Biocomputational Mapping Of Intraspecies Evolutionary Distances Using Geographical Information System
DOI:
https://doi.org/10.48165/Keywords:
db-RDA, GIS, intraspecies evolutionary distance, power transformationAbstract
The evolutionary distances from an individual to other individuals of the same plant species were mapped in geographical information system (GIS). To do this, the relationship between the intraspecies evolutionary distances and the bioclimatic, geographic and elevation distances were determined for 17 plant species through multiple linear regression (MLR). Evolutionary distances were calculated by constructing Neighbor-joining and Maximum likelihood-based phylogenetic tree. Power, inverse-power, log10 and Box-Cox transformations were used for both evolutionary and environmental distances. The use of bioclimatic, geographic and elevation predictors and power transformation for MLR models resulted in explaining more than 60% of variation in intraspecies evolutionary distances for 12 plant species. Power transformation method was more effective than other methods for increasing models R2. Comparison of MLR and distance-based redundancy analysis (db-RDA) indicated the efficiency of MLR in predicting intraspecies evolutionary distances based on environmental distances.
Downloads
References
Allen, R.G., Pereira, L.S., Raes, D. and Smith, M. 1998. Crop Evapotranspiration - Guidelines for Computing Crop Water Requirements - FAO Irrigation and drainage. Paper 56. FAO, Rome, Italy.
Avise, J.C. 2000. Phylogeography: The History and Formation of species. Harvard University Press, London, England.
Bagnoli, F., Fady, B., Fineschi, S., Oddou-Muratorio, S., Piotti, A., Sebastiani, F., and Vendramin, G.G. 2011. Neutral patterns of genetic variation and applications to conservation in conifer species. pp. 141-195. In: Genetics, genomics and breeding of conifers, CRC Press and Science Publishers, United States.
de Heredia, U.L., Jiménez, P., Collada, C., Simeone, M.C., Bellarosa, R., Schirone, B., Cervera, M.T. and Gil, L. 2007. Multi-marker phylogeny of three evergreen oaks reveals vicariant patterns in the Western Mediterranean. Taxon, 56: 1209-1209.
Diniz-Filho, J.A.F., Soares, T.N., Lima, J.S., Dobrovolski, R., Landeiro, V.L., Telles, M.P.D.C., Rangel, T.F. and Bini, L.M. 2013. Mantel test in population genetics. Genetics and Molecular Biology, 36: 475-485.
Dixon, C.J., Schönswetter, P., Vargas, P., Ertl, S. and Schneeweiss, G.M. 2009. Bayesian hypothesis testing supports long-distance Pleistocene migrations in a European high mountain plant (Androsace vitaliana, Primulaceae). Molecular Phylogenetics and Evolution, 53: 580-591.
Dizkirici, A., Kaya, Z., Cabi, E. and Dogan, M. 2010. Phylogenetic relationships of Elymus L. and related genera (Poaceae) based on the nuclear ribosomal internal transcribed spacer sequences. Turkish Journal of Botany, 34: 467-478.
Dong, L.N., Wortley, A.H., Wang, H., LI, D.Z. and Lu, L. 2011. Efficiency of DNA barcodes for species delimitation: A case in Pterygiella Oliv.(Orobanchaceae). Journal of Systematics and Evolution, 49: 189-202.
Donoso, D.A. 2012. Additions to the taxonomy of the Armadillo ants (Hymenoptera, Formicidae, Tatuidris. Zootaxa, 3503: 61-81.
Fan, J. and Lv, J. 2010. A selective overview of variable selection in high dimensional feature space. Statistica Sinica, 20: 101-148.
Mapping of intraspecies evolutionary distances 25
Farsi, M., Behroozian, M., Vaezi, J., Joharchi, M.R. and Memariani, F. 2013. The evolution of Dianthus polylepis complex (Caryophyllaceae) inferred from morphological and nuclear DNA sequence data: one or two species?. Plant Systematics and Evolution, 299: 1419-1431.
Franzke, A., Hurka, H., Janssen, D., Neuffer, B., Friesen, N., Markov, M. and Mummenhoff, K. 2004. Molecular signals for late tertiary/early quaternary range splits of an Eurasian steppe plant: Clausia aprica (Brassicaceae). Molecular Ecology, 13: 2789-2795.
James, P., Cooke, B., Brunet, B.M., Lumley, L.M., Sperling, F.A., Fortin, M.J., Quinn, V.S. and Sturtevant, B.R. 2015. Life-stage differences in spatial genetic structure in an irruptive forest insect: Implications for dispersal and spatial synchrony. Molecular Ecology, 24: 296-309.
Khourang, M., Babaei, A., Sefidkon, F., Naghavi, M.R., Asgari, D. and Potter, D. 2014. Phylogenetic relationship in Fritillaria spp. of Iran inferred from ribosomal ITS and chloroplast trnL-trnF sequence data. Biochemical Systematics and Ecology, 57: 451-457.
