analysis to find differentially expressed genes (DEGs) and their intersection with MSRGs (DE-MSRGs).
- Machine learning, ROC analysis, immune infiltration, ceRNA network construction, and RT-qPCR for biomarker validation.
Main Results:
- Ninety-nine differentially expressed mitophagy-related genes (DE-MSRGs) were identified between ICM and control groups.
- Four biomarkers (PPDPF, DPEP2, LTBP1, SOCS2) demonstrated high diagnostic efficacy for ICM.
- Significant differences in T cells, CD8+ T cells, and neutrophils were observed; biomarkers correlated positively with T cells.
- A ceRNA network and TF-mRNA network were constructed, and 45 potential drugs were predicted.
Conclusions:
- PPDPF, DPEP2, LTBP1, and SOCS2 are identified as promising mitophagy-related biomarkers for ICM diagnosis.
- These biomarkers provide a scientific basis for further research into ICM pathogenesis.
- The study offers insights into immune cell infiltration and potential therapeutic targets for ICM.
Purpose:
Ischemic cardiomyopathy (ICM) was a clinical syndrome. Long - term myocardial blood supply insufficiency, caused by coronary atherosclerotic plaque, led to myocardial nutritional disorders and atrophy. After large - scale myocardial infarction, fibrous tissue hyperplasia impaired cardiac systolic and/or diastolic functions, causing heart failure and arrhythmia. Study shows that dysregulated mitophagy can lead to cardiomyocyte death and cardiomyopathy. However, it is still uncertain how mitophagy related genes (MRGs) may affect the diagnosis of ICM.
Patients And Methods:
Data were obtained from public databases. Subsequently, mitochondria autophagy score-related genes (MSRGs) were obtained through Weighted Gene Co-expression Network Analysis (WGCNA). Then, an intersection was taken between MSRGs and the differentially expressed genes (DEGs) obtained from the differential expression analysis to obtain DE-MSRGs. Then, biomarkers were identified through machine learning algorithms and Receiver Operating Characteristic curve (ROC) analysis. Next, analyses of immune infiltration, molecular regulatory network, and drug prediction were carried out. Finally, Reverse Transcription Quantitative Polymerase Chain Reaction (RT-qPCR) was performed on the biomarkers. It provides a certain theoretical basis for the research on the mechanism of the occurrence and development of ICM.
Results:
In total, 99 DE-MSRGs between ICM and control groups were gained. The four biomarkers (PPDPF, DPEP2, LTBP1, SOCS2) were acquired, and all biomarkers had good diagnostic efficacy for ICM. The content of 3 immune cells between ICM and control groups was significantly different, namely T cells, CD8+ T cells, and neutrophil, and all biomarkers were considerably positively correlated with T cells. The ceRNA network contained 4 mRNAs, 14 miRNAs, and 12 lncRNAs, and TF-mRNA network contained 32 nodes and 38 edges. Finally, 45 drugs targeting the biomarkers were predicted, such as Salmeterol, Histamine, Rotavirus vaccine, etc. Importantly, this all 4 biomarkers were higher in ICM samples in RT-qPCR analysis.
Conclusion:
Our findings provided four mitophagy related biomarkers (PPDPF, DPEP2, LTBP1, and SOCS2) for diagnosis of ICM, providing a scientific reference for further studies of ICM.
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