Computer-generated dot maps as an epidemiologic tool: investigating an outbreak of Toxoplasmosis.We used computer-generated dot maps to examine the spatial distribution of 94 Toxoplasma gondii Tox·o·plas·ma gon·di·i n. A sporozoan species that is an intracellular parasite in a variety of vertebrates and is the causative agent of toxoplasmosis. infections associated with an outbreak in British Columbia British Columbia, province (2001 pop. 3,907,738), 366,255 sq mi (948,600 sq km), including 6,976 sq mi (18,068 sq km) of water surface, W Canada. Geography , Canada. The incidence among patients served by one water distribution system was 3.52 times that of patients served by other sources. Acute T. gondii infection among 3,812 pregnant women was associated with the incriminated distribution system. Epidemiologists have traditionally used maps to examine the spatial distribution of disease incidence. Computer-generated dot maps have facilitated identification of case clusters (1), formulation of hypotheses about the source of infection or spatially distributed risk factors (2,3), and analysis of data. Because most populations are served by identifiable water systems, waterborne disease outbreaks lend themselves to being plotted on dot maps (1,4-6). We describe an automated address-matching and base map system in a geographic information system geographic information system (GIS) Computerized system that relates and displays data collected from a geographic entity in the form of a map. The ability of GIS to overlay existing data with new information and display it in colour on a computer screen is used primarily to structure used to assess information related to an outbreak of toxoplasmosis Toxoplasmosis Definition Toxoplasmosis is an infectious disease caused by the one-celled protozoan parasite Toxoplasma gondii. Although most individuals do not experience any symptoms, the disease can be very serious, and even fatal, in associated with a municipal water system. The Capital Regional District (population 321,585) is located on Vancouver Island Vancouver Island (1991 pop. 579,921), 12,408 sq mi (32,137 sq km), SW British Columbia, Canada, in the Pacific Ocean; largest island off W North America. It is c.285 mi (460 km) long and c. , British Columbia, Canada. The district includes the City of Victoria, surrounding municipalities and districts, and the Gulf Islands. In March 1995, an outbreak of toxoplasmosis was suspected when 15 residents of this district were identified as having acute infection with Toxoplasma gondii. Investigation of these and subsequent cases confirmed an outbreak but identified no common food, beverage, or event source. A hand-drawn dot map of the initial 47 cases showed clustering in the Greater Victoria area. The municipal water supply system was considered a possible explanation for this spatial distribution. To examine this hypothesis, computer-based geographic mapping was used to study the distribution of all outbreak-related acute cases and data collected from a population-based 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. screening program to detect T. gondii infection in women who were or had been pregnant (7). Classification of Cases and the Water Distribution Systems Patients were classified as having acute, equivocal, or nonacute cases or as never infected on the basis of serologic tests performed at the Provincial Laboratory (British Columbia Centre for Disease Control) and the Toxoplasma Toxoplasma /Toxo·plas·ma/ (tok?so-plaz´mah) a genus of sporozoa that are intracellular parasites of many organs and tissues of birds and mammals, including humans. T. gon´dii is the etiologic agent of toxoplasmosis. Serology Serology The division of biological science concerned with antigen-antibody reactions in serum. It properly encompasses any of these reactions, but is often used in a limited sense to denote laboratory diagnostic tests, especially for syphilis. Laboratory, Research Institute, Palo Alto Palo Alto, city, California Palo Alto (păl`ō ăl`tō), city (1990 pop. 55,900), Santa Clara co., W Calif.; inc. 1894. Although primarily residential, Palo Alto has aerospace, electronics, and advanced research industries. Medical Foundation (8-11). Cases were further classified on the basis of clinical symptoms, outbreak relatedness, patient's residence, and pregnancy status (pregnant, nonpregnant) (7). At the time of the outbreak, the Greater Victoria Water District operated two disinfection disinfection, n the process of destroying pathogenic organisms or rendering them inert. disinfection, full oral cavity, n a procedure used to reduce active periodontal disease, usually completed within a certain short time frame. plants supplying unfiltered Please wikify (format) this article