A tool to automate retrieving data from CAZy, build a local CAZyme SQL database, and throughly interrogating the data. Also, automate retrieving protein data, sequences, EC numbers and structure files for specific datasets in the CAZyme database from UniProt, GenBank and PDB.
[!IMPORTANT] A new version of
cazy_webscraperis under development and is available on thedevbranch. At the moment only the core functionality of building a local CAZyme database is supported. But this new version is significantly lighter (using a lot less RAM) and faster than the current release, building a local CAZyme database containing all records from CAZy in 2m5s on a standard office laptop. Please do try out the new release ofcazy_webscraperand provide us with any feedback!
cazy_webscraper is an application and Python3 package for the automated retrieval of protein data from the CAZy database. The code is distributed under the MIT license.
The full documentation can be found at Read the Docs.
For full details see our publication in Microbial Genomics, which includes example analyses.
Hobbs, E. E. M, Gloster, T. M., Pritchard, L. (2023) cazy_webscraper: local compilation and interrogation of comprehensive CAZyme datasets, Microbial Genomics, 9(8). https://doi.org/10.1099/mgen.0.001086
cazy_webscraper retrieves protein data from the CAZy database and stores the data in a local SQLite3 database. This enables users to integrate the dataset into analytical pipelines, and interrogate the data in a manner unachievable through the CAZy website.
Data can be retrieved for user defined datasets of interest. cazy_webscraper can recover specified CAZy Classes and/or CAZy families. These queries can be filtered by taxonomy at Kingdoms, genus, species or strain level. Successive CAZy queries can be collated into a single local database. A log of each query is recorded in the database for transparency, reproducibility and shareablity.
Using the expand subcommand, a user can expand the core dataset. Specifically, cazy_webscraper can be used to retrieve data from the following external databases for CAZymes in the local CAZyme database that meet user specified criteria, and adds the downloaded data to the local CAZyme database:
Research Collaboratory for Structural Bioinformatics (RCSB) Protein Data Bank (PDB):
Genome Taxonomy Database (GTDB):
Retrieve the latest archaeal and bacterial taxonomic classifications (including complete lineages from kingdom to species) - available in cazy_webscraper verion >= 2.2.0.
cazy_webscraper faciltates extracting information from the local CAZyme database.
Protein sequences (retrieved from GenBank and/or UniProt) from the local CAZyme database for CAZymes matching the user specified criteria, and write to:
The cazy_webscraper API facilitates interoggating the local CAZyme database.
Please see the full documentation at ReadTheDocs.
New in version 2.3.0
Downloading protein data from UniProt is several magnitudes faster than before - and should have fewer issues with using older version of bioservices
bioservices mapping to map directly from NCBI protein version accession to UniProtcw_get_uniprot_data not longer calls to NCBI and thus no longer requires an email address as a positional argumentUpdated database schema: Changed Genbanks 1--* Uniprots to Genbanks *--1 Uniprots. Uniprots.uniprot_id is now listed in the Genbanks table, instead of listing Genbanks.genbank_id in the Uniprots table
Retrieve taxonomic classifications from UniProt
--taxonomy/-t flag to retrieve the scientific name (genus and species) for proteins of interestUniprotsTaxs tableImproved clarrification of deleting old records when using cw_get_uniprot_data
--delete_old_ec_relationships = deletes Genbank(protein)-EC number relationships no longer in UniProt--delete_old_ecs = deletes EC numbers in the local db not linked to any proteins--delete_old_pdb_relationships = deletes Genbank(protein)-PDB relationships no longer in UniProt--delete_old_pdbs = deletes PDB accessions in the local db not linked to any proteinsRetrieve the local db schema
cw_get_db_schema added.Added option to skip retrieving the latest taxonomic classifications NCBI taxonomies
cazy_webscraper retrieves the latest taxonomic classifications for proteins listed under multiple tax--skip_ncbi_tax flag.cazy_webscraper will add the first taxa retrieved from CAZy for those proteins listed under mutliple taxaThe full documentation can be found at Read the Docs.
For a full description of the operation and examples of use, please see our paper in (BioRxiv)[https://www.biorxiv.org/content/10.1101/2022.12.02.518825v1.full].
Hobbs, E. E. M., Gloster, T. M., and Pritchard, L. (2022) 'cazy_webscraper: local compilation and interrogation of comprehensive CAZyme datasets', bioRxiv, https://doi.org/10.1101/2022.12.02.518825
You can view the database schema here and find a PDF of the database schema here.
