Figure 5
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Workflow of integrated multi-omics biomarkers. It outlines the systematic pipeline from sample collection and multi-omics data analysis such as transcriptomics, proteomics, metabolomics, exosomes to biomarker validation and clinical application. CsGSTo: Clonorchis sinensis Glutathione S-Transferase omega, CDO1: Cysteine Dioxygenase Type 1, CNRIP1: Cannabinoid Receptor Interacting Protein 1, SEPT9: Septin 9, VIM: Vimentin, miR-21: microRNA-21, miR-150: microRNA-150, CT: Computed Tomography, MRI: Magnetic Resonance Imaging, DSOC: Digital Single-Operator Cholangioscopy.
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