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Climatic and Environmental Patterns Associated with Hantavirus Pulmonary Syndrome, Four Corners Region, United States.


To investigate climatic, spatial, temporal, and environmental patterns associated with hantavirus pulmonary syndrome hantavirus pulmonary syndrome An often fatal RTI caused by a hantavirus; the first cluster occurred in the Four Corners region of Southwestern US Epidemiology Mean age 32, 61% ♀, 72% Native American Case definition Unexplained bilateral interstitial  (HPS See Seer*HPS. ) cases in the Four Corners region, we collected exposure site data for HPS cases that occurred in 1993 to 1995. Cases clustered seasonally and temporally by biome biome

Largest geographic biotic unit, a major community of plants and animals with similar requirements of environmental conditions. It includes various communities and developmental stages of communities and is named for the dominant type of vegetation, such as grassland or
 type and geographic location, and exposure sites were most often found in pinyon-juniper woodlands, grasslands, and Great Basin Great Basin, semiarid, N section of the Basin and Range province, the intermontane plateau region of W United States and N Mexico. Lying mostly in Nevada and extending into California, Oregon, Idaho, and Utah, it is bordered by the Sierra Nevada on the west, the  desert scrub lands, at elevations of 1,800 m to 2,500 m. Environmental factors (e.g., the dramatic increase in precipitation associated with the 1992 to 1993 El Nino) may indirectly increase the risk for Sin Nombre virus The Sin Nombre virus (literally "unnamed virus" in Spanish) (SNV) is the prototypical etiologic agent of hantavirus cardiopulmonary syndrome (HCPS). It was first isolated from rodents collected near the home of one of the initial patients with hantavirus pulmonary syndrome  exposure and therefore may be of value in designing disease prevention campaigns.

Relationships between environmental characteristics (i.e., climate, biome, elevation, habitat structure, and microhabitat microhabitat

the normal environment, the natural home, of a microorganism.
), time, and hantavirus pulmonary syndrome (HPS) cases in the United States United States, officially United States of America, republic (2005 est. pop. 295,734,000), 3,539,227 sq mi (9,166,598 sq km), North America. The United States is the world's third largest country in population and the fourth largest country in area.  have not been systematically evaluated. We describe environmental factors associated with probable exposure sites for all diagnosed HPS cases in the Four Comers region (Arizona, New Mexico New Mexico, state in the SW United States. At its northwestern corner are the so-called Four Corners, where Colorado, New Mexico, Arizona, and Utah meet at right angles; New Mexico is also bordered by Oklahoma (NE), Texas (E, S), and Mexico (S). , Colorado, Utah) of the United States before 1996 and evaluate the strength of the associations between climate, time, and HPS cases.

Case and Exposure Site Identification

All cases met the surveillance case definition for HPS, which requires the presence of clinically compatible symptoms and laboratory confirmation (1).

Fifty-nine sites in Arizona, New Mexico, Colorado, and Utah were identified as probable exposure sites for HPS cases (sites at which HPS patients were most likely infected with Sin Nombre virus (SNV SNV Synovus Financial Corp. (stock symbol)
SNV Schweizerische Normenvereinigung (Swiss standards body)
SNV Stichting Nederlandse Vrijwilligers (Netherlands Development Organization) 
), 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.
 previously collected data from environmental assessments and individual patient questionnaires [2]) occurring from 1985 to 1995. Rodent trapping and testing data were also used to determine exposure sites, including those identified by linking hantavirus hantavirus, any of a genus (Hantavirus) of single-stranded RNA viruses that are carried by rodents and transmitted to humans when they inhale vapors from contaminated rodent urine, saliva, or feces. There are many strains of hantavirus.  genome sequences between patients and rodents (3,4). Our inability to determine precisely where persons were exposed to HPS may have created a selection bias.

