---
title: "02.10-bismark-deduplication"
author: "Sam White"
date: "2024-11-09"
output: 
  bookdown::html_document2:
    theme: cosmo
    toc: true
    toc_float: true
    number_sections: true
    code_folding: show
    code_download: true
  github_document:
    toc: true
    number_sections: true
  html_document:
    theme: cosmo
    toc: true
    toc_float: true
    number_sections: true
    code_folding: show
    code_download: true
bibliography: references.bib
---
# Intro

## Inputs

This notebook is a continuation of using [Bismark](https://felixkrueger.github.io/Bismark/) [@krueger2011] to perform methylation analysis. Read alignments were run in [02.00-bismark-bowtie2-alignment.Rmd](./02.00-bismark-bowtie2-alignment.Rmd). This step will perform [deduplication](https://felixkrueger.github.io/Bismark/bismark/deduplication/) (Bismark manual) of the BAM files generated by alignment. Results will be summarized by [MultiQC](https://github.com/MultiQC/MultiQC) [@ewels2016].

## Outputs

- `*_dedup.sorted.bam`: Deduplicated, sorted BAMs.

- `*_dedup.sorted.bam.bai`: Deduplicated, sorted BAM index file. Useful for IGV.

- `*.deduplicated.bam`: Deduplicated BAMs. These are _not_ sorted.

- `*.deduplication_report.txt`: Individual summary reports for each deduplication process.

- `multiqc_report.html`: A summary report of the alignment results generated by [MultiQC](https://github.com/MultiQC/MultiQC), in HTML format.

Due to the large file sizes of BAMS, these cannot be hosted in the [ceasmallr GitHub repo](https://github.com/sr320/ceasmallr). As such these files are available for download here:

- [https://gannet.fish.washington.edu/Atumefaciens/gitrepos/ceasmallr/output/02.10-bismark-deduplication/](https://gannet.fish.washington.edu/Atumefaciens/gitrepos/ceasmallr/output/02.10-bismark-deduplication/)


```{r setup, include=FALSE}
library(knitr)
knitr::opts_chunk$set(
  echo = TRUE,         # Display code chunks
  eval = FALSE,        # Evaluate code chunks
  warning = FALSE,     # Hide warnings
  message = FALSE,     # Hide messages
  comment = ""         # Prevents appending '##' to beginning of lines in code output
)
```

# Create a Bash variables file

This allows usage of Bash variables across R Markdown chunks.

```{r save-bash-variables-to-rvars-file, engine='bash', eval=TRUE}
{
echo "#### Assign Variables ####"
echo ""

echo "# Data directories"
echo 'export repo_dir=/home/shared/8TB_HDD_01/sam/gitrepos/ceasmallr'
echo 'export output_dir_top=${repo_dir}/output/02.10-bismark-deduplication'
echo 'export alignment_dir="${repo_dir}/output/02.00-bismark-bowtie2-alignment"'
echo ""


echo "# Paths to programs"
echo 'export programs_dir="/home/shared"'
echo 'export bismark_dir="${programs_dir}/Bismark-0.24.0"'
echo 'export bowtie2_dir="${programs_dir}/bowtie2-2.4.4-linux-x86_64"'
echo 'export multiqc="/home/sam/programs/mambaforge/bin/multiqc"'
echo 'export samtools_dir="${programs_dir}/samtools-1.12"'
echo ""

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


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

cat .bashvars
```

# Deduplication
```{bash deduplication, engine='bash', eval=FALSE}
# Load bash variables into memory
source .bashvars

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

cd "${alignment_dir}"

for bam in *_bismark_bt2_pe.bam
do
  # Set stderr filename
  stderr_name=$(echo "${bam}" | awk -F"." '{print $1"."$2"."$3".deduplication.stderr"}')
  
  # Run deduplication
  ${bismark_dir}/deduplicate_bismark \
  --samtools_path ${samtools_dir} \
  --paired \
  --bam \
  --output_dir ${output_dir_top} \
  ${bam} \
  > ${output_dir_top}/${stderr_name} 2>&1
done
```

# Sorting
```{bash sorting, engine='bash', eval=FALSE}
# Load bash variables into memory
source .bashvars

cd "${output_dir_top}"


#Sorting for Downstream Applications
find *deduplicated.bam \
| xargs basename -s _R1_001.fastp-trim.20220827_bismark_bt2_pe.deduplicated.bam \
| xargs -I{} ${samtools_dir}/samtools \
sort {}_R1_001.fastp-trim.20220827_bismark_bt2_pe.deduplicated.bam \
-@ "${threads}" \
-o {}_dedup.sorted.bam
```


# Indexing for Downstream Applications
```{r indexing, engine='bash', eval=FALSE}
# Load bash variables into memory
source .bashvars

cd "${output_dir_top}"
find *dedup.sorted.bam \
| xargs basename -s _dedup.sorted.bam \
| xargs -I{} ${samtools_dir}/samtools \
index {}_dedup.sorted.bam

```

# MultiQC
```{r multiqc, engine='bash', eval=FALSE}
# Load bash variables into memory
source .bashvars

cd "${output_dir_top}"

${multiqc} .
```

# Checksums
```{r generate-checksums, engine='bash', eval=FALSE}
# Load bash variables into memory
source .bashvars

cd "${output_dir_top}"

for file in *; do
  if [ "${file}" != "checksums.md5" ]; then
    md5sum "${file}" >> checksums.md5
  fi
done
```

# List output files
```{r list-outputs, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

cd "${output_dir_top}"

ls -lh
```