Web-based investigation of multistate salmonellosis outbreak.We investigated a large outbreak of Salmonella enterica Salmonella enterica is a rod shaped, flagellated, Gram-negative bacterium, and a member of the genus Salmonella.[1] Serovars S. enterica has an extraordinarily large number of serovars serotype serotype /se·ro·type/ (ser´o-tip) the type of a microorganism determined by its constituent antigens; a taxonomic subdivision based thereon. se·ro·type n. See serovar. v. Javiana among attendees of the 2002 U.S. Transplant Games Transplant Games Sports medicine An Olympic competition open to transplant recipients. Cf Paralympics, Special Olympics. , including 1,500 organ transplant organ transplant: see transplantation, medical. recipients. Web-based survey methods identified pre-diced tomatoes as the source of this outbreak, which highlights the utility of such investigative tools to cope with the changing epidemiology of foodborne diseases. ********** The epidemiology of foodborne illnesses is influenced by a variety of factors, some of which have changed dramatically in recent years. The increased availability of preprocessed foods and the improved survival of persons with immune defects have affected the sources and nature of foodborne illness (1-4). Increased mobility of Americans through interstate travel has complicated the identification and investigation of outbreaks. New technologies for outbreak investigation have the potential to greatly assist public health officials in successfully managing these changing factors. We describe an outbreak of Salmonella enterica serotype Javiana infections affecting a large group of geographically dispersed organ transplant recipients. The prompt and successful investigation of this outbreak was facilitated by the use of Web-based surveys. The Study On July 16, 2002, the Minnesota Department of Health identified 2 cases of S. Javiana infection among persons who attended the 2002 U.S. Transplant Games, an Olympics-style athletic competition among recipients of solid organ and bone marrow transplants bone marrow transplant: see bone marrow. that was held June 25-29 at theme park A in Orlando, Florida The city of Orlando is a major city in central Florida and is the county seat of Orange County, Florida. According to the 2000 census, the city population was 185,951. A 2006 U.S. . Isolates from the 2 patients were indistinguishable when subtyped by pulsed-field gel electrophoresis gel electrophoresis n. Electrophoresis performed in a gel composed of agarose, polyacrylamide, or starch. (PFGE PFGE Pulsed-Field Gel Electrophoresis ). Approximately 6,000 people, including 1,500 transplant recipient athletes, attended the 2002 Transplant Games. To identify additional cases, state health departments were asked to report any S. Javiana isolates with a PFGE pattern indistinguishable from the outbreak strain. To develop hypotheses about potential sources of infection, we conducted in-depth telephone interviews with several persons who were identified with culture-confirmed illness. On the basis of interview results, we conducted a Web-based cohort study A cohort study is a form of longitudinal study used in medicine and social science. It is one type of study design. In medicine, it is usually undertaken to obtain evidence to try to refute the existence of a suspected association between cause and disease; failure to refute among Transplant Games attendees to identify risk factors for infection by using eQuest, a software package developed by the 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. (CDC See Control Data, century date change and Back Orifice. CDC - Control Data Corporation ) that allows rapid development of Web-based surveys (5). Using email addresses provided to us by the Transplant Games organizers, we electronically distributed a message on July 20 to attendees (including athletes and spectators), requesting that they complete an outbreak survey. We included information about salmonellosis salmonellosis (săl'mənĕlō`sĭs), any of a group of infectious diseases caused by intestinal bacteria of the genus Salmonella, and its treatment and provided a link in the email to the secure Web site containing the outbreak survey. In each survey respondent's household, we collected information for a single person visiting Orlando, regardless of whether he or she had been ill. A case was defined as fever or diarrhea with onset between June 25 and July 7 in a person who visited Orlando. Submitted answers were automatically stored in a secure electronic database and linked only to a random survey number. To identify the specific food item responsible for illness, we performed a Web-based case-control study case-control study, n an investigation employing an epidemiologic approach in which previously existing incidents of a medical condition are used in lieu