This notebook performs a simple NCBI BLASTn [@altschul1990] against two miRNA databases to attempt to identify miRNA in P.evermanni sRNAseq:

Relies on the following software:

  • fastx_toolkit

    • fastx_collapser: Collapses duplicate sequences in FastA/Q into single sequence.

1 Create a Bash variables file

This allows usage of Bash variables across R Markdown chunks.

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

echo "# Trimmed FastQ naming pattern"
echo "export trimmed_fastqs_pattern='*-31bp-merged.fq.gz'"

echo "# Data directories"
echo 'export deep_dive_dir=/home/shared/8TB_HDD_02/shedurkin/deep-dive'
echo 'export deep_dive_data_dir="${deep_dive_dir}/data"'
echo 'export output_dir_top=${deep_dive_dir}/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged'
echo 'export trimmed_fastqs_dir="${deep_dive_dir}/E-Peve/output/06.2-Peve-sRNAseq-trimming-31bp-fastp-merged/trimmed-reads"'
echo 'export blast_dbs_dir="${deep_dive_dir}/data/blast_dbs"'
echo ""

echo "# Input/Output files"
echo 'export collapsed_reads_fasta="collapsed-reads-all.fasta"'
echo 'export concatenated_trimmed_reads_fastq="concatenated-trimmed-reads-all.fastq.gz"'
echo 'export mirbase_mature_fasta_name="mirbase-mature-v22.1.fa"'
echo 'export mirbase_mature_fasta_no_U="mirbase-mature-v22.1-no_U.fa"'
echo 'export mirgene_mature_fasta_name="mirgene-mature-all-v2.1.fa"'
echo 'export mirgene_mature_fasta_no_U="mirgene-mature-all-v2.1-no_U.fa"'
echo ""

echo "# External data URLs"
echo 'export mirgenedb_fasta_url="https://www.mirgenedb.org/fasta/ALL?mat=1"'
echo ""

echo "# Paths to programs"
echo 'export ncbi_blast_dir="/home/shared/ncbi-blast-2.15.0+/bin/"'
echo 'export ncbi_blastn="${ncbi_blast_dir}/blastn"'
echo 'export ncbi_makeblast_db="${ncbi_blast_dir}/makeblastdb"'
echo 'export fastx_collapser="/home/shared/fastx_toolkit_0.0.13_binaries_Linux_2.6_amd64/bin/fastx_collapser"'

echo "# Set number of CPUs to use"
echo 'export threads=46'
echo ""

echo "# Initialize arrays"
echo 'export trimmed_fastqs_array=()'


} > .bashvars

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

# Trimmed FastQ naming pattern
export trimmed_fastqs_pattern='*-31bp-merged.fq.gz'
# Data directories
export deep_dive_dir=/home/shared/8TB_HDD_02/shedurkin/deep-dive
export deep_dive_data_dir="${deep_dive_dir}/data"
export output_dir_top=${deep_dive_dir}/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged
export trimmed_fastqs_dir="${deep_dive_dir}/E-Peve/output/06.2-Peve-sRNAseq-trimming-31bp-fastp-merged/trimmed-reads"
export blast_dbs_dir="${deep_dive_dir}/data/blast_dbs"

# Input/Output files
export collapsed_reads_fasta="collapsed-reads-all.fasta"
export concatenated_trimmed_reads_fastq="concatenated-trimmed-reads-all.fastq.gz"
export mirbase_mature_fasta_name="mirbase-mature-v22.1.fa"
export mirbase_mature_fasta_no_U="mirbase-mature-v22.1-no_U.fa"
export mirgene_mature_fasta_name="mirgene-mature-all-v2.1.fa"
export mirgene_mature_fasta_no_U="mirgene-mature-all-v2.1-no_U.fa"

# External data URLs
export mirgenedb_fasta_url="https://www.mirgenedb.org/fasta/ALL?mat=1"

# Paths to programs
export ncbi_blast_dir="/home/shared/ncbi-blast-2.15.0+/bin/"
export ncbi_blastn="${ncbi_blast_dir}/blastn"
export ncbi_makeblast_db="${ncbi_blast_dir}/makeblastdb"
export fastx_collapser="/home/shared/fastx_toolkit_0.0.13_binaries_Linux_2.6_amd64/bin/fastx_collapser"
# Set number of CPUs to use
export threads=46

