ArticlePDF Available

Did a Severe Flood in the Midwest Cause an Increase in the Incidence of Gastrointestinal Symptoms?

Authors:

Abstract

Severe flooding occurred in the midwestern United States in 2001. Since November 2000, coincidentally, data on gastrointestinal symptoms had been collected for a drinking water intervention study in a community along the Mississippi River that was affected by the flood. After the flood had subsided, the authors asked these subjects (n = 1,110) about their contact with floodwater. The objectives of this investigation were to determine whether rates of gastrointestinal illness were elevated during the flood and whether contact with floodwater was associated with increased risk of gastrointestinal illness. An increase in the incidence of gastrointestinal symptoms during the flood was observed (incidence rate ratio = 1.29, 95% confidence interval: 1.06, 1.58), and this effect was pronounced among persons with potential sensitivity to infectious gastrointestinal illness. Tap water consumption was not related to gastrointestinal symptoms before, during, or after the flood. An association between gastrointestinal symptoms and contact with floodwater was also observed, and this effect was pronounced in children. This appears to be the first report of an increase in endemic gastrointestinal symptoms in a longitudinal cohort prospectively observed during a flood. These findings suggest that severe climatic events can result in an increase in the endemic incidence of gastrointestinal symptoms in the United States. communicable diseases; diarrhea; gastrointestinal tract; natural disasters; water
398
Am J Epidemiol
2004;159:398–405
American Journal of Epidemiology
Copyright © 2004 by the Johns Hopkins Bloomberg School of Public Health
All rights reserved
Vol. 159, No. 4
Printed in U.S.A.
DOI: 10.1093/aje/kwh050
Did a Severe Flood in the Midwest Cause an Increase in the Incidence of
Gastrointestinal Symptoms?
Timothy J. Wade
1
, Sukhminder K. Sandhu
2
, Deborah Levy
3
, Sherline Lee
3
, Mark W.
LeChevallier
4
, Louis Katz
5
, and John M. Colford, Jr.
2
1
Human Studies Division, National Health and Environmental Effects Research Laboratory, Epidemiology and Biomarkers
Branch, Environmental Protection Agency, Chapel Hill, NC.
2
School of Public Health, University of California, Berkeley, Berkeley, CA.
3
Division of Parasitic Diseases, Centers for Disease Control and Prevention, Atlanta, GA.
4
American Water, Voorhees, NJ.
5
Scott County Health Department, Davenport, IA.
Received for publication May 20, 2003; accepted for publication August 19, 2003.
Severe flooding occurred in the midwestern United States in 2001. Since November 2000, coincidentally, data
on gastrointestinal symptoms had been collected for a drinking water intervention study in a community along the
Mississippi River that was affected by the flood. After the flood had subsided, the authors asked these subjects
(
n
= 1,110) about their contact with floodwater. The objectives of this investigation were to determine whether
rates of gastrointestinal illness were elevated during the flood and whether contact with floodwater was
associated with increased risk of gastrointestinal illness. An increase in the incidence of gastrointestinal
symptoms during the flood was observed (incidence rate ratio = 1.29, 95% confidence interval: 1.06, 1.58), and
this effect was pronounced among persons with potential sensitivity to infectious gastrointestinal illness. Tap
water consumption was not related to gastrointestinal symptoms before, during, or after the flood. An association
between gastrointestinal symptoms and contact with floodwater was also observed, and this effect was
pronounced in children. This appears to be the first report of an increase in endemic gastrointestinal symptoms
in a longitudinal cohort prospectively observed during a flood. These findings suggest that severe climatic events
can result in an increase in the endemic incidence of gastrointestinal symptoms in the United States.
communicable diseases; diarrhea; gastrointestinal tract; natural disasters; water
Abbreviations: CI, confidence interval; IRR, incidence rate ratio; RDD, random digit dialing; WET, Water Evaluation Trial.
While there is clear potential for increased transmission of
infectious gastrointestinal illness following flooding (1–3),
there is little direct epidemiologic evidence of this associa-
tion. Attempts to study increases in the rates of illness in
communities affected by a flood have been limited by the
lack of accurate or comparable illness incidence data from
the period before the flood, making quantification of the
impact of the flood difficult or impossible.
In the United States, reports of outbreaks of or increases in
illness following a flood are rare. Epidemiologic investiga-
tions following massive flooding in the Midwest in 1993
found no evidence of outbreaks or increased levels of
gastrointestinal illness, and no mortality associated with
gastrointestinal symptoms was identified (4, 5). However, a
recent analysis of the occurrence of waterborne disease
outbreaks in the United States found that such outbreaks
were likely to be preceded by periods of extreme precipita-
tion (6). In these outbreaks, the route of exposure was inges-
tion of contaminated drinking water, and the rainfall or
flooding probably washed contamination into water sources.
Severe flooding occurred in the midwestern United States
during April and May of 2001. At the time of the flooding, a
randomized trial of in-home drinking water treatment (the
Water Evaluation Trial or “WET” Study) was being
conducted in a community along the Mississippi River. As
part of this study, household members completed daily
Correspondence to Dr. John M. Colford, Jr., School of Public Health, University of California, Berkeley, 140 Warren Hall, MC 7360, Berkeley,
CA 94720 (e-mail: jcolford@socrates.berkeley.edu).
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
Flooding and Gastrointestinal Symptoms 399
Am J Epidemiol
2004;159:398–405
diaries detailing their incidence of gastrointestinal symp-
toms. This allowed us to evaluate the impact of flooding on
the incidence of gastrointestinal symptoms.
