FastQC MultiQC - A.pulchra WGBS E5 Timeseries

2024
E5
timeseries_molecular
WGBS
Acropora pulchra
FastQC
MultiQC
Author

Sam White

Published

December 31, 2024

INTRO

The notebook entry is part of the coral E5 molecular_timeseries project (GitHub repo). I ran FastQC and MultiQC on the A.pulchra WGBS data received on 20241230 in preparation for a quick Bismark alignment, per Steven’s request (GitHub Issue).

Although I didn’t need to run FastQC or MultiQC, I did so because I used recycled code to download the data. Since FastQC and MultiQC are fast, I just ran the entire R Markdown doc anyway.

Note

It is taken from 00.20-D-Apul-WGBS-reads-FastQC-MultiQC.Rmd (commit 98ea3d4).

The resulting MultiQC Report is here:

1 Create a Bash variables file

This allows usage of Bash variables across R Markdown chunks.

{
echo "#### Assign Variables ####"
echo ""

echo "# Data directories"
echo 'export timeseries_dir=/home/shared/8TB_HDD_01/sam/gitrepos/urol-e5/timeseries_molecular'
echo 'export output_dir_top=${timeseries_dir}/D-Apul/output/00.20-D-Apul-WGBS-reads-FastQC-MultiQC'
echo 'export raw_fastqc_dir=${output_dir_top}/raw-fastqc'
echo 'export raw_reads_dir=${timeseries_dir}/D-Apul/data/wgbs-raw-fastqs'
echo 'export raw_reads_url="https://owl.fish.washington.edu/nightingales/E5-coral-time-series/30-1067895835/"'
echo ""

echo "# Paths to programs"
echo 'export fastqc=/home/shared/FastQC-0.12.1/fastqc'
echo 'export multiqc=/home/sam/programs/mambaforge/bin/multiqc'
echo ""

echo "# Set FastQ filename patterns"
echo "export fastq_pattern='*.fastq.gz'"
echo "export R1_fastq_pattern='*_R1_*.fastq.gz'"
echo "export R2_fastq_pattern='*_R2_*.fastq.gz'"
echo ""

echo "# Set number of CPUs to use"
echo 'export threads=40'
echo ""


echo "## Inititalize arrays"
echo 'export fastq_array_R1=()'
echo 'export fastq_array_R2=()'
echo 'export raw_fastqs_array=()'
echo 'export R1_names_array=()'
echo 'export R2_names_array=()'
echo ""

echo "# Programs associative array"
echo "declare -A programs_array"
echo "programs_array=("
echo '[fastqc]="${fastqc}" \'
echo '[multiqc]="${multiqc}" \'
echo ")"
echo ""

echo "# Print formatting"
echo 'export line="--------------------------------------------------------"'
echo ""
} > .bashvars

cat .bashvars
#### Assign Variables ####

# Data directories
export timeseries_dir=/home/shared/8TB_HDD_01/sam/gitrepos/urol-e5/timeseries_molecular
export output_dir_top=${timeseries_dir}/D-Apul/output/00.20-D-Apul-WGBS-reads-FastQC-MultiQC
export raw_fastqc_dir=${output_dir_top}/raw-fastqc
export raw_reads_dir=${timeseries_dir}/D-Apul/data/wgbs-raw-fastqs
export raw_reads_url="https://owl.fish.washington.edu/nightingales/E5-coral-time-series/30-1067895835/"

# Paths to programs
export fastqc=/home/shared/FastQC-0.12.1/fastqc
export multiqc=/home/sam/programs/mambaforge/bin/multiqc

# Set FastQ filename patterns
export fastq_pattern='*.fastq.gz'
export R1_fastq_pattern='*_R1_*.fastq.gz'
export R2_fastq_pattern='*_R2_*.fastq.gz'

# Set number of CPUs to use
export threads=40

## Inititalize arrays
export fastq_array_R1=()
export fastq_array_R2=()
export raw_fastqs_array=()
export R1_names_array=()
export R2_names_array=()

# Programs associative array
declare -A programs_array
programs_array=(
[fastqc]="${fastqc}" \
[multiqc]="${multiqc}" \
)

# Print formatting
export line="--------------------------------------------------------"

2 Download A.pulchra WGBS FastQs

2.1 Download raw WGBS reads

Reads are downloaded from https://owl.fish.washington.edu/nightingales/E5-coral-time-series/30-1067895835/

Since sequencing included multiple species, the code will also parse only those that are A.pulchra.

The --cut-dirs 3 command cuts the preceding directory structure (i.e. nightingales/E5-coral-time-series/30-1067895835/) so that we just end up with the reads.

