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Switch in Codon Bias and Increased Rates of Amino Acid Substitution in the Drosophila saltans Species Group
Francisco Rodríguez-Trellesa, Rosa Tarríoa, and Francisco J. Ayalaaa Department of Ecology and Evolutionary Biology, University of California, Irvine, California 92697-2525
Corresponding author: Francisco Rodríguez-Trelles, c/o Francisco J. Ayala, Department of Ecology and Evolutionary Biology, 321 Steinhaus Hall, University of California, Irvine, CA 92697-2525., ibge2{at}blues.uab.es (E-mail)
| ABSTRACT |
|---|
We investigated the nucleotide composition of five genes, Xdh, Adh, Sod, Per, and 28SrRNA, in nine species of Drosophila (subgenus Sophophora) and one of Scaptodrosophila. The six species of the Drosophila saltans group markedly differ from the others in GC content and codon use bias. The GC content in the third codon position, and to a lesser extent in the first position and the introns, is higher in the D. melanogaster and D. obscura groups than in the D. saltans group (in Scaptodrosophila it is intermediate but closer to the melanogaster and obscura species). Differences are greater for Xdh than for Adh, Sod, Per, and 28SrRNA, which are functionally more constrained. We infer that rapid evolution of GC content in the saltans lineage is largely due to a shift in mutation pressure, which may have been associated with diminished natural selection due to smaller effective population numbers rather than reduced recombination rates. The rate of GC content evolution impacts the rate of protein evolution and may distort phylogenetic inferences. Previous observations suggesting that GC content evolution is very limited in Drosophila may have been distorted due to the restricted number of genes and species (mostly D. melanogaster) investigated.
SUEOKA (1962; see also ![]()
G/C (either A or T to either G or C) and v is the reciprocal rate, the G + C composition of a genome will evolve until an equilibrium is reached, with the G + C frequency simply determined by P = u/(u + v). The rate of conversion A/T
G/C is a joint consequence of selective constraints (which Sueoka often assumed to be small) and mutation pressure. One or the other of the values of P and u/v has been referred to as the GC pressure, mutational pressure, or mutation bias (e.g., ![]()
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The effect of GC mutation bias on changing GC content has been shown, for example, in a mutator strain, mutT, of Escherichia coli with an elevated mutation rate of A/T
G/C (![]()
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Intraspecific variation in GC content along the nuclear genome is quite large in Drosophila (![]()
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In this study, we investigate five gene regions under different degrees of functional constraint, namely Xdh, Adh, Sod, Per, and two domains (D1 and D2) of the 28SrRNA untranslated region in the Sophophora subgenus, including several species of the little-investigated saltans group as well as the obscura and melanogaster groups. Our results suggest that GC mutation pressure has had a major influence on the molecular evolution of Drosophila, with implications for theories about the evolution of codon bias.
| MATERIALS AND METHODS |
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Species and sequences:
The Xdh region was investigated in nine species of Drosophila and in Scaptodrosophila lebanonensis, which was used as an outgroup. Six species belong to the saltans group: D. saltans, D. prosaltans, D. neocordata, D. emarginata, D. sturtevanti, and D. subsaltans. The Xdh coding sequence of D. subobscura is from a strain from Helsinki, Finland, kept in our laboratory, as is the strain of S. lebanonensis. Xdh sequences of D. melanogaster, D. pseudoobscura, and D. subobscura (only intron II) were available from the literature (GenBank accession nos.
Y00307,
M33977, and
Y08237, respectively). The Xdh gene region investigated includes about half of exon II (371 codons), intron II (~60 bp in most cases), and most of exon III (324 codons), or ~52% of the Xdh coding region. Details about the amplification and sequencing primers and strategy can be found in ![]()
The sequences of Adh, Sod, Per, and 28SrRNA were obtained from the literature. The Adh sequences consist of 135 codons of exon II, and include D. saltans (GenBank accession no.