The principal objectives of this investigation were to
determine whether rates of gastrointestinal symptoms were
elevated during the flood and whether contact with flood-
water was associated with increased risk of gastrointestinal
symptoms.
MATERIALS AND METHODS
The WET Study
Rates of gastrointestinal symptoms were determined from
subjects enrolled in the WET cohort. Enrollment in the WET
Study began in fall 2000, and enrollment was completed in
May 2001. Follow-up of the WET cohort was completed on
June 29, 2002. A total of 456 households (1,296 persons)
were enrolled, and the follow-up period was 1 year. In brief,
each household was randomly assigned to receive either an
active water treatment device or an outwardly identical inac-
tive (placebo) device installed at the kitchen tap. After 6
months, the devices were removed, and after a 1-week
washout period, the devices were replaced with a device of
the alternate type. Subjects maintained a daily health diary
and recorded any occurrence of gastrointestinal symptoms
(diarrhea, vomiting, nausea, or abdominal cramps). The
WET cohort was restricted to persons without serious
immune-compromising conditions (i.e., human immunodefi-
ciency virus/acquired immunodeficiency syndrome) and
residents whose source of home tap water was municipal
water.
Immediately following the flood, subjects were sent a
survey asking them about the extent to which they had come
into contact with floodwater or flood-contaminated items.
Questions about contact included the extent to which
subjects had walked through, played in, touched, or been
directly exposed to floodwater, participated in flood control
activities (i.e., sandbagging), and cleaned up flood-contami-
nated items.
Water quality data were provided to investigators by the
local water utility. Additional water quality data were also
collected and provided to the investigators by American
Water as part of a related study. Source water was tested
weekly for Cryptosporidium parvum by both cell culture/
polymerase chain reaction (7) and filtration/microscopy
using Method 1623 (8). The raw-water occurrence of
Giardia subspecies was evaluated weekly by filtration/
microscopy using Method 1623 (8). The recovery efficiency
for the cell culture/polymerase chain reaction test averaged
52.2 percent (standard deviation, 39.2) (n = 7). The recovery
efficiencies for Giardia and Cryptosporidium using Method
1623 were 38.0 percent (standard deviation, 26.8) and 52.7
percent (standard deviation, 35.0), respectively (n = 9).
Male-specific coliphages were enumerated weekly using the
single agar overlay method, and culturable enteric viruses
were enumerated in raw and finished water monthly with the
buffalo green monkey cell line, using methods proposed by
the Environmental Protection Agency for water and waste-
water (9). Numbers of total and fecal coliforms in raw and
finished (treated) water were analyzed using standard
membrane filter methods (10). Full details on the water
quality monitoring program have been presented by
LeChevallier et al. (11).
Telephone survey
Concurrently with the WET Study, a random digit dialing
(RDD) telephone survey was conducted in the study area.
Survey data from 3,506 respondents were available for anal-
ysis. The goal of the survey was to obtain population-based
estimates of the use of various home water treatments, water
consumption, and the monthly occurrence of gastrointestinal
illnesses. Following the flood, questions were added for
assessment of the frequency with which respondents came
into contact with floodwater and flood-contaminated items.
The sampling frame was defined by the zip codes for the
communities participating in the WET Study. Once a house-
hold had been contacted, one subject from the household was
selected at random using a household roster. Parents or
guardians were asked to complete surveys for children aged
12 years. Results from the RDD survey were used to deter-
mine the population attributable risk percentage (12) and to
estimate the total number of cases of gastrointestinal symp-
toms in the community attributable to contact with flood-
water. Because the RDD survey did not collect detailed data
on daily incidence of symptoms, the results were used to
calculate population attributable risks but were not used to
determine the impact of flooding on symptom rates.
Outcome definition
Symptom rates were determined for the WET cohort by
season and for the flood period. The primary symptom
outcome, “highly credible gastrointestinal symptoms,” was
defined as the occurrence of any of the following during a
single 24-hour period: vomiting, liquid diarrhea, diarrhea
(not liquid) with cramps, or nausea with cramps. This defini-
tion is consistent with previously published work (13–15). A
secondary outcome was a more specific definition of diar-
rhea: three or more loose stools during a single 24-hour
period. For an instance of diarrhea to be considered a unique
episode, six consecutive symptom-free days were required.
Other secondary outcomes evaluated included number of
days hospitalized for gastrointestinal symptoms; visits to a
health care provider for diarrhea; severe diarrhea (six or
more loose stools in 24 hours); and number of days of work
or school missed because of gastrointestinal symptoms.
Data analysis
The flood period was defined as the period between April
14, 2001, and May 30, 2001. This period included the time
during which the Mississippi River was above the 15-foot
(4.6-m) flood stage and 1 additional week to account for the
incubation periods of some gastrointestinal pathogens.
Counts of episodes, symptoms, and person-time were
collapsed for each subject by season and flood period, so that
each subject with complete data had five observations (one
for each of the four seasons and one for the flood period).
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
400 Wade et al.
Am J Epidemiol
2004;159:398–405
Note that seasonal data included combined observations for
two seasons for the follow-up period between fall 2000 and
spring 2002, with the exception of summer, for which data
were only available for 2001.
