{
"cells": [
{
"cell_type": "markdown",
"id": "a555272f-0cf8-419c-920d-84e0178ff0d7",
"metadata": {},
"source": [
"# 4. SELEX: antibacterial aptamers"
]
},
{
"attachments": {
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}
},
"cell_type": "markdown",
"id": "68f5e179-16ea-4755-bf31-88254a81e5a1",
"metadata": {},
"source": [
"This notebook demonstrates the use of clibas to analyze SELEX aptamer selections using data from Reischer and co-workers as an example.\n",
"\n",
"For further details and the source of data, see [C. Kolm et al. DNA aptamers against bacterial cells can be efficiently selected by a SELEX process using state‑of‑the art qPCR and ultra‑deep sequencing. Sci. Rep. 2020, 10, 20917](https://www.nature.com/articles/s41598-020-77221-9)\n",
"\n",
"In the paper, the authors conduct SELEX selections to identify DNA aptamere with specific affinity for live _Enterococcus faecalis_ cells. The authors conducted 11 rounds of selection using a simple DNA library containing a random 40±3 nt insert flanked by a 5'- (`TAGGGAAGAGAAGGACATATGAT`) and 3'-end (`TTGACTAGTACATGACCACTTGA`) constant regions. NGS data provided by the authors is in the paired-end read format. At present, paired-end read merging is not supported in clibas; prior to running this analysis, we have merged the reads separately using [FLASH](https://academic.oup.com/bioinformatics/article/27/21/2957/217265) with the following commands:\n",
"\n",
"`--max-overlap=200`
\n",
"`--allow-outies`
\n",
"`--max-mismatch-density=0.10`
\n",
"\n",
"The reads are provided with adapter sequences trimmed, so it is easy to write library designs:\n",
"\n",
"\n",
"\n",
"Naturally, there is no need for peptide library designs and a translation table in this case. The config file can be quite minimal:"
]
},
{
"cell_type": "markdown",
"id": "93f8aad3-da53-4be6-9171-3887d0244aa2",
"metadata": {},
"source": [
"```yaml\n",
"experiment: \"Reischer_antibacterial_SELEX\"\n",
"\n",
"LibraryDesigns:\n",
" dna_templates:\n",
" - \"TAGGGAAGAGAAGGACATATGAT1111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT11111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT111111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT1111111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT11111111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT111111111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" - \"TAGGGAAGAGAAGGACATATGAT1111111111111111111111111111111111111111111TTGACTAGTACATGACCACTTGA\"\n",
" \n",
" dna_monomers:\n",
" 1: [\"A\", \"G\", \"T\", \"C\"] #N\n",
" \n",
"TrackerConfig:\n",
" logs: \"./outputs/Reischer_SELEX\" # Directory for writing logs to\n",
" parser_out: \"./outputs/Reischer_SELEX\" # Directory that stores fastq parser outputs\n",
" analysis_out: \"./outputs/Reischer_SELEX\" # Directory that stores outputs of data analysis operations\n",
" \n",
"LoggerConfig:\n",
" verbose: false # Verbose loggers print to the console\n",
" log_to_file: true # Write logs to file\n",
" level: \"INFO\" # Logger level; accepted values: \"DEBUG\", \"INFO\", \"WARNING\", \"ERROR\"\n",
"```"
]
},
{
"cell_type": "markdown",
"id": "ef5bc681-a305-4b3d-aee8-f7179046ac9c",
"metadata": {},
"source": [
