Related Experiment Video
Updated: Jan 25, 2026

Myocardial Infarction and Functional Outcome Assessment in Pigs
Published on: April 25, 2014
Identification of PANoptosis-related biomarkers in myocardial infarction via bioinformatics and single-cell analyses
Dongdong Que1, Pengfei Nie2,3
1Department of Cardiovasology, ZhuJiang Hospital of Southern Medical University, Guangzhou, Guangdong Province, China.
Abstract:
The relevance of PANoptosis, a new programmed cell death discovered recently, to myocardial infarction (MI) is unknown. This study aims to identify biomarkers associated with PANoptosis in MI and pathogenic mechanisms. Differentially expressed genes (DEGs) of MI were obtained firstly. PANoptosis-related genes (PRGs) were obtained from the Genecard database. PANoptosis-related DEGs (PRDEGs) were obtained by taking a cross between DEGs and PRGs. Functional enrichment analysis was performed on PRDEGs. Single-cell analysis was performed to identify cell clusters related to PANoptosis. After merging DEGs and PRGs, 3 candidate genes were obtained: IL-1β, NLRP3 and toll-like receptor 4 . Both nomogram and receiver operating characteristic curves showed good clinical efficacy for all 3 candidate genes. Enrichment analysis indicated that these 3 genes are participating in inflammatory pathways including NF-κB. Single-cell analysis revealed that these 3 genes were predominantly expressed in monocytes/macrophages. Monocytes/Macrophages from MI patients and controls were differently distributed on the differentiation trajectories of the pseudotime analysis. Monocytes/Macrophages from MI patients were less likely to be involved in cardiac muscle tissue morphogenesis, muscle tissue morphogenesis, and other processes. Monocytes/Macrophages are associated with PANoptosis in MI. And NLRP3, IL-1β, and toll-like receptor 4 may be important biomarkers for this process.
Related Concept Videos
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
Cancers Originate from Somatic Mutations in a Single Cell
Methods of Classification and Identification
Peptide Identification Using Tandem Mass Spectrometry
This technique helps gather information regarding the protein from which the peptide was obtained and to study the peptides’ amino acid sequence. Identifying peptides from a complex mixture is an important component of the growing field of...
Load along a Single Axis
Consider a beam of length L subjected to a varying load, which is a combination of parabolic and trapezoidal load distribution along the x-axis. In this case, it is essential to determine the resultant loads, their locations, and...
Single Pipe Systems
In a Type I problem, fluid properties (density and viscosity), pipe characteristics (including diameter, length, and surface roughness), and the flow rate or average velocity are...

