Emerg Infect DisEIDEmerging Infectious Diseases1080-60401080-6059Centers for Disease Control and Prevention17953115282837507-032910.3201/eid1308.070329Letters to the EditorEcoregional Dominance in Spatial Distribution of Avian Influenza (H5N1) OutbreaksEcoregional Dominance Avian Influenza (H5N1) OutbreaksSenguptaRaja*RosensheinLauren*GilbertMark*WeillerClaire*McGill University, Montreal, Quebec, CanadaAddress for corrrespondence: Raja Sengupta, Department of Geography and School of Environment, McGill University, 805 Sherbrooke St W, Montreal H3A2K6, Quebec, Canada; email: sengupta@geog.mcgill.ca8200713812691271GilbertM , XiaoX , DomenechJ , LubrothJ , MartinV , SlingenberghJ . Anatidae migration in the western Palearctic and spread of highly pathogenic avian influenza H5N1 virus.Emerg Infect Dis. 2006;12:16506.17283613Keywords: Geographic information systemAnatidaeinfluenzaH5N1ecoregionsletterTo the Editor

Recent articles in Emerging Infectious Diseases (1,2) and elsewhere (3,4) have highlighted the role of Anatidae migration in dispersal of the H5N1 subtype of highly pathogenic avian influenza (HPAI) virus. Although these articles point out that identifying the geographic origin of migrating waterfowl is needed to understand and predict pathogen dispersal, study analyses have been limited to pathways with nominal reference to climatic and vegetation patterns that control spatiotemporal patterns of this migration.

We propose that a better understanding of the threat of future spread can be obtained by identifying specific climatic and vegetation zones that are important in the life cycle of Anatidae, and which account for a disproportionately large number of HPAI outbreaks. The concept of ecoregions (5,6), i.e., distinct assemblages of natural communities determined by climate, geology, and evolution, is a useful zonal classification for evaluating HPAI outbreaks. A World Wildlife Fund classification delineating 825 terrestrial ecoregions (7), combined with a Google Earth map of 3,133 avian influenza outbreaks from November 24, 2003, to November 21, 2006 (8), provided the basis for this analysis. All files were converted to shapefiles (Environmental Systems Research Institute, Redlands, CA, USA), and overlay analysis was performed by using ArcGIS software (Environmental Systems Research Institute).

The Appendix Figure shows a chloropleth map (display of quantitative or qualitative information about subentities in terms of symbols or colors) of ecoregions with numbers of avian influenza cases (each spatially and temporally isolated set of individual events, regardless of number of deaths, is recorded as a case). Panels A, B, and C of this figure show enlargements of specific ecoregions with large numbers of known cases in regions of Eurasia, Southeast Asia, and Africa, respectively. Twenty-five ecoregions, representing 8.8% of the terrestrial surface area, accounted for 2,407 (76.8%) cases. A total of 132 of 825 ecoregional classifications had >1 recorded case of an avian influenza outbreak, but most (83) had <10 cases each.

Regionally, Southeast Asia has 12 ecoregions that collectively account for 1,651 cases (Appendix Figure, panel B) that have occurred consistently, albeit cyclically, since 2003. Among these ecoregions, the freshwater wetlands of the Chao Phraya, Tonle Sap, and Red Rivers are known migratory waterfowl wintering habitats in which 719 cases were located. Recent phylogenetic evidence suggests that this area is a local hotspot for an endemic strain of avian influenza (H5N1) that demonstrates bidirectional dispersal among localities within the region (9).

In the Eurasian region (Appendix Figure, panel A), 12 ecoregions accounted for 712 cases. The easternmost ecoregions, the Kazakh forest steppe (location of Lake Chany, an Anatidae habitat and breeding area) and the Kazakh Steppe, accounted for 132 cases, with the first case recorded on July 18, 2005. Subsequent major outbreaks in this region occurred in July–August 2005 and December 2005–January 2006. Regions around the Black Sea, including Euxine-Colchic broadleaf forests (deltas of the Kizil and Yesil Rivers), westernmost Pontic steppe (Lake Sivash), and Balkan mixed forests (deltas of the Danube, Olt, and Siret Rivers) have been loci for outbreaks in the central Eurasian region since October 1, 2005. Additional outbreaks have occurred since October 21, 2005, in the Eastern Anatolia montane steppe and deciduous forests (location of Lakes Van and Urmia, and Karakaya and Keban Baraji Reservoirs). Mixed and broadleaf forests of central and western Europe account for the remaining European cases since October 19, 2005. Anatidae habitats in this area include freshwater wetlands formed by the Danube, Rhine, Rhone, and Saone Rivers, and the Baltic basin.