We welcome contributions and suggestions. You can raise issues at this repository, or fork the repository and submit pull requests, at the links below:
cazy_webscrapercazy_webscraper API or Interrogating the local CAZyme databasecazy_webscraper using a YAML fileIf you use cazy_webscraper, please cite the following publication:
Hobbs, E. E. M, Gloster, T. M., Pritchard, L. (2023) cazy_webscraper: local compilation and interrogation of comprehensive CAZyme datasets, Microbial Genomics, 9(8). https://doi.org/10.1099/mgen.0.001086
The supplementary information for this manuscript is available via the BioRxiv server, and in the manuscript directory in this repository.
cazy_webscraper depends on a number of tools. To recognise the contributions that the authors and developers have made, please also cite the following:
When making an SQLite database:
Hipp, R. D. (2020) SQLite, available: https://www.sqlite.org/index.html.
Retrieving taxonomic, genomic or sequence data from NCBI:
Cock, P.J.A., Antao, T., Chang, J.T., Chapman, B.A., Cox, C.J., Dalke, A., et al (2009) Biopython: freely available Python tools for computational molecular biology and bioinformatics, Bioinformatics, 25(11), 1422-1423. Wheeler,D.L., Benson,D.A., Bryant,S., Canese,K., Church,D.M., Edgar,R., Federhen,S., Helmberg,W., Kenton,D., Khovayko,O. et al (2005) Database resources of the National Centre for Biotechnology Information: Update, Nucleic Acid Research, 33, D39-D45
Retrieving data from UniProt:
Cokelaer, T., Pultz, D., Harder, L. M., Serra-Musach, J., Saez-Rodriguez, J. (2013) BioServices: a common Python package to access biological Web Services programmatically, Bioinformatics, 19(24), 3241-3242.
Downloading protein structure files from RSCB PDB:
Berman, H.M., Westbrook, J., Feng, Z., Gilliland, G., Bhat, T.N., Weissig, H., et al (2022) The Protein Data Bank, Nucleic Acids Research, 28(1), 235-242. Hamelryck, T., Manderick, B. (2003), PDB parser and structure class implemented in Python. Bioinformatics, 19 (17), 2308–2310
Retrieving and using taxonomic data from GTDB:
Parks, D.H., Chuvochina, M., Rinke, C., Mussig, A.J., Chaumeil, P., Hugenholtz, P. (2022) GTDB: an ongoing census of bacterial and archaeal diversity through a phylogenetically consistent, rank normalized and complete genome-based taxonomy, Nucleic Acids Research, 50(D1), D785-D794.
When performing a series of many automated calls to a server it is best to do this when traffic is lowest, such as at weekends or overnight at the server.
Please see the full documentation at ReadTheDocs.
cazy_webscraper can be installed via conda or pip:
conda install -c bioconda cazy_webscraper
Please see the conda documentation and bioconda documentation for further details.
pip install cazy_webscraper
Please see the pip documentation for further details.
We have produced a "Getting Started With cazy_webscraper" poster.
To download all of CAZy and save the database in the default location (the cwd) with the default name (cazy_webscraper_<date>_<time>.db) use the following command:
cazy_webscraper <user_email>
To retrieve the version, use the following command:
cazy_webscraper -V
or
cazy_webscraper --version
To retrieve the citation to use:
cazy_webscraper -C
or
cazy_webscraper --citation
Below are the list of commands (excluding required and optional arguments) included in cazy_webscraper.
To retrieve data from CAZy and compile and SQLite database using cazy_webscraper command.
To retrieve protein data from UniProt, use the cw_get_uniprot_data command.
The following data can be retrieved:
To retrieve protein sequences from GenBank use the cw_get_genbank_seqs command.
To extract GenBank and/or UniProt protein sequences from a local CAZyme database, use the cw_extract_db_seqs command.
To protein structure files from PDB use the cw_get_pdb_structures command.
Note: PDB structure files are retrieved for the PDB accessions that are in a local CAZyme database created using cazy_webscraper. A freshly built CAZyme database only contains NCBI protein accessions, taxonomic kingdoms, source organisms, and CAZy family annotations. Therefore, the cw_get_uniprot_data command must be used to retrieve PDB accessions from the UniProt database prior to using the cw_get_pdb_structures command.
To interrogate the database, use the cw_query_database command.
The schema of a local CAZyme database can be retrieved using cazy_webscraper:
cw_get_db_schema <path to local CAZyme database>
Alternatively, sqlite3 can be used to retrieve the schema:
sqlite3 <path to local CAZyme database> .schema
A visual representation of the db schema when using cazy_webscraper version >= 2.3.0 can be found here.
Command line options for cazy_webscraper, which is used to scrape CAZy and compile a local SQLite database.
Options are written in alphabetical order.
email - [REQUIRED] User email address. This is required by NCBI Entrez for querying the Entrez server.
Email address is not required when printing out the citation and version number information
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_data - Path to a txt file downloaded from CAZy containing a CAZy db data dump.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--classes - list of classes from which all families are to be scrape.
--config, -c - Path to a configuration YAML file. Default: None.
--citation, -C - Print the cazy_webscraper citation. When called, the program terminates after printng the citation and CAZy is not scraped.
--db_output, -o - Path to write out a new local CAZyme database.
