BIO514 Set up

Software

REQUIRED - We will be using RStudio to analyse the data set. It is recommend you have the following installed: RStudio version 1.4 or later and R version 4.0 or later. Further details on getting started in RStudio here.

Optional (not needed for today’s workshop) - We will not be doing the sequence pre-processing steps today but if you did want to do this you will need to download conda and QIIME2.

Download data

Raw Sequence (optional)

Raw amplicon 16S sequence data from West et al. (2020) Gut 69, 1452-1459. doi: 10.1136/gutjnl-2019-319620. Download raw data from NCBI Sequence Read Archive. Project number PRJNA493625 from https://sra-explorer.info/.

Rename so fastq.gz files in format SAMPLEID_L001_R1_001.fastq.gz (forward) or SAMPLEID_L001_R2_001.fastq.gz (reverse).

You will not be required to download this for today’s tutorial but if you wanted you could use this data and follow the sequence processing page.

Here is a quick way to download all associated data from PRJNA493625

#!/usr/bin/env bash
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943540/SRR7943540_1.fastq.gz -o SRR7943540_16S_V4_of_human_feces_PBS61_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943540/SRR7943540_2.fastq.gz -o SRR7943540_16S_V4_of_human_feces_PBS61_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943542/SRR7943542_1.fastq.gz -o SRR7943542_16S_V4_of_human_feces_PBS5_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943542/SRR7943542_2.fastq.gz -o SRR7943542_16S_V4_of_human_feces_PBS5_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943539/SRR7943539_1.fastq.gz -o SRR7943539_16S_V4_of_human_feces_PBS43_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943539/SRR7943539_2.fastq.gz -o SRR7943539_16S_V4_of_human_feces_PBS43_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943541/SRR7943541_1.fastq.gz -o SRR7943541_16S_V4_of_human_feces_PBS68_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943541/SRR7943541_2.fastq.gz -o SRR7943541_16S_V4_of_human_feces_PBS68_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943544/SRR7943544_1.fastq.gz -o SRR7943544_16S_V4_of_human_feces_PBS63_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943544/SRR7943544_2.fastq.gz -o SRR7943544_16S_V4_of_human_feces_PBS63_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943543/SRR7943543_1.fastq.gz -o SRR7943543_16S_V4_of_human_feces_PBS39_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943543/SRR7943543_2.fastq.gz -o SRR7943543_16S_V4_of_human_feces_PBS39_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943538/SRR7943538_1.fastq.gz -o SRR7943538_16S_V4_of_human_feces_PBS49_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943538/SRR7943538_2.fastq.gz -o SRR7943538_16S_V4_of_human_feces_PBS49_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943535/SRR7943535_1.fastq.gz -o SRR7943535_16S_V4_of_human_feces_PBS30_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943535/SRR7943535_2.fastq.gz -o SRR7943535_16S_V4_of_human_feces_PBS30_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943537/SRR7943537_1.fastq.gz -o SRR7943537_16S_V4_of_human_feces_PBS50_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943537/SRR7943537_2.fastq.gz -o SRR7943537_16S_V4_of_human_feces_PBS50_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943536/SRR7943536_1.fastq.gz -o SRR7943536_16S_V4_of_human_feces_PBS29_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943536/SRR7943536_2.fastq.gz -o SRR7943536_16S_V4_of_human_feces_PBS29_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943533/SRR7943533_1.fastq.gz -o SRR7943533_16S_V4_of_human_feces_PBS44_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943533/SRR7943533_2.fastq.gz -o SRR7943533_16S_V4_of_human_feces_PBS44_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943534/SRR7943534_1.fastq.gz -o SRR7943534_16S_V4_of_human_feces_PBS67_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943534/SRR7943534_2.fastq.gz -o SRR7943534_16S_V4_of_human_feces_PBS67_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943531/SRR7943531_1.fastq.gz -o SRR7943531_16S_V4_of_human_feces_PBS26_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943531/SRR7943531_2.fastq.gz -o SRR7943531_16S_V4_of_human_feces_PBS26_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943532/SRR7943532_1.fastq.gz -o SRR7943532_16S_V4_of_human_feces_PBS25_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943532/SRR7943532_2.fastq.gz -o SRR7943532_16S_V4_of_human_feces_PBS25_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943530/SRR7943530_1.fastq.gz -o SRR7943530_16S_V4_of_human_feces_PBS27_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943530/SRR7943530_2.fastq.gz -o SRR7943530_16S_V4_of_human_feces_PBS27_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943529/SRR7943529_1.fastq.gz -o SRR7943529_16S_V4_of_human_feces_PBS28_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943529/SRR7943529_2.fastq.gz -o SRR7943529_16S_V4_of_human_feces_PBS28_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943528/SRR7943528_1.fastq.gz -o SRR7943528_16S_V4_of_human_feces_PBS21_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943528/SRR7943528_2.fastq.gz -o SRR7943528_16S_V4_of_human_feces_PBS21_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943527/SRR7943527_1.fastq.gz -o SRR7943527_16S_V4_of_human_feces_PBS22_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943527/SRR7943527_2.fastq.gz -o SRR7943527_16S_V4_of_human_feces_PBS22_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943525/SRR7943525_1.fastq.gz -o SRR7943525_16S_V4_of_human_feces_PBS24_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943525/SRR7943525_2.fastq.gz -o SRR7943525_16S_V4_of_human_feces_PBS24_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943524/SRR7943524_1.fastq.gz -o SRR7943524_16S_V4_of_human_feces_PBS62_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943524/SRR7943524_2.fastq.gz -o SRR7943524_16S_V4_of_human_feces_PBS62_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943521/SRR7943521_1.fastq.gz -o SRR7943521_16S_V4_of_human_feces_PBS47_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943521/SRR7943521_2.fastq.gz -o SRR7943521_16S_V4_of_human_feces_PBS47_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943523/SRR7943523_1.fastq.gz -o SRR7943523_16S_V4_of_human_feces_PBS42_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943523/SRR7943523_2.fastq.gz -o SRR7943523_16S_V4_of_human_feces_PBS42_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943526/SRR7943526_1.fastq.gz -o SRR7943526_16S_V4_of_human_feces_PBS23_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943526/SRR7943526_2.fastq.gz -o SRR7943526_16S_V4_of_human_feces_PBS23_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943522/SRR7943522_1.fastq.gz -o SRR7943522_16S_V4_of_human_feces_PBS41_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943522/SRR7943522_2.fastq.gz -o SRR7943522_16S_V4_of_human_feces_PBS41_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943515/SRR7943515_1.fastq.gz -o SRR7943515_16S_V4_of_human_feces_PBS6_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943515/SRR7943515_2.fastq.gz -o SRR7943515_16S_V4_of_human_feces_PBS6_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943517/SRR7943517_1.fastq.gz -o SRR7943517_16S_V4_of_human_feces_PBS46_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943517/SRR7943517_2.fastq.gz -o SRR7943517_16S_V4_of_human_feces_PBS46_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943518/SRR7943518_1.fastq.gz -o SRR7943518_16S_V4_of_human_feces_PBS45_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943518/SRR7943518_2.fastq.gz -o SRR7943518_16S_V4_of_human_feces_PBS45_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943516/SRR7943516_1.fastq.gz -o SRR7943516_16S_V4_of_human_feces_PBS38_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943516/SRR7943516_2.fastq.gz -o SRR7943516_16S_V4_of_human_feces_PBS38_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943519/SRR7943519_1.fastq.gz -o SRR7943519_16S_V4_of_human_feces_PBS48_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943519/SRR7943519_2.fastq.gz -o SRR7943519_16S_V4_of_human_feces_PBS48_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943520/SRR7943520_1.fastq.gz -o SRR7943520_16S_V4_of_human_feces_PBS57_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943520/SRR7943520_2.fastq.gz -o SRR7943520_16S_V4_of_human_feces_PBS57_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943513/SRR7943513_1.fastq.gz -o SRR7943513_16S_V4_of_human_feces_PBS8_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943513/SRR7943513_2.fastq.gz -o SRR7943513_16S_V4_of_human_feces_PBS8_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943509/SRR7943509_1.fastq.gz -o SRR7943509_16S_V4_of_human_feces_PBS4_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943509/SRR7943509_2.fastq.gz -o SRR7943509_16S_V4_of_human_feces_PBS4_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943511/SRR7943511_1.fastq.gz -o SRR7943511_16S_V4_of_human_feces_PBS2_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943511/SRR7943511_2.fastq.gz -o SRR7943511_16S_V4_of_human_feces_PBS2_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943510/SRR7943510_1.fastq.gz -o SRR7943510_16S_V4_of_human_feces_PBS1_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943510/SRR7943510_2.fastq.gz -o SRR7943510_16S_V4_of_human_feces_PBS1_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943514/SRR7943514_1.fastq.gz -o SRR7943514_16S_V4_of_human_feces_PBS34_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943514/SRR7943514_2.fastq.gz -o