The outcome of interest was number of gastrointestinal
symptom episodes. A variable indicating the flood period
was the primary independent variable of interest. Poisson
extensions of generalized estimating equations (16) were
used to model the outcome and to account for the multiple-
correlation structure. Models were fitted with an exchange-
able (i.e., equal) correlation structure with robust specifica-
tion for the standard error. The household was the unit of
nonindependence (i.e., models were clustered on house-
hold). Since gastrointestinal illness has a distinct seasonal
component (17), indicator variables for season (spring,
summer, fall, winter) were included in all models. Other
covariates included in the model were indicators for cycle
(first or second 6-month cycle) and type of water treatment
device (active or placebo). Models were offset by the person-
time contribution of each individual. Incidence rate ratios
(IRRs), defined as the rate in the exposed divided by the rate
in the unexposed, were estimated directly from the models
by exponentiating the coefficients.
All analyses were conducted using Stata 7.0 (18). Graphs
were created in S-Plus, version 4.5 (19).
All protocols, consent forms, and study materials for the
randomized trial and the RDD survey were reviewed and
approved by the institutional review boards of the University
of California, Berkeley, the state of California, and the
Centers for Disease Control and Prevention. Subjects
enrolled in the randomized trial signed a written consent
form, and RDD respondents consented verbally.
RESULTS
Flood description
Late, rapid snowmelt combined with heavy rain caused
severe flooding throughout the Midwest in spring 2001.
Flooding occurred in Minnesota, Wisconsin, North Dakota,
Iowa, and Illinois, primarily along the Mississippi River and
its tributaries.
Flooding began in the study area when the Mississippi
River reached the 15-foot flood stage of the study commu-
nity on April 15. The river remained above flood stage
through May 23. The flood crested in the study area at 22.33
feet (6.85 m) on April 24, the third-highest level in recorded
history (20). The river receded below flood stage on May 23.
During part of this time, sewage treatment processes were
bypassed, and untreated sewage and wastewater were
discharged directly into the river at the study site as well as
upstream and downstream (21).
During the flood, there was marked deterioration in source
water quality, as illustrated by coliform levels in the source
water (figure 1). Source water concentrations of Giardia
cysts increased 330 percent (mean = 0.4 cysts/liter during the
flood), and concentrations of male-specific coliphages
increased 270 percent (mean = 11.6 plaque-forming units/
100 ml during the flood) during this period. However,
Cryptosporidium subspecies oocysts and culturable viruses
were not detected in the source water. Despite the source
water conditions during the flood, treated water continued to
meet all regulatory standards for quality. Additional
measures taken by the local water utility to ensure that
treated water was safe included the addition of extra chlorine
(hyperchlorination) and additional monitoring for water
quality indicators and pathogens. The individual filter
turbidities and combined filter effluent turbidities were
consistently less than 0.1 nephelometric turbidity units
during this period. The plant effluent was consistently free of
coliforms, C. parvum, and viruses. No “boil water” alerts
were issued for persons using municipal water (22).
Rates of gastrointestinal symptoms
Health data were available for 1,257 (from 445 house-
holds) of the 1,296 subjects enrolled in the WET cohort (the
remaining subjects enrolled in the WET cohort did not return
health diaries because they dropped out or were noncom-
pliant). These subjects contributed a total of 1,116 person-
years of observation. Of these, 1,204 subjects (contributing
130 person-years of observation) were enrolled in the WET
Study at the time of the flood. The remaining subjects who
were not enrolled during the flood were retained in the anal-
ysis, since they represented unexposed persons.
Rates of highly credible gastrointestinal symptoms and
diarrhea episodes among the WET participants were higher
in winter than in any of the other seasons (table 1). Crude
rates of both highly credible gastrointestinal symptoms and
diarrhea were higher during the flood than in any other
season, including winter. After adjustment for season, cycle,
and device type, the number of episodes of highly credible
gastrointestinal symptoms remained significantly elevated:
Rates of highly credible gastrointestinal symptom episodes
were 1.29 times higher during the flood than during the rest
of the WET cohort follow-up period (95 percent confidence
interval (CI): 1.06, 1.58). Numbers of diarrhea episodes were
also elevated, although the 95 percent confidence interval
included the no-effect value of 1 (IRR = 1.23, 95 percent CI:
0.94, 1.62).
Rates of the following conditions were not elevated during
the flood period: diarrhea that resulted in a doctor’s visit;
days of missed work or school due to gastrointestinal symp-
toms; and days of vomiting. Six subjects were hospitalized
for a total of 29 days during the flood for gastrointestinal
conditions, but specific reasons for the hospitalizations were
not available. Hospitalizations for gastrointestinal conditions
were elevated during the flood (IRR = 8.10, 95 percent CI:
0.77, 85.01), but the 95 percent confidence interval included
1, probably because of the low statistical power resulting
from the small number of hospitalizations.
Impact on sensitive individuals
To examine whether the impact of the flood was greater in
certain potentially sensitive groups, we stratified the data in
the models by age (12 years and 50 years), frequency of
gastrointestinal symptoms during the past year, and the pres-
ence of a chronic gastrointestinal condition. A chronic
gastrointestinal condition included any of the following: irri-
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
Flooding and Gastrointestinal Symptoms 401
Am J Epidemiol
2004;159:398–405
table bowel syndrome, lactose intolerance, diverticulitis,
ulcerative colitis, and Crohn’s disease. Table 2 shows IRRs
for gastrointestinal symptoms for the flood period compared
with the rest of the study period, stratified by these factors.
