Single-Cell Informatics for Tumor Microenvironment and Immunotherapy

Int J Mol Sci. 2024 Apr 19;25(8):4485. doi: 10.3390/ijms25084485.

Abstract

Cancer comprises malignant cells surrounded by the tumor microenvironment (TME), a dynamic ecosystem composed of heterogeneous cell populations that exert unique influences on tumor development. The immune community within the TME plays a substantial role in tumorigenesis and tumor evolution. The innate and adaptive immune cells "talk" to the tumor through ligand-receptor interactions and signaling molecules, forming a complex communication network to influence the cellular and molecular basis of cancer. Such intricate intratumoral immune composition and interactions foster the application of immunotherapies, which empower the immune system against cancer to elicit durable long-term responses in cancer patients. Single-cell technologies have allowed for the dissection and characterization of the TME to an unprecedented level, while recent advancements in bioinformatics tools have expanded the horizon and depth of high-dimensional single-cell data analysis. This review will unravel the intertwined networks between malignancy and immunity, explore the utilization of computational tools for a deeper understanding of tumor-immune communications, and discuss the application of these approaches to aid in diagnosis or treatment decision making in the clinical setting, as well as the current challenges faced by the researchers with their potential future improvements.

Keywords: bioinformatics; cancer; cancer environment; immunotherapy; treatment response; tumor immune communication.

Publication types

  • Review

MeSH terms

  • Animals
  • Computational Biology* / methods
  • Humans
  • Immunotherapy* / methods
  • Neoplasms* / immunology
  • Neoplasms* / therapy
  • Single-Cell Analysis* / methods
  • Tumor Microenvironment* / immunology

Grants and funding

This research received no external funding.