{
"cells": [
{
"cell_type": "markdown",
"id": "47e30efb-5eb9-434a-8c22-8950c52d12fa",
"metadata": {},
"source": [
"# 6. DOMEK: quantitative enzyme profiling"
]
},
{
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"
}
},
"cell_type": "markdown",
"id": "17b1bca3-176b-40b3-bebd-73e453b13d9a",
"metadata": {},
"source": [
"This notebook demonstrates the use of clibas to analyze mRNA display-based enzyme profiling outcomes with the data from Vinogradov and Suga. Primarily, this example aims to demonstrate i) the use of `C.pipeline.stream` and `C.data_loader.stream_from_gz_file` methods to process large `.fastq` files, and ii) advanced read filtering based on the library design specifications. \n",
"\n",
"For further details and the source of data, see [A. Vinogradov and H. Suga. Measuring kcat/KM values for over 200,000 enzymatic substrates with mRNA display. Chem 2026, 12, 102737](https://www.cell.com/chem/abstract/S2451-9294(25)00328-6)\n",
"\n",
"In the paper, the authors prepare an mRNA display library of peptide substrates for a post-translational modification enzyme, and then use it to measure the enzymatic kinetics of each individual substrate in a one-shot experiment from the associated NGS data. The details of this so-called DOMEK workflow are not critical here - refer to the paper for a complete method description. \n",
"\n",
"The authors released the entire NGS dataset which contains over one billion reads split between 33 `.fastq` files. Released are merged R1/R2 files from paired-end sequencing runs. The reads look something like this:\n",
"\n",
"\n",
"\n",
"There is some variability in how adapter sequences are trimmed, but either way, the reads capture the entire ORF of interest.\n",
"\n",
"The library is comprised of a single template sequence that encodes an ORF bearing a TEV cleavage site on the N-terminus followed by a 16-amino acid variable region. The variable region encloses an `ATG` codon that encodes a non-stanadard dehydroalanine amino acid which is installed by genetic code reprogramming (here denoted as `d`). Varible amino acids are encoded by `NNT` degenerate codons, and there are 15 possibilities at each position. The HA peptide sequence comprises the second constant region at the C-terminus. Finally, genetic code reprogramming at the translation initiation position results in the non-standard amino acid in position 1 (`b` which stands for for N-biotin-Phe).\n",
"\n",
"The library designs can be written accordingly:\n",
"\n",
"\n",
"\n",
"Although the middle `d` is fixed and can be represented as a constant region of size 1, it is convenient to include it in the larger random insert, because it leaves us with fewer regions to keep track of and because the random region of interest can be conveniently captured with `C.fastq_parser.fetch_at(where='pep', loc=[1])` in the pipeline. \n",
"\n",
"To write a `.yaml` config file for this library, in addition to the library design we also need to specify a custom translation table where the `ATG` elongation codon encodes `d` and cysteine codons (`TGC` and `TGT`) correspond to `a` (N-Me-Ala, another non-standard amino acid installed with the use of genetic code reprogramming). A `custom_ini_aa` specification is needed to account for the non-standard translation initiator amino acid (`b`). We won't run UMAP/HDBSCAN analysis (this isn't affinity selection, and such analysis is not very useful), so there is no need to provide `aa_SMILES` in the config. The final `.yaml` file then looks like this:"
]
},
{
"cell_type": "markdown",
"id": "f27b58d7-7a8d-4e03-b0d0-84ce2348a764",