As the table illustrates, the IRR for the flood was greater
among persons who were potentially sensitive to gastrointes-
tinal illness than among those who were not. For cases of
severe diarrhea (six or more loose stools in 24 hours), the
effect was even more pronounced among persons with
chronic gastrointestinal conditions (IRR = 7.05, 95 percent
FIGURE 1. Total coliform counts in raw water from the Mississippi River, November 2000–November 2001. cfu, colony-forming units.
TABLE 1. Crude rates of gastrointestinal illness in the Water Evaluation Trial cohort, by season and during
the 2001 flood, Mississippi River, 2001
* “Highly credible gastrointestinal symptoms” included any of the following: liquid diarrhea, soft diarrhea and
cramps, nausea and cramps, or vomiting.
† CI, confidence interval; IRR, incidence rate ratio.
‡ Three or more occurrences in a 24-hour period.
§ April 14, 2001–May 30, 2001.
¶ Results were controlled for cycle, water treatment device, season, and household clustering effects.
No. of illness episodes per year
Highly credible
gastrointestinal
symptoms*
95% CI† Diarrhea‡ 95% CI
Flood period§ 2.82 2.54, 3.12 0.87 0.72, 1.05
Season
Spring (excluding flood period) 1.95 1.74, 2.18 0.63 0.51, 0.77
Summer 2.07 1.91, 2.24 0.60 0.52, 0.70
Fall 1.64 1.40, 1.91 0.61 0.47, 0.70
Winter 2.19 2.06, 2.33 0.68 0.60, 0.76
IRR† (flood period vs. other times)¶ 1.29 1.06, 1.58 1.23 0.94, 1.62
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
402 Wade et al.
Am J Epidemiol
2004;159:398–405
CI: 0.80, 61.9). Severe diarrhea was also more frequent in
persons with good, fair, or poor health than in those with
excellent or very good health. IRRs were not elevated to a
greater extent in children; however, persons aged 50 years
had elevated rates of highly credible gastrointestinal symp-
toms (IRR = 1.47, 95 percent CI: 1.01, 2.13), and this was
more pronounced for severe diarrhea (IRR = 2.92, 95 percent
CI: 1.04, 8.25). The rate of highly credible gastrointestinal
symptoms was elevated still further among persons aged 60
years (IRR = 1.89, 95 percent CI: 1.06, 3.38), but there were
too few subjects to evaluate severe diarrhea in this age
group.
Association between gastrointestinal symptoms and
contact with floodwater
A total of 1,118 subjects in the WET cohort completed the
flood survey, of whom 1,110 provided health data. Of the
1,118 participants, 143 (13 percent) reported some type of
direct (e.g., touching or walking through floodwater) or indi-
rect (e.g., cleaning up items contaminated by floodwater)
contact with floodwater. Table 3 shows rates of highly cred-
ible gastrointestinal symptoms and IRRs related to the
various types of flood exposure. Among all subjects, having
the house or yard flooded was a strong risk factor for highly
credible gastrointestinal symptoms. None of the other types
of flood exposure were associated with symptoms among all
subjects. Although few episodes of diarrhea occurred during
the flood, the IRR estimate for those whose homes or yards
were flooded was similar to that for highly credible
gastrointestinal symptoms (IRR = 2.41, 95 percent CI: 0.84,
6.94).
Among children aged 12 years, all types of flood contact
were associated with elevated IRRs, with the exception of
having a septic tank on the home property (table 3). Living in
a home where the house or yard was flooded was signifi-
cantly associated with highly credible gastrointestinal symp-
toms among children aged 12 years (IRR = 2.42, 95 percent
CI: 1.22, 4.82), and the IRR for any flood contact was of
borderline significance (IRR = 1.90, 95 percent CI: 0.93,
3.85). The association between highly credible gastrointes-
tinal symptoms and any flood contact was even more
pronounced among children aged 5 years (eight exposed
children; IRR = 3.18, 95 percent CI: 1.79, 5.66). No episodes
of diarrhea were experienced by children aged 12 years
during the flood among those exposed to floodwater.
There were few data for persons aged 50 years, but
symptom rates were elevated among those who had had any
flood contact (23 persons exposed; IRR = 1.46, 95 percent
CI: 0.65, 3.27) and among those whose homes or yards had
been flooded (five persons exposed; IRR = 6.20, 95 percent
CI: 3.34, 11.51).
Among persons with potential sensitivity to gastrointes-
tinal illness, those in excellent or very good health who had
had any contact with floodwater had slightly lower relative
rates of gastrointestinal symptoms (IRR = 1.08, 95 percent
CI: 0.82, 1.43) compared with those in good, fair, or poor
health (IRR = 1.39, 95 percent CI: 0.94, 2.95). IRRs for any
contact with floodwater were similar among persons with
and without chronic gastrointestinal conditions and among
TABLE 2. Incidence rate ratios for interactions between chronic gastrointestinal conditions, health status,
and flooding in the Water Evaluation Trial cohort, Mississippi River, 2001
* “Highly credible gastrointestinal symptoms” included any of the following: liquid diarrhea, soft diarrhea and
cramps, nausea and cramps, or vomiting.
† Three or more loose stools in 24 hours.
‡ Six or more loose stools in 24 hours.
§ IRR, incidence rate ratio; CI, confidence interval.
¶ There were five missing values for this variable.
