skbio.sequence.DNA#

class skbio.sequence.DNA(sequence, metadata=None, positional_metadata=None, interval_metadata=None, lowercase=False, validate=True, copy=None)[source]#

Store DNA sequence data and optional associated metadata.

Parameters:

sequencestr, bytes-like, 1D ndarray (uint8 or ‘|S1’), or Sequence: Characters representing the DNA sequence.
metadatadict, optional: Arbitrary metadata which applies to the entire sequence.
positional_metadatapd.DataFrame consumable, optional: Arbitrary per-character metadata. For example, quality scores of sequencing reads. Must be able to pass directly to the pd.DataFrame constructor.
interval_metadataIntervalMetadata, optional: Arbitrary interval metadata which applies to intervals within the a sequence to store interval features (such as genes on the DNA sequence).
lowercasebool or str, optional: If True, lowercase sequence characters will be converted to uppercase to ensure they are valid IUPAC DNA characters. If False (default), characters will not be converted. If a string, in addition to the uppercase conversion, a boolean array indicating which positions were originally lowercase will be stored in the positional metadata under this key.
validatebool, optional: If True (default), validation will be performed to ensure that all sequence characters are in the IUPAC DNA character set. Turning off validation (False) will improve performance. If invalid characters are present, however, there is no guarantee that subsequent operations will retain the expected behavior. Only turn off validation if you are certain that the sequence characters are valid. To store sequence data that is not IUPAC-compliant, use Sequence.
copybool, optional: Control copying of sequence data. See Sequence for details.

Added in version 0.7.5.

See also

RNA
GrammaredSequence

Notes

According to the IUPAC DNA character set [1] , a DNA sequence may contain the following four definite characters (canonical nucleotides):

Code	Nucleobase
`A`	Adenine
`C`	Cytosine
`G`	Guanine
`T`	Thymine

And the following 11 degenerate characters, each of which representing 2-4 nucleotides:

Code	Nucleobases	Meaning
`R`	A or G	Purine
`Y`	C or T	Pyrimidine
`S`	G or C	Strong
`W`	A or T	Weak
`K`	G or T	Keto
`M`	A or C	Amino
`B`	C, G or T	Not A
`D`	A, G or T	Not C
`H`	A, C or T	Not G
`V`	A, C or G	Not T
`N`	A, C, G or T	Any

Plus two gap characters: - and ..

Characters other than the above 17 are not allowed. If you intend to use additional characters to represent non-canonical nucleobases, such as I (Inosine), you may create a custom alphabet using GrammaredSequence. Directly modifying the alphabet of DNA may break methods that rely on the IUPAC alphabet.

It should be noted that some functions do not support degenerate characters. In such cases, they will be replaced with the wildcard character N to represent any of the canonical nucleotides.

References

[1]

Cornish-Bowden, A. (1985). Nomenclature for incompletely specified bases in nucleic acid sequences: recommendations 1984. Nucleic Acids Res, 13(9), 3021.

Examples

>>> from skbio import DNA
>>> DNA('ACCGAAT')
DNA
--------------------------
Stats:
    length: 7
    has gaps: False
    has degenerates: False
    has definites: True
    GC-content: 42.86%
--------------------------
0 ACCGAAT

Convert lowercase characters to uppercase:

>>> DNA('AcCGaaT', lowercase=True)
DNA
--------------------------
Stats:
    length: 7
    has gaps: False
    has degenerates: False
    has definites: True
    GC-content: 42.86%
--------------------------
0 ACCGAAT

Attributes

`complement_map`	Return mapping of nucleotide characters to their complements.
`default_gap_char`	Gap character to use when constructing a new gapped sequence.
`definite_chars`	Characters representing definite states.
`degenerate_map`	Mapping of degenerate to definite characters.
`gap_chars`	Characters representing gaps in the sequence.
`wildcard_char`	Character representing any other non-gap character in the alphabet.

Attributes (inherited)

`alphabet`	All valid characters in the alphabet.
`canonical_chars`	Characters in the conventional core alphabet.
`default_write_format`	Default write format for this object: `fasta`.
`degenerate_chars`	Degenerate characters representing sets of definite characters.
`interval_metadata`	`IntervalMetadata` object containing info about interval features.
`metadata`	`dict` containing metadata which applies to the entire object.
`noncanonical_chars`	Non-canonical characters.
`nondegenerate_chars`	Non-degenerate characters.
`observed_chars`	Set of observed characters in the sequence.
`positional_metadata`	`pd.DataFrame` containing metadata along an axis.
`values`	Array containing underlying sequence characters.