# Initialize arrays
export trimmed_fastqs_array=()

2 Download MirGeneDB Fasta

# Load bash variables into memory
source .bashvars

wget \
--no-check-certificate \
--continue \
--no-host-directories \
--no-directories \
--no-parent \
--quiet \
--execute robots=off \
--output-document ${deep_dive_data_dir}/${mirgene_mature_fasta_name} \
 ${mirgenedb_fasta_url}
 
 ls -lh ${deep_dive_data_dir}
total 17M
drwxr-xr-x 2 shedurkin labmembers 4.0K Nov 14 09:39 blast_dbs
-rw-r--r-- 1 shedurkin labmembers 3.8M Apr 11 10:12 cnidarian-mirbase-mature-v22.1.fasta
-rw-r--r-- 1 shedurkin labmembers  44K Apr 11 10:12 cnidarian_miRNAs.fasta
-rw-r--r-- 1 shedurkin labmembers 3.7M Apr 11 10:38 mirbase-mature-v22.1.fa
-rw-r--r-- 1 shedurkin labmembers 3.7M Dec  5 11:39 mirbase-mature-v22.1-no_spaces.fa
-rw-r--r-- 1 shedurkin labmembers 3.7M Apr 15 09:11 mirbase-mature-v22.1-no_U.fa
-rw-r--r-- 1 shedurkin labmembers 726K Nov 14 09:39 mirgene-mature-all-v2.1.fa
-rw-r--r-- 1 shedurkin labmembers 726K Apr 15 09:11 mirgene-mature-all-v2.1-no_U.fa

2.1 Inspect miRNA FastAs

# Load bash variables into memory
source .bashvars

head "${deep_dive_data_dir}"/mir*.fa
==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1.fa <==
>cel-let-7-5p MIMAT0000001 Caenorhabditis elegans let-7-5p
UGAGGUAGUAGGUUGUAUAGUU
>cel-let-7-3p MIMAT0015091 Caenorhabditis elegans let-7-3p
CUAUGCAAUUUUCUACCUUACC
>cel-lin-4-5p MIMAT0000002 Caenorhabditis elegans lin-4-5p
UCCCUGAGACCUCAAGUGUGA
>cel-lin-4-3p MIMAT0015092 Caenorhabditis elegans lin-4-3p
ACACCUGGGCUCUCCGGGUACC
>cel-miR-1-5p MIMAT0020301 Caenorhabditis elegans miR-1-5p
CAUACUUCCUUACAUGCCCAUA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1-no_spaces.fa <==
>cel-let-7-5p_MIMAT0000001_Caenorhabditis_elegans_let-7-5p
UGAGGUAGUAGGUUGUAUAGUU
>cel-let-7-3p_MIMAT0015091_Caenorhabditis_elegans_let-7-3p
CUAUGCAAUUUUCUACCUUACC
>cel-lin-4-5p_MIMAT0000002_Caenorhabditis_elegans_lin-4-5p
UCCCUGAGACCUCAAGUGUGA
>cel-lin-4-3p_MIMAT0015092_Caenorhabditis_elegans_lin-4-3p
ACACCUGGGCUCUCCGGGUACC
>cel-miR-1-5p_MIMAT0020301_Caenorhabditis_elegans_miR-1-5p
CAUACUUCCUUACAUGCCCAUA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1-no_U.fa <==
>cel-let-7-5p MIMAT0000001 Caenorhabditis elegans let-7-5p
TGAGGTAGTAGGTTGTATAGTT
>cel-let-7-3p MIMAT0015091 Caenorhabditis elegans let-7-3p
CTATGCAATTTTCTACCTTACC
>cel-lin-4-5p MIMAT0000002 Caenorhabditis elegans lin-4-5p
TCCCTGAGACCTCAAGTGTGA
>cel-lin-4-3p MIMAT0015092 Caenorhabditis elegans lin-4-3p
ACACCTGGGCTCTCCGGGTACC
>cel-miR-1-5p MIMAT0020301 Caenorhabditis elegans miR-1-5p
CATACTTCCTTACATGCCCATA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirgene-mature-all-v2.1.fa <==
>Aae-Bantam_3p
UGAGAUCAUUUUGAAAGCUGAUU
>Bge-Bantam_3p
UGAGAUCAUUGUGAAAGCUGAUU
>Bpl-Bantam_3p
UGAGAUCAUUGUGAAAACUGAU
>Cgi-Bantam_3p
UGAGAUCAUUGUGAAAACUGAUU
>Cte-Bantam_3p
UGAGAUCAUUGUGAAAACUAAUC

