TY - JOUR
T1 - Substructured population growth in the Ashkenazi Jews inferred with approximate Bayesian computation
AU - Gladstein, Ariella L.
AU - Hammer, Michael F.
N1 - Funding Information: Pegasus is funded by the National Science Foundation under the Offce of Advanced Cyberinfrastructure S12-SS1 program, grant #1664162. Funding Information: This material is based upon work supported by the National Science Foundation under Award Numbers DBI-0735191 and DBI-1265383 and we thank CyVerse for their External Collaborative Support program. Funding Information: This work used the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number ACI-1548562. The computations were conducted on the Comet supercomputer, which is supported by National Science Foundation award number ACI-1341698, at the San Diego Supercomputing Center (SDSC), the Jetstream cloud environment, which is supported by National Science Foundation award number NSF-1445604, at Indiana University and Texas Advanced Computing Center, and the Bridges supercomputer, which is supported by National Science Foundation award number ACI-1445606, at the Pittsburgh Supercomputing Center (PSC). Funding Information: We would like to thank Mats Rynge for his invaluable help setting up the Pegasus workflow and running it on the Open Science Grid. This research used resources provided by the Open Science Grid, which is supported by the National Science Foundation award 1148698, and the U.S. Department of Energy’s Office of Science. Funding Information: An allocation of computer time from the UA Research Computing High Performance Computing (HPC) at the University of Arizona is gratefully acknowledged. We would like to thank Mats Rynge for his invaluable help setting up the Pegasus workflow and running it on the Open Science Grid. This research used resources provided by the Open Science Grid, which is supported by the National Science Foundation award 1148698, and the U.S. Department of Energy?s Office of Science. This material is based upon work supported by the National Science Foundation under Award Numbers DBI-0735191 and DBI-1265383 and we thank CyVerse for their External Collaborative Support program. This work used the Extreme Science and Engineering Discovery Environment (XSEDE), which is supported by National Science Foundation grant number ACI-1548562. The computations were conducted on the Comet supercomputer, which is supported by National Science Foundation award number ACI-1341698, at the San Diego Supercomputing Center (SDSC), the Jetstream cloud environment, which is supported by National Science Foundation award number NSF-1445604, at Indiana University and Texas Advanced Computing Center, and the Bridges supercomputer, which is supported by National Science Foundation award number ACI-1445606, at the Pittsburgh Supercomputing Center (PSC). This research was performed using the compute resources and assistance of the UW-Madison Center For High Throughput Computing (CHTC) in the Department of Computer Sciences. Pegasus is funded by the National Science Foundation under the Offce of Advanced Cyberinfrastructure S12-sS1 program, grant #1664162. Publisher Copyright: © The Author(s) 2019. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. All rights reserved.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - The Ashkenazi Jews (AJ) are a population isolate sharing ancestry with both European and Middle Eastern populations that has likely resided in Central Europe since at least the tenth century. Between the 11th and 16th centuries, the AJ population expanded eastward leading to two culturally distinct communities in Western/Central and Eastern Europe. Our aim was to determine whether the western and eastern groups are genetically distinct, and if so, what demographic processes contributed to population differentiation. We used Approximate Bayesian Computation to choose among models of AJ history and to infer demographic parameter values, including divergence times, effective population sizes, and levels of gene flow. For the ABC analysis, we used allele frequency spectrum and identical by descent-based statistics to capture information on a wide timescale. We also mitigated the effects of ascertainment bias when performing ABC on SNP array data by jointly modeling and inferring SNP discovery. We found that the most likely model was population differentiation between Eastern and Western AJ 400 years ago. The differentiation between the Eastern and Western AJ could be attributed to more extreme population growth in the Eastern AJ (0.250 per generation) than the Western AJ (0.069 per generation).
AB - The Ashkenazi Jews (AJ) are a population isolate sharing ancestry with both European and Middle Eastern populations that has likely resided in Central Europe since at least the tenth century. Between the 11th and 16th centuries, the AJ population expanded eastward leading to two culturally distinct communities in Western/Central and Eastern Europe. Our aim was to determine whether the western and eastern groups are genetically distinct, and if so, what demographic processes contributed to population differentiation. We used Approximate Bayesian Computation to choose among models of AJ history and to infer demographic parameter values, including divergence times, effective population sizes, and levels of gene flow. For the ABC analysis, we used allele frequency spectrum and identical by descent-based statistics to capture information on a wide timescale. We also mitigated the effects of ascertainment bias when performing ABC on SNP array data by jointly modeling and inferring SNP discovery. We found that the most likely model was population differentiation between Eastern and Western AJ 400 years ago. The differentiation between the Eastern and Western AJ could be attributed to more extreme population growth in the Eastern AJ (0.250 per generation) than the Western AJ (0.069 per generation).
KW - Approximate Bayesian Computation
KW - Demography
KW - Population genetics
KW - Substructure
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U2 - 10.1093/molbev/msz047
DO - 10.1093/molbev/msz047
M3 - Article
C2 - 30840069
SN - 0737-4038
VL - 36
SP - 1162
EP - 1171
JO - Molecular biology and evolution
JF - Molecular biology and evolution
IS - 6
ER -