AF045113), D. prosaltans (AF045119), D. emarginata (AF045124), D. neocordata (AF045120), D. sturtevanti (AF045114), D. subsaltans (AF045117), D. melanogaster (X78384), D. pseudoobscura (U64560), D. subobscura (X55391), and S. lebanonensis (X54814). The Sod sequences include D. saltans, D. melanogaster, D. pseudoobscura, D. subobscura, and S. lebanonensis (![]()
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Nucleotide composition and codon-usage bias:
Sequences were aligned using the CLUSTAL W (v. 1.5) program (![]()
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Classification of amino acids:
We classified amino acids into three groups, according to codon GC content (![]()
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Directional mutation pressure and amino acid composition:
As a measure of the intensity of the GC/AT mutation pressure on the gene regions investigated, we use the GC content at fourfold degenerate sites (GC4), because all nucleotide changes at these sites are synonymous. GC4 may be affected by codon use bias, but it is better for this purpose than the average GC content of a gene, because this is strongly impacted by the functional constraints of the proteins (![]()
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Species are part of a hierarchically structured phylogeny; therefore, treating them as statistically independent observations (![]()
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| RESULTS |
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Xdh nucleotide composition and codon-use bias:
Table 1 shows the Xdh GC content for each codon position, the fourfold degenerate sites, intron II, and intron B. The largest compositional differences occur between the obscura group (two species) and the saltans group (six species). The obscura average GC content value for the first (62.2%), second (42.8%), and third (78.3%) position is typical of GC-rich genomes, while the saltans averages, respectively 54.0, 41.6, and 41.4%, are closer to the values typical of genomes considered AT rich (![]()
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If a given locus experiences different mutation pressures in different lineages, then positive correlations should be observed between GC composition of the codons and the introns (assuming that intron base composition reflects the mutational equilibrium of the genome). Intron B has arisen in the saltans lineage by a duplication of intron II (![]()
0.04) codon positions. This is apparent in Table 1, where we see that the GC content of intron II is conspicuously lower in the saltans group than in the obscura group (Mann-Whitney U-test, P < 0.05), as is the GC content in the third and (less so) first codon positions. The G + C content of saltans introns B and II is significantly lower (P < 0.001 and P < 0.05, respectively) than the average G + C content of the D. melanogaster introns (~40%; ![]()
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Note that positive correlations between intron and exon GC content are not necessarily indicative of varying mutation pressures that influence all nucleotide positions alike. For example, ![]()
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Table 1 gives the ENC values. Consistent with previous results, there is little codon bias for Xdh across all species in this study. Under the major codon preference model, this is expected for a region that is transcribed at very low levels (![]()
2 = 49 with 57 d.f., and
2 = 120 with 290 d.f., respectively, for the obscura and saltans groups; neither one significant).
Xdh correlation between nucleotide and amino acid composition:
Figure 1 shows that, as expected (see MATERIALS AND METHODS), the high-GC amino acids (group I) are less used by species with low GC content (the saltans group), while the opposite is the case for group III (low GC content) amino acids, and less so for group II amino acids. Thus, the frequency of group I, f(I), is 21.7% (14.9% when only variable sites are considered) in D. subsaltans (GC4 = 39.4%), but it increases to 23.8% (22.2% of variable sites) in D. pseudoobscura (GC4 = 77.2%). The correlation between f(I) and GC4 is significant by the contrast test (rc = 0.68, P
0.04). In contrast, f(III) is 25.5% (29% of variable sites) in D. subsaltans, but only 23.5% (23.2% of variable sites) in D. pseudoobscura (rc = -0.61, marginally significant P
0.08). The association between f(II) and GC4 is not significant (rc = -0.28, P
0.47).
