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Calcium-Binding Protein Protocols Calcium-Binding Protein Protocols

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Multiple Sequence Alignment 249<br />

program (47), which constructs multiple alignments based on segment-to-segment<br />

comparisons rather than the residue-to-residue comparisons used previously.<br />

The segments are incorporated into a multiple alignment using an<br />

iterative procedure. The PRRP program (46) optimizes a progressive, global<br />

alignment by iteratively dividing the sequences into two groups which are<br />

subsequently realigned using a global group-to-group alignment algorithm.<br />

PRALINE (14) employs profile-preprocessing and secondary structure prediction<br />

to guide the alignments in an optionally iterative fashion.<br />

The program SAGA (71) does not employ DP, but uses a genetic algorithm<br />

(GA) to select from an evolving alignment population the alignment, which<br />

optimizes, as an Objective Function (OF), the weighted sum of pairs as used in<br />

the MSA program (66). More recently, a measure of consistency between the<br />

considered multiple alignment and a corresponding library of CLUSTAL<br />

pairwise alignments was taken. This OF was developed for the COFFEE algorithm<br />

(43). As mentioned in Subheading 4.1., Hidden Markov models (HMM)<br />

have also been attempted as statistical models of the primary structure consensus<br />

for a sequence family (41,42). The program HMMT (48) uses a simulatedannealing<br />

method to maximise the probability that an HMM represents the<br />

sequences to be aligned.<br />

References<br />

1. Kretsinger, R. H., Nockolds, C. E., Coffee, C. J., and Bradshaw, R. A. (1972) The<br />

structure of a calcium-binding protein from carp muscle, Cold Spring Harb. Symp.<br />

Quant. Biol. 36, 217–20.<br />

2. Smith, P. D. and Moss, S. E. (1994) Structural evolution of the annexin supergene<br />

family. Trends Genet. 10, 241–246.<br />

3. Nalefski, E. A. and Falke, J. J. (1996) The C2 domain calcium-binding motif:<br />

Structural and functional diversity, <strong>Protein</strong> Sci. 5, 2375–2390.<br />

4. Handford, P. A., Mayhew, M., Baron, M., Winship, P. R., and Campbell, I. D.,<br />

Brownlee, G. G. (1991) Key residues involved in calcium-binding motifs in<br />

EGF-like domains. Nature 351, 164–167.<br />

5. Hofmann, K., Bucher, P., Falquet, L., and Bairoch, A. (1999) The PROSITE database,<br />

its status in 1999. Nucleic Acids Res. 27, 215–219.<br />

6. Kawasaki, H. and Kretsinger, R. H. (1995) <strong>Calcium</strong>-binding <strong>Protein</strong>s 1:EF-hands.<br />

<strong>Protein</strong> Profiles 2, 305–490.<br />

7. Heizmann, C. W. and Hunziker, W. (1991) Intracellular calcium-binding proteins:<br />

more sites than insights. Trends Biochem. Sci. 16, 98–103.<br />

8. Nakayama, S., Moncrief, N. D., and Kretsinger, R. H. (1992) Evolution of<br />

EF-hand calcium-modulated proteins. II. Domains of several subfamilies have<br />

diverse evolutionary histories. J. Mol. Evol. 34, 416–448.<br />

9. Kretsinger, R. H. and Nakayama, S. (1993) Evolution of EF-hand calcium-modulated<br />

proteins. IV. Exon shuffling did not determine the domain compositions of<br />

EF-hand proteins. J. Mol. Evol. 36, 477–488.

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