--database, -d - Path to an existings local CAZyme database to add newly scraped too. Default: None.
Do not use --db_output and --database at the same time.
If --db_output and --database are not called, cazy_webscraper writes out a local CAZyme database to the cwd with the standardised name cazy_webscraper_<date>_<time>.db
--delete_old_relationships - Detele old CAZy family annotations of GenBank accessions. These are CAZy family annotations of a given GenBank accession are in the local database but the accession is not longer associated with those CAZy families, so delete old accession-family relationships.
--families - List of CAZy (sub)families to scrape.
--force, -f - force overwriting existing output file. Default: False.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--kingdoms - List of taxonomic kingdoms to restrict the scrape to. Default: None, filter is not applied.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete, -n - When called content in an existing output directory is not deleted.
_When the --db_output flag is used, cazy_webscraper will create any necessary parent directories. If the direct/immediate parent directory of the database exists, by default cazy_webscraper will delete the content in this parent directory.
--ncbi_batch_size - The number of protein IDs submitted per batch to NCBI, when retrieving taxonomic classifications. Default 200.
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--nodelete_log - When called, content in the existing log dir will not be deleted. Default: False (existing content is deleted).
--retries, -r - Define the number of times to retry making a connection to CAZy if the connection should fail. Default: 10.
--skip-ncbi_tax - Skip retrieving the latest taxonomic information for NCBI were multiple taxonomic classifications are retrieved from CAZy for a protein. The first taxonomy retrieved from CAZy will be added to the local CAZyme database. Default False - the first taxon listed for each protein is added to the local CAZyme database.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--subfamilies, -s - Enable retrival of CAZy subfamilies, otherwise only CAZy family annotations will be retrieved. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--timeout, -t - Connection timout limit (seconds). Default: 45.
--validate, - Retrieve CAZy family population sizes from the CAZy website and check against the number of family members added to the local CAZyme database, as a method for validating the complete retrieval of CAZy data.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
--version, -V - Print cazy_webscraper version number. When called and the version number is printed, cazy_webscraper is immediately terminated.
cazy_webscraper applies filters in a successive and layered structure.
CAZy class and family filters are applied first.
Kingdom filters are applied second.
Lastly, taxonomy (genus, species and strain) filters are applied.
CAZy classes are accepted in the written long form (such as Glycoside Hydrolases) and in their abbreviated form (e.g. GH).
Both the plural and singular abbreviated form of a CAZy class name is accepted, e.g. GH and GHs.
Spaces, hythens, underscores and no space or extract character can be used in the CAZy class names. Therefore, Glycoside Hydrolases, Glycoside-Hydrolases, Glycoside_Hydrolases and GlycosideHydrolases are all accepted.
Class names can be written in all upper case, all lower case, or mixed case, such as GLYCOSIDE-HYDROLASES, glycoside hydrolases and Glycoside Hydrolases. All lower or all upper case CAZy class name abbreviations (such as GH and gh) are accepted.
[UniProtKB] is one of the largest protein database, incorporating data from the [PDB] structure database, NCBI and other protein annotation databases.
cazy_webscraper can retrieve protein data from UniProt for proteins catalogued in a local CAZyme database created using cazy_webscraper. Specifically, for each protein, cazy_webscraper can retrieve:
cazy_webscraper always retrieves the UniProt accession and protein name, but the retrieval of PDB accession, EC numbers and protein sequences is optional.
Data can be retrieived for all proteins in the local CAZyme database, or a specific subset. CAZy class, CAZy family, genus, species, strains, kingdom and EC number filters can be defined in order to define a dataset to retrieve protein data for.
To retrieve all UniProt data for all proteins in a local CAZyme datbase, using the following command:
cw_get_uniprot_data <path_to_local_CAZyme_db> --ec --pdb --sequence
Below are listed the command-line flags for configuring the retrieval of UniProt data.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
--bioservices_batch_size - Change the query batch size submitted via bioservices to UniProt to retrieve protein data. Default is 1000. See the UniProt REST API documentation for batch size limits.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--classes - List of classes to retrieve UniProt data for.
--config, -c - Path to a configuration YAML file. Default: None.
--ec, -e - Enable retrieval of EC number annotations from UniProt
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--families - List of CAZy (sub)families to scrape.
--force - Force writing in existing cache directory.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--kingdoms - List of taxonomic kingdoms to restrict the scrape to. Default: None, filter is not applied.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--name_update - Boolean, whether to overwrite the existing protein name (previously retrieved from UniProt). Default: do not update.
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--nodelete_log - When called, content in the existing log dir will not be deleted. Default: False (existing content is deleted).
--pdb, -p - Enable retrieval of PDB accessions. Default, PDB accessions not retrieved.
--retries, -r - Define the number of times to retry making a connection to CAZy if the connection should fail. Default: 10.
