Despite rapid progress in the discovery of therapeutic drugs for cancer treatment, following standard chemotherapy, chances of recurrence are high, with tumor cells exhibiting increased malignant phenotype and resistance to 2nd round of standard therapy. Hence, drug resistance is still a significant obstacle in treating cancer patients. Accordingly, we need to identify essential biomarkers using bioinformatics and validate them in drug-resistant cells. To achieve the above purpose, this collection is aimed at establishing the following methods: