Person: Li, Heng
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Publication The Date of Interbreeding between Neandertals and Modern Humans
(Public Library of Science, 2012) Sankararaman, Sriram; Patterson, Nick; Li, Heng; Pääbo, Svante; Reich, DavidComparisons of DNA sequences between Neandertals and present-day humans have shown that Neandertals share more genetic variants with non-Africans than with Africans. This could be due to interbreeding between Neandertals and modern humans when the two groups met subsequent to the emergence of modern humans outside Africa. However, it could also be due to population structure that antedates the origin of Neandertal ancestors in Africa. We measure the extent of linkage disequilibrium (LD) in the genomes of present-day Europeans and find that the last gene flow from Neandertals (or their relatives) into Europeans likely occurred 37,000–86,000 years before the present (BP), and most likely 47,000–65,000 years ago. This supports the recent interbreeding hypothesis and suggests that interbreeding may have occurred when modern humans carrying Upper Paleolithic technologies encountered Neandertals as they expanded out of Africa.
Publication Mapping Copy Number Variation by Population Scale Genome Sequencing
(Nature Publishing Group, 2011) Mills, Ryan Edward; Handsaker, Robert; Korn, Joshua; Nemesh, James; Shi, Xinghua; Lee, Charles; McCarroll, Steven; Altshuler, David; Gabriel, Stacey B.; Lander, Eric; Ambrogio, Lauren; Bloom, Toby; Cibulskis, Kristian; Fennell, Tim J.; Jaffe, David B.; Shefler, Erica; Sougnez, Carrie L.; Daly, Mark; DePristo, Mark A.; Ball, Aaron D.; Banks, Eric; Browning, Brian L.; Garimella, Kiran V.; Grossman, Sharon; Hanna, Matt; Hartl, Chris; Kernytsky, Andrew M.; Li, Heng; Maguire, Jared R.; McKenna, Aaron; Philippakis, Anthony Andrew; Poplin, Ryan E.; Price, Alkes; Rivas, Manuel A.; Sabeti, Pardis; Schaffner, Stephen; Shlyakhter, Ilya; Wilkinson, JaneGenomic structural variants (SVs) are abundant in humans, differing from other forms of variation in extent, origin and functional impact. Despite progress in SV characterization, the nucleotide resolution architecture of most SVs remains unknown. We constructed a map of unbalanced SVs (that is, copy number variants) based on whole genome DNA sequencing data from 185 human genomes, integrating evidence from complementary SV discovery approaches with extensive experimental validations. Our map encompassed 22,025 deletions and 6,000 additional SVs, including insertions and tandem duplications. Most SVs (53%) were mapped to nucleotide resolution, which facilitated analysing their origin and functional impact. We examined numerous whole and partial gene deletions with a genotyping approach and observed a depletion of gene disruptions amongst high frequency deletions. Furthermore, we observed differences in the size spectra of SVs originating from distinct formation mechanisms, and constructed a map of SV hotspots formed by common mechanisms. Our analytical framework and SV map serves as a resource for sequencing-based association studies.
Publication A Map of Human Genome Variation from Population Scale Sequencing
(Nature Publishing Group, 2010) Altshuler, David; Lander, Eric; Ambrogio, Lauren; Bloom, Toby; Cibulskis, Kristian; Fennell, Tim J.; Gabriel, Stacey B.; Jaffe, David B.; Shefler, Erica; Sougnez, Carrie L.; Lee, Charles; Mills, Ryan Edward; Shi, Xinghua; Daly, Mark; DePristo, Mark A.; Ball, Aaron D.; Banks, Eric; Browning, Brian L.; Garimella, Kiran V.; Grossman, Sharon; Handsaker, Robert; Hanna, Matt; Hartl, Chris; Kernytsky, Andrew M.; Korn, Joshua M.; Li, Heng; Maguire, Jared R.; McCarroll, Steven; Nemesh, James C.; McKenna, Aaron; Philippakis, Anthony Andrew; Poplin, Ryan E.; Price, Alkes; Rivas, Manuel A.; Sabeti, Pardis; Schaffner, Stephen; Shlyakhter, IlyaThe 1000 Genomes Project aims to provide a deep characterization of human genome sequence variation as a foundation for investigating the relationship between genotype and phenotype. Here we present results of the pilot phase of the project, designed to develop and compare different strategies for genome-wide sequencing with high-throughput platforms. We undertook three projects: low-coverage whole-genome sequencing of 179 individuals from four populations; high-coverage sequencing of two mother–father–child trios; and exon-targeted sequencing of 697 individuals from seven populations. We describe the location, allele frequency and local haplotype structure of approximately 15 million single nucleotide polymorphisms, 1 million short insertions and deletions, and 20,000 structural variants, most of which were previously undescribed. We show that, because we have catalogued the vast majority of common variation, over 95% of the currently accessible variants found in any individual are present in this data set. On average, each person is found to carry approximately 250 to 300 loss-of-function variants in annotated genes and 50 to 100 variants previously implicated in inherited disorders. We demonstrate how these results can be used to inform association and functional studies. From the two trios, we directly estimate the rate of de novo germline base substitution mutations to be approximately (10^{−8}) per base pair per generation. We explore the data with regard to signatures of natural selection, and identify a marked reduction of genetic variation in the neighbourhood of genes, due to selection at linked sites. These methods and public data will support the next phase of human genetic research.
Publication Using population admixture to help complete maps of the human genome
(2013) Genovese, Giulio; Handsaker, Robert; Li, Heng; Altemose, Nicolas; Lindgren, Amelia M.; Chambert, Kimberly; Pasaniuc, Bogdan; Price, Alkes; Reich, David; Morton, Cynthia; Pollak, Martin; Wilson, James G.; McCarroll, StevenTens of millions of base pairs of euchromatic human genome sequence, including many protein-coding genes, have no known location in the human genome. We describe an approach for localizing the human genome's missing pieces by utilizing the patterns of genome sequence variation created by population admixture. We mapped the locations of 70 scaffolds spanning four million base pairs of the human genome's unplaced euchromatic sequence, including more than a dozen protein-coding genes, and identified eight large novel inter-chromosomal segmental duplications. We find that most of these sequences are hidden in the genome's heterochromatin, particularly its pericentromeric regions. Many cryptic, pericentromeric genes are expressed in RNA and have been maintained intact for millions of years while their expression patterns diverged from those of paralogous genes elsewhere in the genome. We describe how knowledge of the locations of these sequences can inform disease association and genome biology studies.
Publication No evidence that selection has been less effective at removing deleterious mutations in Europeans than in Africans
(2014) Do, Ron; Balick, Daniel; Li, Heng; Adzhubei, Ivan; Sunyaev, Shamil; Reich, DavidNon-African populations have experienced size reductions in the time since their split from West Africans, leading to the hypothesis that natural selection to remove weakly deleterious mutations has been less effective in the history of non-Africans. To test this hypothesis, we measured the per-genome accumulation of non-synonymous substitutions across diverse pairs of populations. We find no evidence for a higher load of deleterious mutations in non-Africans. However, we detect significant differences among more divergent populations, as archaic Denisovans have accumulated non-synonymous mutations faster than either modern humans or Neanderthals. To reconcile these findings with patterns that have been interpreted as evidence of less effective removal of deleterious mutations in non-Africans than in West Africans, we use simulations to show that the observed patterns are not likely to reflect changes in the effectiveness of selection after the populations split, and instead are likely to be driven by other population genetic factors.
Publication Reliability of Measurement in Psychology: From Spearman-Brown to Maximal Reliability
(American Psychological Association, 1996) Rosenthal, Robert; Li, Heng; Rubin, DonaldThe authors extend the usual approach to the assessment of test or rater reliability to situations that have previously not been appropriate for the application of this standard (Spearman-Brown) approach. Specifically, the authors (a) provide an accurate overall estimate of the reliability of a test (or a panel of raters) comprising 2 or more different kinds of items (or raters), a quite common situation, and (b) provide a simple procedure for constructing the overall instrument when it comprises 2 or more kinds of items, judges, or raters, each with its own costs and its own reliabilities.
