Supplementary Material for:

Elevated substitution rates estimated from ancient DNA sequences

by Simon Y.W. Ho, Sergios-Orestis Kolokotronis, and Robin G. Allaby

Summary and neutrality statistics

Population genetics summary and neutrality statistics were computed in DnaSP 10.4.9 (Rozas et al. 2003). We calculated the number of segregating (polymorphic) sites (S), the number of unique haplotypes (h), haplotype diversity (Hd), and the average number of pairwise nucleotide differences (k). Nucleotide diversity (π), i.e., the average number of nucleotide differences per site between two sequences, was corrected for multiple substitutions according to Lynch & Crease (1990). The ratio of segregating sites over mean pairwise differences S/k – also termed “expansion coefficient” (Peck & Congdon 2004; von Haeseler et al. 1996) – was used as a simple form of evidence of a population size expansion. Populations with high S/k ratios are expected to have increased in size over time, while lower ratios should be indicative of a relatively constant long-term population size (Peck & Congdon 2004). Population size expansion usually leaves traces in the distribution of haplotypes. An excess of haplotypes is indicative of an expansion, as well as an excess of singleton mutations. Strobeck’s S statistic (Strobeck 1987) expresses the probability of observing a sample of sequences with a number of haplotypes equal to or lower than h. We also used an additional test statistic that draws information from the polymorphism frequency (R2). R2 contrasts the number of singletons and the mean number of differences; it approaches low positive values in the case of a recent population growth event (Ramos-Onsins & Rozas 2002). Statistical significance was assessed with 50,000 coalescent simulations (Hudson 1990) given the total alignment length for each data set and the total number of sequences, while conditioning on q. The full results are given in Table S2.

Model abbreviations

Model abbreviations follow those used in Modeltest (Posada & Crandall 1998).

Table S1. Sources of data sets analysed in this study

Species / Source
Adélie penguin / Lambert et al. (2002)
Arctic fox / Dalen et al. (2007)
Aurochs / Edwards et al. (2007)
Bison / Shapiro et al. (2004)
Boar / Watanobe et al. (2004; 2001)
Bowhead whale / Borge et al. (2007)
Brown bear / Barnes et al. (2002)
Cave bear / Loreille et al. (2001), Hofreiter et al. (2002), Orlando et al. (2002)
Cave hyaena / Rohland et al. (2005)
Cave lion / Barnett et al., unpublished data
Cow / Bollongino et al. (2006)
Horse / Vila et al. (2001)
Moa / Huynen et al. (2003)
Muskox / MacPhee et al. (2005)
Nene / Paxinos et al. (2002)
Tuco-tuco / Chan et al. (2006)
Woolly mammoth / Barnes et al. (2007)
Maize / Freitas et al. (2003), Golubinoff et al. (1993)
Chlorobium / Coolen and Overmann (2007)

Table S2. Population genetic summary and neutrality statistics. P-values were obtained with 50,000 coalescent simulations. Significant test statistics at the 5% level are indicated in italics. N, number of individuals; S, number of segregating sites; h, number of haplotypes; Hd, haplotype diversity; pJC, nucleotide diversity using the Jukes-Cantor correction for multiple hits (%); k, average number of nucleotide differences; S/k, ratio of S over k; SS, Strobeck’s S; R2, Ramos-Onsins & Rozas’s R2. Where three rows per species are shown, they contain ancient, modern, and the combined sequence data, respectively, while one row per species corresponds to ancient sequence data. Numbers in parentheses denote standard deviation values. All examined loci are mitochondrial D-loop except for the following: 1cytochrome b, 2tRNA+ATPase subunit 8, 316S rRNA.