of gathering new information from a randomized population. . On July 31, we distributed a survey containing detailed questions about specific food items available in theme park A to persons who had responded to the first survey. Case-patients were questioned about food items eaten in the 3 days before illness onset. Controls were defined as well survey respondents, and all were questioned about the middle 3 days of the Transplant Games (June 26-28). Plant X, the processing plant that supplied tomatoes to theme park A, was inspected on August 13. Molecular subtyping of confirmed S. Javiana isolates was performed at state public health laboratories (6). Diced Roma tomatoes from unopened boxes that had been stored frozen at theme park A were cultured at the Florida State Public Health Laboratory. Statistical analyses were conducted by using SAS (1) (SAS Institute Inc., Cary, NC, www.sas.com) A software company that specializes in data warehousing and decision support software based on the SAS System. Founded in 1976, SAS is one of the world's largest privately held software companies. See SAS System. software version 8.2 (SAS Institute SAS Institute Inc., headquartered in Cary, North Carolina, USA, has been a major producer of software since it was founded in 1976 by Anthony Barr, James Goodnight, John Sall and Jane Helwig. Inc., Cary, NC, USA) to calculate odds ratios (OR) and 95% confidence intervals (CI). Multivariable logistic regression In statistics, logistic regression is a regression model for binomially distributed response/dependent variables. It is useful for modeling the probability of an event occurring as a function of other factors. analyses were conducted for variables that were significantly associated with illness. Through laboratory surveillance, 21 additional S. Javiana infections with indistinguishable PFGE patterns were identified in 10 states, for a total of 23 identified culture-confirmed cases. Dates of illness onset were from June 24 to July 8. Of 22 patients for whom travel information was collected, 19 reported visiting theme park A in the last week of June; 16 visited theme park A but did not report any contact with the Transplant Games, which suggests a true outbreak of S. Javiana infections among visitors to the theme park. An electronic link to the Web-based cohort study survey was distributed on July 20, 2002, to 1,100 Transplant Games attendees. Among these 1,100, we received survey responses from 369 persons (34%) in 42 states; 80% responded within 48 hours. Of the 369, a total of 82 (22%) reported illness and 41 (53%) were female. The median age of ill respondents was 47 years (range 4-71 years); 48 (59%) were transplant recipients. Dates of symptom onset were June 26-July 7 (Figure). Predominant symptoms included diarrhea (93%), abdominal pain Abdominal pain can be one of the symptoms associated with transient disorders or serious disease. Making a definitive diagnosis of the cause of abdominal pain can be difficult, because many diseases can result in this symptom. Abdominal pain is a common problem. (79%), and fever (51%). Three respondents (4%) had been hospitalized. No deaths were reported to the organizers of the Transplant Games or CDC. Among ill respondents, 75 (91%) reported eating food items at specific food courts in theme park A. [FIGURE OMITTED] The Web-based case-control study was distributed on July 31 to the 369 persons who responded to the first survey. By August 2, a total of 222 persons (60%) responded. Of 217 valid responses, 41 (19%) were ill persons who met the case definition; the remaining 176 were healthy controls. Ill persons were significantly more likely to report eating dishes containing diced Roma tomatoes than were well persons (44% of ill vs. 15% of well, OR = 4.3, 95% CI 2.1-9.1). Other food items that were significantly associated with illness on univariate analysis were dishes containing shredded iceberg lettuce (OR = 3.7, 95% CI 1.8-7.4), pre-shredded cheddar cheese (OR = 2.9, 95% CI 1.5-5.9), fresh ground beef (OR = 3.0, 95% CI 1.4-6.4), and pre-sliced beefsteak tomatoes (OR = 4.6, 95% CI 1.1-19.4) (Table). In multivariable logistic regression modeling, only diced Roma tomatoes remained independently associated with illness at the 0.05 significance level. Diced Roma tomatoes were supplied to theme park A from plant X, where whole Roma tomatoes were mechanically diced and washed in a manually chlorinated chlorinated /chlo·ri·nat·ed/ (klor´i-nat?ed) treated or charged with chlorine. chlorinated charged with chlorine. chlorinated acids some, e.g. recycled water tank. Levels of chlorine in the tank were variable ([approximately equal to] 1.5-3.5 ppm free chlorine), providing potential opportunity for the amplification of any existent microbial microbial pertaining to or emanating from a microbe. microbial digestion the breakdown of organic material, especially feedstuffs, by microbial organisms. contamination. Review of invoices showed that diced Roma tomatoes used in food courts patronized pa·tron·ize tr.v. pa·tron·ized, pa·tron·iz·ing, pa·tron·iz·es 1. To act as a patron to; support or sponsor. 