"metadata": {},
"source": [
"```yaml\n",
"experiment: \"FltJ_DOMEK_pipeline\"\n",
"\n",
"constants:\n",
" description: |\n",
" Star symbol (*) is internally reserved for stop codons that terminate\n",
" translation.\n",
" \n",
" Plus and underscore symbols (+ and _) are internally reserved tokens.\n",
" Numerals (1234567890) are internally reserved for library design \n",
" specifications. These symbols (123456790+_) should not be used to\n",
" encode amino acids.\n",
" \n",
" Other symbols are OK. \n",
" \n",
" translation_table:\n",
" ATA: \"I\"\n",
" ATC: \"I\"\n",
" ATT: \"I\"\n",
" ATG: \"d\" #Dha\n",
" ACA: \"T\"\n",
" ACC: \"T\"\n",
" ACG: \"T\"\n",
" ACT: \"T\"\n",
" AAC: \"N\"\n",
" AAT: \"N\"\n",
" AAA: \"K\"\n",
" AAG: \"K\"\n",
" AGC: \"S\"\n",
" AGT: \"S\"\n",
" AGA: \"R\"\n",
" AGG: \"R\"\n",
" CTA: \"L\"\n",
" CTC: \"L\"\n",
" CTG: \"L\"\n",
" CTT: \"L\"\n",
" CCA: \"P\"\n",
" CCC: \"P\"\n",
" CCG: \"P\"\n",
" CCT: \"P\"\n",
" CAC: \"H\"\n",
" CAT: \"H\"\n",
" CAA: \"Q\"\n",
" CAG: \"Q\"\n",
" CGA: \"R\"\n",
" CGC: \"R\"\n",
" CGG: \"R\"\n",
" CGT: \"R\"\n",
" GTA: \"V\"\n",
" GTC: \"V\"\n",
" GTG: \"V\"\n",
" GTT: \"V\"\n",
" GCA: \"A\"\n",
" GCC: \"A\"\n",
" GCG: \"A\"\n",
" GCT: \"A\"\n",
" GAC: \"D\"\n",
" GAT: \"D\"\n",
" GAA: \"E\"\n",
" GAG: \"E\"\n",
" GGA: \"G\"\n",
" GGC: \"G\"\n",
" GGG: \"G\"\n",
" GGT: \"G\"\n",
" TCA: \"S\"\n",
" TCC: \"S\"\n",
" TCG: \"S\"\n",
" TCT: \"S\"\n",
" TTC: \"F\"\n",
" TTT: \"F\"\n",
" TTA: \"L\"\n",
" TTG: \"L\"\n",
" TAC: \"Y\"\n",
" TAT: \"Y\"\n",
" TAA: \"*\"\n",
" TAG: \"*\"\n",
" TGC: \"a\" #N-Me-Ala\n",
" TGT: \"a\" #N-Me-Ala\n",
" TGA: \"*\"\n",
" TGG: \"W\"\n",
"\n",
" custom_ini_aa: \"b\" #N-biotin-Phe \n",
"\n",
"LibraryDesigns:\n",
" dna_templates:\n",
" - \"ATGAGTGATATTACGGCTGAGAACCTCTACTTCCAGAGC112112112112112112112112324112112112112112112112112GGCAGCTACCCATATGACGTGCCCGACTATGCAGGCCGATAGTGACGGGGGGCGGAAA\"\n",
" \n",
" dna_monomers:\n",
" 1: [\"A\", \"G\", \"T\", \"C\"]\n",
" 2: [\"T\"]\n",
" 3: [\"A\"]\n",
" 4: [\"G\"]\n",
" \n",
" pep_templates:\n",
" - \"bSDITAENLYFQS11111111321111111GSYPYDVPDYAGR\"\n",
" \n",
" pep_monomers:\n",
" 1: [\"A\", \"a\", \"D\", \"F\", \"G\", \"H\", \"I\", \"L\", \"N\", \"P\", \"R\", \"S\", \"T\", \"V\", \"Y\"]\n",
" 2: [\"A\", \"D\", \"E\", \"F\", \"G\", \"H\", \"I\", \"K\", \"L\", \"N\", \"R\", \"S\", \"T\", \"V\", \"W\", \"Y\"]\n",
" 3: [\"d\"]\n",
"\n",
"TrackerConfig:\n",
" logs: \"./outputs/Vinogradov_DOMEK\" # Directory for writing logs to\n",
" parser_out: \"./outputs/Vinogradov_DOMEK\" # Directory that stores fastq parser outputs\n",
" analysis_out: \"./outputs/Vinogradov_DOMEK\" # Directory that stores outputs of data analysis operations\n",
"\n",
"LoggerConfig:\n",
" verbose: true # 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": "7ab0b73a-e362-4074-88a8-b878b3baa170",
"metadata": {},
"source": [
"For this example, we will analyze just the naive library sample (uploaded by the authors as `r_rec_8m8_v2_m.gz`). It contains nearly 88M reads and will not fit the memory on my machine (64 Gb RAM). We will need to \"stream\" reads from the file. The way clibas accomplishes this is by loading the file in chunks, `reads_per_chunk` number of reads at a time. Every chunk then gets processed as its own sample in sequence until the file is depleted. This creates its own set of outputs for each chunk, but they can be merged later. In the future, we plan on developing the code to aggregate outputs across chunks by default. \n",
"\n",
"Here, we will load 20M reads at a time. This will create 5 outputs that we will merge downstream."