Publication Great ape genetic diversity and population history
(2013) Prado-Martinez, Javier; Sudmant, Peter H.; Kidd, Jeffrey M.; Li, Heng; Kelley, Joanna L.; Lorente-Galdos, Belen; Veeramah, Krishna R.; Woerner, August E.; O’Connor, Timothy D.; Santpere, Gabriel; Cagan, Alexander; Theunert, Christoph; Casals, Ferran; Laayouni, Hafid; Munch, Kasper; Hobolth, Asger; Halager, Anders E.; Malig, Maika; Hernandez-Rodriguez, Jessica; Hernando-Herraez, Irene; Prüfer, Kay; Pybus, Marc; Johnstone, Laurel; Lachmann, Michael; Alkan, Can; Twigg, Dorina; Petit, Natalia; Baker, Carl; Hormozdiari, Fereydoun; Fernandez-Callejo, Marcos; Dabad, Marc; Wilson, Michael L.; Stevison, Laurie; Camprubí, Cristina; Carvalho, Tiago; Ruiz-Herrera, Aurora; Vives, Laura; Mele, Marta; Abello, Teresa; Kondova, Ivanela; Bontrop, Ronald E.; Pusey, Anne; Lankester, Felix; Kiyang, John A.; Bergl, Richard A.; Lonsdorf, Elizabeth; Myers, Simon; Ventura, Mario; Gagneux, Pascal; Comas, David; Siegismund, Hans; Blanc, Julie; Agueda-Calpena, Lidia; Gut, Marta; Fulton, Lucinda; Tishkoff, Sarah A.; Mullikin, James C.; Wilson, Richard K.; Gut, Ivo G.; Gonder, Mary Katherine; Ryder, Oliver A.; Hahn, Beatrice H.; Navarro, Arcadi; Akey, Joshua M.; Bertranpetit, Jaume; Reich, David; Mailund, Thomas; Schierup, Mikkel H.; Hvilsom, Christina; Andrés, Aida M.; Wall, Jeffrey D.; Bustamante, Carlos D.; Hammer, Michael F.; Eichler, Evan E.; Marques-Bonet, TomasPublication Ancient human genomes suggest three ancestral populations for present-day Europeans
(2014) Lazaridis, Iosif; Patterson, Nick; Mittnik, Alissa; Renaud, Gabriel; Mallick, Swapan; Kirsanow, Karola; Sudmant, Peter H.; Schraiber, Joshua G.; Castellano, Sergi; Lipson, Mark; Berger, Bonnie; Economou, Christos; Bollongino, Ruth; Fu, Qiaomei; Bos, Kirsten I.; Nordenfelt, Susanne; Li, Heng; de Filippo, Cesare; Prüfer, Kay; Sawyer, Susanna; Posth, Cosimo; Haak, Wolfgang; Hallgren, Fredrik; Fornander, Elin; Rohland-Pinello, Nadin; Delsate, Dominique; Francken, Michael; Guinet, Jean-Michel; Wahl, Joachim; Ayodo, George; Babiker, Hamza A.; Bailliet, Graciela; Balanovska, Elena; Balanovsky, Oleg; Barrantes, Ramiro; Bedoya, Gabriel; Ben-Ami, Haim; Bene, Judit; Berrada, Fouad; Bravi, Claudio M.; Brisighelli, Francesca; Busby, George B. J.; Cali, Francesco; Churnosov, Mikhail; Cole, David E. C.; Corach, Daniel; Damba, Larissa; van Driem, George; Dryomov, Stanislav; Dugoujon, Jean-Michel; Fedorova, Sardana A.; Romero, Irene Gallego; Gubina, Marina; Hammer, Michael; Henn, Brenna M.; Hervig, Tor; Hodoglugil, Ugur; Jha, Aashish R.; Karachanak-Yankova, Sena; Khusainova, Rita; Khusnutdinova, Elza; Kittles, Rick; Kivisild, Toomas; Klitz, William; Kučinskas, Vaidutis; Kushniarevich, Alena; Laredj, Leila; Litvinov, Sergey; Loukidis, Theologos; Mahley, Robert W.; Melegh, Béla; Metspalu, Ene; Molina, Julio; Mountain, Joanna; Näkkäläjärvi, Klemetti; Nesheva, Desislava; Nyambo, Thomas; Osipova, Ludmila; Parik, Jüri; Platonov, Fedor; Posukh, Olga; Romano, Valentino; Rothhammer, Francisco; Rudan, Igor; Ruizbakiev, Ruslan; Sahakyan, Hovhannes; Sajantila, Antti; Salas, Antonio; Starikovskaya, Elena B.; Tarekegn, Ayele; Toncheva, Draga; Turdikulova, Shahlo; Uktveryte, Ingrida; Utevska, Olga; Vasquez, René; Villena, Mercedes; Voevoda, Mikhail; Winkler, Cheryl; Yepiskoposyan, Levon; Zalloua, Pierre; Zemunik, Tatijana; Cooper, Alan; Capelli, Cristian; Thomas, Mark G.; Ruiz-Linares, Andres; Tishkoff, Sarah