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirgene-mature-all-v2.1-no_U.fa <==
>Aae-Bantam_3p
TGAGATCATTTTGAAAGCTGATT
>Bge-Bantam_3p
TGAGATCATTGTGAAAGCTGATT
>Bpl-Bantam_3p
TGAGATCATTGTGAAAACTGAT
>Cgi-Bantam_3p
TGAGATCATTGTGAAAACTGATT
>Cte-Bantam_3p
TGAGATCATTGTGAAAACTAATC

3 Convert U to T in miRNA FastAs

This is needed because the sRNAseq sequences do not have uracils (U) - they have thymines (T).

# Load bash variables into memory
source .bashvars

# Convert miRBase FastA
sed '/^[^>]/s/U/T/g' "${deep_dive_data_dir}/${mirbase_mature_fasta_name}" \
> "${deep_dive_data_dir}/${mirbase_mature_fasta_no_U}"

# Convert MirGene FastA
sed '/^[^>]/s/U/T/g' "${deep_dive_data_dir}/${mirgene_mature_fasta_name}" \
> "${deep_dive_data_dir}/${mirgene_mature_fasta_no_U}"

head ${deep_dive_data_dir}/*.fa
  
==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1.fa <==
>cel-let-7-5p MIMAT0000001 Caenorhabditis elegans let-7-5p
UGAGGUAGUAGGUUGUAUAGUU
>cel-let-7-3p MIMAT0015091 Caenorhabditis elegans let-7-3p
CUAUGCAAUUUUCUACCUUACC
>cel-lin-4-5p MIMAT0000002 Caenorhabditis elegans lin-4-5p
UCCCUGAGACCUCAAGUGUGA
>cel-lin-4-3p MIMAT0015092 Caenorhabditis elegans lin-4-3p
ACACCUGGGCUCUCCGGGUACC
>cel-miR-1-5p MIMAT0020301 Caenorhabditis elegans miR-1-5p
CAUACUUCCUUACAUGCCCAUA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1-no_spaces.fa <==
>cel-let-7-5p_MIMAT0000001_Caenorhabditis_elegans_let-7-5p
UGAGGUAGUAGGUUGUAUAGUU
>cel-let-7-3p_MIMAT0015091_Caenorhabditis_elegans_let-7-3p
CUAUGCAAUUUUCUACCUUACC
>cel-lin-4-5p_MIMAT0000002_Caenorhabditis_elegans_lin-4-5p
UCCCUGAGACCUCAAGUGUGA
>cel-lin-4-3p_MIMAT0015092_Caenorhabditis_elegans_lin-4-3p
ACACCUGGGCUCUCCGGGUACC
>cel-miR-1-5p_MIMAT0020301_Caenorhabditis_elegans_miR-1-5p
CAUACUUCCUUACAUGCCCAUA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirbase-mature-v22.1-no_U.fa <==
>cel-let-7-5p MIMAT0000001 Caenorhabditis elegans let-7-5p
TGAGGTAGTAGGTTGTATAGTT
>cel-let-7-3p MIMAT0015091 Caenorhabditis elegans let-7-3p
CTATGCAATTTTCTACCTTACC
>cel-lin-4-5p MIMAT0000002 Caenorhabditis elegans lin-4-5p
TCCCTGAGACCTCAAGTGTGA
>cel-lin-4-3p MIMAT0015092 Caenorhabditis elegans lin-4-3p
ACACCTGGGCTCTCCGGGTACC
>cel-miR-1-5p MIMAT0020301 Caenorhabditis elegans miR-1-5p
CATACTTCCTTACATGCCCATA