We have also conducted 2 x 2 chi-square tests for the null hypothesis that in the three Sophophora lineages there is no association between species group and the number of replacements that occurred toward GC-coded amino acids vs. those that occurred toward AT-coded amino acids. Unambiguous changes were estimated by maximum parsimony on the topology shown in Figure 2 (using the character trace function of McClade 3.0; ![]()
The topology in Figure 3 is largely consistent with previous studies (![]()
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We have not included two amino acids in the previous analyses: leucine, because it is encoded by a low-GC codon family (UUA, UUG) and an intermediate-GC codon family (CUU, CUC, CUA, CUG); and arginine because it is encoded by an intermediate-GC (AGA, AGG) and a high-GC codon family (CGU, CGC, CGA, CGG). In any case, the frequency of leucine in Xdh is not correlated with GC4 content (rc = -0.22, P
0.58), because the frequency changes in the two codon families largely cancel each other; that is, low-GC species use codons UUA and UUG more frequently (rc = -0.77, P
0.01) than codons CUU, CUC, CUA, and CUG (rc = 0.76, P
0.01). Arginine exhibits a similar pattern, except that the frequency of arginine increases with increasing GC4 (rc = 0.59, P
0.09), which occurs because high-GC codons (CGT, CGC, CGA, and CGC) for arginine are more abundant than intermediate-GC codons (AGA and AGG).
Xdh rates of substitution:
The relative-rate test is useful for comparing the substitution rates between a given pair of species (species 1 and 2 in Table 2) when the time since their split is not precisely known, but this time is the same for each pair-wise comparison within a set. We use the Xdh sequence of S. lebanonensis (species 3) as the outgroup. The values of K (K1.3 - K2.3) in Table 2 represent the difference between the number of nonsynonymous substitutions per site (![]()
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A measure of the difference in rates between lineages is the ratio of the estimated substitution rates in each lineage (![]()
Analysis of the Adh, Sod, Per, and 28S ribosomal RNA sequences:
We analyzed the Adh, Sod, and Per coding sequences in a similar fashion as those of Xdh, although for Sod and Per only the sequence of D. saltans is available for the saltans group. We also analyzed the base composition of the 28S ribosomal RNA untranslated region. Similar patterns emerge as with Xdh (Table 3). Across the Sophophora subgenus, the GC content in third and first codon positions of Adh, Sod, and Per is consistently lowest in the saltans species. For the more conserved 28SrRNA region and the second positions of Per, the pattern is the same, but the differences in base composition are less pronounced. Unlike the intron II of Xdh, the base composition of the Sod intron shows little variation: D. saltans has insignificantly less GC content than the two obscura species (chi-square test, P ~ 0.32) and virtually the same as D. melanogaster. A closer inspection of this intron sequence with the program PRSS (W. R. Pearson, www.med.virginia.edu/~wrp/cshl97/prss.htm; default options used) reveals that it is substantially conserved. The PRSS program allows one to evaluate the significance of a pair-wise alignment by comparing its score against the empirical distribution of scores generated from 5000 random permutations of the sequences. While the intron II of Xdh renders nonsignificant alignments (except for some comparisons between the closely related species of the saltans group), the Sod intron of D. saltans can be aligned for most of its length with the introns of the distantly related D. pseudoobscura (P = 0.003) and D. subobscura (P = 0.05), and the latter two can be aligned with the intron of D. melanogaster (P = 10-7 and P = 0.02, respectively). Conservation of the Sod intron sequence over evolutionary time suggests that mutation bias is not the only factor influencing the base composition of this intron. It may be significant that this is the first intron in the Sod gene of Drosophila. Unlike downstream introns (e.g., intron II of Xdh), first introns are frequently larger, containing regulatory sequences, and their size covaries with the length of other elements of the host genes, including the leader, the coding region, and the 3' untranslated region (![]()
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Variation across the three Sophophora groups in the magnitude and pattern of codon bias in Adh, Sod, and Per (Table 3; Per contains few codons to calculate ENC) is similar to the pattern of the Xdh gene. Codon bias is least in D. saltans; for each species individually, Adh is more biased than Sod, and both genes are substantially more biased than Xdh in D. melanogaster. Averaged across the two species, Adh, Sod, and Xdh show fairly similar bias in obscura. In saltans, ENC values for the three genes parallel those of D. melanogaster.