Methods

`find_motifs`	Search the biological sequence for motifs.
`read`	Create a new `DNA` instance from a file.
`transcribe`	Transcribe DNA into RNA.
`translate`	Translate DNA sequence into protein sequence.
`translate_six_frames`	Translate DNA into protein using six possible reading frames.
`write`	Write an instance of `DNA` to a file.

Methods (inherited)

`complement`	Return the complement of the nucleotide sequence.
`concat`	Concatenate an iterable of `Sequence` objects.
`count`	Count occurrences of a subsequence in this sequence.
`definites`	Find positions containing definite characters in the sequence.
`degap`	Return a new sequence with gap characters removed.
`degenerates`	Find positions containing degenerate characters in the sequence.
`distance`	Compute the distance to another sequence.
`expand_degenerates`	Yield all possible definite versions of the sequence.
`find_with_regex`	Generate slices for patterns matched by a regular expression.
`frequencies`	Compute frequencies of characters in the sequence.
`gaps`	Find positions containing gaps in the biological sequence.
`gc_content`	Calculate the relative frequency of G's and C's in the sequence.
`gc_frequency`	Calculate frequency of G's and C's in the sequence.
`has_definites`	Determine if sequence contains one or more definite characters.
`has_degenerates`	Determine if sequence contains one or more degenerate characters.
`has_gaps`	Determine if the sequence contains one or more gap characters.
`has_interval_metadata`	Determine if the object has interval metadata.
`has_metadata`	Determine if the object has metadata.
`has_nondegenerates`	Determine if sequence contains one or more non-degenerate characters.
`has_positional_metadata`	Determine if the object has positional metadata.
`index`	Find position where subsequence first occurs in the sequence.
`is_reverse_complement`	Determine if a sequence is the reverse complement of this sequence.
`iter_contiguous`	Yield contiguous subsequences based on included.
`iter_kmers`	Generate k-mers of length k from this sequence.
`kmer_frequencies`	Return counts of words of length k from this sequence.
`lowercase`	Return a case-sensitive string representation of the sequence.
`match_frequency`	Return count of positions that are the same between two sequences.
`matches`	Find positions that match with another sequence.
`mismatch_frequency`	Return count of positions that differ between two sequences.
`mismatches`	Find positions that do not match with another sequence.
`nondegenerates`	Find positions containing non-degenerate characters in the sequence.
`replace`	Replace values in this sequence with a different character.
`reverse_complement`	Return the reverse complement of the nucleotide sequence.
`to_definites`	Convert degenerate and noncanonical characters to alternative characters.
`to_indices`	Convert the sequence into indices of characters.
`to_regex`	Return regular expression object that accounts for degenerate chars.

Special methods (inherited)

`__bool__`	Return truth value (truthiness) of sequence.
`__contains__`	Determine if a subsequence is contained in this sequence.
`__copy__`	Return a shallow copy of this sequence.
`__deepcopy__`	Return a deep copy of this sequence.
`__eq__`	Determine if this sequence is equal to another.
`__ge__`	Return self>=value.
`__getitem__`	Slice this sequence.
`__getstate__`	Helper for pickle.
`__gt__`	Return self>value.
`__iter__`	Iterate over positions in this sequence.
`__le__`	Return self<=value.
`__len__`	Return the number of characters in this sequence.
`__lt__`	Return self<value.
`__ne__`	Determine if this sequence is not equal to another.
`__reversed__`	Iterate over positions in this sequence in reverse order.
`__str__`	Return sequence characters as a string.

Details

complement_map[source]#

Return mapping of nucleotide characters to their complements.

Returns:

dict: Mapping of each character to its complement.

Notes

Complements cannot be defined for a generic nucleotide sequence because the complement of A is ambiguous. Thanks, nature…

default_gap_char[source]#

Gap character to use when constructing a new gapped sequence.

This character is used when it is necessary to represent gap characters in a new sequence. For example, a majority consensus sequence will use this character to represent gaps.

Returns:

str or None: Default gap character, or None if gaps are not defined.