Climate Investigations

Climate analyses were limited to 52 probable exposure sites of HPS cases (n = 53 cases) (two case-patients were exposed to SNV at the same site); onset of illness was between 1993 and 1995. Climate data for probable exposure sites were collected from the nearest weather station monitored by the National Oceanic and Atmospheric Administration's Western Regional Climate Center in Reno, Nevada. Ten years (1986 to 1995) of monthly precipitation sums and monthly averages of daily ambient temperature Outside temperature at any given altitude, preferably expressed in degrees centigrade.  were obtained for each station. To be included, sites had to be located within a 30-km radius and a 300-m elevation range from their closest corresponding weather station and without a mountain range between the exposure site and the identified weather station. Twelve sites did not meet these inclusion criteria, six were removed from precipitation analyses, and five were removed from temperature analyses because of missing weather data. Data from 24 weather stations were used for the precipitation (n = 34 exposure sites) and temperature analyses (n = 35 exposure sites). Four weather stations represented multiple exposure sites because they were the closest available weather stations. Twenty-two (85%) exposure sites included in the analyses were within 15 km (mean = 13.2 km, standard deviation In statistics, the average amount a number varies from the average number in a series of numbers.

(statistics) standard deviation - (SD) A measure of the range of values in a set of numbers.
 [SD] = 7.9 km) and 150 m of elevation (mean = 78.0 m, SD = 79.2 m) of their corresponding weather station. Data were analyzed with the SPSS A statistical package from SPSS, Inc., Chicago (www.spss.com) that runs on PCs, most mainframes and minis and is used extensively in marketing research. It provides over 50 statistical processes, including regression analysis, correlation and analysis of variance.  and Epi-Info statistical software programs (5,6).

The use of climatic data collected from weather stations as far as 30 km away from probable exposure sites, with as much as a 300-m difference in elevation, may have created an ascertainment bias. Weather patterns, however, generally cover large regions. In addition, a withdrawal bias may have been introduced by eliminating exposure sites and weather stations that did not meet the inclusion criteria.

Precipitation Analysis

Precipitation totals from the 24 identified weather stations for each of the 48 months during 1992 through 1995 were compared with the corresponding calendar month's mean precipitation total for 1986 to 1991. Each month's mean precipitation difference was plotted against the number of HPS cases with onset of symptoms during that month for cases between 1993 and 1995. The Wilcoxon matched-pairs signed rank test was used to test the statistical significance of precipitation during two periods of substantial departure from normal precipitation patterns (i.e., 6-year mean sum precipitation data for the same calendar months). These weather stations, representing the 1993 to 1995 cases, reported above average (p [is less than] 0.01) precipitation totals during December 1992 through March 1993 and below average (p [is less than] 0.01) precipitation totals during June 1993 through July 1993 (Figure 1).

[Figure 1 ILLUSTRATION OMITTED]

By using a Spearman's correlation, we found a negative correlation between the number of cases per month (onset date) and the number of months after the 1992 to 1993 El Nino weather pattern ([r.sub.s] = -0.70; p [is less than] 0.01) (Figure 2). For this portion of the precipitation analysis, the months of onset were used for all 53 cases between 1993 and 1995. The end of the 1992 to 1993 El Nino was described as the month (March 1993) in which the abnormally high precipitation totals for November 1992 through March 1993 returned to normal, on the basis of the data in Figure 1.

[Figure 2 ILLUSTRATION OMITTED]

The 1993 outbreak of HPS in the Four Corners region followed a dramatic increase in precipitation associated with the 1992 to 1993 El Nino phenomenon and peaked in the middle of a drought. Because the 1992 to 1993 El Nino resulted in an abundance of rodent food resources (e.g., vegetation and insects) and a 20-fold rodent population increase over the previous year at the Sevilleta National Wildlife Refuge National Wildlife Refuge  in central New Mexico The center of the U.S. state New Mexico. In the center of this region is Albuquerque, the largest city and only metropolitan area. External links
  • New Mexico Tourism Department Website for Central New Mexico
, increased rainfall from El Nino was associated with the 1993 HPS outbreak (7). A similar pattern of above average rainfall followed by drought was observed preceding an outbreak of HPS in western Paraguay in 1995 to 1996 (8). Our study shows that the number of HPS cases per month in the Four Comers region during 1993 to 1995 was negatively correlated with the number of months after the 1992 to 1993 El Nino. The data suggest that the association between the 1992 to 1993 El Nino and the number of HPS cases in the Southwest may have lasted for as long as 2 years.