SRR7943514_16S_V4_of_human_feces_PBS34_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943512/SRR7943512_1.fastq.gz -o SRR7943512_16S_V4_of_human_feces_PBS33_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943512/SRR7943512_2.fastq.gz -o SRR7943512_16S_V4_of_human_feces_PBS33_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943506/SRR7943506_1.fastq.gz -o SRR7943506_16S_V4_of_human_feces_PBS32_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943506/SRR7943506_2.fastq.gz -o SRR7943506_16S_V4_of_human_feces_PBS32_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943507/SRR7943507_1.fastq.gz -o SRR7943507_16S_V4_of_human_feces_PBS10_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943507/SRR7943507_2.fastq.gz -o SRR7943507_16S_V4_of_human_feces_PBS10_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943508/SRR7943508_1.fastq.gz -o SRR7943508_16S_V4_of_human_feces_PBS3_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943508/SRR7943508_2.fastq.gz -o SRR7943508_16S_V4_of_human_feces_PBS3_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943503/SRR7943503_1.fastq.gz -o SRR7943503_16S_V4_of_human_feces_PBS59_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943503/SRR7943503_2.fastq.gz -o SRR7943503_16S_V4_of_human_feces_PBS59_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943504/SRR7943504_1.fastq.gz -o SRR7943504_16S_V4_of_human_feces_PBS60_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943504/SRR7943504_2.fastq.gz -o SRR7943504_16S_V4_of_human_feces_PBS60_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943505/SRR7943505_1.fastq.gz -o SRR7943505_16S_V4_of_human_feces_PBS9_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943505/SRR7943505_2.fastq.gz -o SRR7943505_16S_V4_of_human_feces_PBS9_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943499/SRR7943499_1.fastq.gz -o SRR7943499_16S_V4_of_human_feces_PBS54_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/009/SRR7943499/SRR7943499_2.fastq.gz -o SRR7943499_16S_V4_of_human_feces_PBS54_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943500/SRR7943500_1.fastq.gz -o SRR7943500_16S_V4_of_human_feces_PBS36_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/000/SRR7943500/SRR7943500_2.fastq.gz -o SRR7943500_16S_V4_of_human_feces_PBS36_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943502/SRR7943502_1.fastq.gz -o SRR7943502_16S_V4_of_human_feces_PBS31_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943502/SRR7943502_2.fastq.gz -o SRR7943502_16S_V4_of_human_feces_PBS31_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943497/SRR7943497_1.fastq.gz -o SRR7943497_16S_V4_of_human_feces_PBS56_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/007/SRR7943497/SRR7943497_2.fastq.gz -o SRR7943497_16S_V4_of_human_feces_PBS56_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943501/SRR7943501_1.fastq.gz -o SRR7943501_16S_V4_of_human_feces_PBS52_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943501/SRR7943501_2.fastq.gz -o SRR7943501_16S_V4_of_human_feces_PBS52_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943498/SRR7943498_1.fastq.gz -o SRR7943498_16S_V4_of_human_feces_PBS53_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/008/SRR7943498/SRR7943498_2.fastq.gz -o SRR7943498_16S_V4_of_human_feces_PBS53_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943495/SRR7943495_1.fastq.gz -o SRR7943495_16S_V4_of_human_feces_PBS58_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/005/SRR7943495/SRR7943495_2.fastq.gz -o SRR7943495_16S_V4_of_human_feces_PBS58_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943496/SRR7943496_1.fastq.gz -o SRR7943496_16S_V4_of_human_feces_PBS55_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/006/SRR7943496/SRR7943496_2.fastq.gz -o SRR7943496_16S_V4_of_human_feces_PBS55_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943492/SRR7943492_1.fastq.gz -o SRR7943492_16S_V4_of_human_feces_PBS15_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/002/SRR7943492/SRR7943492_2.fastq.gz -o SRR7943492_16S_V4_of_human_feces_PBS15_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943493/SRR7943493_1.fastq.gz -o SRR7943493_16S_V4_of_human_feces_PBS16_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/003/SRR7943493/SRR7943493_2.fastq.gz -o SRR7943493_16S_V4_of_human_feces_PBS16_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943494/SRR7943494_1.fastq.gz -o SRR7943494_16S_V4_of_human_feces_PBS37_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/004/SRR7943494/SRR7943494_2.fastq.gz -o SRR7943494_16S_V4_of_human_feces_PBS37_2.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943491/SRR7943491_1.fastq.gz -o SRR7943491_16S_V4_of_human_feces_PBS18_1.fastq.gz
curl -L ftp://ftp.sra.ebi.ac.uk/vol1/fastq/SRR794/001/SRR7943491/SRR7943491_2.fastq.gz -o SRR7943491_16S_V4_of_human_feces_PBS18_2.fastq.gz