# Load bash variables into memory
source .bashvars

# Make output directory if it doesn't exist
mkdir --parents ${raw_reads_dir}

# Create list of only A.pulchra sample names
# Some samples names are preceded by the sample number for some reason,
# so this handles that formatting.
sample_list=$(awk -F"," '$11 == "Acropora pulchra" { if ($9 ~ /E/) { print $8 "--" $9 } else { print $9 } }' ${timeseries_dir}/M-multi-species/data/30-1067895835-WGBS-sample-submission-form.csv \
| sort)

echo ""
echo "${line}"
echo ""
echo "Sample list:"
echo ""
echo "${sample_list}"
echo ""
echo "${line}"
echo ""


# Use printf to format each item for use in wget
formatted_list=$(printf "%s_*," ${sample_list})

# Remove the trailing comma
formatted_list="${formatted_list%,}"

# Output the final wget command
echo ""
echo "${line}"
echo ""
echo "Formatted wget accept list:"
echo ""
echo "wget --accept=\"$formatted_list\""
echo ""
echo "${line}"
echo ""

# Run wget to retrieve FastQs and MD5 files
wget \
--directory-prefix ${raw_reads_dir} \
--recursive \
--no-check-certificate \
--continue \
--cut-dirs 3 \
--no-host-directories \
--no-parent \
--quiet \
--accept=\"$formatted_list\" ${raw_reads_url}

ls -lh "${raw_reads_dir}"
--------------------------------------------------------

Sample list:

10--1E7
1A1
1A10
1A12
1A3
1A5
1A6
1A8
1B1
1B10
1B2
1B4
1B5
1C6
1C8
1C9
1D3
1D7
1D8
1D9
1F1
1F5
1F7
1F9
1G4
1G5
1H11
1H2
1H3
1H5
1H6
1H9
2A3
2C2
2D1
2D2
2G2
2H3
39--2E2
6--1E3

--------------------------------------------------------


--------------------------------------------------------

Formatted wget accept list:

wget --accept="10--1E7_*,1A1_*,1A10_*,1A12_*,1A3_*,1A5_*,1A6_*,1A8_*,1B1_*,1B10_*,1B2_*,1B4_*,1B5_*,1C6_*,1C8_*,1C9_*,1D3_*,1D7_*,1D8_*,1D9_*,1F1_*,1F5_*,1F7_*,1F9_*,1G4_*,1G5_*,1H11_*,1H2_*,1H3_*,1H5_*,1H6_*,1H9_*,2A3_*,2C2_*,2D1_*,2D2_*,2G2_*,2H3_*,39--2E2_*,6--1E3_*"

