Systems Biology for Drug Target Discovery in Acute Myeloid Leukemia

Int J Mol Sci. 2024 Apr 23;25(9):4618. doi: 10.3390/ijms25094618.

Abstract

Combining new therapeutics with all-trans-retinoic acid (ATRA) could improve the efficiency of acute myeloid leukemia (AML) treatment. Modeling the process of ATRA-induced differentiation based on the transcriptomic profile of leukemic cells resulted in the identification of key targets that can be used to increase the therapeutic effect of ATRA. The genome-scale transcriptome analysis revealed the early molecular response to the ATRA treatment of HL-60 cells. In this study, we performed the transcriptomic profiling of HL-60, NB4, and K562 cells exposed to ATRA for 3-72 h. After treatment with ATRA for 3, 12, 24, and 72 h, we found 222, 391, 359, and 1032 differentially expressed genes (DEGs) in HL-60 cells, as well as 641, 1037, 1011, and 1499 DEGs in NB4 cells. We also found 538 and 119 DEGs in K562 cells treated with ATRA for 24 h and 72 h, respectively. Based on experimental transcriptomic data, we performed hierarchical modeling and determined cyclin-dependent kinase 6 (CDK6), tumor necrosis factor alpha (TNF-alpha), and transcriptional repressor CUX1 as the key regulators of the molecular response to the ATRA treatment in HL-60, NB4, and K562 cell lines, respectively. Mapping the data of TMT-based mass-spectrometric profiling on the modeling schemes, we determined CDK6 expression at the proteome level and its down-regulation at the transcriptome and proteome levels in cells treated with ATRA for 72 h. The combination of therapy with a CDK6 inhibitor (palbociclib) and ATRA (tretinoin) could be an alternative approach for the treatment of acute myeloid leukemia (AML).

Keywords: HL-60; K562; NB4; acute myeloid leukemia; all-trans-retinoic acid; granulocytic differentiation; proteome; transcriptome.

MeSH terms

  • Antineoplastic Agents / pharmacology
  • Antineoplastic Agents / therapeutic use
  • Cell Line, Tumor
  • Cyclin-Dependent Kinase 6 / genetics
  • Cyclin-Dependent Kinase 6 / metabolism
  • Drug Discovery / methods
  • Gene Expression Profiling
  • Gene Expression Regulation, Leukemic / drug effects
  • HL-60 Cells
  • Humans
  • K562 Cells
  • Leukemia, Myeloid, Acute* / drug therapy
  • Leukemia, Myeloid, Acute* / genetics
  • Leukemia, Myeloid, Acute* / metabolism
  • Leukemia, Myeloid, Acute* / pathology
  • Systems Biology* / methods
  • Transcriptome
  • Tretinoin* / pharmacology
  • Tumor Necrosis Factor-alpha / metabolism

Substances

  • Tretinoin
  • Cyclin-Dependent Kinase 6
  • Antineoplastic Agents
  • Tumor Necrosis Factor-alpha
  • CDK6 protein, human