The association between El Nino and the HPS outbreak is probably complex. The above average precipitation during the winter and spring of 1992 to 1993 may nave increased rodent populations and thereby increased the likelihood of more rodent-to-rodent contact, rodent-to-human contact, and viral transmission, thereby resulting in the large number of cases in 1993 and 1994. In addition, as rodent populations surpassed the carrying capacity carrying capacity

the number of animal units that a farm or area will carry on a year round basis, including that needed for conservation of winter feed. Usually stated as dry cows or dry sheep equivalents per hectare.
 of their local environments and precipitation plummeted, available food sources may have been depleted de·plete  
tr.v. de·plet·ed, de·plet·ing, de·pletes
To decrease the fullness of; use up or empty out.



[Latin d
, resulting in rodent population stress. Increased stress likely increased rodent-to-rodent contact, as rodents competed for food and water, and increased rodent-to-human contact, as rodents moved into new, potentially less stressful environments, such as homes and peridomestic structures.

During 1995, no cases occurred in the original outbreak area near the Arizona-New Mexico border and in western Colorado, possibly because the effect of the 1992 to 1993 El Nino had dissipated. Preliminary data from longitudinal trapping studies in the Southwest suggest that the relative rodent densities decreased to normal levels in 1995 (J. Mills, T. Yates, pers. comm.). Hantavirus infection rates in rodents dramatically decreased at case sites in Arizona and Colorado 3 years after the outbreak (9).

Temperature Analysis

Monthly ambient temperature means from the 24 identified weather stations for each of the 48 months during 1992 through 1995 were compared to the corresponding calendar month's ambient temperature mean for 1986 to 1991. The mean difference was plotted against the number of HPS case onsets per month for cases occurring between 1993 and 1995. With all 24 weather stations included, the Wilcoxon matched-pairs signed rank test was used to test the statistical significance of two periods with substantial departures from normal temperature patterns (i.e., 6-year mean daily temperature averages for the same calendar months): 1) November 1992 through December 1992 and 2) January 1993. The 24 weather stations reported below average (p [is less than] 0.01) temperatures during November 1992 through December 1992, which corresponded with the onset of El Nino (Figure 1). Conversely, the mean temperature for January 1993 was above average (p [is less than] 0.01).

While interpreting variations in precipitation totals is fairly straightforward, interpreting variations in ambient temperature is far more difficult. Whether the lower-than-average ambient temperature during November 1992 through December 1992 affected rodent population dynamics is unknown; however, the higher-than-average temperatures during January 1993 may have promoted rodent survival during what is normally the coldest month of the year. (Figure 1 indicates that the 24 weather stations reported the most substantial mean temperature extremes in 1995.)

To examine the relationship between ambient temperature and month of exposure for HPS cases, we compared the distribution of daily ambient temperatures of probable month (defined as the month in which onset date minus 14 days [hypothesized mean incubation period incubation period
n.
1. See latent period.

2. See incubative stage.


Incubation period 
] occurred) of exposure to daily ambient temperatures during the other 11 months of the same calendar year. Exposure months had higher ambient temperatures and a smaller temperature range than the other months in the same calendar year. The mean temperature for the probable exposure months was 15 [degrees] C (SD = 7 [degrees] C; range = 0 [degrees] C - 24 [degrees] C) (Figure 3), and the mean throughout the rest of the year was 11 [degrees] C (SD = 9 [degrees] C; range =7 [degrees] C - 36 [degrees] C).

[Figure 3 ILLUSTRATION OMITTED]

Spatial, Temporal, and Environmental Investigations

Spatial and environmental data were collected for 59 of the 64 known HPS cases that occurred before 1996 in the Four Comers region: Arizona (20 sites), New Mexico (25 sites), Colorado (7 sites), and Utah (7 sites). For five cases (in 1959, 1975, 1984, 1985, and 1993), the exposure site was not known. Habitat data (e.g., dominant biome type as described by Brown [ 10] within 200 m) were collected at each of the 59 probable exposure sites. Elevations were taken from U.S. Geological Service quadrant maps. All analyses were conducted with the SPSS and Epi-Info statistical software programs (5,6).

Spatial Analysis

Figures 4, 5, and 6 display the spatial and temporal distribution of probable hantavirus exposure sites in the Four Comers region, from 1993 through 1995 (n = 52). In 1993, most case-patients were exposed in northeastern Arizona and northwestern New Mexico; in 1994, HPS case-patients were exposed in all four states, including two new areas, central Utah and southern Arizona; and in 1995, HPS case-patients were exposed only in a small geographic area near the border of southcentral Colorado and northcentral New Mexico (on the eastern slope of the Rocky Mountains).