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirgene-mature-all-v2.1.fa <==
>Aae-Bantam_3p
UGAGAUCAUUUUGAAAGCUGAUU
>Bge-Bantam_3p
UGAGAUCAUUGUGAAAGCUGAUU
>Bpl-Bantam_3p
UGAGAUCAUUGUGAAAACUGAU
>Cgi-Bantam_3p
UGAGAUCAUUGUGAAAACUGAUU
>Cte-Bantam_3p
UGAGAUCAUUGUGAAAACUAAUC

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/data/mirgene-mature-all-v2.1-no_U.fa <==
>Aae-Bantam_3p
TGAGATCATTTTGAAAGCTGATT
>Bge-Bantam_3p
TGAGATCATTGTGAAAGCTGATT
>Bpl-Bantam_3p
TGAGATCATTGTGAAAACTGAT
>Cgi-Bantam_3p
TGAGATCATTGTGAAAACTGATT
>Cte-Bantam_3p
TGAGATCATTGTGAAAACTAATC

4 Create BLAST Databases

# Load bash variables into memory
source .bashvars



# miRBase BLAST DB
## Make sure output directory exists
if [ ! -d "${blast_dbs_dir}" ]; then
  mkdir --parents "${blast_dbs_dir}"
fi

## Check for pre-exising database
if [ ! -f "${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*}.blastdb.log" ]; then
  ${ncbi_makeblast_db} \
  -in ${deep_dive_data_dir}/${mirgene_mature_fasta_no_U} \
  -title ${mirgene_mature_fasta_no_U%.*} \
  -dbtype nucl \
  -out ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
  -logfile ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*}.blastdb.log
fi

# miRBase BLAST DB
## Make sure output directory exists
if [ ! -d "${blast_dbs_dir}" ]; then
  mkdir --parents "${blast_dbs_dir}"
fi

## Check for pre-exising database
if [ ! -f "${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*}.blastdb.log" ]; then
  ${ncbi_makeblast_db} \
  -in ${deep_dive_data_dir}/${mirbase_mature_fasta_no_U} \
  -title ${mirbase_mature_fasta_no_U%.*} \
  -dbtype nucl \
  -out ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
  -logfile ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*}.blastdb.log
fi

5 Prepare reads for BLASTing

5.1 Concatenate all trimmed reads

# Load bash variables into memory
source .bashvars

# Check for existence of concatenated FastA before running
if [ ! -f "${output_dir_top}/${concatenated_trimmed_reads_fastq}" ]; then
  cat ${trimmed_fastqs_dir}/*.gz \
  > "${output_dir_top}/${concatenated_trimmed_reads_fastq}"
fi

ls -lh "${output_dir_top}/${concatenated_trimmed_reads_fastq}"
-rw-r--r-- 1 shedurkin labmembers 694M Apr 12 09:35 /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/concatenated-trimmed-reads-all.fastq.gz

5.2 Collapse reads to FastA

Uses fastx_collapser to collapse to unique reads.

Requires undocumented quality setting. Have selected 30 as cuttoff: -Q30.

# Load bash variables into memory
source .bashvars

# Check for existence of collapsed FastA before running
time \
if [ ! -f "${output_dir_top}/${collapsed_reads_fasta}" ]; then
  zcat ${output_dir_top}/${concatenated_trimmed_reads_fastq} \
  | ${fastx_collapser} \
  -Q30 \
  -o "${output_dir_top}/${collapsed_reads_fasta}"
fi

head "${output_dir_top}/${collapsed_reads_fasta}"

echo ""
echo ""

total_reads=$(grep -c "^>" ${output_dir_top}/${collapsed_reads_fasta})
echo "Total number of reads after collapse: ${total_reads}"

real    0m0.000s
user    0m0.000s
sys 0m0.000s
>1-2039267
TGAAAATCTTTGCTCTGAAGTGGAA
>2-1218024
GCACTGGTGGTTCAGTGGTAGAATTCTCGCC
>3-551889
GCACTGGTGGTTCAGTGGTAGAATTCTCGCT
>4-472935
GTGTGCTTAAGCGTGAGTAGTTGTCT
>5-375248
GTGTGCTTAAGCGTGAGTAGTTGTCTGCT


Total number of reads after collapse: 4555070

6 Run BLASTn Default E-value

  • 1000 for blastn-short

Runs BLASTn using the blastn-short task for sequences < 30bp.