Two African ecoregions, the Nile Delta–flooded savanna (Appendix Figure, panel A) and the West Sudanian savanna (Appendix Figure, panel C), including part of the Lake Chad ecosystem, i.e., the Kano River and the Tiga Reservoir, accounted for 79 cases. The initial Sudanian savanna case was identified on January 10, 2006, and the initial Nile Delta case was identified on February 17, 2006.

Our results may be skewed by several confounding factors, e.g., low national surveillance capabilities resulting in unreported cases and effects of the poultry trade. Nonetheless, the findings have implications for global monitoring of avian influenza (H5N1) outbreaks. Although migratory pathways and the poultry trade should continue to be scrutinized, monitoring efforts should focus on wintering and breeding habitats of migrating waterfowl, especially wetlands located within ecoregions with a disproportionately large number of avian influenza outbreaks. These hotspots are also likely to give rise to endemic local strains with regional dispersal characteristics (9).

Supplementary MaterialAppendix Figure

Twenty-five ecoregions with large numbers of avian influenza cases (November 2003-November 2006). A) Eurasia; B) Southeast Asia; C) Africa. Yellow regions are composed of aggregated dots representing individual cases.

Suggested citation for this article: Sengupta R, Rosenshein L, Gilbert M, Weiller C. Ecoregional dominance in spatial distribution of avian influenza (H5N1) outbreaks [letter]. Emerg Infect Dis [serial on the Internet]. 2007 Aug [date cited]. Available from http://www.cdc.gov/eid/content/13/8/1269.htm

ReferencesGilbert M, Xiao X, Domenech J, Lubroth J, Martin V, Slingenbergh J Anatidae migration in the western Palearctic and spread of highly pathogenic avian influenza H5N1 virus.Emerg Infect Dis 2006;12:1650617283613Jourdain E, Gauthier-Clerc M, Bicout DJ, Sabatier P Bird migration routes and risk for pathogen dispersion into western Mediterranean wetlands.Emerg Infect Dis 2007;13:36572 10.3201/eid1303.06030117552088Kilpatrick AM, Chmura A, Gibbons DW, Fleischer RC, Marra PP, Daszak P Predicting the global spread of H5N1 avian influenza.Proc Natl Acad Sci U S A 2006;103:1936873 10.1073/pnas.060922710317158217Olsen B, Munster VJ, Wallensten A, Waldenstro J, Osterhaus A, Fouchier R Global patterns of influenza A virus in wild birds.Science 2006;312:3848 10.1126/science.112243816627734Omernik J Ecoregions of the conterminous United States.Ann Assoc Am Geogr 1987;77:11825 10.1111/j.1467-8306.1987.tb00149.xOlson DM, Dinerstein E, Wikramanayake E, Burgess ND, Powell G, Underwood E, Terrestrial ecoregions of the world: a new map of life on earth.Bioscience 2001;51:9338 10.1641/0006-3568(2001)051[0933:TEOTWA]2.0.CO;2Conservation science: ecoregions. Washington: World WildLife Fund; 2007 [cited 2007 May 3]. Available from http://www.worldwildlife.org/science/ecoregions.cfmButler D New Google earth maps of avian flu spread (updated September 2006). [cited 2007 Feb 21]. Available from http://declanbutler.info/flumaps1/avianflu.htmlWallace RG, Hodac H, Lathrop RH, Fitch WM A statistical phylogeography of influenza A H5N1.Proc Natl Acad Sci U S A 2007;104:44738 10.1073/pnas.070043510417360548
In ResponseGilbertMarius*XiaoXiangmingSlingenberghJanFree University of Brussels, Brussels, BelgiumUniversity of New Hampshire, Durham, New Hampshire, USAFood and Agriculture Organization of the United Nations, Rome, ItalyAddress for correspondence: Marius Gilbert, Laboratory of Biological Control and Spatial Ecology, Free University of Brussels, CP 160/12, 50 Ave F.D. Roosevelt, B-1050 Brussels, Belgium; email: mgilbert@ulb.ac.be

Sengupta et al. (1) discuss the role of ecoregions in the distribution of HPAI (H5N1) outbreaks. Although the concept of ecoregions is undoubtedly useful in global biogeography, we do not understand the point they are trying to make. In our article (2), which is cited in their letter, we undertook a descriptive study to determine whether spread of HPAI (H5N1) virus was consistent in time with ecologic drivers of bird migration and in space with distribution of major migratory flyways of Anatidae. It is obvious that the distribution pattern of Anatidae is dependent on ecologic variables, and some of these variables are summarized by the ecoregion concept.

