Personalized identification and characterization of genome-wide gene expression differences between patient-matched

Theresa Kraft1, Konrad Grützmann1, Matthias Meinhardt2

  • 1Institute for Medical Informatics and Biometry (IMB), Carl Gustav Carus Faculty of Medicine, Technische Universität Dresden, Fetscherstr. 74, 01307, Dresden, Germany.

Insights

This study reveals molecular differences between brain and other melanoma metastases. Intracranial melanoma showed a brain-like gene expression and downregulated immune signaling, offering targets for new treatments.

Area of Science:

  • Oncology
  • Molecular Biology
  • Genomics

Background:

  • Melanoma is a severe skin cancer with high mortality, often due to brain metastases (intracranial metastases).
  • Understanding molecular differences between intracranial and extracranial metastases is crucial for treatment, yet studies often lack patient-matched comparisons.
  • Individual melanoma tumors exhibit unique molecular profiles, necessitating personalized analysis of metastasis origins.

Purpose of the Study:

  • To identify molecular alterations distinguishing intracranial from extracranial melanoma metastases on a patient-matched basis.
  • To uncover specific gene expression patterns and signaling pathways altered in brain metastases.
  • To identify potential therapeutic targets for melanoma brain metastases.

Main Methods:

  • Compared gene expression profiles of 16 intracranial metastases with 21 patient-matched extracranial metastases.
  • Utilized a three-state Hidden Markov Model (HMM) for personalized analysis of metastasis pairs.
  • Integrated differentially expressed genes across patients to identify consistently altered genes and pathways.

Main Results:

  • Identified significantly altered pathways including cytokine-receptor interaction, calcium signaling, and PI3K/Akt signaling.
  • Observed downregulation of immune-relevant signaling pathway genes in intracranial metastases.
  • Detected a 'brain-like' phenotype gene expression program in intracranial metastases, with 103 consistently altered genes identified across patients.
  • Found 11 genes significantly associated with survival in the TCGA melanoma cohort.
  • Identified a core set of eight genes consistently altered in intracranial versus extracranial metastases across multiple studies, including FGF7, associated with survival.

Conclusions:

  • Melanoma brain metastases exhibit distinct molecular characteristics compared to extracranial metastases, including altered signaling pathways and immune response gene expression.
  • The identified 'brain-like' phenotype and specific gene signatures provide insights into melanoma brain metastasis development.
  • This research highlights potential therapeutic targets and emphasizes the importance of personalized analysis in understanding metastasis heterogeneity.