Integrated Analysis of Bulk RNA-Seq and Single-Cell RNA-Seq Unravels the Influences of SARS-CoV-2 Infections to Cancer Patients

Int J Mol Sci. 2022 Dec 10;23(24):15698. doi: 10.3390/ijms232415698.

Abstract

Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is a highly contagious and pathogenic coronavirus that emerged in late 2019 and caused a pandemic of respiratory illness termed as coronavirus disease 2019 (COVID-19). Cancer patients are more susceptible to SARS-CoV-2 infection. The treatment of cancer patients infected with SARS-CoV-2 is more complicated, and the patients are at risk of poor prognosis compared to other populations. Patients infected with SARS-CoV-2 are prone to rapid development of acute respiratory distress syndrome (ARDS) of which pulmonary fibrosis (PF) is considered a sequelae. Both ARDS and PF are factors that contribute to poor prognosis in COVID-19 patients. However, the molecular mechanisms among COVID-19, ARDS and PF in COVID-19 patients with cancer are not well-understood. In this study, the common differentially expressed genes (DEGs) between COVID-19 patients with and without cancer were identified. Based on the common DEGs, a series of analyses were performed, including Gene Ontology (GO) and pathway analysis, protein-protein interaction (PPI) network construction and hub gene extraction, transcription factor (TF)-DEG regulatory network construction, TF-DEG-miRNA coregulatory network construction and drug molecule identification. The candidate drug molecules (e.g., Tamibarotene CTD 00002527) obtained by this study might be helpful for effective therapeutic targets in COVID-19 patients with cancer. In addition, the common DEGs among ARDS, PF and COVID-19 patients with and without cancer are TNFSF10 and IFITM2. These two genes may serve as potential therapeutic targets in the treatment of COVID-19 patients with cancer. Changes in the expression levels of TNFSF10 and IFITM2 in CD14+/CD16+ monocytes may affect the immune response of COVID-19 patients. Specifically, changes in the expression level of TNFSF10 in monocytes can be considered as an immune signature in COVID-19 patients with hematologic cancer. Targeting N6-methyladenosine (m6A) pathways (e.g., METTL3/SERPINA1 axis) to restrict SARS-CoV-2 reproduction has therapeutic potential for COVID-19 patients.

Keywords: PPI; SARS-CoV-2; acute respiratory distress; cancer; drug molecule; immunity; m6A; monocyte; pulmonary fibrosis; single-cell RNA-seq.

MeSH terms

  • COVID-19* / complications
  • COVID-19* / genetics
  • Humans
  • Lung / pathology
  • Membrane Proteins / metabolism
  • Methyltransferases / metabolism
  • Neoplasms* / complications
  • Neoplasms* / genetics
  • Pulmonary Fibrosis* / pathology
  • Pulmonary Fibrosis* / virology
  • RNA-Seq
  • Respiratory Distress Syndrome* / pathology
  • Respiratory Distress Syndrome* / virology
  • SARS-CoV-2
  • Single-Cell Gene Expression Analysis
  • Transcription Factors / metabolism

Substances

  • IFITM2 protein, human
  • Membrane Proteins
  • Methyltransferases
  • METTL3 protein, human
  • Transcription Factors