--delete_old_ec_relationships - Boolean, delete old Genbanks-EC number relationships - For those proteins in the local db for whom data is downloaded from UniProt, compare the current links between the proteins in the Genbanks table and EC numbers in the Ecs table. Delete Genbanks-Ecs relationships that are not longer listed in the respective protein records in UniProt.
--delete_old_ecs - Boolean, delete EC number - Delete EC numbers that are not linked to any proteins listed in the Genbanks table. These can arise from multiple retrievals of data from the UniProt data over a period of time during UniProt records have been updated.
--delete_old_pdb_relationships - Boolean, delete old Genbanks-PDB relationships - For those proteins in the local db for whom data is downloaded from UniProt, compare the current links between the proteins in the Genbanks table and PDB accessions in the Pdbs table. Delete Genbanks-Pdbs relationships that are not longer listed in the respective protein records in UniProt.
--delete_old_pdbs - Boolean, delete PDB accessions - Protein relationships that are no longer listed in UniProt, i.e. an PDB accessions that are no longer included in UniProt but is in the local database. If set to TRUE these relationships will be DELETED from the database.
--use_uniprot_cache - Path to a JSON file, keyed by UniProt accessions/IDs and valued by dicts containing {'gbk_acc': str, 'db_id': int}. This file part of the cache created by cw_get_uniprot_data. This is option to skip retrieving the UniProt IDs for a set of GenBank accessions, if retrieving data for the same dataset (this save a lot of time!)
skip_download - Bool, default False. If set to True, only uses data from UniProt cache and will not download new data from UniProt.
--sequence, -s - Retrieve protein amino acid sequences from UniProt
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--taxonomy, -t - Retrieve taxonomic classifications (genus species) and add to the local CAZyme database
--timeout - Connection timout limit (seconds). Default: 45.
--update_name - If a newer version of the protein name is available, overwrite the existing name for the protein in the database. Default is false, the protein name is not overwritten and updated.
--update_seq - If a newer version of the protein sequence is available, overwrite the existing sequence for the protein in the database. Default is false, the protein sequence is not overwritten and updated.
--use_uniprot_cache - Path to JSON file containing data previosuly retrieved from UniProt by cazy_webscraper, use if an error occurred while adding the data to the local CAZyme database. This will skip the retrieval of data from UniProt, and the cached data will be added to the local CAZyme database. This can also be shared with others to add the same data to their local CAZyme database.
--uniprot_batch_size - Size of an individual batch query submitted to the UniProt REST API to retrieve the UniProt accessions of proteins identified by the GenBank accession. Default is 150. The UniProt API documentation recommands batch sizes of less than 20,000 but batch sizes of 1,000 often result in HTTP 400 errors. It is recommend to keep batch sizes less than 1,000, and ideally less than 200.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
UniProt batch sizes: Note that according to Uniprot (June 2022), there are various limits on ID Mapping Job Submission:
========= ===================================================================================== Limit Details ========= ===================================================================================== 100,000 Total number of ids allowed in comma separated param ids in /idmapping/run api 500,000 Total number of "mapped to" ids allowed 100,000 Total number of "mapped to" ids allowed to be enriched by UniProt data 10,000 Total number of "mapped to" ids allowed with filtering ========= =====================================================================================
Protein amino acid sequences can be retrieved for proteins in a local CAZyme database using cazy_webscraper. Protein sequences can be retrieved for a specific subset of proteins, identified through the use of CAZy class, CAZy family, taxonomy (kingdom, genus, species and strain) filters, and EC number filters. The retrieved protein sequences are written to the local CAZyme database.
Extracting protein sequences from the local CAZyme database and writing them to a BLAST database and/or FASTA file(s) is covered in the next section.
To retrieve all GenBank protein seuqneces for all proteins in a local CAZyme datbase, using the following command:
cw_get_genbank_seqs <path_to_local_CAZyme_db>
Below are listed the command-line flags for configuring the retrieval of protein sequences from GenBank.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
email - [REQUIRED] User email address, required by NCBI Entrez.
--batch_size - Size of batch query posted to NCBI Entrez. Default 150.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--classes - List of classes from which all families are to be scrape.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--force, -f - Force writing cachce to exiting cache directory.
--families - List of CAZy (sub)families to scrape.#
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--retries, -r - Define the number of times to retry making a connection to CAZy if the connection should fail. Default: 10.
--seq_dict, - Path to a JSON file, keyed by GenBank accessions and valued by protein sequence. This file is created as part of the cache, after all protein sequences are retrieved from GenBank.
--seq_update - If a newer version of the protein sequence is available, overwrite the existing sequence for the protein in the database. Default is false, the protein sequence is not overwritten and updated. This skips the retrieval of the protein sequences from GenBank.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
cazy_webscraper produces three cache files, which are written to the cache dir:
no_seq_retrieved.txt which lists the GenBank accessions for which no sequence could be retrieved from GenBankseq_retrieved.txt which list GenBank accessiosn for which a sequence was retrieved from GenBankProtein sequences from GenBank and UniProt that are stored in the local CAZyme database can be extracted using cazy_webscraper, and written to any combination of:
FASTA file format: Protein sequences extracted from a local CAZyme database are written out with the GenBank/UniProt accession as the protein ID, and the name of the source database ('GenBank' or 'UniProt') as the description.
