Differential expression analysis

Analisis Ekspresi Diferensial dengan limma di R

John Blischak

Instructor

Analisis Ekspresi Diferensial dengan limma di R

Analisis Ekspresi Diferensial dengan limma di R

Analisis Ekspresi Diferensial dengan limma di R

Analisis Ekspresi Diferensial dengan limma di R

Analisis Ekspresi Diferensial dengan limma di R

What is the goal of a differential expression analysis?

  • Identify the genes that are associated with a phenotype of interest
  • Examples:
    • The response to a stimulus like a drug
    • Changes during development
    • The effect of a genetic mutation
Analisis Ekspresi Diferensial dengan limma di R

Why differential expression?

  • Novelty

    • Are there additional genes of interest?
  • Context

    • Is the measurement for a given gene unique or common?
  • Systems

    • Which biological pathways are important?
Analisis Ekspresi Diferensial dengan limma di R

Many steps to complete an experiment

  • Design study
  • Perform experiment
  • Collect data
  • Pre-process data
  • Explore data
  • Test data
  • Interpret results
  • Share results
Analisis Ekspresi Diferensial dengan limma di R

Caveats

  • Measurements are relative, not absolute

  • Statistical methods cannot rescue a poorly designed study

Analisis Ekspresi Diferensial dengan limma di R

Let's practice!

Analisis Ekspresi Diferensial dengan limma di R

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