Genome analysis linking recent European and African influenza (H5N1) viruses.To better understand the ecology and epidemiology of the highly pathogenic avian influenza avian influenza: see influenza. virus in its transcontinental spread, we sequenced and analyzed the complete genomes of 36 recent influenza A influenza A n. Influenza caused by infection with a strain of influenza virus type A. influenza A Infectious disease An avian virus, especially of ducks–which in China live near the pig reservoir and 'vector'; (H5N1) viruses collected from birds in Europe, northern Africa, and southeastern Asia. These sequences, among the first complete genomes of influenza (H5N1) viruses outside Asia, clearly depict the lineages now infecting wild and domestic birds in Europe and Africa and show the relationships among these isolates and other strains affecting both birds and humans. The isolates fall into 3 distinct lineages, 1 of which contains all known non-Asian isolates. This new Euro-African lineage, which was the cause of several recent (2006) fatal human infections in Egypt and Iraq, has been introduced at least 3 times into the European-African region and has split into 3 distinct, independently evolving sublineages. One isolate provides evidence that 2 of these sublineages have recently reassorted. ********** The first cases of human infection with highly pathogenic avian influenza (HPAI HPAI Highly Pathogenic Avian Influenza HPAI Hospital Pharmacists Association, Ireland HPAI Hewlett Packard Associates International ) strain H5N1 occurred in Hong Kong Hong Kong (hŏng kŏng), Mandarin Xianggang, special administrative region of China, formerly a British crown colony (2005 est. pop. 6,899,000), land area 422 sq mi (1,092 sq km), adjacent to Guangdong prov. in 1997; it was brought under control by massive culling culling removal of inferior animals from a group of breeding stock. The removal is premature, i.e. before completion of its life span, disposal of an animal from a herd or other group. of the chicken population (1,2). An antigenically distinct strain emerged in 2002, in the same location, and has since spread to hundreds of millions of birds (3,4). More alarming has been the growing number of human influenza (H5N1) infections; by September 2006, 251 human cases had been reported, resulting in 148 deaths (2). From late 2005 to early 2006, HPAI (H5N1) was detected for the first time in birds in eastern Europe Eastern Europe The countries of eastern Europe, especially those that were allied with the USSR in the Warsaw Pact, which was established in 1955 and dissolved in 1991. , the Middle East, and northern Africa, indications that the virus was spreading, possibly aided by wild bird migration. Human cases were reported beginning in January 2006 in Egypt, Iraq, Turkey, Djibouti, and Azerbaijan. Methods We sequenced and analyzed the genomes of 36 recent isolates of highly pathogenic influenza (H5N1) viruses collected from Europe, northern Africa, the Middle East, and Asia. We used high-throughput methods described previously (5). Sample Collection Samples primarily consisting of pooled trachea trachea (trā`kēə) or windpipe, principal tube that carries air to and from the lungs. It is about 4 1-2 in. (11.4 cm) long and about 3-4 in. (1.9 cm) in diameter in the adult. and lung tissue, pooled intestines, or tracheal tracheal pertaining to or emanating from trachea. tracheal aspiration see transtracheal aspiration. tracheal band sign on contrast radiography of a dilated esophagus, the impression made ventrally by the trachea. and cloacal cloacal emanating from or pertaining to cloaca. cloacal kiss the contact which occurs during insemination in birds when the vent of the female is everted exposing the cloacal mucosa against which the phallus of the male is pressed. swabs collected from dead or moribund animals were processed for attempted virus isolation as described (6). Hemagglutinating isolates were typed either by reverse transcription--PCR (RT-PCR RT-PCR reverse transcriptase-polymerase chain reaction. See PCR1. ) or by serologic se·rol·o·gy n. pl. se·rol·o·gies 1. The science that deals with the properties and reactions of serums, especially blood serum. 2. methods (7). RNA RNA: see nucleic acid. RNA in full ribonucleic acid One of the two main types of nucleic acid (the other being DNA), which functions in cellular protein synthesis in all living cells and replaces DNA as the carrier of genetic was extracted with the High Pure Extraction Kit (Roche, Indianapolis, IN, USA), according to according to prep. 1. As stated or indicated by; on the authority of: according to historians. 2. In keeping with: according to instructions. 