To extract all protein seqeunces from the local CAZyme database using the following command structure:
cw_extract_db_seqs <path_to_local_CAZyme_db> genbank uniprot
To retrieve protein sequences from GenBank or UniProt, name only the respective database. For example, to retrieve only GenBank proteins:
cw_extract_db_seqs <path_to_local_CAZyme_db> genbank
Below are listed the command-line flags for configuring the extraction of protein sequences from the local CAZyme db.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
source - [REQUIRED] Define source databases of protein sequences. Accepts 'genbank' and 'uniprot'. To list both, separate with a single space (' ')
cw_extract_sequence cazy_database.db genbank uniprot
The database names are not case sensitive, therefore, both GenBank and genbank are accepted.
-b, --blastdb - Create BLAST database of extracted protein sequences. Provide the path to the directory to store the BLAST database in.
--fasta_dir - Write out each extracted sequence to a separate FASTA file in the provided dir. Provide a path to a directory to write out the FASTA files.
--fasta_file - Write out all extracted sequences to a single FASTA file. Provide a path to write out the FASTA file.
Note: at least one of --blastdb, --fasta_dir, and --fasta_file must be called to inform cazy_webscraper where to write the output to. If none are called sequences will be extracted.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--classes - List of classes from which all families are to be scrape.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--force, -f - Force overwriting exsiting files and writing to existing output directory.
--families - List of CAZy (sub)families to scrape.#
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete - When called, content in the existing output dir will not be deleted. Default: False (existing content is deleted).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--uniprot_accessions - Path to text file containing a list of UniProt accessions to retrieve protein data for. A unique accession per line.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
cazy_webscraper can retrieve protein structure files for proteins catalogued in a local CAZyme database. Structure files can be retrieved for all proteins in the database or a subset of proteins, chosen by defining CAZy class, CAZy family, taxonomy (kingdom, genus, species and strain) filters, and EC number filters.
Retrieval of structure files from PDB is performed by the BioPython module PDB [Cock et al., 2009], which writes the downloaded structure files to the local disk. Therefore, the downloaded structure files are not stored in the local CAZyme database at the present.
Cock, P. J. A, Antao, T., Chang, J. T., Chapman, B. A., Cox, C. J., Dalke, A. et al. (2009) 'Biopython: freely available Python tools for computaitonal molecular biology and bioinformatics', Bioinformatics, 25(11), pp. 1422-3.
To retrieve structure files for all proteins in a local CAZyme database in mmCif and pdb format, use the following command:
cw_get_pdb_structures <path_to_local_CAZyme_db> mmcif,pdb
Protein structure files can be retrieved in a variety of formats, including:
Below are listed the command-line flags for configuring the retrieval of protein structure files from PDB.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
pdb [REQUIRED] The file types to be retrieved from PDB. The following file types are supported:
mmCifpdbxmlmmftbundle
To chose multiple file types, list all desired file types, separting the files using a single space (' '). For example:cw_get_genbank_seq my_cazyme_db/cazyme_db.db mmcif pdb xml
Providing the file types is case sensitive, but the order the file types are listed does not matter.
--batch_size - Size of an individual batch query of PDB accessions submitted to PDB. Default is 150.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--classes - List of classes from which all families are to be scrape.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
-F, --file_only - Only add seqs provided via JSON and/or FASTA file. Do not retrieved data from NCBI.
--families - List of CAZy (sub)families to scrape.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete - When called, content in the existing output dir will not be deleted. Default: False (existing content is deleted).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--outdir, -o - Output directory to write out downloaded protein structure files to. Default is to write out the downloaded structure files to the current working directory.
--overwrite - Overwrite existing structure files with the same PDB accession as files being downloaded. Default false, do not overwrite existing files.
--retries, -r - Define the number of times to retry making a connection to CAZy if the connection should fail. Default: 10.
--seq_dict - Path to a JSON file, keyed by GenBank accessions and valued by protein sequence. Add seqs in file to the local CAZyme database.
--seq_file - Path to a FASTA file, keyed by GenBank accessions and valued by protein sequence. Add seqs in file to the local CAZyme database.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--timeout, -t - Connection timout limit (seconds). Default: 45.
--uniprot_accessions - Path to text file containing a list of UniProt accessions to retrieve protein data for. A unique accession per line.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
Taxonomic opinions frequently change, and CAZy can fall out of sync with the latest taxonomic classifications with NCBI. To maintain an updated CAZyme database, cazy_webscraper can be used to retrieve the latest taxonomic classifications from NCBI for CAZymes in a local CAZyme database that meet the user's specified criteria. The downloaded taxonomic data is added to the local CAZyme database.
