Recent single-cell level sequence analysis in pancreatic cancer, which is a representative of intractable gastrointestinal cancers, revealed that the tumor tissue comprised of not only epithelial malignant cancer cells but also stromal activated fibroblasts and infiltrated immune cells. This indicates that various changes in gene expression occur in cells, including changes in cell-to-cell communication, to form a microenvironment that is characteristic of cancer (1-6). Epithelial malignant cancer cells harbor "big 4" driver mutations, that is, substitutions or alterations of nucleotides in KRAS proto-oncogene, GTPase (KRAS), tumor protein P53 (TP53), and cyclindependent kinase inhibitor 2A (CDKN2A), and mothers against decapentaplegic homolog 4 (SMAD4) commonly occurs in pancreatic ductal adenocarcinoma (PDAC) (https://portal.gdc.cancer.gov), which can be useful for predicting survival in patients with resected PDAC (7). Conversely, numerous gene expression alterations, due to cancer-specific transcription, RNA processing, and translations, are demonstrated by mesenchymal components, which include activated fibroblasts, vascular endothelial cells, and immune cells (8, 9). Importantly, this cancer-specific alterations induce the production of abnormal peptides and proteins with deleterious degenerations, which led to anti-apoptotic and pro-survival signals in cell-to-cell communication among tumor-component cells, contributing to biologically malignant phenotypes such as epithelial-to-mesenchymal transition phenotypes, invasion, and metastasis (8, 9). Thus, the aberrant protein production is important for the development of cancer-specific Frontiers in Oncology frontiersin.org 01