3. manufacturer's instructions. Primer Design Sequences from recent human and avian influenza (H5N1) isolates were downloaded from GenBank and were aligned with MUSCLE (8). Degenerate primers were designed on the basis of consensus sequences generated with BioEdit (9). An M13 sequence tag was added to the 5' end of each primer to be used for sequencing. Four of the reactions were analyzed by electrophoresis on an agarose agarose more highly purified form of agar with similar uses to agar and widely used in the separation of nucleic acid fragments. gel for quality control purposes. Primer design was optimized by analysis of the sequence success rate of each primer pair. Primers that did not perform well were redesigned and replaced in the primer set. Primers were designed to produce [approximately equal to] 500-nt overlapping amplicons to provide 2x coverage of each genomic segment. Additionally, a second set of primers was designed to produce 500-nt amplicons offset [approximately equal to] 250 nt from the original primer pair, which gave at least 4x sequence coverage of each segment. cDNA Synthesis Amplicons tiling the genome of the influenza isolates were generated with a OneStep RT-PCR kit (QIAGEN, Valencia, CA, USA). They were treated with shrimp alkaline phosphatase-exonuclease I (U.S. Biologicals, Swampscott, MA, USA) before sequencing. Sequencing and Assembly Sequencing reactions were performed as described previously (5). After sequencing, each segment was downloaded, trimmed to remove amplicon primer-linker sequence as well as low-quality sequence, and assembled. A small genome assembler called Elvira, based on the open-source Minimus assembler (http://cbcb.umd.edu/software), has been developed to automate these tasks. The Elvira pipeline delivers exceptions, including failed reads, failed amplicons, insufficient coverage of a reference sequence (as obtained from GenBank), ambiguous consensus sequence calls, and low-coverage areas. Additional sequencing and targeted RT-PCR were conducted to close gaps and to increase coverage in low-coverage or ambiguous regions. All sequence data used in this study are available from GenBank and also from ftp.cbcb.umd.edu/pub/data/flu. GenBank accession numbers are available in the supplementary data (online Technical Appendix 1, available from www.cdc.gov/EID/content/13/5/713-app 1 .txt). Phylogenetic phy·lo·ge·net·ic adj. 1. Of or relating to phylogeny or phylogenetics. 2. Relating to or based on evolutionary development or history. Analysis Multiple sequence alignments of nucleotide data were performed by using MUSCLE (8) with default parameters. Most alignments of segments within a subtype (programming) subtype - If S is a subtype of T then an expression of type S may be used anywhere that one of type T can and an implicit type conversion will be applied to convert it to type T. lack internal gaps. Leading and trailing gaps were not considered in tree-length calculations, but all nucleotide positions were considered. The phylogenetic trees for Figures 1, 2A, and online Appendix Figures 1-3 (available from www.cdc.gov/EID/ content/13/5/713-appG1.htm, www.cdc.gov/EID/content/ 13/5/713-appG2.htm, and www.cdc.gov/EID/content/13/ 5/713-appG3.htm) were constructed by using the neighbor-joining method as implemented in [PAUP PAUP Phylogenetic Analysis Using Parsimony .sup.*] version 4.0bl0 (10,11) using the F84 distance between nucleotide sequences and the default parameters. The phylogeny of 71 complete genomes (avian isolates) and 3 hemagglutinin hemagglutinin /he·mag·glu·ti·nin/ (-gloo´ti-nin) an antibody that causes agglutination of erythrocytes. cold hemagglutinin one which acts only at temperatures near 4° C. (HA) sequences (human isolates) in Figure 2B comprises isolates chosen because they formed the European-Middle Eastern-African (EMA (1) (Enterprise Management Architecture) An earlier strategic plan from Digital for integrating network, system and application management. It provided the operating environment for managing a multi-vendor network. ) clades and the Russian and Chinese sister clades in a larger analysis of 759 influenza (H5N1) isolates from the locales and host range of all H5N1 sequences published since 1996. The figure includes every member of the EMA clade clade Cladus, subtype Genetics A branch of biological taxa or species that share features inherited from a common ancestor; a single phylogenetic group or line. See Inheritance, Species. for which the complete genome sequence is currently available, except chicken/Nigeria/1047-62/2006 and chicken/ Kurgan/05/2005, which appear to be reassortants. [FIGURES 1-3 OMITTED] To find optimal phylogenetic trees for Figure 2B, we used a combination of tree search algorithms available in the "new technology" heuristic A method of problem solving using exploration and trial and error methods. Heuristic program design provides a framework for solving the problem in contrast with a fixed set of rules (algorithmic) that cannot vary. 