The complete lineage data is retrieved from NCBI. Whereas CAZy lists only the kingdom, genus, species and strain, cazy_webscraper retrieves the full taxonomic lineage from NCBI and stores the complete lineage in the NcbiTaxs table in the local CAZyme database. This include:
tax_class in the local CAZyme database due to keyword classes in Python)tax_order in the local CAZyme database due to keyword classes in SQL)The command for retrieving the latest taxonomic classifications from the NCBI Taxonomy database using cazy_webscraper is cw_get_ncbi_taxs.
Below are listed the command-line flags for configuring the retrieval of taxonomic classifications from the NCBI Taxonomy database, and adding them to the local CAZyme database.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
email - [REQUIRED] User email address (required by Entrez)
--batch_size - Size of an individual batch query of NCBI sequence version accessions to NCBI. Default is 150.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--classes - List of classes from which all families are to be scrape.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--families - List of CAZy (sub)families to scrape.
--force - Force writing to exiting cache directory.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--retries, -r - Define the number of times to retry making a connection to NCBI if the connection should fail. Default: 10.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--uniprot_accessions - Path to text file containing a list of UniProt accessions to retrieve protein data for. A unique accession per line.
--update_gbk - Update the existing NCBI taxonomy data in records in the Genbanks table already with NCBI taxonomy data. By default, NCBI tax data is only added to records in the Genbanks table if NCBI taxonomy data is not already presented in the record.
--update_taxs - Update existing NCBI taxonomy data in the NcbiTaxs table. By default onlt add new NCBI taxonomy data, do not update (and thus overwrite) existing data.
--use_lineage_cache - Use cached lineage data previously compliled by cazy_webscraper - skips retrieving NCBI Tax and Protein IDs and lineage data from NCBI
--use_protein_ids - Path to plain text file containing a tab delimited list of (1) NCBI Protein ID and (2) NCBI sequence version accession. Used cached NCBI Protein IDs.
--use_tax_ids - Path to plain text file listing a unique NCBI Taxonomy ID per line. Get lineages for cached NCBI Tax IDs.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
CAZy does not list the source genomic assembly for proteins catalogued in its database. cazy_webscraper can be used to retrieve the latest genomic assembly data from NCBI for CAZymes in
a local CAZyme database that meet the user's specified criteria. The downloaded assembly data is added
to the local CAZyme database entails:
The command for retrieving genomic assembly data from the NCBI Assembly database using cazy_webscraper is cw_get_genomics.
Below are listed the command-line flags for configuring the retrieval of genomic assembly data from the NCBI Assembly database, and adding the data to the local CAZyme database.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
email - [REQUIRED] User email address (required by Entrez)
--batch_size - Size of an individual batch query of NCBI sequence version accessions to NCBI. Default is 150.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--classes - List of classes from which all families are to be scrape.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--families - List of CAZy (sub)families to scrape.
--force - Force writing to exiting cache directory.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the scrape to. Default: None, filter not applied to scrape.
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--retries, -r - Define the number of times to retry making a connection to NCBI if the connection should fail. Default: 10.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as Genus Species) to restrict the scraping of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the scraping of CAZymes to.
--timeout - Connection timeout threshold (s). (Default: 45s).
--uniprot_accessions - Path to text file containing a list of UniProt accessions to retrieve protein data for. A unique accession per line.
--update - Update assembly data in the database. Warning: updating records will overwrite existing data in the database. (Default: False, data is not updated).
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
cazy_webscraper can be used to retrieve the latest taxonomic classification from the Genome Taxonomy Database (GTDB) taxonomy database for a set of proteins of interest in a local CAZyme database.
Note: As in the GTDB database, GTDB taxonomic classifications are retrieved and associated with genomes stored in the local CAZyme database. To retrieve GTDB taxonomic classifications the genomic data for the proteins of interest must be listed in the local CAZyme database.
GTDB catalogues archaeal and bacterial lineages. Either archaeal and/or bacterial GTDB lineages can be added to the local CAZyme database.
The complete lineage data is retrieved from GTDB. Whereas CAZy lists only the kingdom, genus, species and strain, cazy_webscraper retrieves the full taxonomic lineage from GTDB and stores the complete lineage in the GtdbTaxs table in the local CAZyme database. This include:
tax_class in the local CAZyme database due to keyword classes in Python)tax_order in the local CAZyme database due to keyword classes in SQL)The command for retrieving the latest taxonomic classifications from the NCBI Taxonomy database using cazy_webscraper is cw_get_gtdb_taxs.
database - REQUIRED Path to a local CAZyme database to add UniProt data to.
taxs - REQUIRED Kingdoms to get lineages from. Accepts 'archaea' and/or 'bacteria'. Separate with a single space. Order does not matter.
Determines which datafiles are retrieved from GTDB.
