Hollow Crystallization COF Capsuled MOF Hybrids Depict Serum Metabolic Profiling for Precise Early Diagnosis and Risk Stratification of Acute Coronary Syndrome.
Chenjie YangYilong PanHailong YuXufang HuXiaodong LiChun-Hui DengPublished in: Advanced science (Weinheim, Baden-Wurttemberg, Germany) (2023)
Acute coronary syndrome (ACS), comprising unstable angina (UA) and acute myocardial infarction (AMI), is the leading cause of death worldwide. Currently, lacking effective strategies for classifying ACS hinders the prognosis improvement of ACS patients. Disclosing the nature of metabolic disorders holds the potential to reflect disease progress and high-throughput mass spectrometry-based metabolic analysis is a promising tool for large-scale screening. Herein, a hollow crystallization COF capsuled MOF hybrids (UiO-66@HCOF) assisted serum metabolic analysis is developed for the early diagnosis and risk stratification of ACS. UiO-66@HCOF exhibits unrivaled chemical and structural stability as well as endowing satisfying desorption/ionization efficiency in the detection of metabolites. Paired with machine learning algorithms, early diagnosis of ACS is achieved with the area under the curve (AUC) value of 0.945 for validation sets. Besides, a comprehensive ACS risk stratification method is established, and the AUC value for the discrimination of ACS from healthy controls, and AMI from UA are 0.890, and 0.928. Moreover, the AUC value of the subtyping of AMI is 0.964. Finally, the potential biomarkers exhibit high sensitivity and specificity. This study makes metabolic molecular diagnosis a reality and provided new insight into the progress of ACS.
Keyphrases
- acute coronary syndrome
- percutaneous coronary intervention
- acute myocardial infarction
- antiplatelet therapy
- machine learning
- metal organic framework
- high throughput
- mass spectrometry
- end stage renal disease
- chronic kidney disease
- ejection fraction
- newly diagnosed
- liquid chromatography
- deep learning
- left ventricular
- single cell
- coronary artery disease
- heart failure
- peritoneal dialysis
- prognostic factors
- patient reported outcomes
- ms ms
- single molecule
- risk assessment
- tandem mass spectrometry
- human health
- high performance liquid chromatography
- molecularly imprinted
- patient reported