However, apart from a strictly descriptive point of view, we do not see how the ecoregion concept applies to describe patterns in HPAI (H5N1) spread and distribution. Sengupta et al. list ecoregions where reports of HPAI (H5N1) were concentrated. However, what do they infer from this? They observe regions with many reports of HPAI (H5N1) and conclude that these ecoregions are at risk. We find this reasoning completely circular, and any geographic zonation would provide the same observation. They may mean that ecoregions define boundaries within which secondary spread of HPAI is more likely than across ecoregions. However, this hypothesis would need to be more clearly demonstrated and quantified before the ecoregion concept can be used for global monitoring of HPAI (H5N1) outbreaks.

ReferencesSengupta R, Rosenshein L, Gilbert M, Weiller C Ecoregional dominance in spatial distribution of avian influenza (H5N1) outbreaks.Emerg Infect Dis 2007;13:12697017953115Gilbert M, Xiao X, Domenech J, Lubroth J, Martin V, Slingenbergh J Anatidae migration in the western Palearctic and spread of highly pathogenic avian influenza H5N1 virus.Emerg Infect Dis 2006;12:1650617283613
In ResponseJourdainElsa*Gauthier-ClercMichel*SabatierPhilippeStation Biologique de la Tour du Valat, Arles, FranceEcole Nationale Vétérinaire de Lyon, Marcy l’Etoile, FranceAddress for correspondence: Elsa Jourdain, Unité Environnement et Prédiction de la Santé des Populations–Techniques de l’Ingénierie Médicale et de la Complexité-Informatique, Unité de Mixte de Recherche 5525, Ecole Nationale Vétérinaire de Lyon, 1 Ave Bourgelat, F-69280 Marcy l’Etoile, France; email: e.jourdain@vet-lyon.fr

Ecoregions are large units of land that reflect the distribution of species and communities and are used to define priority areas for biodiversity conservation. In their letter (1), Sengupta et al. suggest that ecoregions could help explain the spatial distribution of observed outbreaks of HPAI (H5N1). Since most outbreaks they observed occurred in ecoregions with waterfowl habitats, they concluded that monitoring efforts should focus on these areas.

Habitat mapping is useful for predicting the spread of wildlife-associated diseases. However, because ecoregions are large areas where agriculture and other human activities abound, many confounding variables exist. To assume that ecoregions with HPAI (H5N1) outbreaks are chiefly characterized by the natural biotopes is too simplistic.

In addition, the authors assume that wild waterfowl are the main factors in the dispersal of HPAI (H5N1). Although wild birds are known to be involved in the dispersal of low pathogenic strains of avian influenza viruses (2,3), the precise role of these birds in the dispersal of HPAI (H5N1) viruses remains controversial. It is now clear that the expansion of HPAI (H5N1) in Asia and to Africa was primarily associated with the poultry trade (4), which is not represented on a map of ecoregions. Also noteworthy is that HPAI (H5N1) did not persist in wild birds after the spring of 2006, and no case has been detected in the wetlands of America despite the migration of wild ducks and waders from Siberia (their main breeding ground) to Asia, Europe, and North America.

We believe that human activity is the primary vehicle for the spread of HPAI (H5N1) virus. Rather than the monitoring of waterfowl habitats, increased surveillance of the legal and illegal trade of birds and bird products is more likely to help in predicting the spread of this virus.

ReferencesSengupta R, Rosenschein L, Gilbert M, Weiller C Ecoregional dominance in spatial distribution of avian influenza (H5N1) outbreaks.Emerg Infect Dis 2007;13:12697017953115Jourdain E, Gauthier-Clerc M, Bicout DJ, Sabatier P Bird migration routes and risk for pathogen dispersion into western Mediterranean wetlands.Emerg Infect Dis 2007;13:36572 10.3201/eid1303.06030117552088Olsen B, Munster VJ, Wallensten A, Waldenstro J, Osterhaus A, Fouchier R Global patterns of influenza A virus in wild birds.Science 2006;312:3848 10.1126/science.112243816627734Gauthier-Clerc M, Lebarbenchon C, Thomas F Recent expansion of highly pathogenic avian influenza H5N1: a critical review.Ibis 2007;149:20214 10.1111/j.1474-919X.2007.00699.x