Single-cell RNA-seq reveals the immune escape and drug resistance mechanisms of mantle cell lymphoma

Cancer Biol Med. 2020 Aug 15;17(3):726-739. doi: 10.20892/j.issn.2095-3941.2020.0073.

Abstract

Objective: Mantle cell lymphoma (MCL) is a rare subtype of non-Hodgkin lymphoma (NHL) with high heterogeneity and a high recurrence rate. How heterogenous cell populations contribute to relapse remains to be elucidated. Methods: We performed single cell RNA sequencing (scRNA-seq) on approximately 4,000 bone marrow cells sampled from one patient with multidrug resistant MCL. We identified 10 subpopulations comprising 4 malignant B cell subtypes, 3 T cell subtypes, 2 dendritic cell subtypes and 1 natural killer (NK) cell subtype. Subsequently, we identified cell markers, including a series of genes associated with immune escape and drug resistance. In addition, we explored the roles of these genes in the mechanism of immune escape and drug resistance, and we verified the expression imbalance and clinical prognostic potential by using GEO datasets including 211 MCL samples. Results: The major immune escape mechanisms of MCL included anti-perforin activity, decreased immunogenicity and direct inhibition of apoptosis and cell killing, as mediated by type I and II B cells. The drug resistance mechanisms of different cell clusters included drug metabolism, DNA damage repair, apoptosis and survival promotion. Type III B cells closely communicate with other cells. The key genes involved in the resistance mechanisms showed dysregulated expression and may have significant clinical prognostic value. Conclusion: This study investigated potential immune escape and drug resistance mechanisms in MCL. The results may guide individualized treatment and promote the development of therapeutic drugs.

Keywords: Cell heterogeneity; immune escape; mantle cell lymphoma; multidrug resistance; scRNA-seq.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antineoplastic Agents / pharmacology
  • Apoptosis / drug effects
  • Drug Resistance, Neoplasm / genetics*
  • Gene Expression Regulation, Neoplastic / drug effects
  • Humans
  • Lymphoma, Mantle-Cell / drug therapy*
  • Lymphoma, Mantle-Cell / genetics
  • Lymphoma, Mantle-Cell / immunology
  • Male
  • Middle Aged
  • Prognosis
  • RNA-Seq*
  • Single-Cell Analysis*
  • Tumor Escape / genetics*

Substances

  • Antineoplastic Agents