ENC measures unequal usage regardless of the direction of the bias. It is interesting to know whether lower values of ENC for Adh and Sod than for Xdh in saltans are due to a greater use of optimal codons or, on the contrary, reflect an increased bias toward A- and T-ending codons. To ascertain this, we computed the Fop (![]()
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0.29; 2 x 2 chi-square tests). Thus, for example, in D. melanogaster Adh is among the 10% most biased genes. However, the Adh Fop value of D. saltans falls within the 10% lowest of D. melanogaster, and for Xdh this number is even more extreme (2.6%). Across loci, the amount of Fop decrease in saltans varies depending on which of the most biased species is compared (Figure 3). Consideration of the average Fop values over D. melanogaster and the two obscura species indicates, however, that all loci have experienced an equivalent reduction (by ~40%) in major codon use in saltans.
There is no significant association between amino acid composition and GC content in either Adh, Sod, or Per. Interestingly enough, however, the Per region exhibits exactly the same pattern shown by Xdh: a higher proportion of AT-coded amino acids in D. saltans (21.7%) than in D. melanogaster (19.7%) and D. pseudoobscura (15.7%), and a lower number of GC-coded amino acids in the former species (25.5 vs. 27.4%). As to the intermediate amino acids, D. saltans has the same number as D. melanogaster (47%) and less than D. pseudoobscura (49%). With respect to Adh, the proportion of AT-coded amino acids is lower in D. saltans (29.9%) than in D. pseudoobscura (31.9%) and D. melanogaster (31.1%), and the three species have almost exactly the same number of GC-coded amino acids (~22.2%). Sod has equal proportions of AT-coded amino acids in D. saltans and D. melanogaster (22.7%), and the number of GC-coded amino acids is insignificantly higher in the former species (28.9 vs. 27.5%). The two shorter Sod amino acid sequences from the two obscura species are effectively identical to D. melanogaster in this respect. When using S. lebanonensis as an outgroup, the null hypothesis of equal rates of nonsynonymous substitution for Adh and Sod in D. saltans and D. melanogaster or the two obscura species is not rejected.
| DISCUSSION |
|---|
GC content differences: mutation pressure or selection?
The interspecific differences in GC content between the three species groups of the Sophophora subgenus are larger than had been previously observed in Drosophila, even between species of different subgenera. The observation of similar patterns present in the five gene regions investigated (Xdh, Adh, Sod, Per, and 28SrRNA) suggests that they reflect genome-wide GC content differences between lineages. The changes in GC composition can be attributed to an increase of AT content in the lineage that gave rise to the saltans group (Figure 2).