Pre-processed QIIME2 files (optional)

(optional)

Pre-processed QIIME2 sequence data as outlined in sequence processing is available for download on FigShare link.

You can view the downloaded qzv files using QIIME2 view.

RData (REQUIRED)

If you are following along on your own computer the easiest way is to download this GitHub repository using either option A or B below:

Go to https://github.com/siobhon-egan/2022-systMed-genomics and click on the green Code button. Select Download ZIP, open/unzip the file. Open the .Rmd files in RStudio you will be able to follow along for the data analysis.
Use terminal and clone the GitHub repo.

git clone https://github.com/siobhon-egan/2022-systMed-genomics.git

Alternatively if you are using the RStudio cloud server as part of the BIO513 unit I have include the data we will need for today’s lesson in the directory data/BIO514-microbiome directory.

You can then just create your own Rmarkdown file and save in the home/ directory. You can copy the code chunks in the script on the webpage dataViz or find a copy of the .Rmd file here.

Install R packages

You should only need to do this once to install required libraries.

I recommend you run this bit of code line by line. (i.e. copy and paste one line of code directly in to the console and press enter).
For some reason running the whole script at once doesn’t seem to be working.
Also the order of installing the packages is important, please sick to this order.

Remember it assumes you have R version 4.0 and RStudio version 1.4.

if (!requireNamespace("BiocManager", quietly = TRUE))
  install.packages("BiocManager")
# Phyloseq
BiocManager::install("phyloseq")
# Tidyverse
install.packages("tidyverse")
# Install microbiome
BiocManager::install("microbiome")
# Install microbiome utilities
install.packages("devtools")
devtools::install_github("microsud/microbiomeutilities")
# Install DirichletMultinomial
BiocManager::install("DirichletMultinomial")
# Install MicrobiotaProcess
BiocManager::install("MicrobiotaProcess")
# Install ampvis2
install.packages("remotes")
remotes::install_github("MadsAlbertsen/ampvis2")
# Install vegan
install.packages("vegan")
# Install tidyverse
install.packages("tidyverse")
# Install ggpubr
install.packages("ggpubr")
# R color brewer
install.packages("RColorBrewer")
# Install reshape2
install.packages("reshape2")
# Install plotly
install.packages("plotly")

Note I have not included packages that relating to “knitting” the document here. Everything should be executable within the R markdown files by running the code chunks.