"By way of illustration, we will silence the logger for this example, and instead write logs to a file – see the `LoggerConfig` specifications above. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "617010fe-e8d4-4045-9093-6c3a3b6e627d",
"metadata": {
"scrolled": true
},
"outputs": [],
"source": [
"import clibas as C\n",
"\n",
"C.initialize(config_path=\"Reischer_antibacterial_SELEX_config.yaml\")"
]
},
{
"cell_type": "markdown",
"id": "a706387d-51a1-429b-9e94-7dd5f1b23fc1",
"metadata": {},
"source": [
"This paper by Reischer is one of the few examples that we could find that details NGS data processing. \n",
"Below, we build a pipeline that roughly reproduces what is described in the paper. The authors mention the following two filtering steps:\n",
"\n",
"> An error rate of 20% (≤ 4 nt mismatches) within the constant regions was allowed; Sequences not fulfilling these conditions were discarded\n",
"\n",
"and \n",
"\n",
"> Next, fastp 0.20.0 was used to filter sequences by quality score, discarding all sequences of an overall Phred quality score ≤ 30\n",
"\n",
"The pipeline below is intentionally minimal – we are not collecting any optional stats, just trying to reproduce the paper:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3a18dc35-ae55-4418-a9b0-2cecc9917cca",
"metadata": {},
"outputs": [],
"source": [
"C.pipeline.enque(\n",
" [\n",
" # discard the DNA of incorrect length (incompatible with library designs)\n",
" C.fastq_parser.len_filter(where=\"dna\"),\n",
" # discard the DNA with incorrect/overly mutated constant regions\n",
" # up to 4 mutations are tolerated in a single region;\n",
" # this can be achieved by calling cr_filter twice:\n",
" C.fastq_parser.cr_filter(where=\"dna\", loc=[0], tol=4),\n",
" C.fastq_parser.cr_filter(where=\"dna\", loc=[2], tol=4),\n",
" # discard the DNA with average Q scores below 30 in region 1 (random insert region)\n",
" C.fastq_parser.q_score_filt(minQ=30, loc=[1]),\n",
" # clip DNA sequences to region 1 (random insert region)\n",
" C.fastq_parser.fetch_at(where=\"dna\", loc=[1]),\n",
" # discard all DNA containing any ambiguous bases (N, etc)\n",
" C.fastq_parser.filt_ambiguous(where=\"dna\"),\n",
" # count retained DNA sequences\n",
" C.fastq_parser.count_summary(where=\"dna\", top_n=1000, fmt=\"csv\"),\n",
" ]\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "c06bd94f-d2eb-442f-ba9d-4e66a1e420af",
"metadata": {},
"outputs": [],
"source": [
"\"\"\"run everything from the specified folder together in memory\"\"\"\n",
"loader = C.data_loader.fetch_gz_from_dir(\n",
" data_dir=\"./sequencing_data/Reischer_bacterial_SELEX\"\n",
")\n",
"data = C.pipeline.load_and_run(loader=loader, save_summary=True)"
]
},
{
"cell_type": "markdown",
"id": "ed801150-4a28-4398-867d-14b2dd23c4d7",
"metadata": {},
"source": [
"The minimal pipeline above demonstrates how full analysis can be performed with essentially just 7 operations and a few lines of code.\n",
"Without collecting optional statistics, the pipeline is fast. It took 31.5 s to process all 11 .fastq.gz files:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "892648e0-4860-42ff-bf71-956f2b85475a",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The run was completed in 31.5 s!\n"
]
}
],
"source": [
"from pathlib import Path\n",
"\n",
"import pandas as pd\n",
"\n",
"out_dir = C.fastq_parser.dirs.parser_out\n",
"exp_name = C.fastq_parser.exp_name\n",
"\n",
"fname = next(Path(out_dir).glob(f\"{exp_name}_pipeline_summary*.csv\"))\n",
"summary = pd.read_csv(fname)\n",
"\n",
"t = summary[\"elapsed time, s\"].sum()\n",
"print(f\"The run was completed in {t:.1f} s!\")"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "5eac75ec-ebdc-4e45-9d33-76aa64f2f794",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The initial dataset had 2.54e+06 reads across 11 samples (.fastq files)\n"
]
}
],
"source": [
"c = [x for x in summary.columns if x.startswith(\"Reischer\")]\n",
"reads = int(summary.iloc[1][c].sum())\n",
"print(f\"The initial dataset had {reads:.2e} reads across 11 samples (.fastq files)\")"
]
},
{
"cell_type": "markdown",
"id": "e275161a-678c-420a-8b71-37a193de8b0d",
"metadata": {},
"source": [
"Most importantly, we arrive at the same top sequences as the authors:"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "4064c1c3-7da0-485a-9b44-4dd545a2d4b2",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"
| \n", " | Index | \n", "DNA | \n", "dna count | \n", "Dataset % | \n", "
|---|---|---|---|---|
| 0 | \n", "1 | \n", "TTTCTCAACGGGACCATCACTTACCTCAAGTACTTGGACG | \n", "2771 | \n", "1.405793 | \n", "
| 1 | \n", "2 | \n", "GTCAACTCATTTATGGTGCTCCTCGTACCTCAGGTGGTTA | \n", "475 | \n", "0.240979 | \n", "
| 2 | \n", "3 | \n", "CCGGCTATCTCCCTACCGTGGCCGAGTACCTCAAACGTTT | \n", "456 | \n", "0.231339 | \n", "
| 3 | \n", "4 | \n", "GGCTCTCTGGTCTTCAAGGCCCATGATTACAGTCAGATCA | \n", "345 | \n", "0.175027 | \n", "
| 4 | \n", "5 | \n", "CTGCCTGACTTCATAATGCTTCTTCTCCCTGTGGTACTTG | \n", "321 | \n", "0.162851 | \n", "
| 5 | \n", "6 | \n", "CCTTAGGTCTTAACTATCAGGCGGTCTGTATCAATTCGAT | \n", "294 | \n", "0.149153 | \n", "
| 6 | \n", "7 | \n", "GGCAGGGAGCGACCGGGTCATTGATTATCTGTCAAAGTGT | \n", "293 | \n", "0.148646 | \n", "
| 7 | \n", "8 | \n", "GGCCATACCTCGTGCCTTCTGTGATCATCTCTATCAATTG | \n", "271 | \n", "0.137485 | \n", "
| 8 | \n", "9 | \n", "CTCAATCATCAAGGGTCTACTTCCCGCTTGTGGGCCATTC | \n", "263 | \n", "0.133426 | \n", "
| 9 | \n", "10 | \n", "CCTCTCTCTTACTGCTACTGGGCAGGGTACTCAATTACGT | \n", "251 | \n", "0.127338 | \n", "
| 10 | \n", "11 | \n", "CGGTCCCGACTCAATATTGTTCCCTCCCCTTATCAGGCGG | \n", "236 | \n", "0.119728 | \n", "
| 11 | \n", "12 | \n", "TCCTCTAATCAACTCTATGCCTTATCCCCTTGGTCAGGAC | \n", "217 | \n", "0.110089 | \n", "
| 12 | \n", "13 | \n", "CATGGCTCCCTCTTCAACTTCAAGTCAGTGATCTGTCAAA | \n", "210 | \n", "0.106538 | \n", "
| 13 | \n", "14 | \n", "CAGGTCTCGTCCCTTGTGGAACAGGAATACTGGCATCACA | \n", "208 | \n", "0.105523 | \n", "
| 14 | \n", "15 | \n", "CCTGGATCATCGATGGCAAAAGCGCATTCCCGGCATGTGGC | \n", "206 | \n", "0.104509 | \n", "
| 15 | \n", "16 | \n", "ACGCACATCATGAATTGGCCACTCATCACTTTATCGTGGT | \n", "202 | \n", "0.102479 | \n", "
| 16 | \n", "17 | \n", "CCTCTGTCAGAGCCATCATAGAGACTATGATCCCTGGTCA | \n", "202 | \n", "0.102479 | \n", "
| 17 | \n", "18 | \n", "GGCCATCCCCCAATCGCGGTGGGCTATGCACCTCAACAAG | \n", "192 | \n", "0.097406 | \n", "
| 18 | \n", "19 | \n", "CCTTCGCCTCTCTACAAGGGCGCAATGCTTCGCTCAATCGT | \n", "186 | \n", "0.094362 | \n", "
| 19 | \n", "20 | \n", "ACTGGCCTTGACACCCTGTTGTGGCTTGATGACAATAACA | \n", "185 | \n", "0.093855 | \n", "