PS_LG_ALIGN is a FORTRAN90 library which implements some of the string alignment algorithms described in the reference [Chao].
These algorithms carry out the computation in linear space, and compute not just the optimal alignment score, but also the corresponding optimal alignment. The alignments considered are local, that is, only contiguous portion of the sequence is mapped to a portion of the profile. Gaps in the alignment are assigned an affine gap penalty.
It's important to be able to compute alignments using "linear space", that is, just a few vectors whose length N is equal to that of a typical string. A quadratic algorithm would require a two dimensional array of total dimension N*N. Realistic alignment problems can involve strings of N=100,000 elements or more, so a quadratic algorithm would be expensive or impossible to use.
The optimal alignment score is computed without explicitly constructing the corresponding alignment. So a major feature of the algorithms is how to backtrack from the score to retrieve the alignment. It is a matter of some difficulty to recover the matching, particularly if the best score was calculated with a linear space algorithm, which discards a great deal of intermediate information. However, the linear space algorithm implemented here can also compute the optimal matching, based on the idea of a recursive subdivision of the problem.
This set of algorithms does not actually match a pair of sequences, but rather matches a sequence to a "profile". A profile is constructed based on information from many sequences, and can be thought of as a "generalized sequence", or a set of indices, where for each index we specify the likelihood that each possible nucleic acid will occur. These likelihoods can then be used to score the alignments we consider with the new candidate sequence.
This set of routines assumes that an insertion or deletion of length K is penalized using an "affine gap penalty formula" of the form:
Penalty = Gap_Open + K * Gap_ExtendThis choice of penalty function has a major effect on the form of the matching algorithms, particularly in the linear space case. For the profile problems covered by these algorithms, the gap penalties are further adjusted using profile-position percentages specified by the user.
Routines that use quadratic space are included as well, so the algorithms can be compared for storage, speed, and correctness.
The computer code and data files described and made available on this web page are distributed under the GNU LGPL license.
PS_LG_ALIGN is available in a FORTRAN90 version
PS_GG_ALIGN, a FORTRAN90 library which implements a profile/sequence global alignment using an affine gap penalty.
PS_QG_ALIGN, a FORTRAN90 library which implements a profile/sequence quasiglobal alignment using an affine gap penalty.
SS_GD_ALIGN, a FORTRAN90 library which globally aligns two sequences using a distance matrix.
SS_GG_ALIGN, a FORTRAN90 library which globally aligns two sequences using an affine gap penalty.
SS_LG_ALIGN, a FORTRAN90 library which locally aligns two sequences using an affine gap penalty.
SS_QG_ALIGN, a FORTRAN90 library which quasi-globally aligns two sequences using an affine gap penalty.
You can go up one level to the FORTRAN90 source codes.