Look for top match (-max_hsps 1 & -max_target_seqs 1) for each query.

  • Suppress subsequent warning Examining 5 or more matches is recommended by redirecting stdout: 2> /dev/null

6.1 miRBase BLASTn Default e-value

# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/miRBase-BLASTn-eval_1000.outfmt6 \
-task blastn-short \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null

6.2 MirGene BLASTn Default e-value

# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/MirGene-BLASTn-eval_1000.outfmt6 \
-task blastn-short \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null

7 BLASTn E-value = 10

Running this for simple comparison to the default blastn-short value of 1000.

7.1 miRBase BLASTn e-value = 10

# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/miRBase-BLASTn-eval_10.outfmt6 \
-task blastn-short \
-evalue 10 \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null

7.2 MirGene BLASTn e-value = 10

# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/MirGene-BLASTn-eval_10.outfmt6 \
-task blastn-short \
-evalue 10 \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null

8 Results

8.1 Check BLASTn Default e-value results

# Load bash variables into memory
source .bashvars

head ${output_dir_top}/*eval_1000.outfmt6

echo ""
echo "-----------------------------------------"
echo ""

wc -l ${output_dir_top}/*eval_1000.outfmt6
==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/miRBase-BLASTn-eval_1000.outfmt6 <==
1-2039267   ssc-miR-7143-5p 100.000 11  0   0   12  22  8   18  1.4 22.3
2-1218024   ppc-miR-8214-5p 100.000 13  0   0   12  24  18  6   0.11    26.3
3-551889    ppc-miR-8214-5p 100.000 13  0   0   12  24  18  6   0.11    26.3
4-472935    lja-miR11150-3p 100.000 10  0   0   13  22  10  19  6.1 20.3
5-375248    rlcv-miR-rL1-23-3p  100.000 11  0   0   18  28  2   12  1.8 22.3
6-292862    cpo-miR-1379-5p 100.000 12  0   0   1   12  18  7   0.29    24.3
7-292012    cpo-miR-1379-5p 100.000 12  0   0   1   12  18  7   0.34    24.3
8-258161    mdo-miR-12324a-3p   100.000 11  0   0   3   13  11  1   2.0 22.3
9-226514    cpo-miR-1379-5p 100.000 12  0   0   2   13  18  7   0.36    24.3
10-214759   oni-miR-10971   100.000 11  0   0   16  26  8   18  1.8 22.3

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/MirGene-BLASTn-eval_1000.outfmt6 <==
1-2039267   Tca-Mir-87-P2_3p    100.000 11  0   0   5   15  13  3   0.54    22.3
2-1218024   Pma-Mir-96-P3o2_5p  100.000 11  0   0   16  26  9   19  0.78    22.3
3-551889    Pma-Mir-96-P3o2_5p  100.000 11  0   0   16  26  9   19  0.78    22.3
4-472935    Dno-Mir-1271_5p 100.000 9   0   0   1   9   21  13  9.1 18.3
5-375248    Bla-Mir-4857_5p 100.000 9   0   0   21  29  10  18  11  18.3
6-292862    Mml-Mir-2114_5p 100.000 10  0   0   13  22  11  20  2.0 20.3
7-292012    Mml-Mir-2114_5p 100.000 10  0   0   13  22  11  20  2.0 20.3
8-258161    Mdo-Mir-7398-P25_3p 100.000 10  0   0   15  24  10  1   2.9 20.3
9-226514    Mml-Mir-2114_5p 100.000 10  0   0   14  23  11  20  2.2 20.3
10-214759   Cin-Mir-4053_3p 100.000 9   0   0   5   13  14  22  12  18.3

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

  4555070 /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/miRBase-BLASTn-eval_1000.outfmt6
  4555070 /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/MirGene-BLASTn-eval_1000.outfmt6
  9110140 total