The GC content differences between the species groups might be a consequence of natural selection favoring lower GC content in the saltans group. Thermo-stable amino acids are encoded by GC-rich codons, and high GC content in third codon positions and in introns and untranslated flanking regions increases the thermal stability of the primary mRNA transcripts. Adaptation to heat has been suggested, which accounts for high GC content in the thermophilic bacteria (![]()
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An alternative explanation is that the higher AT content of the saltans group species is not due to a functional advantage of the DNA base composition but simply results from a shift in the direction of the GC/AT mutation pressure shifting the group toward a new composition equilibrium. This predicts that directional changes will be more conspicuous in the neutral parts of the genome than in functionally significant parts, where mutation pressure is counteracted by selective constraints (![]()
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The specific molecular mechanisms that might account for a shift in mutation bias in the saltans lineage are unknown. They could involve, for instance, altered replication fidelities or replication repair systems, or changes in the availability of triphosphate nucleosides (dNTPs) during DNA synthesis. The shift might ultimately be traced to mutations affecting enzymes involved in DNA metabolism (mutator mutations; reviewed in ![]()
Switch in the codon-usage pattern:
In Drosophila, it is most commonly held that mutation bias is basically unimportant for codon bias, which rather results from the constrictions imposed on codon usage by tRNA availability and other factors related to translational efficiency and/or accuracy (review in ![]()
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In the saltans group species, preferred codons for Adh, Sod, Per, and Xdh do not correspond to the postulated more abundant isoaccepting tRNAs in Drosophila (![]()
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If adaptation based on tRNA pools were the major factor for the atypical codon usage in the saltans group, we would have to assume that the relative abundance of the isoaccepting tRNAs changed during the evolution of the Sophophora species group. Some 3550 million years have elapsed since the last common ancestor of the subgenus (![]()
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Relaxed constraints do not appear to explain the codon use pattern in the saltans group either. The level of Adh enzyme activity in this species group is about the same as for the Slow allele in D. melanogaster and D. simulans and is approximately the mean for species breeding in rooting fruits (![]()
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Alternatively, the unusual codon use pattern in the saltans group might not be a change in codon bias itself but rather an epiphenomenon caused by a reduction in the effectiveness of natural selection. The effectiveness of natural selection in determining the fate of mutations depends on the product of the effective population size and the coefficient of selection, Nes. Assuming constant s, a reduction of Ne is achieved in reduced populations or by a reduction in the rate of recombination; i.e., when recombination drops, the effect of natural selection at a given site essentially accelerates genetic drift at linked sites. ![]()
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Reduced efficiency of natural selection can also result from a decline in the effective population number. The three- to sixfold smaller population size of D. melanogaster relative to D. simulans has been invoked to explain the barely ~2% difference in codon bias between the two species (![]()
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A likely explanation for the codon use pattern in the saltans group is that a shift in the mutation bias toward greater A + T content occurred early after the split in the common ancestor of the saltans group from other Sophophora and exerted enough pressure so as to switch codon preferences. The current codon use pattern in the saltans group may, then, represent a remnant of an ancestral codon bias that is being predominantly degraded by mutation pressure toward a new equilibrium composition bias. The historic pattern may persist longest in those family codons and genes that, as presumably is the case for Adh and Sod, are highly biased toward the ancestral pattern. This interpretation is consistent with the theoretical results of ![]()
Our results challenge currently held opinions about the importance of selection for codon bias in Drosophila (![]()
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Mutation bias and the rate of protein evolution:
Accelerated amino acid substitutions in the saltans group could reflect either the fixation of deleterious amino acid mutations (Nes
-1) or a faster rate of adaptive evolution. Directional selection for replacement changes can accelerate genetic drift at linked silent sites (see ![]()
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The observed differences can be better interpreted as a consequence of directional mutation pressure (![]()
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As discussed above, in connection with the patterns of codon use, our results cannot be accounted for merely by a reduction in population size. In addition, it is not likely that long-term population bottlenecks have occurred regularly in the evolution of the saltans group, independently across the different species of the group. Nor can the higher number of amino acid replacements of Xdh in the saltans group be explained by differences in generation time. Even if nonsynonymous substitutions are so nearly neutral to behave effectively as if they were synonymous, the generation time in the saltans species is not shorter than in the obscura group and longer than in D. melanogaster.
In view of this evidence, it seems likely that in the evolution of the subgenus Sophophora, since ~3550 mya, mutation bias may have remained largely unchanged in the obscura and melanogaster group lineages. However, at some time point after the origin of the saltans lineage the strength of mutation bias changed substantially. The pressure exerted thereafter by the new mutation pattern has been strong enough to change the nucleotide composition (including that of regions subjected to direct sequence selection; i.e., ribosomal RNA), drastically modify the pattern of codon usage (even in highly expressed genes; e.g., Sod), and significantly accelerate the rate of relatively unconstrained proteins such as Xdh. Confirmation of all the trends for a larger number of genes would strongly support that a substantial fraction of molecular variants are weakly selected in Drosophila.