Organism / Species / N / S / h / Hd / pJC / k / S/k / SS / R2
Adélie penguin / Pygoscelis adeliae / 96 / 60 / 60 / 0.972
(0.008) / 2.678 / 6.944 / 8.64 / 1.0 / 0.0554
380 / 105 / 227 / 0.986
(0.002) / 3.150 / 8.138 / 12.90 / 1.0 / 0.0382
476 / 91 / 214 / 0.967
(0.004) / 1.933 / 4.599 / 12.79 / 1.0 / 0.0248
Arctic fox / Alopes lagopus / 8 / 3 / 3 / 0.464
(0.200) / 0.834 / 0.929 / 3.23 / 0.8 / 0.2318
41 / 16 / 22 / 0.945
(0.021) / 1.131 / 2.610 / 6.13 / 1.0 / 0.0749
49 / 9 / 11 / 0.616
(0.078) / 0.993 / 1.107 / 8.13 / 1.0 / 0.0646
Aurochs / Bos primigenius / 41 / 24 / 13 / 0.765
(0.063) / 1.114 / 2.115 / 11.35 / 0.998 / 0.0823
Bison / Bison bison / 160 / 115 / 120 / 0.976
(0.008) / 3.032 / 11.966 / 9.61 / 1.0 / 0.0493
22 / 16 / 11 / 0.909
(0.037) / 0.718 / 3.662 / 4.37 / 0.973 / 0.1036
182 / 110 / 124 / 0.965
(0.010) / 3.639 / 11.915 / 9.23 / 1.0 / 0.0518
Boar / Sus scrofa / 81 / 39 / 32 / 0.920
(0.015) / 1.105 / 6.262 / 6.23 / 1.0 / 0.0760
7 / 15 / 7 / 1.000
(0.076) / 1.279 / 7.238 / 2.07 / 1.0 / 0.2182
88 / 47 / 39 / 0.932
(0.001) / 1.182 / 6.693 / 7.02 / 1.0 / 0.0676
Bowhead whale / Balaena mysticetus / 99 / 50 / 58 / 0.935
(0.020) / 1.348 / 6.029 / 8.29 / 1.0 / 0.0579
68 / 58 / 68 / 1.000
(0.003) / 1.872 / 8.357 / 6.94 / 1.0 / 0.0685
167 / 72 / 113 / 0.974
(0.008) / 1.569 / 7.010 / 10.27 / 1.0 / 0.0472
Brown bear / Ursus arctos / 30 / 66 / 82 / 0.994
(0.004) / 6.687 / 11.824 / 5.58 / 1.0 / 0.0861
Cave bear / Ursus spelaeus / 26 / 21 / 16 / 0.963
(0.018) / 3.219 / 6.000 / 3.5 / 0.996 / 0.1388
Cave hyaena / Crocuta soelaea / 10 / 27 / 5 / 0.800
(0.100) / 2.256 / 8.022 / 3.37 / 0.175 / 0.1883
Cave lion / Panthera leo spelaea / 23 / 12 / 8 / 0.581
(0.120) / 0.808 / 1.636 / 7.33 / 0.977 / 0.0702
Cow / Bos taurus / 36 / 10 / 8 / 0.438
(0.102) / 0.228 / 0.805 / 12.42 / 0.998 / 0.0563
91 / 62 / 67 / 0.977
(0.009) / 1.131 / 4.595 / 13.49 / 1.0 / 0.0331
127 / 59 / 71 / 0.902
(0.024) / 0.905 / 3.176 / 18.58 / 1.0 / 0.0244
Horse / Equus caballus / 12 / 41 / 11 / 0.985
(0.040) / 3.618 / 12.152 / 3.37 / 0.986 / 0.1123
33 / 55 / 32 / 0.998
(0.008) / 2.929 / 9.945 / 5.53 / 1.0 / 0.0795
45 / 70 / 42 / 0.997
(0.005) / 3.526 / 11.839 / 5.91 / 1.0 / 0.0768
Moa / Pachyornis mappini / 14 / 20 / 10 / 0.923
(0.060) / 3.171 / 7.374 / 2.71 / 0.916 / 0.1659
Muskox1 / Ovibos moschatus / 11 / 3 / 4 / 0.691
(0.128) / 1.488 / 1.055 / 2.84 / 0.873 / 0.1742
6 / 0 / 1 / 0.0 / - / - / - / - / -
17 / 3 / 4 / 0.500
(0.135) / 1.100 / 0.779 / 3.85 / 0.879 / 0.1353
Nene2 / Branta sandvicensis / 4 / 4 / 3 / 0.833
(0.222) / 1.130 / 2.167 / 1.85 / 0.851 / 0.3353
Tuco-tuco1 / Ctenomys sociabilis / 45 / 11 / 8 / 0.705
(0.041) / 1.435 / 3.501 / 3.14 / 0.321 / 0.1544
1 / - / - / - / - / - / - / - / -
46 / 11 / 8 / 0.699
(0.048) / 1.429 / 3.487 / 3.15 / 0.315 / 0.1539
Woolly mammoth / Mammuthus primigenius / 32 / 42 / 24 / 0.962
(0.024) / 0.966 / 7.077 / 5.93 / 1.0 / 0.0791
Chlorobium3 / Chlorobium limicola / 4 / 6 / 2 / 0.500
(0.265) / 0.636 / 3.000 / 2.00 / 0.325 / 0.4330
12 / 34 / 11 / 0.985
(0.040) / 3.044 / 14.106 / 2.41 / 0.977 / 0.1944
16 / 35 / 12 / 0.917
(0.064) / 2.961 / 13.708 / 2.55 / 0.821 / 0.1811
16 / 14 / 10 / 0.867
(0.079) / 2.018 / 3.308 / 4.23 / 0.991 / 0.0962
Maize / Zea mays / 15 / 12 / 6 / 0.762
(0.081) / 2.406 / 3.943 / 3.04 / 0.484 / 0.1438
31 / 19 / 14 / 0.813
(0.058) / 1.882 / 3.049 / 6.23 / 0.998 / 0.0691

