1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366
|
# Sequence File Input and Output {#tutorial_sequence_file}
<!-- SPDX-FileCopyrightText: 2006-2025 Knut Reinert & Freie Universität Berlin
SPDX-FileCopyrightText: 2016-2025 Knut Reinert & MPI für molekulare Genetik
SPDX-License-Identifier: CC-BY-4.0
-->
<b>Learning Objective:</b> <br/>
You will get an overview of how Input/Output files are handled in SeqAn and learn how to read and write
sequence files. This tutorial is a walk-through with links into the API documentation and also meant as a
source for copy-and-paste code.
\tutorial_head{Easy, 90 min, \ref setup "Setup"\, \ref tutorial_ranges\, \ref tutorial_alphabets "Alphabets",}
[TOC]
# File I/O in SeqAn
Most file formats in bioinformatics are structured as lists of records.
In SeqAn we model our files as a **range over records**.
This interface allows us to easily stream over a file, apply filters and convert formats,
sometimes only in a single line of code.
The file format is automatically detected by the file name extension and compressed files can be handled
without any effort. We can even stream over files in a python-like way with range-based for loops:
\snippet doc/tutorial/07_sequence_file/sequence_file_record_range.cpp record_range
We will explain the details about reading and writing files in the [Sequence File](#section_sequence_files) section below.
Currently, SeqAn supports the following file formats:
- Sequence file formats:
- `seqan3::format_fasta`
- `seqan3::format_fastq`
- `seqan3::format_embl`
- `seqan3::format_sam` (alignment format contains enough information to be read/written as pure sequence file)
- Structure file formats:
- `seqan3::format_vienna`
- Alignment file formats:
- `seqan3::format_sam`
\warning Access to compressed files relies on external libraries.
For instance, you need to have *zlib* installed for reading `.gz` files and *libbz2* for reading `.bz2` files.
You can check whether you have installed these libraries by running `cmake .` in your build directory.
If `-- Optional dependency: ZLIB-x.x.x found.` is displayed on the command line then you can read/write
compressed files in your programs.
## Basic layout of SeqAn file objects
Before we dive into the details, we will outline the general design of our file objects,
hoping that it will make the following tutorial easier to understand.
As mentioned above, our file object is a range over records. More specifically, a range over objects of type
seqan3::sequence_record.
Output files can handle various types that fulfill the requirements of the format (e.g.
a sequence has to be a range over an alphabet).
In contrast to this, input files have certain default types for record fields that can be modified via a *traits type*.
For example, on construction you can specify `seqan3::sequence_file_input_default_traits_dna` or
`seqan3::sequence_file_input_default_traits_aa` for reading `dna` (\ref alphabet_nucleotide) and `protein` (\ref alphabet_aminoacid)
sequences respectively (section [File traits](#section_file_traits) will cover this in more detail).
Opening and closing files is also handled automatically.
If a file cannot be opened for reading or writing, a `seqan3::file_open_error` is thrown.
# Sequence file formats
Sequence files are the most generic and common biological files.
Well-known formats include FASTA and FASTQ.
### FASTA format
A FASTA record contains the sequence id and the sequence characters. Here is an example of a FASTA file:
\include doc/tutorial/07_sequence_file/example.fasta
In SeqAn we provide the `seqan3::format_fasta` to read sequence files in FASTA format.
### FASTQ format
A FASTQ record contains an additional quality value for each sequence character. Here is an example of a FASTQ file:
\include doc/tutorial/07_sequence_file/example.fastq
In SeqAn we provide the `seqan3::format_fastq` to read sequence files in FASTQ format.
### EMBL format
An EMBL record stores sequence and its annotation together. We are only interested in the id (ID) and sequence (SQ)
information for a sequence file. Qualities are not stored in this format.
Here is an example of an EMBL file:
\include doc/tutorial/07_sequence_file/example.embl
In SeqAn we provide the `seqan3::format_embl` to read sequence files in EMBL format.
### File extensions
The formerly introduced formats can be identified by the following file name extensions
(this is important for automatic format detection from a file name, as you will learn in the next section).
| File Format | SeqAn format class | File Extensions |
| ------------| ---------------------|---------------------------------------------------|
| FASTA | seqan3::format_fasta | `.fa`, `.fasta`, `.fna`, `.ffn`, `.ffa`, `.frn` |
| FASTQ | seqan3::format_fastq | `.fq`, `.fastq` |
| EMBL | seqan3::format_embl | `.embl` |
You can access the valid file extensions via the `file_extensions` member variable in a format,
and you can also customise this list if you want to allow different or additional file extensions:
\snippet doc/tutorial/07_sequence_file/sequence_file_file_extensions.cpp main
# Fields {#section_sequence_files}
The Sequence file abstraction supports reading three different fields:
1. `seqan3::sequence_record::sequence`
2. `seqan3::sequence_record::id`
3. `seqan3::sequence_record::base_qualities`
The three fields are retrieved by default.