1. strategies in the TNT TNT: see trinitrotoluene. TNT in full trinitrotoluene Pale yellow, solid organic compound made by adding nitrate (−NO2) groups to toluene. (12) software package (available from www.zmuc.dk/public/ phylogeny/TNT). These strategies include a successive combination of hill-climbing techniques (branch swapping) followed by simulated annealing simulated annealing - A technique which can be applied to any minimisation or learning process based on successive update steps (either random or deterministic) where the update step length is proportional to an arbitrarily set parameter which can play the role of a temperature. (ratcheting), divide-and-conquer (sectorial searches), and genetic algorithms Genetic algorithms Search procedures based on the mechanics of natural selection and genetics. Such procedures are known also as evolution strategies, evolutionary programming, genetic programming, and evolutionary computation. (tree fusion). Figure 2B depicts a strict consensus based on 286 minimal-length trees resulting from a parsimony par·si·mo·ny n. 1. Unusual or excessive frugality; extreme economy or stinginess. 2. Adoption of the simplest assumption in the formulation of a theory or in the interpretation of data, especially in accordance with the rule of search of 1,000 replicates in TNT under the command "xmult = lev5." Each component tree had a tree length of 1,613 steps. Gaps were treated as a fifth state, and all edit costs were given equal weights under the parsimony criterion. The heuristic tree strategy was run until a stable strict consensus was achieved. This strict consensus is a conservative estimate of the phylogenetic relationship between the isolates, where an edge is included only if it was observed in all 286 optimal trees. Separately, RAxML (13) was run over the same data for maximum likelihood analyses under the general time-reversible (GTR GTR Guitar GTR Gamertag Radio (gaming community radio show) GTR Guided Tissue Regeneration GTR General Theory of Relativity (physics) GTR Génie des Télécommunications et Réseaux ) mixed model of nucleotide substitution. This likelihood analysis produced a tree with the same clade contents as the parsimony tree, preserving the 3 EMA clades. Branches were traced with colors to represent the locale of isolation of the virus. Results and Discussion The 36 new isolates reported here greatly expand the amount of whole-genome sequence data available from recent avian influenza (H5N1) isolates. Before our project, GenBank contained only 5 other complete genomes from Europe for the 2004-2006 period, and it contained no whole genomes from the Middle East or northern Africa. Our analysis showed several new findings. First, all European, Middle Eastern, and African samples fall into a clade that is distinct from other contemporary Asian clades, all of which share common ancestry with the original 1997 Hong Kong strain. Phylogenetic trees built on each of the 8 segments show a consistent picture of 3 lineages, as illustrated by the HA tree shown in Figure 1. Two of the clades contain exclusively Vietnamese isolates; the smaller of these, with 5 isolates, we label V1; the larger clade, with 9 isolates, is V2. The remaining 22 isolates all fall into a third, clearly distinct clade, labeled EMA, which comprises samples from Europe, the Middle East, and Africa. Trees for the other 7 segments display a similar topology, with clades V1, V2, and EMA clearly separated in each case. Analyses of all available complete influenza (H5N1) genomes and of 589 HA sequences placed the EMA clade as distinct from the major clades circulating in People's Republic People's Republic n. A political organization founded and controlled by a national Communist party. of China, Indonesia, and Southeast Asia Southeast Asia, region of Asia (1990 est. pop. 442,500,000), c.1,740,000 sq mi (4,506,600 sq km), bounded roughly by the Indian subcontinent on the west, China on the north, and the Pacific Ocean on the east. . The influenza (H5N1) viruses isolated in Europe, the Middle East, and Africa show a close relationship, despite the fact that they were collected from a widely dispersed geographic region, including COte d'Ivoire, Nigeria, Niger, Sudan, Egypt, Afghanistan, Iran, Slovenia, Croatia, and Italy. The shared lineage of the viruses suggests a single genetic source for introduction of influenza (H5N1) into western Europe and northern and western Africa; our analysis places this source most recently in either Russia or Qinghai Province in China (Figure 2B; online Appendix Table [available from www.cdc.gov/EID/content/13/5/713-appT.htm]). The broad dispersal of these isolates throughout these countries during a relatively short period, coupled with weak biosecurity standards in place in most rural areas, implicates human-related movement of live poultry and