Liquid Biopsy and Early Detection Platform

A liquid biopsy analyzes circulating biomarkers from a non-invasive sample (usually blood) to infer disease presence, subtype, or progression. Instead of sampling tissue directly, it samples what disease sheds into circulation.


1. Circulating tumor DNA (ctDNA)

  • Fragmented DNA released by dying cells
  • Contains tumor-specific mutations
  • Powerful but sparse in early disease

2. cfDNA methylation patterns

  • Tissue-of-origin signatures
  • Often more informative than mutations
  • Key for early detection

3. Circulating RNA

  • mRNA, miRNA, exosomal RNA
  • Reflects active biology
  • Less stable, but highly informative

4. Proteins & metabolites

  • Cytokines, enzymes, metabolic signatures
  • Add functional context
  • Often non-specific alone

5. Extracellular vesicles (exosomes)

  • Carry DNA, RNA, proteins
  • Enriched disease signals
  • Complex to isolate

Platform architecture

  1. Ultra-sensitive assay
    • Error-corrected sequencing
    • Fragmentomics
    • Deep coverage
  2. Multi-analyte integration
    • DNA + methylation + protein
    • Compensates for sparse ctDNA
  3. Machine-learning interpretation
    • Pattern recognition
    • Cancer vs non-cancer discrimination
    • Tissue-of-origin prediction
  4. Clinical validation at scale
    • Longitudinal cohorts
    • Population studies

Representative platform strategies

StrategyStrengthWeakness
Mutation-basedSpecificLow sensitivity early
Methylation-basedTissue-of-originComplex analysis
Multi-omicHigh accuracyCost & complexity
FragmentomicsPhysics-based signalEmerging validation

Liquid biopsy is not a test—it is a platform problem where sensitivity, specificity, and interpretation must scale together.

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