--archaea_file - Path to GTDB archaea data file. Default: None, download latest dataset from GTDB.
--bacteria_file - Path to GTDB bacteria data file. Default: None, download latest dataset from GTDB.
.. NOTE::
The filenames of provided GTDB data files must match the filename format used by GTDB, to allow
cazy_webscraper to retrieve the release number of the dataset.
--cache_dir - Path to cache dir to be used instead of default cache dir path.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config``, ``-c - Path to a configuration YAML file. Default: None.
--classes - list of classes to retrieve UniProt data for.
--ec_filter - List of EC numbers to limit the retrieval of structure files to proteins with at least one of the given EC numbers in the local CAZyme database.
--families - List of CAZy (sub)families to retrieve UniProt protein data for.
--genbank_accessions - Path to text file containing a list of GenBank accessions to retrieve protein data for. A unique accession per line.
--genera - List of genera to restrict the retrieval of protein to data from UniProt to proteins belonging to one of the given genera.
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--log``, ``-l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--retries``, ``-r - Define the number of times to retry making a connection to GTDB if the connection should fail. Default: 10.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species (organsim scientific names) to restrict the retrieval of protein to data from UniProt to proteins belonging to one of the given species.
--strains - List of species strains to restrict the retrieval of protein to data from UniProt to proteins belonging to one of the given strains.
--uniprot_accessions - Path to text file containing a list of UniProt accessions to retrieve protein data for. A unique accession per line.
--update_genome_lineage_gbk - Update Genome GTDB lineage. Default: only add lineages to Genomes without a lineage.
--verbose``, ``-v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
cazy_webscraper API or Interrogating the local CAZyme databaseThe SQLite3 database compiled by cazy_webscraper can be interrogated in the native interface (i.e. queries written in SQL can be used to interrogate the database). This can be achieved via the command-line or via an SQL database browser (such as DB Browser for SQLite).
cazy_webscraper also provides its own API (Application Programming Interface) for interrogating the local CAZyme database: cw_query_database. The API faciliates the intergration of the dataset in the local CAZyme database into downstream bioinformatic pipelines, and provides a method of interrograting the dataset for those who do not use SQL.
cw_query_database is the command that can be used to interrogate the dataset in the local CAZyme database, and extract protein data of interest for the proteins matching the user's cirteria of
interest.
By default cw_query_database retrieves only the GenBank accessions of proteins matching the user's criteria of interest. If not criteria of interest are provided, all GenBank accessions are retrieved. Optional flags can be applied to retrieve additional data about CAZymes that match the user's criteria of interest.
cw_query_database currently supports writing the output in two file formats:
json, by default this is written to the current working directory and with name <database_name>_<retrieved_data>_YYYY-MM-DD_HH-MM-SS.jsoncsv, by default this is written to the current working directory and with name <database_name>_<retrieved_data>_YYYY-MM-DD_HH-MM-SS.csvcw_query_database takes two positional arguments:
json,csv). This is not case sensitive and the order does not matter.
For example, to retrieve all GenBank accessions for all proteins in the local CAZyme database, and
write them to a json file, the following command could be used for a database called cazy.db:cw_query_database cazy.db json
By default the output is written to the current working directory. A specific output directory (which can be built by cazy_webscraper) can be defined using the -o/--output_dir flag, followed by the path of the desired output directory.
The file names of all output files are composed of the name of the local CAZyme database, followed by the names of the data retrieved from the local CAZyme database. For example, retrieving the following data from the local CAZyme database called cazy_database.db:
cazy_database_gbkAcc_fams_subfams_ec_pdb.An optional prefix can be applied to all output file names using the -p/--prefix flag, followed by the desired prefix. For example, using the same example as above, the prefix 'engineering_candidates_` can be applied to every output file by adding the following to command:
--prefix engineering_candidates_
This will produce output files with the file name engineering_candidates_cazy_database_gbkAcc_fams_subfams_ec_pdb.
_gbkAcc is always included in the file name because GenBank accessions are always retrieved and written to the output by cthe api.
The data retrieved from the local CAZyme database and included in the final output is defined using the --include flag, followed by a list of all data to include in the output, with each data separated with a single space.
Below are listed the command-line flags for configuring the interrogation of the local CAZyme database.
database - [REQUIRED] Path to a local CAZyme database to add UniProt data to.
file_types - [REQUIRED] file types to write the interrogation output to. Accepted file types are
JSON and CSV. These are not case sensitive, and the order does not matter.
--cazy_synonyms - Path to a JSON file containing accepted CAZy class synonsyms if the default are not sufficient.
--config, -c - Path to a configuration YAML file. Default: None.
--class - Include a 'Class' column in the output csv file, listing the CAZy class of all retrieved CAZymes
--classes - List of classes from which all families are to be retrieval.