poultry commodities as the source of introduction of influenza (H5N1) into some of these countries. The virus' presence in wild birds leaves open the alternative possibility that migratory birds may have been the primary source, with secondary spread possibly caused by human-related activities. A phylogenetic tree containing 589 isolates from 2001 through 2006 (Figure 2A and online Appendix Figure 3) shows the relationship of the 36 recent isolates from this study to previous isolates and shows the 3 major lineages of influenza (H5N1) that are now circulating in Asia plus the fourth lineage, EMA, that has spread west into Europe and Africa. Figure 2B depicts a consensus view of the parsimony-based analysis of 74 isolates of complete genomes from the EMA lineage. The EMA clade contains all known European, Middle Eastem, and North African cases (which began appearing in late 2005), as well as cases from China, Russia, and Mongolia in 2005 and 2006. Some of the EMA clade isolates appear in clusters of influenza (H5N 1) infection that were reported in geese in Qinghai Province, China (14), and in mute swans in Astrakhan Astrakhan, city, Russia Astrakhan (ăs`trəkăn, Rus. ä`strəkhənyə), city (1990 pop. 521,000), capital of Astrakhan region, SE European Russia. (15), both of which are possible sources of spread through migration. The evolutionary relationships shown in Figure 2B provide clear evidence that 3 distinct clades, labeled EMA 1-3, are circulating in the European and African region. These clades clearly share a common ancestor in Asia. The 3 clades may represent separate introductions or, alternatively, a single introduction from Asia into Russia, Europe, or another western site that has subsequently evolved into 3 lineages. More data will be required to pinpoint when and where the 3 clades split apart. All previously reported European and Middle Eastern isolates belong to EMA-1. Our results show that EMA-2 has spread to Europe and that EMA-3 has spread to both Europe and the Middle East. These results agree in part with a recent study (16) that reported 3 distinct introductions of influenza (H5N1) into Nigeria. Our analysis, based on all available HA sequences (online Appendix Figure 3), indicates that the Nigerian isolates fall into just 2 clades, EMA 1-2, that likely resulted from at least 2 introductions of influenza (H5N1). European countries have been affected by each of the 3 introductions of the EMA strains. For example, the Italian sequences can be segregated into 2 subgroups (Figure 2B). Two isolates in EMA-1 (Co/Italy/808/06 and Md/ Italy/835/2006) are closely related in all segments and likely share a common ancestor with isolates found in Slovenia (Sw/Slovenia/760/2006), Bavaria, and the Czech Republic (Co/Czech Republic/5170/2006). The third Italian strain from our study (Co/Italy/742/2006) falls into EMA-3, along with our newly sequenced isolates from Iran (Co/Iran/754/2006) and Afghanistan (Ck/Afghanistan/1207/2006). EMA-2 contains 1 European isolate, from a swan in Croatia, and multiple isolates from domesticated do·mes·ti·cate tr.v. do·mes·ti·cat·ed, do·mes·ti·cat·ing, do·mes·ti·cates 1. To cause to feel comfortable at home; make domestic. 2. To adopt or make fit for domestic use or life. 3. a. birds in Nigeria and Niger. This group shares a common ancestor with a group of isolates from Astrakhan and Kurgan Kurgan (k rgän`), city (1989 pop. 356,000), capital of Kurgan region, W Siberian Russia, on the Tobol River. (Russia).
Of the 22 EMA isolates newly sequenced in this study, 20 have the amino acid amino acid (əmē`nō), any one of a class of simple organic compounds containing carbon, hydrogen, oxygen, nitrogen, and in certain cases sulfur. These compounds are the building blocks of proteins. lysine lysine (lī`sēn), organic compound, one of the 20 amino acids commonly found in animal proteins. Only the l-stereoisomer appears in mammalian protein. (K) at position 627 of the polymerase basic protein 2 (PB2), while only 2 have glutamic acid glutamic acid (gl tăm`ĭk), organic compound, one of the 20 amino acids commonly found in animal proteins. (E). (These last 2 are both from
Italy and both in EMA-1.) The 627K mutation is associated with virulence
in mice and adaptation to mammalian hosts (17) and with increased host
range (18). Lysine at this position is common in human viruses: all 65
human influenza (H5N1) isolates from 2001 through 2006 for which the PB2
sequence is available have lysine at position 627. Before the analysis
of our collection, the PB2 627K was a relatively rare finding in avian
influenza (H5N1) viruses: it was present in only 42 of 385 isolates
previously collected from 2001 through 2006. Our analysis shows that all
42 of these fall in the EMA clade (Figure 2 and supplementary data
available in online Technical Appendix 2, available from www.cdc.