[Figures 4-6 ILLUSTRATION OMITTED]

From 1993 through 1995, HPS cases in the Four Comers region shifted geographically. The apparent spatial and temporal movement of HPS foci in this region mirrors the "focal nidality" exhibited by hemorrhagic fever with renal syndrome hemorrhagic fever with renal syndrome
n.
See epidemic hemorrhagic fever.
 (HFRS HFRS Hemorrhagic Fever With Renal Syndrome
HFRS Hampshire Fire and Rescue Service (UK)
HFRS Humberside Fire and Rescue Service (UK)
HFRS High-Float, Rapid-Setting (emulsion) 
), the Eurasian hantaviral manifestation (11-15). HFRS cases can occur sporadically throughout the year, but outbreaks occur seasonally (12.16). Seasonal prevalence varies by locality and meteorologic me·te·or·ol·o·gy  
n.
The science that deals with the phenomena of the atmosphere, especially weather and weather conditions.



[French météorologie, from Greek
 and climatic conditions that favor activity of rodents associated with viruses causing HFRS (12). Niklasson et al. (17) hypothesize hy·poth·e·size  
v. hy·poth·e·sized, hy·poth·e·siz·ing, hy·poth·e·siz·es

v.tr.
To assert as a hypothesis.

v.intr.
To form a hypothesis.
 that large outbreaks of HFRS occur in geographic "hot spots hot spots

acute moist dermatitis.
," which may depend on certain ecologic characteristics correlating with rodent populations, e.g., rodent habitats and rodent populations, e.g., rodent habitats and environmental or meteorologic conditions (17). In the Four Comers states, seroprevalence seroprevalence Immunology The proportion of a population that is seropositive–ie, has been exposed to a particular pathogen or immunogen; the seropositivity of a population is calculated as the number of individuals who produce a particular antibody divided  of hantaviruses in rodents displays a similar focality (18). Our data suggest that HPS cases may have occurred in similar hot spots in this region between 1993 and 1995.

Temporal Analysis

The 1993 to 1995 HPS onset months were unevenly distributed (Kolmogrov-Smirnov test, p = 0.01), displaying a spring-summer seasonality, as has been reported previously (2.3,15) (Figure 6). While cases occurred throughout all seasons, probable exposures occurred during the time of year when the monthly mean ambient temperature was 0 [degrees] C to 24 [degrees] C.

The seasonality of HPS cases varies by location, elevation, and biome (Figures 4, 5, and 7). The clustering of all four Sonoran Desert HPS cases during the late winter and early spring and the two montane mon·tane  
adj.
Of, growing in, or inhabiting mountain areas.



[Latin montnus, from m
 conifer conifer (kŏn`ĭfûr) [Lat.,=cone-bearing], tree or shrub of the order Coniferales, e.g., the pine, monkey-puzzle tree, cypress, and sequoia. Most conifers bear cones and most are evergreens, though a few, such as the larch, are deciduous.  cases during the late spring and summer, when the mean temperatures for both biomes are mild (12 [degrees] C - 21 [degrees] C), are the best examples of this trend. Most grassland, Great Basin scrub, pinyon-juniper, and montane conifer cases occurred during spring and summer (Figure 7).

Environmental Analysis

Probable exposure sites occurred in seven biomes, most often in pinyon-juniper woodland, grassland, and Great Basin desert scrub biomes (33.9%, 28.8%, and 23.7%, respectively) (Table). Approximately 66% (39/59) of case-patients were exposed at elevations of 1,800 m to 2,500 m; none was exposed at elevations higher than 2,500 m (Table). This description may reflect the typical biomes in which the 1993 outbreak took place but also holds for cases in Utah and Colorado. Mills et al. (18) reported the same habitat and elevation for sites with the highest Peromyscus densities (as well as the highest rodent SNV antibody prevalence) in the Four Comers states. Unpublished case-control data (J. Cheek and R. Bryan) show that significantly more HPS cases occurred in Great Basin pinyon-juniper than in any other biome on the Navajo reservation in the Southwest; the data also show that HPS cases are more likely at higher elevations. Environmental conditions surrounding HPS exposure sites appear similar to those surrounding plague exposure sites on the Navajo reservation (K. Gage, R. Enscore, unpub, data).