# Model estimates did not converge; one or more of the parameter estimates were infinite.
Highly credible
gastrointestinal
symptoms*
Diarrhea† Severe diarrhea‡
IRR§ 95% CI§ IRR 95% CI IRR 95% CI
Chronic gastrointestinal condition¶
Yes (
n
= 140) 1.47 1.00, 1.26 1.69 0.82, 3.49 7.05 0.80, 61.9
No (
n
= 1,112) 1.26 1.00, 1.57 1.15 0.84, 1.57 1.41 0.74, 2.69
Self-reported “frequent” gastrointestinal
symptoms during the past year¶
Yes (
n
= 70) 2.03 1.15, 3.57 2.78 1.05, 7.36 —#
No (
n
= 1,182) 1.22 0.99, 1.50 1.10 0.83, 1.48 1.41 0.73, 2.72
Self-reported health status¶
Excellent or very good (
n
= 934) 1.30 1.02, 1.66 1.18 0.82, 1.70 1.37 0.62, 3.03
Good, fair, or poor (
n
= 318) 1.25 0.91, 1.73 1.30 0.86, 1.97 2.57 1.03, 6.41
Age (years)
12 (
n
= 307) 1.20 0.78, 1.85 0.91 0.41, 1.99 —#
50 (
n
= 266) 1.47 1.01, 2.13 1.76 2.92 1.04, 8.25
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
Flooding and Gastrointestinal Symptoms 403
Am J Epidemiol
2004;159:398–405
persons who reported gastrointestinal symptoms at baseline.
Relevant covariates that potentially could have confounded
the association between floodwater contact and gastrointes-
tinal symptoms for which data were available included age,
sex, self-rating of health, and presence of a chronic
gastrointestinal condition. For highly credible gastrointes-
tinal symptoms, separate models including these covariates
were fitted for each of the types of flood exposure (small
numbers of illnesses prevented complete multivariate anal-
yses for diarrhea as the outcome and for children aged 12
years). Inclusion of covariates did not have an impact on the
estimated IRR for contact with floodwater.
Cases of illness attributable to flood contact
Using the population data collected from the RDD tele-
phone survey, we were able to estimate the actual numbers
of illnesses caused by the flooding. These calculations
assumed that the observed increase in symptoms was, in fact,
due to the flood and not a result of underlying differences
between the exposed and unexposed groups. Eleven percent
of the RDD survey respondents aged 12 years reported at
least some contact with floodwater or flood-contaminated
items. These children had rates of gastrointestinal symptoms
1.9 times greater than those of children whose homes or
yards were not flooded. From these figures, it can be esti-
mated that 9 percent of episodes of highly credible
gastrointestinal symptoms among children aged 12 years
during the flood were attributable to contact with floodwater
(population attributable risk percentage (12)). Using the inci-
dence rate in unexposed children aged 12 years (2.47
episodes per person-year) and 2000 US Census figures of a
total population of approximately 159,000 in the study
county, approximately 20 percent of whom are children aged
12 years (23), an estimated total of 6,546 highly credible
gastrointestinal symptom episodes occurred among children
aged 12 years during the 1-month flood period. Approxi-
mately 589 of these episodes (0.09 × 6,456) can be attributed
to exposure to floodwater and flood-contaminated items.
Two percent of all respondents in the RDD survey
reported having their house or yard flooded. Using the same
calculations as above, an estimated 202 excess episodes of
highly credible gastrointestinal symptoms (including both
children and adults) were specifically attributable to having
a home or yard flooded.
DISCUSSION
Based on the daily health diaries of 1,257 persons in 445
households collected over a 19-month period, an increased
rate of gastrointestinal symptoms was observed during a
severe midwestern flood in the spring of 2001. There was
evidence that the effect of the flood was more severe among
persons with potential sensitivity to gastrointestinal illness
(those with a chronic gastrointestinal illness; those in poor,
fair, or good health; those aged 50 years; and those with
frequent gastrointestinal symptoms), particularly for severe
illness.
Because of the longitudinal structure of the data, factors
related to gastrointestinal illness that remain relatively
constant within an individual over time (age, sex) were
unlikely to have biased the observed result. When factors
associated with gastrointestinal illness, such as age, sex, and
the presence of a chronic gastrointestinal condition, were
included in the model, the effect of the flood remained
unchanged. Factors that vary over time, such as travel and
number of weeks enrolled in the study, are more likely to have
biased the result. These factors were also evaluated as poten-
tial confounders, but including them in the model did not
affect the association between the flood period and symptoms.
Consumption of increased amounts of tap water was unre-
lated to gastrointestinal symptoms during the flood. For
persons in the top quartile of water consumption compared
with those in the bottom quartile, the IRR was not signifi-
cantly elevated (IRR = 1.14, 95 percent CI: 0.79, 1.66).
Furthermore, we observed no difference in the relation
between the effectiveness of the “active” water treatment
device and gastrointestinal symptoms during the flood. If
TABLE 3. Relation between contact with floodwater and flood-contaminated items and gastrointestinal illness in the Water
Evaluation Trial cohort, Mississippi River, 2001*
*Categories are not mutually exclusive.
IRR, incidence rate ratio; CI, confidence interval.
Includes having one’s home or yard flooded, touching an object that was in contact with floodwater, walking through floodwater, sandbagging,
touching floodwater with any body part, or cleaning up objects contaminated by floodwater.