gov/EID/content/13/5/713-app2.txt). Excluding our current European,
Middle Eastern, and African isolates, this mutation appears primarily in
isolates obtained from wild birds in Astrakhan (15) and at Qinghai Lake
(14,1 7). This mutation also occurs in the recent isolate A/Guinea fowl/
Shantou/1341/2006 and in a mouse-adapted 2001 Asian isolate,
A/pheasant/Hong Kong/Fy 155/01-MB. This finding is in keeping with
current knowledge of the acquisition of such mutations.
Our study increases current knowledge on strains circulating in Asia before the westward spread of influenza A (H5N1). The Vietnamese samples fall into 2 clusters, the larger of which (V2 in Figure 1) is the same strain responsible for multiple cases in Southeast Asia since 2004, particularly in Vietnam and Thailand. These isolates all seem to derive from earlier Hong Kong samples (including 2 cases of human infection) in 2002 and 2003. The second cluster, V1, which contains 5 samples, significantly expands our understanding of this distinct Vietnamese influenza (H5N 1) lineage. The only other isolate from this cluster was recently reported in a Vietnamese duck (A/duck/Vietnam/568/2005) and labeled a "recent Vietnam introduction" (4). This sample groups with the V1 clade when shown in the context of a larger tree of HA sequences (online Appendix Figure 3). The 5 newly sequenced isolates in clade V1 show the same phylogenetic relationship for all segments except PB2 (online Appendix Figure 1). The isolates in clade V1 appear to have undergone the same reassortment as was suggested (4) for the 1 previous example of this Vietnamese clade, A/duck/Vietnam/568/2005; i.e., they have acquired a new PB2 segment. This PB2 is similar to older (1996-2002), A/ duck/Guangdong/1/96-1ike viruses from China. V1 clade isolates are associated with a distinct set of human cases, from China's Anhui and Guangxi Provinces in 2005, a finding that provides additional support to the hypothesis that this group of influenza (H5N1) viruses was introduced into Vietnam from China (4). Although EMA has split into 3 independently evolving clades, 1 isolate, A/chicken/Nigeria/1047-62/2006, shows clear evidence of reassortment. In this genome, 4 segments--HA, (nucleocapsid nucleocapsid /nu·cleo·cap·sid/ (noo?kle-o-kap´sid) a unit of viral structure, consisting of a capsid with the enclosed nucleic acid. nu·cle·o·cap·sid n. protein, nonstructural protein, and PB 1--belong to EMA- 1, as seen in Figure 1 and online Appendix Figure 1. The other 4 segments--neuraminidase, matrix protein, PA, and PB2--belong to EMA-2 (online Appendix Figure 1). Individual segment trees based on all available sequences in GenBank corroborate To support or enhance the believability of a fact or assertion by the presentation of additional information that confirms the truthfulness of the item. The testimony of a witness is corroborated if subsequent evidence, such as a coroner's report or the testimony of other this pattern and consistently split the 8 segments of this Nigerian isolate into 2 distinct clades. Reassortment events such as this can only be discovered by sequencing multiple virus segments. The presence of all 3 EMA sublineages in the same geographic region creates ample opportunities for reassortment. Isolate A/chicken/Nigeria/1047-62/2006 is the most recent of the Nigerian isolates, consistent with the hypothesis that this reassortant was generated in Africa. Additional surveillance will be necessary to determine if this reassortant strain spreads further in the avian population and to assess its ability to infect mammals. As shown in Figure 2A, the EMA clade is a distinct lineage evolving independently of the 3 exclusively Asian lineages. All 3 human influenza (H5N1) cases that have been sequenced outside east Asia--from Iraq (19), Djibouti, and Egypt--belong to the EMA lineage. The human sequences A/Djibouti/5691/NAMRU3/06 and A/Egypt/2782/ NAMRU NAMRU Naval Medical Research Unit NAMRU Nursing and Midwifery Research Unit (UK) 3/06 group closely together and consistently fall in EMA-1. The placement of A/Iraq/207/NAMRU3/06 is slightly less certain; it also groups with EMA-1 (Figure 2B) but with lower bootstrap See boot. (operating system, compiler) bootstrap - To load and initialise the operating system