| ACKNOWLEDGMENTS |
|---|
We are grateful to Carlos Machado for suggestions and critical discussion. We thank Hafid Laayouni, Richard Hudson, Lars Jermiin, and Mauro Santos for valuable suggestions, and Xun Gu, David Hewett-Emmett, and Wen-Hsiung Li for sending us their manuscript before publication. Jody Hey and the two anonymous reviewers made crucial comments and pointed to additional sources of data relevant to the hypotheses presented in this article. Antonio Barbadilla and Mario Cáceres helped with map distance calculations. F.R.-T. received support from Ministerio de Educación y Cultura (Spain; Contrato de Reincorporación) and grant PB96-1136 to A. Fontdevila. This work was supported by National Institutes of Health grant GM42397 to F.J.A.
Manuscript received July 19, 1998; Accepted for publication June 1, 1999.
| LITERATURE CITED |
|---|
AKASHI, H., 1994 Synonymous codon usage in Drosophila melanogaster: natural selection and translational accuracy. Genetics 136:927-935[Abstract].
AKASHI, H., 1995 Inferring weak selection from patterns of polymorphism and divergence at `silent' sites in Drosophila DNA. Genetics 139:1067-1076[Abstract].
AKASHI, H., 1996 Molecular evolution between Drosophila melanogaster and D. simulans: reduced codon bias, faster rates of amino acid substitution, and larger proteins in D. melanogaster.. Genetics 144:1297-1307[Abstract].
AKASHI, H. and S. W. SCHAEFFER, 1997 Natural selection and the frequency distributions of `silent' DNA polymorphism in Drosophila.. Genetics 146:295-307[Abstract].
AKASHI, H., R. M. KLIMAN, and A. EYRE-WALKER, 1998 Mutation pressure, natural selection, and the evolution of base composition in Drosophila. Genetica 102(103):49-60.
ANDERSON, C., A. E. CAREW, and J. R. POWELL, 1993 Evolution of the Adh locus in the Drosophila willistoni group: the loss of an intron and shift in codon usage. Mol. Biol. Evol. 10:605-618[Abstract].
BERNARDI, G., B. OLOFSSON, J. FILIPSKI, M. ZERIAL, and J. SALINAS et al., 1985 The mosaic genome of warm-blooded vertebrates. Science 228:953-958
CARULLI, J. C., D. E. KRANE, D. L. HARTL, and H. OCHMAN, 1993 Compositional heterogeneity and patterns of molecular evolution in the Drosophila genome. Genetics 134:837-845[Abstract].
COLLINS, D. W. and T. H. JUKES, 1993 Relationship between G+C in silent sites of codons and amino acid composition of human proteins. J. Mol. Evol. 36:201-213[Medline].
COX, E. C. and C. YANOFSKY, 1967 Altered base ratios in the DNA of an Escherichia coli mutator strain. Proc. Natl. Acad. Sci. USA 58:1895-1902
CROZIER, R. H. and Y. C. CROZIER, 1993 The mitochondrial genome of the honeybee Apis mellifera: complete sequence and genome organization. Genetics 113:97-117.
D'ONOFRIO, G. D., D. MOUCHIROUD, B. AÏSSANI, C. GAUTIER, and G. BERNARDI, 1991 Correlations between the compositional properties of human genes, codon usage, and amino acid composition of proteins. J. Mol. Evol. 32:504-510[Medline].
FEDER, M. E., 1996 Ecological and evolutionary physiology of stress proteins and the stress response: the Drosophila melanogaster model, pp. 79102 in Animals and Temperature, edited by I. A. JOHNSTON and A. F. BENNETT. Cambridge University Press, Cambridge, United Kingdom.
FELSENSTEIN, J., 1985 Phylogenies and the comparative method. Am. Nat. 125:1-15.
FELSENSTEIN, J., 1993 PHYLIPPhylogeny inference package, v. 3.5c. University of Washington, Seattle.