Table. Frequency of probable Sin Nombre virus exposure sites in selected biomes and elevation ranges
                                   Frequency
Biome type                         (n = 59)     %

Sonoran Desert                         4        6.8
Chihuahuan Desert                      1        1.7
Great Basin Desert scrub              14       23.7
Great Basin and plains grassland      17       28.8
Great Basin pinyon-juniper            20       33.9
Riparian woodland                      1        1.7
Montane conifer forest                 2        3.4
Elevation range
0 - 619                                3        5.1
620 - 1,239                            1        1.7
1,240 - 1,859                         13       22.0
1,860 - 2,480                         42        1.2


Probable exposure sites were most frequently found in rural areas, with five or fewer homes within a 1-km radius (64.4%); most exposure sites (88.1%) were found in areas with 25 or fewer homes. An almost equal number of exposure sites (44.1%) was more than 2 km away from a permanent water source as exposure sites (42.4%) within 1 km of a permanent water source. Overall, 104 plant species belonging to 72 genera were identified at exposure sites. The three most common dominant herbaceous her·ba·ceous  
adj.
1. Relating to or characteristic of an herb as distinguished from a woody plant.

2. Green and leaflike in appearance or texture.
 species were Artemisia Artemisia, ruler of Caria
Artemisia (är'təmĭ`shēə), fl. 4th cent. B.C., ruler of the ancient region of Caria. She was the sister, wife, and successor of Mausolus and erected the mausoleum at Halicarnassus in his memory.
 tridentata (big sagebrush sagebrush, name for several species of Artemisia, deciduous shrubs of the family Asteraceae (aster family), particularly abundant in arid regions of W North America. The common sagebrush (A. ), Gutierrezia sarothrae (snakeweed snakeweed,
n Latin name:
Euphorbia hirta; parts used: whole plant; uses: in Ayurveda, pacifies pitta dosha (sweet, oily), antiamoebic, antispasmodic, antidiarrheal, antiinflammatory, anticancer, antibacterial, immunomod-ulator, antifungal,
), and Bromus tectorum (downy down·y  
adj. down·i·er, down·i·est
1. Made of or covered with down.

2.
a. Resembling down: downy white clouds.

b. Quietly soothing; soft.

Adj.
 chess grass); and the three most common dominant overstory o·ver·sto·ry  
n.
The uppermost layer of foliage that forms a forest canopy.
 and understory un·der·sto·ry  
n.
An underlying layer of vegetation, especially the plants that grow beneath a forest's canopy.
 species were Juniperus monosperma (one-seed juniper), d. osteosperma (Utah juniper), and Pinus edulis (two-needle pinyon pine). For 21 of 59 sites with 5% slope or greater, more than twice as many had a northward aspect (9 of 21) than any other aspect (south = 4 of 21; east = 4 of 21; and west = 4 of 21).

While the habitat may have changed in minor ways between the time of exposure and data collection, no major habitat changes (e.g., fire, timber harvesting) were identified. Because these environmental findings are descriptive, caution should be used when drawing conclusions on the basis of these data.

Conclusions

Previous studies have examined behavior and environmental risk factors for the acquisition of HPS (19-22). Certain behavior and occupations may increase the likelihood of exposure to the excreta excreta /ex·cre·ta/ (eks-kret´ah) excretion (2).

ex·cre·ta
pl.n.
Waste matter, such as sweat or feces, discharged from the body.
 of infected rodents; however, the overall level of risk seems low (21,22). Environmental risk factors may be divided into endemic and epidemic. Endemic environmental risk factors are tied to the static habitat structure of a geographic area. For example, the habitat of the Four Comers region allows population levels of Peromyscus maniculatus great enough to maintain SNV transmission (18,23). Some level of risk will likely always exist for exposure to SNV in the region; however, the level seems low (9). Epidemic environmental risk factors, also tied to the static habitat structure of a geographic area (i.e., they can only occur in disease-endemic areas), are primarily dynamic events associated with large-scale environmental changes of limited duration. For example, the precipitation pattern during the 1992 to 1993 El Nino, associated with increased rodent populations in the Southwest (7) and consequently with the 1993 outbreak of HPS in the Four Comers region, greatly increased the level of risk for human SNV infection in the outbreak area. By 1995, rodent populations (J. Mills, T. Yates, pers. comm.) and the number of HPS cases in this area dramatically decreased, and the level of risk for human SNV infection may have returned to endemic levels in 1995. Early recognition of these endemic and epidemic environmental risk factors might allow public health agencies to predict where and when the next HPS outbreak may occur and thus to effectively target prevention efforts.

