How long does it take to carry out the GWAS workflow?
Including these steps:
- raw data format transformation for five companies
- update positions for all SNPs to hg37 version
- Quality control within companies
- Pre-phasing (SHAPEIT2) and imputation (IMPUTE2) for all SNPs of each company
- Perform GWAS using two logistic models for 27 phenotypes
- Statistic and downstream bioinformatic analysis.
- Estimation of genetic parameters (rg and hg).
- PRS analysis.
However. the size of my dataset only consist more than 1000 people. With no background knowledge, how long would this take as a bioinformatics master student?
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Too many factors to give a good estimate, anything between a week and six months.
1000 samples GWAS is pretty small, below is my guesstimates:
- using R/python/bash 1-5 days
- liftover 1 day
- QC 2-3 days
- I'd use online services like Michigan Imputation Service, 1-3 days
- R/SNPTEST 1-4 days
- 1-30 days, this is too broad, hard to guess
- no idea
- 1-5 days
Most of the time will not be spent on coding/running the analysis, but for interpreting and finding the correct way of doing it. So each step might have many iterations.
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It will be quicker if you use up to date software - imput2 and shapeit2 are old and slow. Use the Michigan/Sanger imputatin server instead.
typo ??