8.2 Check BLASTn e-value = 10 results

# Load bash variables into memory
source .bashvars

head ${output_dir_top}/*eval_10.outfmt6

echo ""
echo "-----------------------------------------"
echo ""

wc -l ${output_dir_top}/*eval_10.outfmt6
==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/miRBase-BLASTn-eval_10.outfmt6 <==
1-2039267   ssc-miR-7143-5p 100.000 11  0   0   12  22  8   18  1.4 22.3
2-1218024   ppc-miR-8214-5p 100.000 13  0   0   12  24  18  6   0.11    26.3
3-551889    ppc-miR-8214-5p 100.000 13  0   0   12  24  18  6   0.11    26.3
4-472935    lja-miR11150-3p 100.000 10  0   0   13  22  10  19  6.1 20.3
5-375248    rlcv-miR-rL1-23-3p  100.000 11  0   0   18  28  2   12  1.8 22.3
6-292862    cpo-miR-1379-5p 100.000 12  0   0   1   12  18  7   0.29    24.3
7-292012    cpo-miR-1379-5p 100.000 12  0   0   1   12  18  7   0.34    24.3
8-258161    mdo-miR-12324a-3p   100.000 11  0   0   3   13  11  1   2.0 22.3
9-226514    cpo-miR-1379-5p 100.000 12  0   0   2   13  18  7   0.36    24.3
10-214759   oni-miR-10971   100.000 11  0   0   16  26  8   18  1.8 22.3

==> /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/MirGene-BLASTn-eval_10.outfmt6 <==
1-2039267   Tca-Mir-87-P2_3p    100.000 11  0   0   5   15  13  3   0.54    22.3
2-1218024   Pma-Mir-96-P3o2_5p  100.000 11  0   0   16  26  9   19  0.78    22.3
3-551889    Pma-Mir-96-P3o2_5p  100.000 11  0   0   16  26  9   19  0.78    22.3
4-472935    Dno-Mir-1271_5p 100.000 9   0   0   1   9   21  13  9.1 18.3
6-292862    Mml-Mir-2114_5p 100.000 10  0   0   13  22  11  20  2.0 20.3
7-292012    Mml-Mir-2114_5p 100.000 10  0   0   13  22  11  20  2.0 20.3
8-258161    Mdo-Mir-7398-P25_3p 100.000 10  0   0   15  24  10  1   2.9 20.3
9-226514    Mml-Mir-2114_5p 100.000 10  0   0   14  23  11  20  2.2 20.3
11-173986   Csc-Mir-10-P2r2_5p  100.000 19  0   0   2   20  3   21  7.12e-06    38.2
12-168146   Gga-Mir-7441_5p 100.000 10  0   0   13  22  3   12  2.6 20.3

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

  4535565 /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/miRBase-BLASTn-eval_10.outfmt6
  4285839 /home/shared/8TB_HDD_02/shedurkin/deep-dive/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged/MirGene-BLASTn-eval_10.outfmt6
  8821404 total

The default e-value results in alignments for all query sequences, which is likely not what we’d expect.

Decreasing the e-value resulted in fewer query alignments, as we’d expect.

For further analysis, we should probably discuss a reasonable e-value to use for filtering.


9 Citations

---
title: "10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged"
author: "Kathleen Durkin"
date: "2024-04-12"
always_allow_html: true
output: 
  bookdown::html_document2:
    theme: cosmo
    toc: true
    toc_float: true
    number_sections: true
    code_folding: show
    code_download: true
  github_document:
    toc: true
    toc_depth: 3
    number_sections: true
    html_preview: true  
#bibliography: references.bib
---

```{r setup, include=FALSE}
library(knitr)
library(kableExtra)
library(dplyr)
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
)

```

This notebook performs a simple [NCBI BLASTn](https://www.ncbi.nlm.nih.gov/books/NBK279690/) [@altschul1990] against two miRNA databases to attempt to identify miRNA in _P.evermanni_ sRNAseq:

- [miRBase](https://mirbase.org/download/)

- [MirGeneDB](https://www.mirgenedb.org/download)

Relies on the following software:
  
- [fastx_toolkit](http://hannonlab.cshl.edu/fastx_toolkit/)

  - `fastx_collapser`: Collapses duplicate sequences in FastA/Q into single sequence.