on a computer. Normally abbreviated to "boot". From the curious expression "to pull oneself up by one's bootstraps", one of the legendary feats of Baron von Munchhausen. support. EMA viruses isolated from humans are thus quite distinct from the recent large clusters of human cases in Indonesia and China, which fall into separate clades containing none of our samples. The EMA isolates are also distinct from other human cases in Southeast Asia, which fall into the clades (V1 and V2) containing our Vietnamese samples. The emergence of 3 (or more) substrains from the EMA clade represents multiple new opportunities for avian influenza (H5N1) to evolve into a human pandemic pandemic /pan·dem·ic/ (pan-dem´ik) 1. a widespread epidemic of a disease. 2. widely epidemic. pan·dem·ic adj. Epidemic over a wide geographic area. n. strain. In contrast to strains circulating in Southeast Asia, EMA viruses are derived from a progenitor pro·gen·i·tor n. 1. A direct ancestor. 2. An originator of a line of descent. progenitor ancestor, including parent. progenitor cell stem cells. that has the PB2 627K mutation. These viruses are expected to have enhanced replication characteristics in mammals, and indeed the spread of EMA has coincided with the rapid appearance of cases in mammals--including humans in Turkey, Egypt, Iraq, and Djibouti, and cats in Germany, Austria, and Iraq. Unfortunately, the EMA-type viruses appear to be as virulent as the exclusively Asian strains: of 34 human infections outside of Asia through mid-2006, 15 have been fatal (2). Analyses of the complete HA tree (Figure 2A and online Appendix Figure 3) suggest that the earliest sequenced relatives of the EMA clade are from the Yunnan region of China (A/duck/Yunnan/6255,6445/2003), Hong Kong, (A/ chicken/Hong Kong/WF157/2003), and South Korea (A/ chicken/Korea/ES/2003, A/duck/Korea/ESD1/2003), which were part of a regional outbreak in 2003 (20). Experiments on the 2 Korean isolates showed them to be infectious but not fatal in mice (21). These findings show how whole-genome analysis of influenza (H5N1) viruses is instrumental to the better understanding of the evolution and epidemiology of this infection, which is now present in the 3 continents that contain most of the world's population. This and related analyses, facilitated by global initiatives on sharing influenza data (22,23), will help us understand the dynamics of infection between wild and domesticated bird populations, which in turn should promote the development of control and prevention strategies. Acknowledgments We thank Maryam Habib and Abdul Habib Nawroz for invaluable assistance and Daniel Perez for helpful comments on the manuscript. Sequencing at The Institute for Genomic Research was supported by the US National Institute of Allergy and Infectious Diseases. S.L.S. acknowledges the support of the US National Library of Medicine. D.A.J. acknowledges support from the US Army Research Office. I.C. and G.C. acknowledge the support of the Italian Ministry of Health, the European Commission for the AVIFLU and FLUAID projects, and the World Organization for Animal Health and the Food and Agricultural Organization of the United Nations. References (1.) Xu X, Subbarao EK, Cox NJ, Guo Y. 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Emerg Infect Dis. 2006;12:1295-7. (20.) Li KS, Guan Y, Wang J, Smith G J, Xu KM, Duan L, et al. Genesis of a highly pathogenic and potentially pandemic H5N1 influenza virus in eastern Asia. Nature. 2004;430:209-13. (21.) Lee CW, Suarez DL, Tumpey TM, Sung HW, Kwon YK, Lee YJ, et al. Characterization of highly pathogenic H5N1 avian influenza A viruses isolated from South Korea. J Virol. 2005;79:3692-702. (22.) Capua I, Brown I, Johnson M, Senne D, Swayne D. Veterinary virologists share avian flu data. Science. 2006;312:1597. (23.) Bogner P, Capua I, Cox N J, Lipman DJ. A global initiative on sharing avian flu data. Nature. 2006;442:981. Dr Salzberg is the director of the Center for Bioinformatics and Computational Biology and the Horvitz Professor of Computer Science at the University of Maryland University of Maryland can refer to:
