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project proposal BIOL 7180, Scripting for Biologists, spring 2021

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BIOL 7180 Project Proposal:

16PS - power analysis for 16SrRNA microbiome studies!

Background:

  • Microbiome analyses give insight into composition and function of bacterial communities in a particular location
  • Microbiome studies often compare a control group to groups with different environmental exposure or different treatments
  • Sequencing of 16SrRNA gene is often used for microbiome analyses
  • Power analysis and sample sizes calculation, ideally based on pilot runs, are fundamental for designing a study protocol
  • Microbiome power analysis and sample size calculations are complex and time consuming

Questions:

  • How many reads do I need to sequence?
  • How many samples I need to detect the expected effect?

Objective:

  • Predictive power analysis and sample size results
  • Intuitive user interface
  • Logically structured data visualization

Tasks:

  • Find the best calculation method (PERMANOVA, Dirichlet multinomial model, t-test, chi-square test)
  • Determine all the parameters relevant for the calculations
  • Script the code in Python3
  • Design an intuitive user interface

Result:

16PS will simplify and optimize power analysis and sample size calculations for 16SrRNA microbiome studies

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project proposal BIOL 7180, Scripting for Biologists, spring 2021

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