# 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 "# Trimmed FastQ naming pattern"
echo "export trimmed_fastqs_pattern='*-31bp-merged.fq.gz'"

echo "# Data directories"
echo 'export deep_dive_dir=/home/shared/8TB_HDD_02/shedurkin/deep-dive'
echo 'export deep_dive_data_dir="${deep_dive_dir}/data"'
echo 'export output_dir_top=${deep_dive_dir}/E-Peve/output/10.2-Peve-sRNAseq-BLASTn-31bp-fastp-merged'
echo 'export trimmed_fastqs_dir="${deep_dive_dir}/E-Peve/output/06.2-Peve-sRNAseq-trimming-31bp-fastp-merged/trimmed-reads"'
echo 'export blast_dbs_dir="${deep_dive_dir}/data/blast_dbs"'
echo ""

echo "# Input/Output files"
echo 'export collapsed_reads_fasta="collapsed-reads-all.fasta"'
echo 'export concatenated_trimmed_reads_fastq="concatenated-trimmed-reads-all.fastq.gz"'
echo 'export mirbase_mature_fasta_name="mirbase-mature-v22.1.fa"'
echo 'export mirbase_mature_fasta_no_U="mirbase-mature-v22.1-no_U.fa"'
echo 'export mirgene_mature_fasta_name="mirgene-mature-all-v2.1.fa"'
echo 'export mirgene_mature_fasta_no_U="mirgene-mature-all-v2.1-no_U.fa"'
echo ""

echo "# External data URLs"
echo 'export mirgenedb_fasta_url="https://www.mirgenedb.org/fasta/ALL?mat=1"'
echo ""

echo "# Paths to programs"
echo 'export ncbi_blast_dir="/home/shared/ncbi-blast-2.15.0+/bin/"'
echo 'export ncbi_blastn="${ncbi_blast_dir}/blastn"'
echo 'export ncbi_makeblast_db="${ncbi_blast_dir}/makeblastdb"'
echo 'export fastx_collapser="/home/shared/fastx_toolkit_0.0.13_binaries_Linux_2.6_amd64/bin/fastx_collapser"'

echo "# Set number of CPUs to use"
echo 'export threads=46'
echo ""

echo "# Initialize arrays"
echo 'export trimmed_fastqs_array=()'


} > .bashvars

cat .bashvars
```


# Download MirGeneDB Fasta
```{r download-mirgene-db-FastA, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

wget \
--no-check-certificate \
--continue \
--no-host-directories \
--no-directories \
--no-parent \
--quiet \
--execute robots=off \
--output-document ${deep_dive_data_dir}/${mirgene_mature_fasta_name} \
 ${mirgenedb_fasta_url}
 
 ls -lh ${deep_dive_data_dir}
```

## Inspect miRNA FastAs
```{r inspect-miRNA-FastAs, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

head "${deep_dive_data_dir}"/mir*.fa
```


# Convert `U` to `T` in miRNA FastAs

This is needed because the sRNAseq sequences do _not_ have uracils (`U`) - they have thymines (`T`).

```{r convert-U-to-T, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

# Convert miRBase FastA
sed '/^[^>]/s/U/T/g' "${deep_dive_data_dir}/${mirbase_mature_fasta_name}" \
> "${deep_dive_data_dir}/${mirbase_mature_fasta_no_U}"

# Convert MirGene FastA
sed '/^[^>]/s/U/T/g' "${deep_dive_data_dir}/${mirgene_mature_fasta_name}" \
> "${deep_dive_data_dir}/${mirgene_mature_fasta_no_U}"

head ${deep_dive_data_dir}/*.fa
  
```

# Create BLAST Databases
```{r make-blast-dbs, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars



# miRBase BLAST DB
## Make sure output directory exists
if [ ! -d "${blast_dbs_dir}" ]; then
  mkdir --parents "${blast_dbs_dir}"
fi

## Check for pre-exising database
if [ ! -f "${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*}.blastdb.log" ]; then
  ${ncbi_makeblast_db} \
  -in ${deep_dive_data_dir}/${mirgene_mature_fasta_no_U} \
  -title ${mirgene_mature_fasta_no_U%.*} \
  -dbtype nucl \
  -out ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
  -logfile ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*}.blastdb.log
fi

# miRBase BLAST DB
## Make sure output directory exists
if [ ! -d "${blast_dbs_dir}" ]; then
  mkdir --parents "${blast_dbs_dir}"
fi