Exposure
All subjects Children aged 12 years
No. exposed
(
n
= 1,110) % IRR† 95% CI† No. exposed
(
n
= 266) %IRR 95% CI
Floodwater touching any part of body 56 50.79 0.35, 1.75 11 41.59 0.51, 4.90
Walking through floodwater 37 31.13 0.66, 1.94 5 2 1.94 0.26, 14.4
Sandbagging (during flood) 89 80.83 0.53, 1.31 12 51.91 0.70, 5.18
Participating in flood cleanup 22 20.32 0.08, 1.27 2 1 1.40 1.07, 1.82
House or yard getting flooded 31 32.36 1.37, 4.07 13 52.42 1.22, 4.82
Any flood exposure‡ 153 14 1.14 0.80, 1.63 29 11 1.90 0.93, 3.85
Septic tank on the home property 50 5 1.17 0.64, 2.12 10 4 0.66 0.20, 2.13
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
404 Wade et al.
Am J Epidemiol
2004;159:398–405
exposure to tap water were the primary cause of the increase
in symptoms, we would have expected to observe a strong
relation between water consumption and gastrointestinal
symptoms and would have expected to observe an enhanced
effect of the active water treatment device during the flood.
There is some evidence that the increase in gastrointestinal
symptoms during the flood may have been due to direct
exposure to floodwater. During the flood, persons whose
homes or yards were flooded were at increased risk of
gastrointestinal symptoms. This finding is consistent with a
recently published health survey conducted by the Centers
for Disease Control and Prevention in southeastern Texas
following severe flooding in 2001 (24). This door-to-door
survey of 420 households found that residents of flooded
households were significantly more likely to report diarrhea
within 1 week of the worst flooding than residents whose
households were not flooded (odds ratio = 4.7, 95 percent
CI: 1.8, 12.0).
Children aged 12 years were at increased risk of
gastrointestinal symptoms if their home had been flooded or
if they had cleaned up flood-contaminated material. In
general, children had higher relative risks of gastrointestinal
symptoms for most types of flood exposure, which is consis-
tent with the greater susceptibility of children to gastrointes-
tinal pathogens (25). This finding may also be related to
poorer hygiene among children following exposure to flood-
water and flood-contaminated items. The association
between highly credible gastrointestinal symptoms and any
flood contact was even more pronounced among children
under 5 years of age (IRR = 3.18, 95 percent CI: 1.79, 5.66).
Because no episodes of diarrhea or severe diarrhea occurred
among children who had contact with floodwater or flood-
contaminated items, it seems apparent that, in children at
least, these symptoms were rather mild.
Direct contact with floodwater did not entirely explain the
increase in incidence observed during the flood period, prob-
ably because few subjects reported coming into contact with
floodwater. In fact, the IRR for gastrointestinal symptoms
during the flood period remained elevated when persons who
had had any contact with floodwater (IRR = 1.45, 95 percent
CI: 1.16, 1.82) and persons whose homes had been flooded
(IRR = 1.36, 95 percent CI: 1.10, 1.67) were excluded from
the analysis.
An outbreak of gastrointestinal illness related to norovirus
(Norwalk-like virus) was reported during the flood.
However, it involved few cases and was restricted to a
nursing home. County health department and water officials
visited the site and collected and tested samples but found no
evidence of the virus or other evidence of substandard water
quality (L. Katz, personal communication, Scott County
Health Department, 2002).
Limitations
The results of this study were based entirely on self-
reported occurrences of gastrointestinal symptoms. Such
data may be susceptible to recall bias. While recall bias
could have resulted in the observed increases in highly cred-
ible gastrointestinal symptoms or diarrhea, it would be
unlikely to be associated with more severe outcomes, such as
hospitalization for gastrointestinal symptoms. Information
on some potential confounders, such as diet and socioeco-
nomic status, was not available for analysis, although it is
difficult to predict how these factors may have influenced
the results. The calculations of numbers of symptoms attrib-
utable to the flood (population attributable risk calculations)
assumed that the entire increased rate observed was, in fact,
caused by the flood. If part or all of this increase was due to
other factors, the numbers of illnesses calculated will have
been overestimates.
The results observed in this study are likely to have been
highly dependent on local factors related to community
transmission of gastrointestinal illness. Therefore, these
findings may be limited in their application and generaliz-
ability to floods experienced in other communities.
In conclusion, this study documented a measurable
increase in gastrointestinal symptoms during a severe flood
in the Midwest in 2001. This effect was greater among
persons who were susceptible to gastrointestinal illness.
During the flood, children who had direct contact with flood-
water were at increased risk of gastrointestinal symptoms, as
were adults whose homes or yards were flooded. There was
no evidence for transmission of gastrointestinal symptoms
through the public water supply during the flood. However,
the rate of gastrointestinal symptoms during the flood
remained elevated after persons who had contact with flood-
water were excluded. This suggests that people either
contracted illness through sources other than contact with
floodwater or flood-contaminated items or unknowingly
came into contact with floodwater or flood-contaminated
items. The increase may also have been attributable, in part,
to other transmission pathways, such as secondary transmis-
sion or consumption of food that had been in some way
affected or contaminated by floodwater.
ACKNOWLEDGMENTS
Support for this work was provided by the Centers for
Disease Control and Prevention (Cooperative Agreement
U50/CCU916961-01) and the American Water Works
Research Foundation (Project 2580).
The authors acknowledge the following people and institu-
tions for their vital support in the WET Study: Joel Mohr,
Brock Earnhardt, Dr. Alan Brookart, Dr. Alan Hubbard,
Susan Shaw, Dr. Rebecca Calderon, Susan Burns, Anne
Benker, the Survey Research Center (Berkeley, California),
Macro International (Burlington, Vermont), Jen Muncil,
James Dayton, Jeannette Apple, Donald Sorenson, and
Jeffrey Robinson.
