Challenge
To develop a reliable and sensitive gene expression analysis for the pharmacodynamic biomarkers to respond to the therapeutic drug treatment. Real-time PCR gene expression, or qRT-PCR gene expression, or qPCR analysis of gene expression was conducted on multiple members of the Wnt/β-catenin signaling pathway and their downstream targets. Specifically, differential gene expression analysis, qPCR expression analysis, and ddPCR gene expression were conducted on differentially expressed genes such as Wnt Family member 16 (Wnt16), Lymphoid Enhancer-Binding Factor (LEF1), Melanogenesis Associated Transcription Factor (MITF), SRY-box 10 (SOX10), adhesion markers β-catenin-1 (CTNNB1), Cadherin 1 (CDH1), and the proteases Matrix Metalloproteinase-9 (MMP-9). Gene expression profiling also included multiple housekeeping genes such as RNA polymerase II subunit A (POLR2A, Eukaryotic 18S rRNA (18S), Actin-beta (ACTB), and Ribosomal Protein Lateral Stalk subunit P0 (RPLP0) were analyzed as a control gene. Some of these differentially expressed genes exhibit copy number variation and low expression levels, presenting challenges in precise quantification. Therefore, differential gene expression analysis, copy number analysis, and copy number variation assay were conducted to ensure accurate quantification of gene expression levels and account for any copy number variations across samples.