## Check for pre-exising database
if [ ! -f "${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*}.blastdb.log" ]; then
  ${ncbi_makeblast_db} \
  -in ${deep_dive_data_dir}/${mirbase_mature_fasta_no_U} \
  -title ${mirbase_mature_fasta_no_U%.*} \
  -dbtype nucl \
  -out ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
  -logfile ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*}.blastdb.log
fi
```


# Prepare reads for BLASTing

## Concatenate all trimmed reads
```{r concatenate-trimmed-reads, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

# Check for existence of concatenated FastA before running
if [ ! -f "${output_dir_top}/${concatenated_trimmed_reads_fastq}" ]; then
  cat ${trimmed_fastqs_dir}/*.gz \
  > "${output_dir_top}/${concatenated_trimmed_reads_fastq}"
fi

ls -lh "${output_dir_top}/${concatenated_trimmed_reads_fastq}"
```

## Collapse reads to FastA

Uses `fastx_collapser` to collapse to unique reads.

Requires undocumented quality setting. Have selected `30` as cuttoff: `-Q30`.
```{r collapse-reads-to-FastA, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

# Check for existence of collapsed FastA before running
time \
if [ ! -f "${output_dir_top}/${collapsed_reads_fasta}" ]; then
  zcat ${output_dir_top}/${concatenated_trimmed_reads_fastq} \
  | ${fastx_collapser} \
  -Q30 \
  -o "${output_dir_top}/${collapsed_reads_fasta}"
fi

head "${output_dir_top}/${collapsed_reads_fasta}"

echo ""
echo ""

total_reads=$(grep -c "^>" ${output_dir_top}/${collapsed_reads_fasta})
echo "Total number of reads after collapse: ${total_reads}"
```

# Run BLASTn Default E-value

- 1000 for blastn-short

Runs BLASTn using the `blastn-short` task for sequences < 30bp.

Look for top match (`-max_hsps 1` & `-max_target_seqs 1`) for each query.

  - Suppress subsequent warning `Examining 5 or more matches is recommended` by
  redirecting stdout: `2> /dev/null`

## miRBase BLASTn Default e-value
```{r miRBase-BLASTn-default-eval, engine='bash', cache=TRUE}
# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/miRBase-BLASTn-eval_1000.outfmt6 \
-task blastn-short \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null
```

## MirGene BLASTn Default e-value

```{r MirGene-BLASTn-default-eval, engine='bash', cache=TRUE}
# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/MirGene-BLASTn-eval_1000.outfmt6 \
-task blastn-short \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null
```


# BLASTn E-value = 10

Running this for simple comparison to the default `blastn-short` value of 1000.

## miRBase BLASTn e-value = 10
```{r miRBase-BLASTn-10-eval, engine='bash', cache=TRUE}
# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirbase_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/miRBase-BLASTn-eval_10.outfmt6 \
-task blastn-short \
-evalue 10 \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null
```

## MirGene BLASTn e-value = 10

```{r MirGene-BLASTn-10-eval, engine='bash', cache=TRUE}
# Load bash variables into memory
source .bashvars

time \
${ncbi_blastn} \
-db ${blast_dbs_dir}/${mirgene_mature_fasta_no_U%.*} \
-query ${output_dir_top}/${collapsed_reads_fasta} \
-out ${output_dir_top}/MirGene-BLASTn-eval_10.outfmt6 \
-task blastn-short \
-evalue 10 \
-max_hsps 1 \
-max_target_seqs 1 \
-outfmt 6 \
-num_threads ${threads} \
2> /dev/null
```

# Results

## Check BLASTn Default e-value results
```{r blastn-default-evalue-results, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

head ${output_dir_top}/*eval_1000.outfmt6

echo ""
echo "-----------------------------------------"
echo ""

wc -l ${output_dir_top}/*eval_1000.outfmt6
```

## Check BLASTn e-value = 10 results
```{r blastn-10-evalue-results, engine='bash', eval=TRUE}
# Load bash variables into memory
source .bashvars

head ${output_dir_top}/*eval_10.outfmt6

echo ""
echo "-----------------------------------------"
echo ""

wc -l ${output_dir_top}/*eval_10.outfmt6
```

The default e-value results in alignments for all query sequences, which is likely not what we'd expect.

Decreasing the e-value resulted in fewer query alignments, as we'd expect.

For further analysis, we should probably discuss a reasonable e-value to use for filtering.

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

# Citations