2. To go to as a customer, especially on a regular basis. 3. by persons with outbreak-related illness were processed at plant X from June 20 through July 3. No diced tomatoes from the implicated im·pli·cate tr.v. im·pli·cat·ed, im·pli·cat·ing, im·pli·cates 1. To involve or connect intimately or incriminatingly: evidence that implicates others in the plot. 2. lots were available for testing. Microbiologic evaluation of an unopened box of plant x diced Roma tomatoes processed on July 12 indicated the presence of fecal coliforms (150-1,000 CFU/g). Conclusions The nature of this outbreak highlights several changing features of foodborne disease epidemiology, including the enhanced mobility of persons through air travel, an increasing reliance on pre-processed foods, and an expanding immunocompromised immunocompromised /im·mu·no·com·pro·mised/ (-kom´pro-mizd) having the immune response attenuated by administration of immunosuppressive drugs, by irradiation, by malnutrition, or by certain disease processes (e.g., cancer). population at risk. Through a Web-based investigation, we were able to rapidly identify the source of this outbreak and inform an immunocompromised population of its potential risk for illness. Our approach allowed us to contact and question several hundred geographically dispersed persons in a matter of days. Survey respondents' answers were automatically stored in a secure electronic database, eliminating the need for data entry. With the development of questionnaire templates, a public health official could select sets of questions and pre-coded answers from pull-down menus and modify them to design an outbreak-specific, Web-based questionnaire that is automatically linked to an electronic database (5). These methods make it increasingly possible to design and post a Web-based investigative tool for wide distribution within hours. Our investigation has several limitations. Use of a Web-based investigation tool limited responses to only those Transplant Games attendees with known email addresses and Internet access. The initial response rate to our survey was only 34%; households with ill persons may have been more likely to respond to our Web-based survey. However, most (>75%) respondents to both surveys were from households in which no one had experienced illness, which provided us with a sufficient number of responses from both well and ill persons to identify the source of the outbreak. Hospitalized and severely ill persons may have been too sick to respond to the survey or may have been unable to access the Internet, which limited our ability to calculate accurate hospitalization or attack rates among persons attending the Transplant Games. Although isolation of S. Javiana from plant X diced tomatoes would have strengthened our findings, the tomatoes tested were processed well after the outbreak period, when levels of contamination may have differed considerably. As use of the Internet becomes more widespread for participation in regional, national, and international conferences, groups, and listservs, electronic mail cohorts are becoming more commonplace. The development of Web-based public health investigative tools can facilitate future investigations of outbreaks affecting geographically dispersed persons who may be part of an electronic mail cohort. A Web-based approach to data collection can also play a critical role in rapidly sharing data in outbreaks involving multiple jurisdictions (7). The growing use of Web-based technologies in public health investigations will have to be balanced with the need to protect the privacy of personal information in the online environment (8,9). The careful application of emerging technologies and conventional epidemiologic techniques can help public health officials effectively cope with the multitude of changing factors that shape public health in the United States.
Table. Univariate analysis of food exposures among ill and well
persons who attended the Transplant Games in Orlando, Florida *
III (N = 41), Well (N = 176),
Exposure n (%) n (%)
Shredded iceberg lettuce 24 (59) 49 (28)
Shredded cheddar cheese 22 (54) 50 (28)
Diced Roma tomatoes 18 (44) 27 (15)
Fresh ground beef 14 (34) 26 (15)
Pre-sliced beefsteak tomatoes 4 (10) 4 (2)
Frozen ground beef 12 (29) 31 (18)
Exposure OR 95% CI p value
Shredded iceberg lettuce 3.7 1.8-7.4 0.0002
Shredded cheddar cheese 2.9 1.5-59 0.002
Diced Roma tomatoes 4.3 2.1-9.1 <0.0001
Fresh ground beef 3.0 1.4-6.4 0.004
Pre-sliced beefsteak tomatoes 4.6 1.1-19.4 0.02
Frozen ground beef 1.9 0.9-4.2 0.09
* OR, odds ratio; CI, confidence interval.