or section as suggested in the Guide to layout and the Manual of Style. Remove this template after wikifying. This article has been tagged since , chloraminated surface water to approximately 292,000 residents of the Capital Regional District. The higher-pressure Japan Gulch distribution system supplied water from the Japan Gulch Reservoir to 73,000 residents, as well as a one-way transfer of water into the other distribution system. The Humpback humpback: see hunchback. distribution system supplied 219,000 residents (12). District residents were further classified as receiving high, intermediate, or no exposure to water from the Humpback Reservoir. Geographic Mapping Geographic mapping analysis was performed by using MapInfo Version 3.0 for Windows (MapInfo Corporation, Troy, NY, 1992-94). MapInfo, which enables data containing geographic information to be placed on a map, was used for geocoding (i.e., placing markers into the database, like pins onto a map). Street address data for each record in the datafile were matched against an electronic street map of the Capital Regional District. Geographic coordinates The quantities of latitude and longitude which define the position of a point on the surface of the Earth with respect to the reference spheroid. See also coordinates. were taken from the electronic street map of the district, which is based on the Transportation Centerline cen·ter·line n. 1. A line that bisects something into equal parts. 2. A painted line running along the center of a road or highway that divides it into two sections for traffic moving in opposite directions, or, in the case of Network of the British Columbia Ministry of Transportation The British Columbia Ministry of Transportation is the British Columbia government ministry responsible for transport infrastructure and law in the Canadian province of British Columbia. It is currently led by Kevin Falcon. External links
Disliked by the League for Programming Freedom on account of their lawsuits. Quarterly sales $224M, profits $10M (Aug 1994). ) was used to prepare and validate the data before mapping. On the basis of information from the Greater Victoria Water District, a street-level scale map was drawn in MapInfo to delineate the geographic area in the Capital Regional District that receives municipal drinking water drinking water supply of water available to animals for drinking supplied via nipples, in troughs, dams, ponds and larger natural water sources; an insufficient supply leads to dehydration; it can be the source of infection, e.g. leptospirosis, salmonellosis, or of poisoning, e.g. from the Humpback Reservoir. Geographic Distribution of Acute Cases All 94 persons with outbreak-related acute cases who lived in the Capital Regional District were grouped by geographic area as being served by the Humpback Reservoir or other water sources. Incidence rates were calculated by using estimated population figures (1994). Information on residential addresses was obtained from laboratory requisitions, physicians' offices, hospital records, the Medical Services Plan of British Columbia The Medical Services Plan of British Columbia (MSP) is the government-administered single-payer health insurance scheme in the Canadian province of British Columbia, operating under the auspices of the country's national Medicare program. , and direct communication with patients. For each case, the residential street address at the time the first specimen was drawn for testing for T. gondii antibodies was used to produce a computer-generated dot map. Of the 94 persons with outbreak-related acute cases who lived in the Capital Regional District, 83 (88%) lived in the area served by the Humpback Reservoir. The incidence rate of acute infection among persons residing in the area served by the Humpback Reservoir was more than three times that for areas served by other sources (RR = 3.53; 95% confidence interval confidence interval, n a statistical device used to determine the range within which an acceptable datum would fall. Confidence intervals are usually expressed in percentages, typically 95% or 99%. [CI]: 1.88-.6.63; p = 0.0003) (Figure 1). [Figure 1 ILLUSTRATION OMITTED] Geographic Distribution of Women Screened during Pregnancy Data from a population-based screening program were used to determine whether residents served by the Humpback Reservoir were more likely to have acute infection with T. gondii. Serologic screening was offered to an estimated 4,500 women living in the capital regional district who were pregnant between October 1, 1994, and April 30, 1995. To offer screening to as many of these women as possible, information regarding the screening program was extensively distributed to women, physicians, and the public. Serologic