Deciphering important genes and pathways from incomplete gene expression data could facilitate a better understanding of cancer. Different imputation methods can be applied to estimate the missing values. In our study. we evaluated various imputation methods for their performance in preserving significant genes and pathways. https://www.roneverhart.com/DeRoyal-LMB-Spring-Finger-Extension-Assist/