Acknowledgments We are indebted to the National Kidney Foundation Not to be confused with American Kidney Fund. The National Kidney Foundation, Inc. (NKF) is a major voluntary health organization in the United States. Its mission is to prevent kidney and urinary tract diseases, improve the health and well-being of individuals and , the organizers of the Transplant Games, for their valuable support and assistance with this investigation. We also thank the many athletes, donors, family members, and transplant professionals in the transplant community who responded to our surveys, Michelle Huddle for her assistance with case finding and data collection, and Roger Mead for piloting software. This investigation had no outside financial support. References (1.) Altekruse SF, Cohen cohen or kohen (Hebrew: “priest”) Jewish priest descended from Zadok (a descendant of Aaron), priest at the First Temple of Jerusalem. The biblical priesthood was hereditary and male. ML, Swerdlow DL. Emerging foodborne diseases. Emerg Infect Dis. 1997;3:285-93. (2.) Institute of Medicine. Ensuring safe food from production to consumption. 1st ed. Washington: National Academy Press; 1998. (3.) Morris JG Jr, Potter M. Emergence of new pathogens as a function of changes in host susceptibility. Emerg Infect Dis. 1997;3:433-41. (4.) Institute of Medicine. Emerging infections: microbial threats to health in the United States. 1st ed. Washington: National Academy Press; 1992. (5.) Kass-Hout TA, Mead PS, Fry A, Painter J, Stover stover stalks of maize plants from which mature corn cobs have been harvested as grain, or grain sorghum plants from which heads have also been removed. The stover is usually fed by turning the cattle into the field and is subject to fungal infection, sometimes causing mycotoxicosis. C, Massoudi B. EQuest, a rapid Web-based outbreak investigation solution. In: American Medical Informatics medical informatics, n the field of information science concerned with the analysis and dissemination of medical data through the application of computers to various aspects of health care and medicine. Association 2003 symposium. Washington: The Association; 2003. (6.) Centers for Disease Control and Prevention. Standardized molecular subtyping of foodborne bacterial pathogens by pulsed-field gel electrophoresis: training manual. Atlanta: The Centers; 2000. (7.) Gerberding JL. Faster ... but fast enough? Responding to the epidemic of severe acute respiratory syndrome Severe Acute Respiratory Syndrome (SARS) Definition Severe acute respiratory syndrome (SARS) is the first emergent and highly transmissible viral disease to appear during the twenty-first century. . N Engl J Med. 2003; 348:2030-1. (8.) Klausner JD, Wolf W, Fischer-Ponce L, Zolt 1, Katz MH. Tracing a syphilis outbreak through cyberspace. JAMA JAMA abbr. Journal of the American Medical Association . 2000;284:447-9. (9.) Privacy in the digital age: oversight hearing on electronic communication privacy policy disclosure before the Subcomm. on Courts and Intellectual Property of the House Judiciary Comm. (May 27, 1999). Available from http://www.cdt.org/testimony/990527berman,shtml Padmini Srikantiah, * (1) Dean Bodager, ([dagger]) Bill Toth, ([dagger]) Taha Kass-Hout, * Roberta Hammond, ([dagger]) Sara Stenzel, ([double dagger]) R.M. Hoekstra, * Jennifer Adams, ([double dagger]) Susan Van Duyne, * and Paul S. Mead * * Centers for Disease Control and Prevention, Atlanta, Georgia, USA; ([dagger]) Florida Department of Health Florida Department of Health is a category of Government of Florida. Orange County Health Department is one of the branches of Florida Department of Health and Government of Florida. , Tallahassee, Florida, USA; and ([double dagger]) Minnesota Department of Health, Minneapolis, Minnesota, USA (1) Current affiliation: University of California, San Francisco , California, USA Dr. Srikantiah completed this work while she was an Epidemic Intelligence Service The Epidemic Intelligence Service is a program of the United States' Centers for Disease Control and Prevention. Established in 1951 due to biological warfare concerns arising from the Korean War, it has become a hands-on two-year postgraduate training program in epidemiology, with Officer assigned to the Foodborne and Diarrheal Diseases Branch at CDC. She is currently a clinical fellow in the Division of Infectious Diseases and a postdoctoral fellow at the Center for AIDS Prevention Studies at the University of California, San Francisco. Her primary research interest is in the epidemiology of HIV HIV (Human Immunodeficiency Virus), either of two closely related retroviruses that invade T-helper lymphocytes and are responsible for AIDS. There are two types of HIV: HIV-1 and HIV-2. HIV-1 is responsible for the vast majority of AIDS in the United States. and tuberculosis coinfection in the developing world. Address for correspondence: Paul S. Mead, Bacterial Zoonoses Zoonoses Infections of humans caused by the transmission of disease agents that naturally live in animals. People become infected when they unwittingly intrude into the life cycle of the disease agent and become unnatural hosts. Branch, Division of Vector-Borne Infectious Diseases, National Center for Infectious Diseases, Centers for Disease Control and Prevention, PO Box 2087, Fort Collins, CO 80522, USA; fax: 970-225-4257; email: pmead@cdc.gov |
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