# Reading a sequence file
You can include the SeqAn sequence file functionality with:
\snippet doc/tutorial/07_sequence_file/sequence_file_record_range.cpp include
## Construction
At first, you need to construct a `seqan3::sequence_file_input` object that handles file access.
In most cases, you construct from a file name, but you can also construct a sequence file object directly from a stream
(e.g. `std::cin` or `std::stringstream`), but then you need to know your format beforehand:
\snippet doc/tutorial/07_sequence_file/sequence_file_filename_construction.cpp main
All template parameters of the `seqan3::sequence_file_input` are automatically deduced, even the format!
We **detect the format by the file name extension**.
The file extension in the example above is `.fasta` so we choose the `seqan3::format_fasta`.
### File traits {#section_file_traits}
The `seqan3::sequence_file_input` needs to know the types of the data you are reading in
(e.g. that your sequence is a `dna` sequence) at **compile-time**.
These necessary types are defined in the **traits type** argument (`seqan3::sequence_file_input::traits_type`)
which by default is set to `seqan3::sequence_file_input_default_traits_dna`.
We thereby assume that
* you want to read the sequence into a `std::vector` over a `seqan3::dna5` alphabet,
* store the sequence names/id in a `std::string` and
* the qualities in a `std::vector` over the `seqan3::phred42` alphabet.
In case you want to read a **protein** sequence instead, we also provide the
`seqan3::sequence_file_input_default_traits_aa` traits type which sets the `seqan3::sequence_record::sequence` field to a
`std::vector` over the `seqan3::aa27` alphabet.
You can specify the traits object as the first template argument for the sequence file:
\snippet doc/tutorial/07_sequence_file/sequence_file_amino_acid_type_trait.cpp main
You can also customise the types by inheriting from one of the default traits and changing the type manually.
See the detailed information on `seqan3::sequence_file_input_default_traits_dna` for an example.
## Reading records
After construction, you can now read the `seqan3::sequence_record`s. As described in the basic file layout,
our file objects behave like ranges, so you can use a range based for loop to conveniently iterate over the file:
\include test/snippet/io/sequence_file/sequence_file_input_record_iter.cpp
\attention An input file is a **single input range**, which means you can only iterate over it **once**!
In the above example, `record` has the type `seqan3::sequence_file_input::record_type` which is `seqan3::sequence_record`.
\note It is important to write `auto &` and not just `auto`. Otherwise, you will copy the record on every iteration.
You can read up more on the different ways to stream over the file object in the detailed documentation
of `seqan3::sequence_file_input`.
\assignment{Assignment 1: Reading a FASTQ file}
Copy and paste the following FASTQ file to some location, e.g. the tmp directory:
\snippet doc/tutorial/07_sequence_file/sequence_file_solution1.cpp fastq_file
and then create a simple program that reads in all the records from that file and prints the id,
sequence and quality information to the command line using the `seqan3::debug_stream`.
Access the record via the member accessor of `seqan3::sequence_record`!
Note: you include the `seqan3::debug_stream` with the following header
\snippet doc/tutorial/07_sequence_file/sequence_file_solution1.cpp include_debug_stream
\endassignment
\solution
\snippet doc/tutorial/07_sequence_file/sequence_file_solution1.cpp solution
The code will print the following:
\include doc/tutorial/07_sequence_file/sequence_file_solution1.err
\endsolution
## The record type
In the examples above, we always use `auto` to deduce the record type automatically.
In case you need the type explicitly, e.g. if you want to store the records in a variable,
you can access the type member `seqan3::sequence_file_input::record_type`.
\snippet doc/tutorial/07_sequence_file/sequence_file_record_type.cpp main
You can move the record out of the file if you want to store it somewhere without copying.
\snippet doc/tutorial/07_sequence_file/sequence_file_move_record.cpp main
\assignment{Assignment 2: Storing records in a std::vector}
Create a small program that reads in a FASTA file and stores all the records in a `std::vector`.
After reading, print the vector (this works natively with the `seqan3::debug_stream`).
Test your program with the following file:
\snippet doc/tutorial/07_sequence_file/sequence_file_solution2.cpp fasta_file
It should print the following:
\include doc/tutorial/07_sequence_file/sequence_file_solution2.err
Note that the quality (third element in the triple) is empty because we are reading a FASTA file.
\endassignment
\solution
\snippet doc/tutorial/07_sequence_file/sequence_file_solution2.cpp solution
\endsolution
# Sequence files as views
Since SeqAn files are ranges, you can also create views over files.