--------------------------------------------------------

total 213G
-rw-r--r-- 1 sam sam 2.6G Dec 30 07:56 10--1E7_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   60 Dec 30 07:56 10--1E7_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 07:59 10--1E7_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   60 Dec 30 07:59 10--1E7_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 08:22 1A10_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 08:22 1A10_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 08:25 1A10_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 08:25 1A10_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 08:33 1A12_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 08:33 1A12_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 08:35 1A12_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 08:35 1A12_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 08:38 1A1_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 08:38 1A1_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 08:41 1A1_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 08:41 1A1_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.1G Dec 30 08:51 1A3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 08:51 1A3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.1G Dec 30 08:54 1A3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 08:54 1A3_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 09:02 1A5_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:02 1A5_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 09:05 1A5_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:05 1A5_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 09:07 1A6_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:07 1A6_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 09:10 1A6_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:10 1A6_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.4G Dec 30 09:18 1A8_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:18 1A8_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.5G Dec 30 09:21 1A8_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:21 1A8_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.7G Dec 30 09:32 1B10_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 09:32 1B10_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.7G Dec 30 09:35 1B10_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 09:35 1B10_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 09:48 1B1_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:48 1B1_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 09:51 1B1_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:51 1B1_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.4G Dec 30 09:54 1B2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:54 1B2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.4G Dec 30 09:57 1B2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 09:57 1B2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 10:05 1B4_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 10:05 1B4_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 10:08 1B4_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 10:08 1B4_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 10:10 1B5_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 10:10 1B5_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 10:13 1B5_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 10:13 1B5_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 11:15 1C6_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:15 1C6_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 11:18 1C6_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:18 1C6_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.9G Dec 30 11:26 1C8_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:26 1C8_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.9G Dec 30 11:29 1C8_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:29 1C8_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 11:31 1C9_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:31 1C9_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 11:34 1C9_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 11:34 1C9_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 12:00 1D3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:00 1D3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 12:03 1D3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:03 1D3_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 12:21 1D7_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:21 1D7_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 12:23 1D7_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:23 1D7_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 12:26 1D8_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:26 1D8_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 12:28 1D8_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:28 1D8_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 12:31 1D9_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:31 1D9_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 12:34 1D9_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:34 1D9_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.1G Dec 30 12:51 1F1_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:51 1F1_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.1G Dec 30 12:54 1F1_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 12:54 1F1_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.1G Dec 30 13:10 1F5_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:10 1F5_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 13:13 1F5_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:13 1F5_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 13:19 1F7_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:19 1F7_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 13:21 1F7_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:21 1F7_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 13:28 1F9_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:28 1F9_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 13:30 1F9_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 13:30 1F9_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.3G Dec 30 14:01 1G4_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:01 1G4_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.3G Dec 30 14:03 1G4_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:03 1G4_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 14:06 1G5_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:06 1G5_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 14:09 1G5_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:09 1G5_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 14:35 1H11_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 14:35 1H11_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.5G Dec 30 14:38 1H11_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   57 Dec 30 14:38 1H11_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.9G Dec 30 14:51 1H2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:51 1H2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.0G Dec 30 14:54 1H2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:54 1H2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 14:56 1H3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:56 1H3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 14:59 1H3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 14:59 1H3_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 15:07 1H5_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:07 1H5_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 15:10 1H5_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:10 1H5_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 15:13 1H6_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:13 1H6_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 15:16 1H6_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:16 1H6_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.8G Dec 30 15:30 1H9_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:30 1H9_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 15:33 1H9_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:33 1H9_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.1G Dec 30 15:45 2A3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:45 2A3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.1G Dec 30 15:47 2A3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 15:47 2A3_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 16:11 2C2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:11 2C2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.6G Dec 30 16:14 2C2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:14 2C2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.3G Dec 30 16:23 2D1_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:23 2D1_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.3G Dec 30 16:26 2D1_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:26 2D1_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 1.8G Dec 30 16:28 2D2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:28 2D2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 1.8G Dec 30 16:30 2D2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 16:30 2D2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 17:00 2G2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 17:00 2G2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.7G Dec 30 17:03 2G2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 17:03 2G2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 1.9G Dec 30 17:22 2H3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 17:22 2H3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 1.9G Dec 30 17:24 2H3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   56 Dec 30 17:24 2H3_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 17:27 39--2E2_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   60 Dec 30 17:27 39--2E2_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 2.4G Dec 30 17:30 39--2E2_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   60 Dec 30 17:30 39--2E2_R2_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.2G Dec 30 17:57 6--1E3_R1_001.fastq.gz
-rw-r--r-- 1 sam sam   59 Dec 30 17:57 6--1E3_R1_001.fastq.gz.md5
-rw-r--r-- 1 sam sam 3.2G Dec 30 18:00 6--1E3_R2_001.fastq.gz
-rw-r--r-- 1 sam sam   59 Dec 30 18:00 6--1E3_R2_001.fastq.gz.md5

2.2 Verify raw read checksums

# Load bash variables into memory
source .bashvars

cd "${raw_reads_dir}"