--ec_filter - Limist retrieval of protein data to proteins annotated with a provided list of EC numbers. Separate the EC numbers bu single commas without spaces. Recommend to wrap the entire str in quotation marks, for example:
cw_get_uniprot_data my_cazyme_db/cazyme_db.db --ec_filter 'EC1.2.3.4,EC2.3.1.-'
--families - List of CAZy (sub)families to retrieve CAZymes from. This includes families and SUBfamilies.
--force, -f - force writing to existing output dir.
--genera - List of genera to restrict the retrieval to. Default: None, filter not applied to scrape.
--include - List additional data to include in the output. Multiple fields can be named, separating each with a single space (' '). The accepted fields are:
--kingdoms - List of taxonomy kingdoms to retrieve UniProt data for.
--log, -l - Target path to write out a log file. If not called, no log file is written. Default: None (no log file is written out).
--nodelete - When called, content in the existing output dir will not be deleted. Default: False (existing content is deleted).
--nodelete_cache - When called, content in the existing cache dir will not be deleted. Default: False (existing content is deleted).
--output_dir, -o - Output path to write the compiled csv file. Default is to write out the csv file to the current working directory.
--overwrite - Overwrite existing output files. Default: False, program closes if output already exists"
--prefix, -p - Prefix of output files, default none.
--sql_echo - Set SQLite engine echo parameter to True, causing SQLite to print log messages. Default: False.
--species - List of species written as (Genus Species) to restrict the retrieval of CAZymes to. CAZymes will be retrieved for all strains of each given species.
--strains - List of specific species strains to restrict the retrieval of CAZymes to.
--verbose, -v - Enable verbose logging. This does not set the SQLite engine echo parameter to True. Default: False.
cazy_webscraper using a YAML fileThe retrieval of data from CAZy, UniProt, GenBank and PDB can be configured at the command-line and via a YAML file.
The YAML file must have the following structure, specifically the YAML file must have the exact keys presented below and the values can be customised to configure the behaviour of cazy_webscraper:
classes: # classes from which all proteins will be retrieved
- "GH"
- "CE"
Glycoside Hydrolases (GHs):
GlycosylTransferases (GTs):
Polysaccharide Lyases (PLs):
- "GT1"
- "GT5"
- "GT6"
Carbohydrate Esterases (CEs):
Auxiliary Activities (AAs):
Carbohydrate-Binding Modules (CBMs):
genera: # list genera to be scraped
- "Trichoderma"
- "Aspergillus"
species: # list species, this will scrape all strains under the species
- "Pythium ultimum"
strains: # list specific strains to be scraped
kingdoms: # Archaea, Bacteria, Eukaryota, Viruses, Unclassified
For configuring the retrieval of data from UniProt, GenBank and PDB (_but not CAZy) the additional ec tag can be included to limit the retrieval of data to proteins annotated with specific EC numbers.
When listing EC numbers, the 'EC' prefix can be included or excluded. For example, 'EC1.2.3.4' and '1.2.3.4' are accepted. Additionally, both dashes ('-') and astrixes ('*') can be used to represent missing digits, both '1.2.3.-' and '1.2.3.*' are accepted.
cazy_webscraper performs a direct EC number comparison. Therefore, supplying cazy_webscraper with the EC number EC1.2.3.- will only retrieve protein specifically annotated with EC1.2.3.-. cazy_webscraper will not retrieve proteins will all completed EC numbers under EC1.2.3.-, thus, cazy_webscraper will not retrieve data for proteins annotated with EC1.2.3.1, EC1.2.3.2, EC1.2.3.3, etc.
Example configuration files, and an empty configuraiton file template are located in the configuration_files/ directory of this repo.
cazy_webscraper compiles data downloaded from external databases into a local SQLite3 database.
To facilitate integratting the local CAZyme database into third-party Python applications, use the get_db_connection function from cazy_webscraper, which will return an open connection to the CAZyme database from sqlalchemy.
get_db_connection takes 2 required args and one optional arg:
Required:
pathlib.Path object)sqlalchemy.create_engine param sql_echo. When set to True, the SQL log will be printed to the terminal
Optional:False, i.e. connecting to an existing local CAZyme databaseImport the function into the Python script using:
from cazy_webscraper.sql.sql_orm import get_db_connection
This is the structure of the local SQLite3 database compiled by cazy_webscraper version >=2.3.0:
We welcome contributions and suggestions. You can raise issues at this repository, or fork the repository and submit pull requests, at the links below:
MIT License
Copyright (c) 2022 University of St Andrews
Copyright (c) 2022 University of Strathclyde
Copyright (c) 2022 James Hutton Institute
FAQs
A tool to automate retrieving data from CAZy, build a local CAZyme SQL database, and throughly interrogating the data. Also, automate retrieving protein data, sequences, EC numbers and structure files for specific datasets in the CAZyme database from UniProt, GenBank and PDB.
We found that cazy-webscraper demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 2 open source maintainers collaborating on the project.
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