results were available from the Provincial Laboratory database at the British Columbia Centre for Disease Control. Residential street addresses were obtained by linking the Provincial Laboratory database with the Medical Services Plan database, using the unique personal health number assigned by the Province. A computer datafile containing the serologic results of screened pregnant women and their addresses was provided to the Capital Regional District Health Department. The data were then prepared and validated, geocoded and mapped, and statistically analyzed. Three dot maps were generated by MapInfo, showing the geographic distribution of the screened population 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. their laboratory classification of never infected (i.e., no serologic evidence of immunoglobulin [Ig] G or IgM antibody to T. gondii), nonacute (i.e., typically IgG but not IgM antibody to T. gondii), and acute (i.e., serologic evidence of acute infection by a battery of tests) (7-11). Several data subsets were generated on the basis of two variables: 1) residence in the area served by the Humpback Reservoir and 2) municipality of residence. Odds ratios were then calculated by StatCalc in Epi Info Epi Info is a public domain statistical software for epidemiology developed by Centers for Disease Control and Prevention. Developed by the Centers for Disease Control and Prevention (CDC) in Atlanta, Georgia (USA), Epi Info has been in existence for over 20 years and is (version 6.03) to test the hypothesis that living in the area served by the Humpback Reservoir was associated with infection with T. gondii. Of 3,982 laboratory records for screened women, 3,962 records were available for coding. The 3,812 women with successfully coded addresses comprise 85% of the estimated 4,500 women eligible for screening. Of these women, 36 (0.9%) were classified according to their laboratory results as having acute infection, 216 (5.7%) as having a nonacute infection, 3,558 (93.3%) as never having been infected, and 2 (0.1%) as having equivocal cases. The age distribution of the women (15 to 45 years [mean 29 years]) did not differ by infection status (women with equivocal status were excluded). Women acutely infected with T. gondii were more than three times as likely as uninfected women to live in the area served by the Humpback distribution system (odds ratio [OR] 3.05, exact 95% CI: 1.08-11.91). In contrast, the geographic distribution of women with serologic evidence of nonacute infection with T. gondii was not associated with the municipal water distribution system (OR 0.91, exact 95% CI: 0.67-1.25). Computer-generated dot maps (Figures 2, 3, 4) provided visual information, as well as data for statistical analysis. These maps are characteristic of an outbreak associated with a one-time event. The geographic distribution of pregnant women who were never infected (Figure 2) indicates that the susceptible population is similar to the distribution of the whole population. The geographic distribution of pregnant women who had nonacute cases (Figure 3) is similar to the population distribution, indicating that before the outbreak, residence was not associated with antibody. Visually comparing the geographic distribution of pregnant women with acute cases (Figure 4) with that of pregnant women who were never infected (Figure 2) suggests that most of the recently infected pregnant women lived in the area served by the Humpback Reservoir. The difference between the distributions seen in Figures 3 and 4 suggests that this event was new and unusual, rather than an ongoing or intermittent exposure that had not been recognized. [Figures 2-4 ILLUSTRATION OMITTED] Well-defined geographic areas of the Capital Regional District were classified as receiving high, intermediate, and no exposure to water from the Humpback Reservoir (exposure scores 3, 2, and 1, respectively). An analysis for linear trend in proportions was performed by using StatCalc in Epi Info to demonstrate whether a dose-response relationship The Dose-response relationship describes the change in effect on an organism caused by differing levels of exposure (or doses) to a stressor (usually a chemical). This may apply to individuals (eg: a small amount has no observable effect, a large amount is fatal), or to populations was present. If water from the Humpback Reservoir was the source of infection, the rate of infection would be expected to increase with increased exposure. The Table shows the geographic distribution of women according to the estimated concentration of water from Humpback Reservoir received at their residence. When acutely infected women were compared with seronegative seronegative /se·ro·neg·a·tive/ (-neg´ah-tiv) showing negative results on serological examination; showing a lack of antibody. se·ro·neg·a·tive adj. women, the trend in linear proportions across the three exposure scores was significant (chi-square = 6.67; p = 0.01). In contrast, a significant linear trend in proportions was not demonstrated when women with nonacute cases were compared with seronegative women (chi-square = 1.30; p = 0.25). Table. Linear trend analysis of acute and nonacute infections with Toxoplasma gondii among screened pregnant women, by degree of exposure to Humpback Reservoir water