References

Barnes, I., Matheus, P., Shapiro, B., Jensen, D. & Cooper, A. 2002 Dynamics of Pleistocene population extinctions in Beringian brown bears. Science 295, 2267-2270.

Barnes, I., Shapiro, B., Lister, A., Kuznetsova, T., Sher, A., Guthrie, D. & Thomas, M. G. 2007 Genetic structure and extinction of the woolly mammoth, Mammuthus primigenius. Curr. Biol. 17, 1072-1075.

Bollongino, R., Edwards, C. J., Alt, K. W., Burger, J. & Bradley, D. G. 2006 Early history of European domestic cattle as revealed by ancient DNA. Biol. Lett. 2, 155-159.

Borge, T., Bachmann, L., Björnstad, G. & Wiig, Ø. 2007 Genetic variation in Holocene bowhead whales from Svalbard. Mol. Ecol. 16, 2223-2235.

Chan, Y. L., Anderson, C. N. & Hadly, E. A. 2006 Bayesian estimation of the timing and severity of a population bottleneck from ancient DNA. PLoS Genet. 2, e59.

Coolen, M. J. & Overmann, J. 2007 217 000-year-old DNA sequences of green sulfur bacteria in Mediterranean sapropels and their implications for the reconstruction of the paleoenvironment. Environ. Microbiol. 9, 238-249.

Dalen, L., Nystrom, V., Valdiosera, C., Germonpre, M., Sablin, M., Turner, E., Angerbjorn, A., Arsuaga, J. L. & Gotherstrom, A. 2007 Ancient DNA reveals lack of postglacial habitat tracking in the arctic fox. Proc. Natl Acad. Sci. USA 104, 6726-6729.

Edwards, C. J., Bollongino, R., Scheu, A., Chamberlain, A., Tresset, A., Vigne, J.-D., Baird, J. F., Larson, G., Ho, S. Y. W., Heupink, T. H., et al. 2007 Mitochondrial analysis shows a Neolithic Near Eastern origin for domestic cattle and no evidence of domestication of European aurochs. Proc. R. Soc. Lond. B 274, 1377-1385.

Freitas, F. O., Bendel, G., Allaby, R. G. & Brown, T. A. 2003 DNA from primitive maize landraces and archaeological remains: implications for the domestication of maize and its expansion into South America. J. Archaeol. Sci. 30, 901-908.

Goloubinoff, P., Pääbo, S. & Wilson, A. C. 1993 Evolution of maize inferred from sequence diversity of an Adh2 gene segment from archaeological specimens. Proc. Natl Acad. Sci. USA 90, 1997-2001.

Hofreiter, M., Capelli, C., Krings, M., Waits, L., Conard, N., Munzel, S., Rabeder, G., Nagel, D., Paunovic, M., Jambresic, G., et al. 2002 Ancient DNA analyses reveal high mitochondrial DNA sequence diversity and parallel morphological evolution of late Pleistocene cave bears. Mol. Biol. Evol. 19, 1244-1250.

