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Decoding Acute Myeloid Leukemia: A Clinician's Guide to Functional Profiling.

Prasad Iyer1,2, Shaista Shabbir Jasdanwala3, Yuhan Wang3

  • 1Children's Blood and Cancer Centre, KK Women's and Children's Hospital, Singapore 229899, Singapore.

Diagnostics (Basel, Switzerland)
|November 27, 2024
PubMed
Summary

Functional profiling techniques offer new insights into acute myeloid leukemia (AML) biology. These methods identify vulnerabilities and potential therapeutic targets, improving AML patient outcomes.

Keywords:
BH3 profilingacute myeloid leukemiadrug sensitivity/resistance testingfunctional profilinggene expression profilingmetabolomicsproteomics

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Area of Science:

  • Hematology
  • Molecular Biology
  • Cancer Research

Background:

  • Acute myeloid leukemia (AML) is a heterogeneous clonal disorder with significant therapeutic challenges.
  • Despite advances, understanding AML's genetic, metabolic, and epigenetic landscape remains complex.
  • Aberrant proliferation of precursor cells characterizes AML, necessitating novel diagnostic and therapeutic strategies.

Purpose of the Study:

  • To review diverse functional profiling techniques for understanding acute myeloid leukemia (AML) biology.
  • To highlight the advantages, limitations, and successes of these methods in AML research.
  • To explore the potential of functional profiling in guiding personalized AML treatment and improving patient outcomes.

Main Methods:

  • BH3 profiling (BP) assesses mitochondrial apoptotic thresholds.
  • Gene expression profiling (GEP) analyzes transcriptomic alterations.
  • Proteomics, metabolomics, drug sensitivity/resistance testing (DSRT), and CRISPR/RNAi screens offer functional insights.
  • Multi-omics approaches and artificial intelligence integration are advancing precision.

Main Results:

  • Functional profiling identifies AML-specific vulnerabilities and biomarkers.
  • Techniques reveal drug resistance mechanisms and potential drug repurposing opportunities.
  • Studies have linked specific mutations and gene signatures to aggressive AML subtypes.

Conclusions:

  • Functional profiling methods provide critical insights into AML heterogeneity and behavior.
  • These techniques are instrumental in identifying novel therapeutic targets and predicting treatment response.
  • Integrating functional profiling into routine AML care holds promise for improved patient outcomes.