]
},
{
"cell_type": "markdown",
"id": "92954788-0537-42c3-afe5-55562ac7e1ae",
"metadata": {},
"source": [
"To build a pipeline, we will trim reads first to make sure that we can kickstart translation with `force_at_frame=0` in the following operation. \n",
"\n",
"We will then discard peptides which:\n",
"1. don't match the library sequence length, \n",
"2. accumulate more than 5 mutations across the constant regions, \n",
"3. contain disallowed amino acids in sets 1 and 2 in the variable region, \n",
"4. lack the central dehydroalanine `d` in the variable region, \n",
"5. have any Q scores below 23 in region 1 (correspond to the variable region; Q scores in the constant regions are not checked),\n",
"6. have any \"ambiguous\" amino acids in the sequence; these are usually denoted as `_` by clibas and can arise when attempting translation from degenerate codons (e.g., `NGT`); degenerate codons in turn are sometimes encountered because some sequencers allow `N` base calls.\n",
"\n",
"Then, finally, we will clip the sequences to region 1 (varible region), and save the data. DOMEK's downstream pipeline requires NumPy's `.npy` files, so will just save those. \n",
"\n",
"Note that operations 3 and 4 can be merged in one as `C.fastq_parser.vr_filter(where='pep', loc=[1], sets=[1, 2, 3])`. We split it in two to see how many peptides each filtering step removes. This can be helpful when debugging. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "71e2cbde-c7be-4ef6-aec9-58b98b7bd284",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[INFO]: succesfully loaded config and is ready. . .\n",
"[INFO]: 10 ops appended to pipeline; current queue size: 10\n",
"[INFO]: Streaming from r_rec_8m8_v2_m.gz file. . .\n",
"[INFO]: Fetching r_rec_8m8_v2_m_001. . .\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 42.017 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 195.678 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 20.479 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 16995185\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 9.817 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 16984233\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 56.324 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 16958853\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 3.999 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 16941940\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 16.466 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 15869788\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 1.861 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 15869788\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 71.657 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 15869788\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.213 s\n",
"[INFO]: r_rec_8m8_v2_m_001 dataset size: 15869788\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Fetching r_rec_8m8_v2_m_002. . .\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 43.415 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 196.105 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 19.227 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16964100\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 9.758 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16952841\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 55.664 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16928297\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 3.893 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16911916\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 16.704 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16147683\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 1.812 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16147683\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 73.578 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16147683\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.216 s\n",
"[INFO]: r_rec_8m8_v2_m_002 dataset size: 16147683\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Fetching r_rec_8m8_v2_m_003. . .\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 42.26 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 194.183 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 17.85 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 17021057\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 9.786 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 17009776\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 55.733 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 16965953\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 3.856 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 16942378\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 16.767 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 15518194\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 1.641 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 15518194\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 70.658 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 15518194\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.212 s\n",