Rank of Exposure Infected
exposure score (cases)
Acute No 1 4
(recent Intermediate 2 10
infection) High 3 22
Nonacute No 1 64
(past Intermediate 2 71
infection) High 3 81
Never infected Odds ratio Trend test
(controls) (relative to baseline) p value(a)
Acute 983 1.00
(recent 1,078 2.28
infection) 1,497 3.61 0.01
Nonacute 983 1.00
(past 1,078 1.01
infection) 1,497 0.83 0.25
(a) Extended Mantel-Haenszel chi-square, Schlesselmann JJ. Case-control studies, New York New York, state, United States New York, Middle Atlantic state of the United States. It is bordered by Vermont, Massachusetts, Connecticut, and the Atlantic Ocean (E), New Jersey and Pennsylvania (S), Lakes Erie and Ontario and the Canadian province of , Oxford University Press, 1982. Conclusions The conclusions drawn from geographic mapping depend on the accuracy and validity of the datasets and the availability of denominator data to avoid making false associations that are a function of population densities. For the overall population, denominators were available from census data. Firm denominator data were available from the serologic screening study. With respect to accurate placement on the maps, the addresses and the delineation of the water distribution systems were critical to the evaluation. Although extensive efforts were made to verify addresses, there was some potential for misclassifying exposure. However, any misclassification resulting from the use of the Medical Services Plan database should not have systematically biased our analyses. The Greater Victoria Water District engineers delineated the boundaries of the Humpback distribution system and ranked the zones in the Capital Regional District according to the proportion of water received from the Humpback Reservoir. As the engineers had no prior knowledge of the distribution of outbreak-related cases of toxoplasmosis, it is unlikely that the determination of these geographic boundaries was biased. A limitation of the geographic mapping analysis of cases is that rates were not adjusted for age or other covariates. However, the subsequent analyses using data from the population-based screening of pregnant women were not confounded by age. The age distribution of the women in these analyses did not differ when grouped by infection status. Computer mapping software had the advantages of 1) facilitating the verification and correct placement of addresses, 2) reducing the time required to map the location of large datasets, 3) enabling queries and statistical analysis of the data after mapping, 4) allowing several sets of mapped data to be analysed simultaneously for potential relationships, and 5) generating printouts or overheads for presentations. Acknowledgments We thank Timothy Johnstone, Louise Egan, Michael Aeberhardt, Kevin Kirkwood, Bill Keenan, and Jenny Cadman for invaluable technical assistance and critical information. We also thank Jack S. Remington and the Toxoplasma Serology Laboratory, Research Institute, Palo Alto Medical Foundation. This investigation was supported by the Ministry of Health, British Columbia; the Capital Regional District Health Department, Victoria, British Columbia; and the Laboratory Centre for Disease Control, Health Canada, Ottawa, Ontario. References (1.) Barreto ML. The dot map as an epidemiological tool: a case study of Schistosoma mansoni Schistosoma man·so·ni n. A trematode that is common in Africa, parts of the Middle East, the West Indies, South America, and certain Caribbean islands and causes schistosomiasis mansoni. infection in an urban setting. Int J Epidemiol 1993;22:731-41. (2.) Glass GE, Schwartz BS, Morgan JM, Johnson DT, Noy PM, Israel E. Environmental risk factors for Lyme disease Lyme disease, a nonfatal bacterial infection that causes symptoms ranging from fever and headache to a painful swelling of the joints. The first American case of Lyme's characteristic rash was documented in 1970 and the disease was first identified in a cluster at identified with geographic information system. Am J Public Health 1995;85:944-8. (3.) Skorpanich MA, Taylor TH, Anton-Culver H. Mapping disease and risk factors to identify public health concerns. In: URISA URISA Urban and Regional Information Systems