Address for correspondence: Steven L. Salzberg, University of Maryland Center for Bioinformatics and Computational Biology, 3125 Biomolecular Sciences Bldg, College Park, MD 20742, USA; email: salzberg@umd.edu Use of trade names is for identification only and does not imply endorsement by the Public Health Service or by the U.S. Department of Health and Human Services Noun 1. Department of Health and Human Services - the United States federal department that administers all federal programs dealing with health and welfare; created in 1979 Health and Human Services, HHS . Steven L. Salzberg, * Carl Kingsford, * Giovanni Cattoli, ([dagger]) David J. Spiro, ([double dagger]) Daniel A. Janies, ([section]) Mona Mehrez Aly, ([paragraph]) Ian H. Brown, (#) Emmanuel Couacy-Hymann, ** Gian Mario De Mia, ([dagger]) ([dagger]) Do Huu Dung, ([double dagger]) ([double dagger]) Annalisa Guercio, ([subsection]) Tony Joannis, ([paras]) Ali Safar Maken Ali, (##) Azizullah Osmani, *** Iolanda Padalino, ([dagger]) ([dagger]) ([dagger]) Magdi D. Saad, ([double dagger]) ([double dagger]) ([double dagger]) Vladimir Savic, ([section]) ([subsection]) Naomi A. Sengamalay, ([double dagger]) Samuel Yingst, ([double dagger]) ([double dagger]) ([double dagger]) Jennifer Zaborsky, ([double dagger]) Olga Zorman-Rojs, ([paragraph]) ([paras]) Elodie Ghedin, (###) and Ilaria Capua ([dagger]) * University of Maryland Center for Bioinformatics and Computational Biology, College Park, Maryland College Park is a city in Prince George's County, Maryland, USA. The population was 24,657 at the 2000 census. It is best known as the home of the University of Maryland, College Park, and since 1994 the city has also been home to the "Archives II" facility of the U.S. , USA; ([dagger]) Istituto Zooprofilattico Sperimentale delle Venezie, Padova, Italy; ([double dagger]) The Institute for Genomic Research, Rockville, Maryland, USA; ([section]) Ohio State University Ohio State University, main campus at Columbus; land-grant and state supported; coeducational; chartered 1870, opened 1873 as Ohio Agricultural and Mechanical College, renamed 1878. There are also campuses at Lima, Mansfield, Marion, and Newark. , Columbus, Ohio, USA; ([paragraph]) Animal Health Research Institute, Giza, Egypt; (#) Veterinary Laboratories Agency The Veterinary Laboratories Agency (VLA) is an executive agency of the UK government department, the Department for Environment, Food and Rural Affairs(Defra). It carries out animal disease surveillance, diagnostic services and veterinary scientific research for government and , Addlestone, England, UK; ** Central Laboratory of Animal Pathology, Bingerville, Cote d'lvoire; ([dagger]) ([dagger]) Istituto Zooprcfilattico Sperimentale dell'Umbria e delle Marche, Perugia, Italy; ([double dagger]) ([double dagger]) Department of Animal Health, Hanoi, Vietnam; ([subsection]) Istituto Zooprofilattico Sperimentale della SicUia, Palermo, Italy; ([paras]) National Veterinary Research Institute, Vom. Plateau State, Nigeria; (##) Food and Agriculture Office of the United Nations, Tehran, Iran; *** Ministry of Agriculture, Animal Husbandry animal husbandry, aspect of agriculture concerned with the care and breeding of domestic animals such as cattle, goats, sheep, hogs, and horses. Domestication of wild animal species was a crucial achievement in the prehistoric transition of human civilization from and Food, Kabul, Afghanistan; ([dagger]) ([dagger]) ([dagger]) Istituto Zooprofilattico Sperimentale della Puglia e Basilicata, Foggia, Italy; ([double dagger]) ([double dagger]) ([double dagger]) US Naval Medical Research Unit No. 3, Cairo, Egypt; ([section])([subsection]) Croatian Veterinary Institute, Zagreb, Croatia; ([paragraph]) ([paras]) University of Ljubljana The University of Ljubljana (in Slovenian, Univerza v Ljubljani; in Latin, Universitas Labacensis) is the first and the largest university in Slovenia; with 56,000 enrolled students, it ranks among the biggest universities in the world. , Ljubljana, Slovenia; and (###) University of Pittsburgh School of Medicine The University of Pittsburgh School of Medicine is the medical school of the University of Pittsburgh, located in Pittsburgh, PA. As of 2007, the University of Pittsburgh School of Medicine consists of 589 medical students - 53% men and 47% women. , Pittsburgh, Pennsylvania, USA |
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