This enables us to create solutions for lots of use cases using only a few lines of code.
## Reading a file in chunks
A common use case is to read chunks from a file instead of the whole file at once or line by line.
You can do so easily on a file range by using the `seqan3::views::chunk`.
\snippet doc/tutorial/07_sequence_file/sequence_file_read_in_batches.cpp main
The example above will iterate over the file by reading 10 records at a time.
If no 10 records are available any more, it will just print the remaining records.
## Applying a filter to a file
On some occasions, you are only interested in sequence records that fulfill a certain criterion,
e.g. having a minimum sequence length or a minimum average quality.
Just like in the example with `seqan3::views::chunk` you can use `std::ranges::filter` for this purpose:
\snippet doc/tutorial/07_sequence_file/sequence_file_quality_filter.cpp main
To remind you of what you have learned in the \ref tutorial_ranges tutorial before,
a view is not applied immediately but **lazy evaluated**.
That means your file is still parsed record by record and not at once.
## Reading paired-end reads {#sequence_file_section_fun_with_ranges}
In modern Next-Generation Sequencing experiments, you often encounter paired-end read data which is split into two files.
The read pairs are identified by their identical id and position in the files.
If you want to handle one pair of reads at a time, you can do so easily with a `seqan3::views::zip`.
\snippet doc/tutorial/07_sequence_file/sequence_file_paired_reads.cpp main
\assignment{Assignment 3: Fun with file ranges}
Implement a small program that reads in a FASTQ file and prints the first 2 sequences
that have a length of at least 5.
Hints:
* You can use `std::ranges::size` to retrieve the size of a range.
* You need the following includes for `std::views::filter` and `std::views::take`
\snippet doc/tutorial/07_sequence_file/sequence_file_solution3.cpp include_ranges
Test your program on the following FASTQ file:
\snippet doc/tutorial/07_sequence_file/sequence_file_solution3.cpp fastq_file
It should output `seq1` and `seq3`.
\endassignment
\solution
\snippet doc/tutorial/07_sequence_file/sequence_file_solution3.cpp solution
\endsolution
# Writing a sequence file
## Construction
You construct the `seqan3::sequence_file_output` just like the `seqan3::sequence_file_input`
by giving it a file name or a stream.
\snippet test/snippet/io/sequence_file/sequence_file_output_template_deduction.cpp main
Writing to `std::cout`:
\include test/snippet/io/sequence_file/sequence_file_output_cout_write.cpp
## Writing records
The easiest way to write to a sequence file is to use the `seqan3::sequence_file_output::push_back()` member function.
It works similarly to how it works on a `std::vector`.
\include doc/tutorial/07_sequence_file/sequence_file_output_record.cpp
\assignment{Assignment 4: Writing a FASTQ file}
Use your code (or the solution) from the previous assignment.
Iterate over the records with a for loop and instead of just printing the ids,
write out **all** the records that satisfy the filter to a new file called `output.fastq`.
Test your code on the same FASTQ file.
The file `output.fastq` should contain the following records:
\snippet doc/tutorial/07_sequence_file/sequence_file_solution4.cpp fastq_file
\endassignment
\solution
\snippet doc/tutorial/07_sequence_file/sequence_file_solution4.cpp solution
\endsolution
## Files as views
Again, we want to point out the convenient advantage of modelling files as ranges. The `seqan3::sequence_file_input` models
`std::ranges::input_range` and in the "reading a file" section you already saw a few examples of how to pipe a view onto
such a range. The output files model `std::ranges::output_range`. This allows us to use ranges algorithms like
`std::ranges::move` to "move" records from input to output files.
\cond DEV
\todo There is no standard way for piping output ranges (e.g. `fin | fout;`), yet. Reevaluate this section later.
In the same way you can pipe the output file:
\endcond
\snippet doc/tutorial/07_sequence_file/sequence_file_piping_in_out.cpp main
\assignment{Assignment 5: Fun with file ranges 2}
Working on your solution from the previous assignment, try to remove the for loop in favour of a `std::ranges` algorithm.
The result should be the same.
\endassignment
\solution
\snippet doc/tutorial/07_sequence_file/sequence_file_solution5.cpp solution
\endsolution
# File conversion
As mentioned before, the `seqan3::sequence_record` is shared between formats, which allows for easy file conversion.
For example, you can read in a FASTQ file and output a FASTA file in one line:
\snippet doc/tutorial/07_sequence_file/sequence_file_file_conversion.cpp main
Yes, that's it! Of course, this only works because all fields that are required in FASTA are provided in FASTQ.
The other way around would not work as easily because we have no quality information (and would make less sense too).
|