REFERENCES
1. Toole M. Communicable diseases and disease control. In: Noji
E, ed. The public health consequences of disasters. New York,
NY: Oxford University Press, 1997:79–100.
2. Malilay J. Floods. In: Noji E, ed. The public health conse-
quences of disasters. New York, NY: Oxford University Press,
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
Flooding and Gastrointestinal Symptoms 405
Am J Epidemiol
2004;159:398–405
1997:287–301.
3. Seaman J, Leivesley S, Hogg C. Epidemiology of natural disas-
ters. Basel, Switzerland: S Karger AG, 1984.
4. Public health consequences of a flood disaster—Iowa, 1993.
MMWR Morb Mortal Wkly Rep 1993;42:653–6.
5. Morbidity surveillance following the Midwest flood—Mis-
souri, 1993. MMWR Morb Mortal Wkly Rep 1993;42:797–8.
6. Curriero FC, Patz JA, Rose JB, et al. The association between
extreme precipitation and waterborne disease outbreaks in the
United States, 1948–1994. Am J Public Health 2001;91:1194–
9.
7. LeChevallier MW, Abbaszadegan M, Di Giovanni GD. Detec-
tion of infectious Cryptosporidium parvum oocysts in environ-
mental water samples using an integrated cell culture-PCR
(CC-PCR) system. Water Air Soil Pollut 2000;123:53–65.
8. Office of Water, Environmental Protection Agency. Method
1623: Cryptosporidium and Giardia in water by filtration/IMS/
FA. Washington, DC: Environmental Protection Agency, 1999.
9. National Environmental Exposure Research Laboratory, Envi-
ronmental Protection Agency. ICR microbial laboratory man-
ual. Cincinnati, OH: National Environmental Exposure
Research Laboratory, 1996:233.
10. American Public Health Association. Standard methods for the
examination of water and waste water. 20th ed. Washington,
DC: American Public Health Association, 1995:1220.
11. LeChevallier M, Karim M, Aboytes R, et al. Profiling water
quality parameters: from source water to the household tap.
Denver, CO: AWWA Research Foundation and the American
Water Works Association, 2003.
12. Hennekens CH, Burning JE. Epidemiology in medicine. Bos-
ton, MA: Little, Brown and Company, 1987.
13. Payment P, Franco E, Richardson L, et al. Gastrointestinal
health effects associated with the consumption of drinking
water produced by point-of-use domestic reverse-osmosis fil-
tration units. Appl Environ Microbiol 1991;57:945–8.
14. Payment P, Siemiatycki J, Richardson L, et al. A prospective
epidemiological study of gastrointestinal health effects due to
the consumption of drinking water. Int J Environ Health Res
1997;7:5–31.
15. Colford J, Rees J, Wade T, et al. Participant blinding and gas-
trointestinal illness in a randomized, controlled trial of an in-
home drinking water intervention. Emerg Infect Dis 2002;8:
29–36.
16. Liang K-Y, Zeger SL. Longitudinal data analysis using gener-
alized linear models. Biometrika 1986;4:695–702.
17. Monto AS, Koopman JS. The Tecumseh Study. XI. Occurrence
of acute enteric illness in the community. Am J Epidemiol
1980;112:323–33.
18. Stata Corporation. Intercooled Stata 70 for Windows 98/95/NT.
College Station, TX: Stata Corporation, 2001.
19. Mathsoft, Inc. S-PLUS 4.5 professional release. Cambridge,
MA: Mathsoft, Inc, 1998.
20. McGlynn A. Crest hits Davenport—will remain for 36 hours.
Davenport, IA: The Quad-City Times, 2001:April 25.
21. Saul T. City dumps sewage in river. Davenport, IA: The Quad-
City Times, 2001:April 20.
22. Bustos C. River water bacteria count soars. Davenport, IA: The
Quad-City Times, 2001:April 25.
23. Bureau of the Census, US Department of Commerce. Census
2000 summary file, Iowa. Washington, DC: Bureau of the Cen-
sus, 2000. (World Wide Web URL: http://www.census.gov/
census2000/states/ia.html).
24. Tropical Storm Allison Rapid Needs Assessment: Houston,
Texas, June 2001. MMWR Morb Mortal Wkly Rep 2002;51:
365–9.
25. Ostroff SM, Leduc JW. Global epidemiology of infectious dis-
eases. In: Mandell GL, Bennette JE, Dolin R, eds. Principles
and practice of infectious diseases. Philadelphia, PA: Churchill
Livingstone, 2000:167–70.
by guest on November 21, 2016http://aje.oxfordjournals.org/Downloaded from
... Human contact with microbial pollutants primarily occur when untreated sewage or animal fecal-contaminated ground or surface waters are used for recreation or drinking [25]. Ingestion of harmful pathogens such as Campylobacter jejuni, Salmonella spp, and norovirus can lead to GI illnesses [78]. Therefore, proper protection and monitoring are required for water bodies used for drinking and recreational purpose. ...