for file in *.md5
do
  md5sum --check "${file}"
done
./10--1E7_R1_001.fastq.gz: OK
./10--1E7_R2_001.fastq.gz: OK
./1A10_R1_001.fastq.gz: OK
./1A10_R2_001.fastq.gz: OK
./1A12_R1_001.fastq.gz: OK
./1A12_R2_001.fastq.gz: OK
./1A1_R1_001.fastq.gz: OK
./1A1_R2_001.fastq.gz: OK
./1A3_R1_001.fastq.gz: OK
./1A3_R2_001.fastq.gz: OK
./1A5_R1_001.fastq.gz: OK
./1A5_R2_001.fastq.gz: OK
./1A6_R1_001.fastq.gz: OK
./1A6_R2_001.fastq.gz: OK
./1A8_R1_001.fastq.gz: OK
./1A8_R2_001.fastq.gz: OK
./1B10_R1_001.fastq.gz: OK
./1B10_R2_001.fastq.gz: OK
./1B1_R1_001.fastq.gz: OK
./1B1_R2_001.fastq.gz: OK
./1B2_R1_001.fastq.gz: OK
./1B2_R2_001.fastq.gz: OK
./1B4_R1_001.fastq.gz: OK
./1B4_R2_001.fastq.gz: OK
./1B5_R1_001.fastq.gz: OK
./1B5_R2_001.fastq.gz: OK
./1C6_R1_001.fastq.gz: OK
./1C6_R2_001.fastq.gz: OK
./1C8_R1_001.fastq.gz: OK
./1C8_R2_001.fastq.gz: OK
./1C9_R1_001.fastq.gz: OK
./1C9_R2_001.fastq.gz: OK
./1D3_R1_001.fastq.gz: OK
./1D3_R2_001.fastq.gz: OK
./1D7_R1_001.fastq.gz: OK
./1D7_R2_001.fastq.gz: OK
./1D8_R1_001.fastq.gz: OK
./1D8_R2_001.fastq.gz: OK
./1D9_R1_001.fastq.gz: OK
./1D9_R2_001.fastq.gz: OK
./1F1_R1_001.fastq.gz: OK
./1F1_R2_001.fastq.gz: OK
./1F5_R1_001.fastq.gz: OK
./1F5_R2_001.fastq.gz: OK
./1F7_R1_001.fastq.gz: OK
./1F7_R2_001.fastq.gz: OK
./1F9_R1_001.fastq.gz: OK
./1F9_R2_001.fastq.gz: OK
./1G4_R1_001.fastq.gz: OK
./1G4_R2_001.fastq.gz: OK
./1G5_R1_001.fastq.gz: OK
./1G5_R2_001.fastq.gz: OK
./1H11_R1_001.fastq.gz: OK
./1H11_R2_001.fastq.gz: OK
./1H2_R1_001.fastq.gz: OK
./1H2_R2_001.fastq.gz: OK
./1H3_R1_001.fastq.gz: OK
./1H3_R2_001.fastq.gz: OK
./1H5_R1_001.fastq.gz: OK
./1H5_R2_001.fastq.gz: OK
./1H6_R1_001.fastq.gz: OK
./1H6_R2_001.fastq.gz: OK
./1H9_R1_001.fastq.gz: OK
./1H9_R2_001.fastq.gz: OK
./2A3_R1_001.fastq.gz: OK
./2A3_R2_001.fastq.gz: OK
./2C2_R1_001.fastq.gz: OK
./2C2_R2_001.fastq.gz: OK
./2D1_R1_001.fastq.gz: OK
./2D1_R2_001.fastq.gz: OK
./2D2_R1_001.fastq.gz: OK
./2D2_R2_001.fastq.gz: OK
./2G2_R1_001.fastq.gz: OK
./2G2_R2_001.fastq.gz: OK
./2H3_R1_001.fastq.gz: OK
./2H3_R2_001.fastq.gz: OK
./39--2E2_R1_001.fastq.gz: OK
./39--2E2_R2_001.fastq.gz: OK
./6--1E3_R1_001.fastq.gz: OK
./6--1E3_R2_001.fastq.gz: OK

3 FastQC/MultiQC on raw reads

# Load bash variables into memory
source .bashvars

# Make output directory if it doesn't exist
mkdir --parents "${raw_fastqc_dir}"

############ RUN FASTQC ############


# Create array of trimmed FastQs
raw_fastqs_array=(${raw_reads_dir}/${fastq_pattern})

# Pass array contents to new variable as space-delimited list
raw_fastqc_list=$(echo "${raw_fastqs_array[*]}")

echo "Beginning FastQC on raw reads..."
echo ""

# Run FastQC
### NOTE: Do NOT quote raw_fastqc_list
${programs_array[fastqc]} \
--threads ${threads} \
--outdir ${raw_fastqc_dir} \
--quiet \
${raw_fastqc_list}

echo "FastQC on raw reads complete!"
echo ""

############ END FASTQC ############

############ RUN MULTIQC ############
echo "Beginning MultiQC on raw FastQC..."
echo ""

${programs_array[multiqc]} \
${raw_fastqc_dir} \
--interactive \
-o ${raw_fastqc_dir}

echo ""
echo "MultiQC on raw FastQs complete."
echo ""

############ END MULTIQC ############

echo "Removing FastQC zip files."
echo ""
rm ${raw_fastqc_dir}/*.zip
echo "FastQC zip files removed."
echo ""

# View directory contents
ls -lh ${raw_fastqc_dir}
Beginning FastQC on raw reads...

application/gzip
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FastQC on raw reads complete!

Beginning MultiQC on raw FastQC...


  /// MultiQC 🔍 | v1.14

|           multiqc | MultiQC Version v1.26 now available!
|           multiqc | Search path : /home/shared/8TB_HDD_01/sam/gitrepos/urol-e5/timeseries_molecular/D-Apul/output/00.20-D-Apul-WGBS-reads-FastQC-MultiQC/raw-fastqc
|         searching | ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 100% 160/160  
|            fastqc | Found 80 reports
|           multiqc | Compressing plot data
|           multiqc | Report      : ../output/00.20-D-Apul-WGBS-reads-FastQC-MultiQC/raw-fastqc/multiqc_report.html
|           multiqc | Data        : ../output/00.20-D-Apul-WGBS-reads-FastQC-MultiQC/raw-fastqc/multiqc_data
|           multiqc | MultiQC complete

MultiQC on raw FastQs complete.