Association 88. Urban & Regional Information Systems Association, Los Angeles, CA 1988;4:310-9. (4.) Timmreck TC. An introduction to epidemiology. Boston: Jones and Bartlett Publishers, Inc.; 1994. (5.) Rosenberg ML, Haziet KI, Schaefer J, Wells JG, Pruneda RC. Shigellosis Shigellosis Definition Shigellosis is an infection of the intestinal tract by a group of bacteria called Shigella. The bacteria is named in honor of Shiga, a Japanese researcher, who discovered the organism in 1897. from swimming. JAMA JAMA abbr. Journal of the American Medical Association 1976;236:1849-52. (6.) Merson MH, Goldmann DA, Boyer KM, Peterson NJ, Patton C, Everett LG, et al. An outbreak of Shigella sonnei Shigella son·ne·i n. Sonne bacillus. Shigella sonnei Shigella group D Microbiology The most commonly isolated, least virulent Shigella serotype gastroenteritis gastroenteritis: see enteritis. gastroenteritis Acute infectious syndrome of the stomach lining and intestines. Symptoms include diarrhea, vomiting, and abdominal cramps. on Colorado River raft trips. Am J Epidemiol 1974; 100:186-95. (7.) Bowie WR, King AS, Werker DH, Issac-Renton JL, Bell A, Eng SB, et al. Outbreak of toxoplasmosis associated with municipal drinking water. Lancet 1997;350:173-7. (8.) Remington JS, McLeod R, Desmonts G. Toxoplasmosis. In: Remington JS, Klein JO, editors. Infectious diseases of the fetus and newborn. 4th ed. Philadelphia (PA): W.B. Saunders Company; 1995. p. 140-267. (9.) Wong S-Y, Remington JS. State of the art clinical article: Toxoplasmosis in pregnancy. Clin Infect Dis 1994;18:853-62. (10.) Montoya JG, Remington JS. Studies on the serodiagnosis serodiagnosis /se·ro·di·ag·no·sis/ (-di?ag-no´sis) diagnosis of disease based on serologic tests.serodiagnos´tic se·ro·di·ag·no·sis n. pl. of toxoplasmic lymphadenitis Lymphadenitis Definition Lymphadenitis is the inflammation of a lymph node. It is often a complication of a bacterial infection of a wound, although it can also be caused by viruses or other disease agents. . Clin Infect Dis 1995;20:781-9. (11.) Dannemann BR, Vaughan WC, Thulliez P, Remington JS. Differential agglutination test agglutination test n. Any of various tests in which blood serum causes agglutination of bacteria or blood cells of a foreign type, used to determine infection and to identify pathogens and blood types. for diagnosis of recently acquired infection with T. gondii. J Clin Microbiol 1990;28:1928-33. (12.) Irwin GS, Zanette M, Morris B. Greater Victoria's drinking water system 1994 bacteriological bac·te·ri·ol·o·gy n. The study of bacteria, especially in relation to medicine and agriculture. bac·te summary. Greater Victoria Water District, Victoria, British Columbia, Canada; 1995. (13.) British Columbia Roads and Rivers (TcN data), based on Transportation Centerline Network (1993), Planning Services Branch, Ministry of Transportation and Highways, Province of British Columbia. Mr. Eng is with the Health Protection and Environmental Program for Greater Victoria, British Columbia Greater Victoria (also known as the Greater Victoria Region) is located in British Columbia, Canada, on the southern tip of Vancouver Island. It is a cultural rather than political entity, usually defined as the thirteen easternmost municipalities on Vancouver Island of the . His interests focus on environmental epidemiology, manipulation and analysis of computer data, and computer-based mapping. Steven B. Eng,(*) Denise H. Werker,([dagger])([double dagger])Arlene S. King,([double dagger]) Stephen A. Marion,([sections]) Alison Bell,([double dagger])([paragraph]) Judith L. Issac-Renton,([dagger])([sections]) G. Stewart Irwin,(#) and William R. Bowie([sections]) (*) Capital Regional District Health Department, Victoria, B.C., Canada; ([dagger]) Health Canada, Ottawa, Ontario, Canada; ([double dagger]) British Columbia Centre for Disease Control, Vancouver, B.C., Canada; ([sections]) University of British Columbia Locations Vancouver The Vancouver campus is located at Point Grey, a twenty-minute drive from downtown Vancouver. It is near several beaches and has views of the North Shore mountains. The 7. , Vancouver, B.C., Canada; ([paragraph]) Centers for Disease Control and Prevention Centers for Disease Control and Prevention (CDC), agency of the U.S. Public Health Service since 1973, with headquarters in Atlanta; it was established in 1946 as the Communicable Disease Center. , Atlanta, Georgia, USA; and (#) Greater Victoria Water District, Victoria, B.C., Canada Address for correspondence: Steven B. Eng, Health Protection and Environmental Services, Capital Health Region, #201-771 Vernon Avenue, Victoria, B.C., Canada, V8X 5A7; fax: 250-475-5130; e-mail: steven.eng@caphealth.org. |
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