Kierepka, E.M. and Latch, E.K. 2015. Performance of partial statistics in individual-based landscape genetics. Molecular Ecology Resources, 15: 512-525.
Larson, S.R., Culumber, C.M., Schweigert, R.N. and Chatterton, N.J. 2010. Species delimitation tests of endemic Lepidium papilliferum and identification of other possible evolutionarily significant units in the Lepidium montanum complex (Brassicaceae) of western north America. Conservation Genetics, 11: 57-76.
Legendre, P. and Anderson, M.J. 1999. Distance-based redundancy analysis: Testing multispecies responses in multifactorial ecological experiments. Ecological Monographs, 69: 1-24. Legendre, P. and Fortin, M.J. 2010. Comparison of the Mantel test and alternative approaches for detecting complex multivariate relationships in the spatial analysis of genetic data. Molecular Ecology Resources, 10: 831-844.
Legendre, P. and Lapointe, F.J. 2004. Assessing congruence among distance matrices: Single malt Scotch whiskies revisited. Australian and New Zealand Journal of Statistics, 46: 615-629. Legendre, P., Fortin, M.J. and Borcard, D. 2015. Should the Mantel test be used in spatial analysis?. Methods in Ecology and Evolution, 6: 1239-1247.
Madeira, P.T., Pemberton, R.W. and Center, T.D. 2008. A molecular phylogeny of the genus Lygodium (Schizaeaceae) with special reference to the biological control and host range testing of Lygodium microphyllum. Biological Control, 45: 308-318.
Manel, S., Schwartz, M.K., Luikart, G. and Taberlet, P. 2003. Landscape genetics: Combining landscape ecology and population genetics. Trends in Ecology & Evolution, 18: 189-197. Mantel, N. 1967. The detection of disease clustering and a generalized regression approach. Cancer Research, 27: 209–220.
Michels, E., Cottenie, K., Neys, L., De Gelas, K., Coppin, P. and De Meester, L. 2001. Geographical and genetic distances among zooplankton populations in a set of interconnected ponds: A plea for using GIS modelling of the effective geographical distance. Molecular Ecology, 10: 1929- 1938.
Oden, N.L. and Sokal, R.R. 1986. Directional autocorrelation: an extension of spatial correlograms to two dimensions. Systematic Zoology, 35: 608-617.
Rautenberg, A., Hathaway, L., Oxelman, B. and Prentice, H.C. 2010. Geographic and phylogenetic patterns in Silene section Melandrium (Caryophyllaceae) as inferred from chloroplast and nuclear DNA sequences. Molecular Phylogenetics and Evolution, 57: 978-991.
Riordan, E.C. and Rundel, P.W. 2014. Land use compounds habitat losses under projected climate change in a threatened California ecosystem. PloS one, 9: 1-15.
Saitou, N., and Imanishi, T. 1989. Relative efficiencies of the Fitch-Margoliash, maximum parsimony, maximum-likelihood, minimum-evolution and Neighbor-joining methods of phylogenetic tree construction in obtaining the correct tree. Molecular Biology and Evolution, 6: 514-525.
Mohammad Mousaei Sanjerehei and Philip W. Rundel
Shimada, E., Kinoshita, M. and Murata, K. 2009. Expression of cardiac myosin light chain 2 during embryonic heart development in medaka fish, Oryzia slatipes and phylogenetic relationship with other myosin light chains. Development, Growth and Differentiation, 51: 1-16.
Smouse, P.E. Long, J.C. and Sokal, R.R. 1986. Multiple regression and correlation extensions of the Mantel test of matrix correspondence. Systematic Zoology, 35: 627–632.
Vargas-Mendoza, C.F., Ortegón-Campos, I., Marrufo-Zapata, D., Herrera, C.M. and Parra-Tabla, V. 2015. Genetic diversity, outcrossing rate and demographic history along a climatic gradient in the ruderal plant Ruellia nudiflora (Acanthaceae). Revista Mexicana de Biodiversidad, 86: 508- 520.
Wang, Q., Quan, Q., Zhou, X., Zhu, Y., Lan, Y., Li, S., Yu, Y. and Cheng, Z. 2014. A comparative study of Lonicera japonica with related species: morphological characteristics, ITS sequences and active compounds. Biochemical Systematics and Ecology, 54: 198-207.
Yang, J., Cushman, S.A., Yang, J., Yang, M. and Bao, T. 2013. Effects of climatic gradients on genetic differentiation of Caragana on the Ordos Plateau, China. Landscape Ecology, 28: 1729-1741.
Yang, Z. and Rannala, B. 2012. Molecular phylogenetics: principles and practice. Nature Reviews Genetics, 13: 303-314.
Zhao, T., Wang, Z.T., Branford-White, C.J., Xu, H. and Wang, C.H. 2011. Classification and differentiation of the genus Peganum indigenous to China based on chloroplast trnL-F and psbA-trnH sequences and seed coat morphology. Plant Biology, 13: 940-947.