A Model-Based Approach for Identifying Signatures of Ancient Balancing Selection in Genetic Data

被引:118
作者
DeGiorgio, Michael [1 ]
Lohmueller, Kirk E. [2 ]
Nielsen, Rasmus [3 ,4 ,5 ]
机构
[1] Penn State Univ, Dept Biol, University Pk, PA 16802 USA
[2] Univ Calif Los Angeles, Dept Ecol & Evolutionary Biol, Los Angeles, CA USA
[3] Univ Calif Berkeley, Dept Integrat Biol, Berkeley, CA 94720 USA
[4] Univ Calif Berkeley, Dept Stat, Berkeley, CA 94720 USA
[5] Univ Copenhagen, Dept Biol, Copenhagen, Denmark
基金
美国国家卫生研究院; 美国国家科学基金会;
关键词
RECENT POSITIVE SELECTION; LINKAGE DISEQUILIBRIUM; COALESCENT PROCESS; HUMAN GENOME; POLYMORPHISM; SWEEPS; NUCLEOTIDE; SIGNALS; RECOMBINATION; INFERENCE;
D O I
10.1371/journal.pgen.1004561
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
While much effort has focused on detecting positive and negative directional selection in the human genome, relatively little work has been devoted to balancing selection. This lack of attention is likely due to the paucity of sophisticated methods for identifying sites under balancing selection. Here we develop two composite likelihood ratio tests for detecting balancing selection. Using simulations, we show that these methods outperform competing methods under a variety of assumptions and demographic models. We apply the new methods to whole-genome human data, and find a number of previously-identified loci with strong evidence of balancing selection, including several HLA genes. Additionally, we find evidence for many novel candidates, the strongest of which is FANK1, an imprinted gene that suppresses apoptosis, is expressed during meiosis in males, and displays marginal signs of segregation distortion. We hypothesize that balancing selection acts on this locus to stabilize the segregation distortion and negative fitness effects of the distorter allele. Thus, our methods are able to reproduce many previously-hypothesized signals of balancing selection, as well as discover novel interesting candidates.
引用
收藏
页数:20
相关论文
共 73 条
[1]   Population history and natural selection shape patterns of genetic variation in 132 genes [J].
Akey, JM ;
Eberle, MA ;
Rieder, MJ ;
Carlson, CS ;
Shriver, MD ;
Nickerson, DA ;
Kruglyak, L .
PLOS BIOLOGY, 2004, 2 (10) :1591-1599
[2]   Targets of Balancing Selection in the Human Genome [J].
Andres, Aida M. ;
Hubisz, Melissa J. ;
Indap, Amit ;
Torgerson, Dara G. ;
Degenhardt, Jeremiah D. ;
Boyko, Adam R. ;
Gutenkunst, Ryan N. ;
White, Thomas J. ;
Green, Eric D. ;
Bustamante, Carlos D. ;
Clark, Andrew G. ;
Nielsen, Rasmus .
MOLECULAR BIOLOGY AND EVOLUTION, 2009, 26 (12) :2755-2764
[3]  
Andres AM, 2011, ENCY LIFE SCI
[4]  
[Anonymous], 1923, P ROYAL SOC EDINBURG, DOI [10.1017/S0370164600023993, DOI 10.1017/S0370164600023993]
[5]   Coalescence in a random background [J].
Barton, NH ;
Etheridge, AM ;
Sturm, AK .
ANNALS OF APPLIED PROBABILITY, 2004, 14 (02) :754-785
[6]   The effect of selection on genealogies [J].
Barton, NH ;
Etheridge, AM .
GENETICS, 2004, 166 (02) :1115-1131
[7]   Scan of human genome reveals no new loci under ancient balancing selection [J].
Bubb, K. L. ;
Bovee, D. ;
Buckley, D. ;
Haugen, E. ;
Kibukawa, M. ;
Paddock, M. ;
Palmieri, A. ;
Subramanian, S. ;
Zhou, Y. ;
Kaul, R. ;
Green, P. ;
Olson, M. V. .
GENETICS, 2006, 173 (04) :2165-2177
[8]  
Charlesworth B., 2010, Elements of Evolutionary Genetics
[9]   Population differentiation as a test for selective sweeps [J].
Chen, Hua ;
Patterson, Nick ;
Reich, David .
GENOME RESEARCH, 2010, 20 (03) :393-402
[10]   Positive selection on apoptosis related genes [J].
da Fonseca, Rute R. ;
Kosiol, Carolin ;
Vinar, Tomas ;
Siepel, Adam ;
Nielsen, Rasmus .
FEBS LETTERS, 2010, 584 (03) :469-476