Hudson, R. R. 1990 Gene Genealogies and the Coalescent Process, vol. 7 (ed. D. Futuyma & J. Antonovics), pp. 1-44. Oxford University Press.

Huynen, L., Millar, C. D., Scofield, R. P. & Lambert, D. M. 2003 Nuclear DNA sequences detect species limits in ancient moa. Nature 425, 175-178.

Lambert, D. M., Ritchie, P. A., Millar, C. D., Holland, B., Drummond, A. J. & Baroni, C. 2002 Rates of evolution in ancient DNA from Adélie penguins. Science 295, 2270-2273.

Loreille, O., Orlando, L., Patou-Mathis, M., Philippe, M., Taberlet, P. & Hanni, C. 2001 Ancient DNA analysis reveals divergence of the cave bear, Ursus spelaeus, and brown bear, Ursus arctos, lineages. Curr. Biol. 11, 200-203.

Lynch, M. & Crease, T. J. 1990 The analysis of population survey data on DNA sequence variation. Mol. Biol. Evol. 7, 377-394.

MacPhee, R. D., Tikhonov, A. N., Mol, D. & Greenwood, A. D. 2005 Late Quaternary loss of genetic diversity in muskox (Ovibos). BMC Evol. Biol. 5, 49.

Orlando, L., Bonjean, D., Bocherens, H., Thenot, A., Argant, A., Otte, M. & Hanni, C. 2002 Ancient DNA and the population genetics of cave bears (Ursus spelaeus) through space and time. Mol. Biol. Evol. 19, 1920-1933.

Paxinos, E. E., James, H. F., Olson, S. L., Sorenson, M. D., Jackson, J. & Fleischer, R. C. 2002 mtDNA from fossils reveals a radiation of Hawaiian geese recently derived from the Canada goose (Branta canadensis). Proc. Natl Acad. Sci. USA 99, 1399-1404.

Peck, D. R. & Congdon, D. C. 2004 Reconciling historical processes and population structure in the sooty tern Sterna fuscata. J. Avian Biol. 35, 327-335.

Posada, D. & Crandall, K. A. 1998 Modeltest: testing the model of DNA substitution. Bioinformatics 14, 817-818.

Ramos-Onsins, S. E. & Rozas, J. 2002 Statistical properties of new neutrality tests against population growth. Mol. Biol. Evol. 19, 2092-2100.

Rohland, N., Pollack, J. L., Nagel, D., Beauval, C., Airvaux, J., Paabo, S. & Hofreiter, M. 2005 The population history of extant and extinct hyenas. Mol. Biol. Evol. 22, 2435-2443.

Rozas, J., Sanchez-DelBarrio, J. C., Messeguer, X. & Rozas, R. 2003 DnaSP, DNA polymorphism analyses by the coalescent and other methods. Bioinformatics 19, 2496-2497.

Shapiro, B., Drummond, A. J., Rambaut, A., Wilson, M. C., Matheus, P. E., Sher, A. V., Pybus, O. G., Gilbert, M. T., Barnes, I., Binladen, J., et al. 2004 Rise and fall of the Beringian steppe bison. Science 306, 1561-5.

Strobeck, C. 1987 Average number of nucleotide differences in a sample from a single subpopulation: a test for population subdivision. Genetics 117, 149-153.

Vila, C., Leonard, J. A., Gotherstrom, A., Marklund, S., Sandberg, K., Liden, K., Wayne, R. K. & Ellegren, H. 2001 Widespread origins of domestic horse lineages. Science 291, 474-7.

von Haeseler, A., Sajantila, A. & Pääbo, S. 1996 The genetical archaeology of the human genome. Nat. Genet. 14, 135-140.

Watanobe, T., Ishiguro, N., Nakano, M., Matsui, A., Hongo, H., Yamazaki, K. & Takahashi, O. 2004 Prehistoric Sado Island populations of Sus scrofa distinguished from contemporary Japanese wild boar by ancient mitochondrial DNA. Zool. Sci. 21, 219-228.

Watanobe, T., Ishiguro, N., Okumura, N., Nakano, M., Matsui, A., Hongo, H. & Ushiro, H. 2001 Ancient mitochondrial DNA reveals the origin of Sus scrofa from Rebun Island, Japan. J. Mol. Evol. 52, 281-289.