While this report does not address data related to cases after 1995, the 1997 to 1998 El Nino may not have displayed the same precipitation pattern in the Four Comers region as the 1992 to 1993 El Nino. Limited data from Arizona's primary weather station for northern Arizona indicate 4.70 cm of precipitation in December 1997--the 98-year mean (1899-1997) for December is 4.88 cm (Office of the State Climatologist--Arizona State University, pers. comm.). In December 1992, the same station reported 17.22 cm of precipitation (Office of the State Climatologist--Arizona State University, pers. comm.). Future studies should examine and compare the two precipitation events, their lasting effects on rodent populations, and the subsequent effects on hantavirus epidemiology.

Acknowledgments

We thank Rosalyn Curtis, Herman Shorty short·y also short·ie   Informal
n. pl. short·ies
1. A person short in stature.

2. A thing of less than average size, length, extension, or duration.

adj.
, Rusty Enscore, Dave Tibbs, Chuck Freeman, Benny Joe, Bobby Villines, Eric Faist, Charlie Irland, Tim Doyle, and Dorothy Miller for their assistance in data collection and Charles Calisher, T. Michael Fink, Nicole Rossi, Mira Leslie, and Thomas G. Engelthaler for their critical review and comments.

This study was supported in part by CDC See Control Data, century date change and Back Orifice.

CDC - Control Data Corporation
 cooperative agreements with Arizona, Colorado, New Mexico, and Utah.

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A condition resulting in massive, difficult-to-control bleeding.

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 and genetic identification of Peromyscus maniculalus as the primary rodent reservoir for a new hantavirus in the southwestern United

States. J Infect Dis 1994; 169:1271-80.

David M. Engelthaler,(*) David G. Mosley,(*) James E. Cheek,([dagger]) Craig E. Levy,(*) Kenneth K. Komatsu,(*) Paul Ettestad,([double dagger]) Ted Davis,([sections]) Dale T. Tanda,([sections]) Lisa Miller,([sections]) J. Wyatt Frampton,([paragraph]) Richard Porter,(*) and Ralph T. Bryan(#)

(*) Arizona Department of Health Services Department of Health Services may refer to:
  • Los Angeles County Department of Health Services
  • California Department of Health Services a California state agency
, Phoenix, Arizona, USA; ([dagger]) Indian Health Service The Indian Health Service (IHS) is an Operating Division (OPDIV) within the U.S. Department of Health and Human Services responsible for providing federal health services to American Indians and Alaska Natives. , Albuquerque, New Mexico, USA; ([double dagger]) New Mexico Department of Health, Santa Fe, New Mexico Santa Fe, more properly Santa Fé, (pronounced [ˈsænə feɪ] by natives, [ˌsænə ˈfeɪ] , USA; ([sections]) Colorado Department of Public Health and Environment, Denver, Colorado; ([paragraph]) Utah Department of Health, Salt Lake City, Utah For ships of the United States Navy of the same name, see .
Salt Lake City is the capital and the most populous city of the U.S. state of Utah. The name of the city is often shortened to Salt Lake, or its initials, S.L.C.
, USA; and (#) Centers for Disease Control and Prevention, Albuquerque, New Mexico, USA

David Engelthaler is a visiting fellow, Division of Vector-Borne Infectious Diseases, Centers for Disease Control and Prevention, Fort Collins, CO. Mr. Engelthaler is involved in plague research. His primary research interest is pathogen-vector relationships.

Address for correspondence: David G. Mosley, Bureau of Epidemiology and Disease Control, Arizona Department of Health Services, 3815 North Black Canyon Highway, Phoenix, Arizona 85015, USA; fax: 602-263-4956; e-mail: dmosley@hs.state.az.us.
COPYRIGHT 1999 U.S. National Center for Infectious Diseases
No portion of this article can be reproduced without the express written permission from the copyright holder.
Copyright 1999, Gale Group. All rights reserved. Gale Group is a Thomson Corporation Company.

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Author:Bryan, Ralph T.
Publication:Emerging Infectious Diseases
Article Type:Statistical Data Included
Geographic Code:1USA
Date:Jan 1, 1999
Words:3929
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