FILIPSKI, J., 1990 Evolution of DNA sequence: contributions of mutational bias and selection to the origin of chromosomal compartments. Adv. Mutagen. Res. 2:1-54.
FREESE, E., 1962 On the evolution of base composition of DNA. J. Theor. Biol. 3:82-101.
GAUT, B. S., S. V. MUSE, W. D. CLARK, and M. T. CLEGG, 1992 Relative rates of nucleotide substitution at the rbcL locus of monocotyledonous plants. J. Mol. Evol. 35:292-303[Medline].
GILLESPIE, J. H., 1991 The Causes of Molecular Evolution. Oxford University Press, New York.
GLEASON, J. M., 1996 Molecular evolution of the period locus and evolution of courtship song in the Drosophila willistoni sibling species. Ph. D. dissertation, Yale University, New Haven, CT.
GU, X., D. EWETT-EMMET, and W.-H. LI, 1998 Directional mutational pressure affects the amino acid composition and hydrophobicity of proteins in bacteria. Genetica 102(103):383-391.
IKEMURA, T., 1985 Codon usage and t-RNA content in unicellular and multicellular organisms. Mol. Biol. Evol. 2:13-34[Abstract].
JERMIIN, L. S., D. GRAUR, R. M. LOWE, and R. H. CROZIER, 1994 Analysis of directional mutation pressure and nucleotide content in mitochondrial cytochrome b genes. J. Mol. Evol. 39:160-173[Medline].
JUKES, T. H. and V. BHUSHAN, 1986 Silent nucleotide substitutions and G+C content of some mitochondrial and bacterial genes. J. Mol. Evol. 24:39-44[Medline].
KAGAWA, Y. H., N. NOJIMA, N. NUKIWA, M. ISHIZUKA, and T. NAKAJIMA et al., 1984 High guanine plus cytosine content in the third letter of codons of an extreme thermophile. J. Biol. Chem. 259:2956-2960
KLIMAN, R. M. and J. HEY, 1993 Reduced natural selection associated with low recombination in Drosophila melanogaster. Mol. Biol. Evol. 10:1239-1258[Abstract].
KLIMAN, R. M. and J. HEY, 1994 The effects of mutation and natural selection on codon bias in the genes of Drosophila.. Genetics 137:1049-1056[Abstract].
KLIMAN, R. and A. EYRE-WALKER, 1998 Patterns of base composition within genes of D. melanogaster. J. Mol. Evol. 46:534-541[Medline].
KOSAMBI, D. D., 1944 The estimation of map distances from recombination values. Ann. Eugen. 12:172-175.
KWIATOWSKI, J., D. SKARECKY, K. BAILEY, and F. J. AYALA, 1994 Phylogeny of Drosophila and related genera inferred from the nucleotide sequence of the Cu, Zn, Sod gene. J. Mol. Evol. 38:443-454[Medline].
KWIATOWSKI, J., M. KRAWCZYK, M. JAWORSKI, D. SKARECKY, and F. J. AYALA, 1997 Erratic evolution of glycerol-3-phosphate dehydrogenase in Drosophila, Chymomyza, and Ceratitis.. J. Mol. Evol. 44:9-22[Medline].
LI, W.-H., 1997 Molecular Evolution. Sinauer, Sunderland, MA.
LLOYD, A. T. and P. M. SHARP, 1993 Evolution of the recA gene and the molecular phylogeny of bacteria. J. Mol. Evol. 37:399-407[Medline].
MADDISON, W. P., and J. R. MADDISON, 1992 MacClade: Analysis of Phylogeny and Character Evolution. Sinauer, Sunderland, MA.
MARONI, G., 1996 The organization of eukaryotic genes. Evol. Biol. 29:1-19.
MERÇOT, H., D. DEFAYE, P. CAPY, E. PLA, and J. R. DAVID, 1994 Alcohol tolerance, ADH activity, and ecological niche of Drosophila species. Evolution 48:746-757.