Removing FastQC zip files.

FastQC zip files removed.

total 49M
-rw-r--r-- 1 sam sam 587K Dec 31 17:16 10--1E7_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 604K Dec 31 17:15 10--1E7_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 585K Dec 31 17:17 1A10_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 605K Dec 31 17:16 1A10_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 583K Dec 31 17:16 1A12_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 610K Dec 31 17:17 1A12_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 587K Dec 31 17:17 1A1_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 608K Dec 31 17:16 1A1_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 594K Dec 31 17:18 1A3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 611K Dec 31 17:18 1A3_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 588K Dec 31 17:17 1A5_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 606K Dec 31 17:17 1A5_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:15 1A6_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 608K Dec 31 17:16 1A6_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 599K Dec 31 17:20 1A8_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 621K Dec 31 17:20 1A8_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 595K Dec 31 17:22 1B10_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 616K Dec 31 17:21 1B10_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 586K Dec 31 17:16 1B1_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 604K Dec 31 17:16 1B1_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 588K Dec 31 17:18 1B2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 604K Dec 31 17:19 1B2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:18 1B4_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 606K Dec 31 17:18 1B4_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 582K Dec 31 17:17 1B5_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 602K Dec 31 17:17 1B5_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 591K Dec 31 17:16 1C6_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 615K Dec 31 17:16 1C6_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:17 1C8_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 608K Dec 31 17:18 1C8_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 586K Dec 31 17:17 1C9_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 605K Dec 31 17:17 1C9_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:16 1D3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 605K Dec 31 17:16 1D3_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 590K Dec 31 17:16 1D7_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 608K Dec 31 17:16 1D7_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 586K Dec 31 17:16 1D8_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 604K Dec 31 17:17 1D8_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 591K Dec 31 17:17 1D9_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 611K Dec 31 17:17 1D9_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:27 1F1_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 611K Dec 31 17:27 1F1_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 591K Dec 31 17:27 1F5_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 610K Dec 31 17:27 1F5_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 592K Dec 31 17:26 1F7_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 607K Dec 31 17:26 1F7_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 587K Dec 31 17:26 1F9_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 606K Dec 31 17:26 1F9_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 587K Dec 31 17:26 1G4_R1_001_fastqc.html
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-rw-r--r-- 1 sam sam 597K Dec 31 17:27 1G5_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 615K Dec 31 17:27 1G5_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 594K Dec 31 17:26 1H11_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 615K Dec 31 17:27 1H11_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 595K Dec 31 17:27 1H2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 614K Dec 31 17:28 1H2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 587K Dec 31 17:27 1H3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 606K Dec 31 17:27 1H3_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 595K Dec 31 17:27 1H5_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 618K Dec 31 17:27 1H5_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 586K Dec 31 17:27 1H6_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 602K Dec 31 17:27 1H6_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 594K Dec 31 17:27 1H9_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 610K Dec 31 17:27 1H9_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 584K Dec 31 17:26 2A3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 592K Dec 31 17:27 2A3_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:27 2C2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 597K Dec 31 17:27 2C2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 583K Dec 31 17:27 2D1_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 596K Dec 31 17:27 2D1_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 583K Dec 31 17:26 2D2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 590K Dec 31 17:26 2D2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 582K Dec 31 17:28 2G2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 592K Dec 31 17:28 2G2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 582K Dec 31 17:27 2H3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 588K Dec 31 17:27 2H3_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 589K Dec 31 17:28 39--2E2_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 596K Dec 31 17:28 39--2E2_R2_001_fastqc.html
-rw-r--r-- 1 sam sam 586K Dec 31 17:30 6--1E3_R1_001_fastqc.html
-rw-r--r-- 1 sam sam 606K Dec 31 17:30 6--1E3_R2_001_fastqc.html
drwxr-xr-x 2 sam sam 4.0K Dec 31 17:30 multiqc_data
-rw-r--r-- 1 sam sam 2.2M Dec 31 17:30 multiqc_report.html
Ewels, Philip, Måns Magnusson, Sverker Lundin, and Max Käller. 2016. “MultiQC: Summarize Analysis Results for Multiple Tools and Samples in a Single Report.” Bioinformatics 32 (19): 3047–48. https://doi.org/10.1093/bioinformatics/btw354.