A.; Singh, Lalji; Thangaraj, Kumarasamy; Villems, Richard; Comas, David; Sukernik, Rem; Metspalu, Mait; Meyer, Matthias; Eichler, Evan E.; Burger, Joachim; Slatkin, Montgomery; Pääbo, Svante; Kelso, Janet; Reich, David; Krause, JohannesWe sequenced the genomes of a ~7,000 year old farmer from Germany and eight ~8,000 year old hunter-gatherers from Luxembourg and Sweden. We analyzed these and other ancient genomes1–4 with 2,345 contemporary humans to show that most present Europeans derive from at least three highly differentiated populations: West European Hunter-Gatherers (WHG), who contributed ancestry to all Europeans but not to Near Easterners; Ancient North Eurasians (ANE) related to Upper Paleolithic Siberians3, who contributed to both Europeans and Near Easterners; and Early European Farmers (EEF), who were mainly of Near Eastern origin but also harbored WHG-related ancestry. We model these populations’ deep relationships and show that EEF had ~44% ancestry from a “Basal Eurasian” population that split prior to the diversification of other non-African lineages.
Publication The Simons Genome Diversity Project: 300 genomes from 142 diverse populations
(Springer Nature, 2016) Mallick, Swapan; Li, Heng; Lipson, Mark; Mathieson, Iain; Gymrek, Melissa Ann; Racimo, Fernando; Zhao, Mengyao; Chennagiri, Niru; Nordenfelt, Susanne; Tandon, Arti; Skoglund, Pontus R; Lazaridis, Iosif; Sankararaman, Sriram; Fu, Qiaomei; Rohland-Pinello, Nadin; Renaud, Gabriel; Erlich, Yaniv; Willems, Thomas; Gallo, Carla; Spence, Jeffrey P.; Song, Yun; Poletti, Giovanni; Balloux, Francois; van Driem, George; de Knijff, Peter; Romero, Irene Gallego; Jha, Aashish R.; Behar, Doron M.; Bravi, Claudio M.; Capelli, Cristian; Hervig, Tor; Moreno-Estrada, Andres; Posukh, Olga L.; Balanovska, Elena; Balanovsky, Oleg; Karachanak-Yankova, Sena; Sahakyan, Hovhannes; Toncheva, Draga; Yepiskoposyan, Levon; Tyler-Smith, Chris; Xue, Yali; Abdullah, M. Syafiq; Ruiz-Linares, Andres; Beall, Cynthia M.; Di Rienzo, Anna; Jeong, Choongwon; Starikovskaya, Elena B.; Metspalu, Ene; Parik, Jüri; Villems, Richard; Henn, Brenna M.; Hodoglugil, Ugur; Mahley, Robert; Sajantila, Antti; Stamatoyannopoulos, George; Wee, Joseph T. S.; Khusainova, Rita; Khusnutdinova, Elza; Litvinov, Sergey; Ayodo, George; Comas, David; Hammer, Michael F.; Kivisild, Toomas; Klitz, William; Winkler, Cheryl A.; Labuda, Damian; Bamshad, Michael; Jorde, Lynn B.; Tishkoff, Sarah A.; Watkins, W. Scott; Metspalu, Mait; Dryomov, Stanislav; Sukernik, Rem; Singh, Lalji; Thangaraj, Kumarasamy; Pääbo, Svante; Kelso, Janet; Patterson, Nick; Reich, DavidWe report the Simons Genome Diversity Project (SGDP) dataset: high quality genomes from 300 individuals from 142 diverse populations. These genomes include at least 5.8 million base pairs that are not present in the human reference genome. Our analysis reveals key features of the landscape of human genome variation, including that the rate of accumulation of mutations has accelerated by about 5% in non-Africans compared to Africans since divergence. We show that the ancestors of some pairs of present-day human populations were substantially separated by 100,000 years ago, well before the archaeologically attested onset of behavioral modernity. We also demonstrate that indigenous Australians, New Guineans and Andamanese do not derive substantial ancestry from an early dispersal of modern humans; instead, their modern human ancestry is consistent with coming from the same source as that in other non-Africans.