"[INFO]: r_rec_8m8_v2_m_003 dataset size: 15518194\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Fetching r_rec_8m8_v2_m_004. . .\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 42.061 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 195.957 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 20000000\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 18.325 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 17048892\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 9.647 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 17037254\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 55.841 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 17001673\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 3.762 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 16982133\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 16.047 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 15776849\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 1.814 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 15776849\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 72.084 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 15776849\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.214 s\n",
"[INFO]: r_rec_8m8_v2_m_004 dataset size: 15776849\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 7955048\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 16.688 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 7955048\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 77.692 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 7955048\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 8.81 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6750821\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 3.973 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6746213\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 22.436 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6735767\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 1.619 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6728994\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 6.423 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6383463\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.855 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6383463\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 29.051 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6383463\n",
"[INFO]: -----------------------------------------------------------------\n",
"[INFO]: Queuing op. . .\n",
"[INFO]: The operation took 0.088 s\n",
"[INFO]: r_rec_8m8_v2_m_005 dataset size: 6383463\n",
"[INFO]: -----------------------------------------------------------------\n"
]
}
],
"source": [
"import clibas as C\n",
"C.initialize('Vinogradov_DOMEK_config.yaml')\n",
"\n",
"C.pipeline.enque([\n",
" C.fastq_parser.trim_reads(left='ATGAGT', right='CGGAAA', tol=1),\n",
" C.fastq_parser.translate(force_at_frame=0, stop_readthrough=False),\n",
" C.fastq_parser.len_filter(where='pep'),\n",
" C.fastq_parser.cr_filter(where='pep', loc=[0, 2], tol=5),\n",
" C.fastq_parser.vr_filter(where='pep', loc=[1], sets=[1, 2]),\n",
" C.fastq_parser.vr_filter(where='pep', loc=[1], sets=[3]),\n",
" C.fastq_parser.q_score_filt(minQ=23, loc=[1]),\n",
" C.fastq_parser.fetch_at(where='pep', loc=[1]),\n",
" C.fastq_parser.filt_ambiguous(where='pep'),\n",
" C.fastq_parser.save(where='pep', fmt='npy')\n",
"]\n",
")\n",
"\n",
"streamer = C.data_loader.stream_from_gz_file(fname='./sequencing_data/Vinogradov_FltJ_DOMEK/r_rec_8m8_v2_m.gz', \n",
" reads_per_chunk=int(2e7)\n",
")\n",
"\n",
"C.pipeline.stream(streamer, save_summary=True)"
]
},
{
"cell_type": "markdown",
"id": "d0a0be8e-22eb-4dd0-a82a-f2142eb5d017",
"metadata": {},
"source": [
"In all, 88M reads were processed in 30.6 min.\n",
"\n",
"The logs above indicate that some operations discarded very few reads (e.g., <0.1% of all reads at the time of filtering did not have a `d` amino acid in the middle of the variable region). Nonetheless, these subtle denoising steps help ensure the accuracy of the resulting DOMEK workflows. "
]
},
{
"cell_type": "markdown",
"id": "4b781da5-66cf-44f5-87d6-f7f950489fd9",
"metadata": {},
"source": [
"The output `.npy` files containing final peptide lists for each chunk can now be loaded and concatenated for downstream DOMEK applications:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "013d5292-2b6b-4146-9b46-5ec2824d4b6e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The final peptide dataset size: 6.970e+07 sequences\n"
]
}
],
"source": [
"import os\n",
"import numpy as np\n",
"\n",
"source = list(os.walk('./outputs/Vinogradov_DOMEK'))\n",
"\n",
"peptides = []\n",
"for i in source:\n",
" for file in i[2]:\n",
" if file.endswith('.npy'):\n",
" arr = np.load(os.path.join(i[0], file))\n",
" peptides.append(arr)\n",
"\n",
"peptides = np.concatenate(peptides)\n",
"print(f'The final peptide dataset size: {peptides.size:.3e} sequences')"
]
},
{
"cell_type": "markdown",
"id": "6451fcda-c62e-4c75-a7a4-56ac34d5a804",
"metadata": {},
"source": [
"To save space, clibas stores all numpy data as byte arrays; they can be converted into regular string arrays if needed. This will take some time for large arrays like this one:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "23f9ee0f-5b76-4a5c-94dc-4b38e952a420",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([b'SPHGNLHTdAHVPHAYY', b'SNaPHNAHdAHSNSAYI', b'LAHPGTYHdWNLFGIGT',\n",
" b'DHIRRaSNdKVNGIITL', b'DVARSGHHdANSNSLGY', b'NDSSDRRHdKHRGHGAS',\n",
" b'RSaNFLDVdARGDDRNN', b'GaTYTYDTdEHSPDSAH', b'GaSFNaSDdDDTGSSRD',\n",
" b'RHSPAHIadSPYPGTRP'], dtype='|S17')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"peptides[:10]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "9cce40e7-74ce-4172-a2e5-7ec6cdefda18",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([['S', 'P', 'H', ..., 'A', 'Y', 'Y'],\n",
" ['S', 'N', 'a', ..., 'A', 'Y', 'I'],\n",
" ['L', 'A', 'H', ..., 'I', 'G', 'T'],\n",
" ...,\n",
" ['V', 'a', 'A', ..., 'R', 'G', 'T'],\n",
" ['P', 'L', 'S', ..., 'R', 'N', 'T'],\n",
" ['A', 'a', 'I', ..., 'A', 'P', 'F']],\n",
" shape=(69695977, 17), dtype='