Article
Full-text available
This study investigated the sources of fecal pollution in surface and groundwaters collected from three urban watersheds in Texas during dry and wet weather and identified the impact of precipitation on water quality. Water samples (n = 316 and 107 for dry and wet events, respectively) were collected biweekly from eight sampling sites (6 sites from creeks and ponds, and 2 well sites) during two-year monitoring and analyzed for six physico-chemical parameters and ten qPCR-based assays targeting general ( E . coli , Enterococcus , and universal Bacteroidales ), human (BacHum and HF183), animal (Rum2Bac, BacCow, BacCan), and avian (Chicken/Duck-Bac and GFD) fecal markers. Elevated concentrations of NO 3 -N and NO 2 -N were observed in ponds and creeks sites during wet weather. Fecal markers analysis indicated higher concentrations of Rum2Bac, BacCow, and BacCan markers in most of pond and creek sites under wet weather, suggesting stormwater runoff contributed to non-point sources of fecal contamination by animal sources. Furthermore, sporadically higher concentrations of these markers were detected at groundwater sampling sites, demonstrating the significant human health risk. Multivariate statistical analysis such as cluster analysis (CA) and principal coordinate analysis (PCoA) was performed to identify relationship between sampling sites; while CA majorly classified ponds, creeks, and well sites separately, PCoA identified similarities in water quality characteristics between waters of wells with ponds and creeks. Overall, results indicate ruminant and dog fecal contamination is a major concern during storm events, consequently impacting surface and groundwater quality of the study.
... Ihr Risiko ist aufgrund der resilienteren Infrastruktur im globalen Norden, wie beispielweise im europäischen Raum, geringer als im globalen Süden. Ein Anstieg von Durchfallerkrankungen wurde aber auch nach Überflutungen in den USA und im Vereinigten Königreich beobachtet [7][8][9]. Zahlreiche Studien [10][11][12][13] konnten den Zusammenhang von Hochwasserereignissen mit deutlichen Belastungen für die psychische Gesundheit nachweisen. So zeigte sich in einer englischen Untersuchung ein mindestens 2-fach erhöhtes Risiko für Schlafstörungen, allgemeinen psychischen Stress und Symptome einer posttraumatischen Störung [7,14]. ...
Article
Full-text available
Zusammenfassung Hintergrund In den letzten Jahrzehnten traten in Deutschland Hochwasserereignisse auf, die eine Bedrohung für die Gesundheit der lokalen Bevölkerung darstellten. Es existieren allerdings kaum Studien, die die gesundheitlichen Folgen dieser Ereignisse untersuchen. Studienziel war daher die Untersuchung der Assoziationen des Ahrtal-Hochwassers im Jahr 2021 mit der Gesundheit der lokalen Bevölkerung. Methoden Datengrundlage dieser Studie sind bundesweite Abrechnungsdaten (stationär/ambulant) des BKK-Landesverbands Nordwest. Untersuchungsregion war die Region Ahrweiler, Untersuchungszeiträume jeweils das 3. Quartal der Jahre 2020 und 2021. Unter anderem mit Prevalence-Rate-Ratio-Tests wurde auf Grundlage von ICD-10-Kodierungen untersucht, welche Diagnosen (stationär/ambulant) räumlich und zeitlich in Assoziation mit dem Hochwasserereignis standen. Ergebnisse Die Ergebnisse zeigen im stationären Bereich eine deutliche Zunahme abgerechneter Leistungen in einigen Diagnosegruppen gegenüber dem Vorjahr. Verzeichnet wurden insbesondere Zunahmen bestimmter F‑Diagnosen ( psychische und Verhaltensstörungen ) und S‑Diagnosen ( Verletzungen ) sowie verschiedener Diagnoseschlüssel innerhalb der Z‑Kodierungen ( Faktoren, die den Gesundheitszustand beeinflussen und zur Inanspruchnahme des Gesundheitswesens führen ). Im ambulanten Sektor wurde in vielen Diagnosegruppen (F- und Z‑Diagnosen) eine Abnahme identifiziert. Diskussion Die Ergebnisse der Studie deuten darauf hin, dass vor allem die mentale Gesundheit der lokalen Bevölkerung und die Gesundheitsversorgung insgesamt (sektorspezifische Inanspruchnahme) vom Hochwasser beeinträchtigt wurden. Da Hochwasserereignisse zukünftig häufiger und stärker werden können, müssen die Maßnahmen zum Schutz der Bevölkerung und Gesundheitsinfrastruktur entsprechend angepasst werden.
... Cyclonic storms drive transmission because floodwater mobilizes pathogens in the environment and inundates water system infrastructure, which causes further contamination through ineffective treatment or sewage overflows (15,16). After cyclonic storms, high pathogen loads frequently are detected in floodwater (17,18) and in environmental and drinking water sources (19)(20)(21). Floods also can contaminate irrigation water used on crops (22); therefore, flood-driven contamination can influence transmission of pathogens that are predominantly foodborne. ...
Article
Full-text available
In the United States, tropical cyclones cause destructive flooding that can lead to adverse health outcomes. Storm-driven flooding contaminates environmental, recreational, and drinking water sources, but few studies have examined effects on specific infections over time. We used 23 years of exposure and case data to assess the effects of tropical cyclones on 6 waterborne diseases in a conditional quasi-Poisson model. We separately defined storm exposure for windspeed, rainfall, and proximity to the storm track. Exposure to storm-related rainfall was associated with a 48% (95% CI 27%-69%) increase in Shiga toxin-producing Escherichia coli infections 1 week after storms and a 42% (95% CI 22%-62%) in increase Legionnaires' disease 2 weeks after storms. Cryptosporidiosis cases increased 52% (95% CI 42%-62%) during storm weeks but declined over ensuing weeks. Cyclones are a risk to public health that will likely become more serious with climate change and aging water infrastructure systems.
... According to the WHO (2020), the risk of water-borne diseases increases when there is significant population displacement, when drinking water sources are compromised, and through direct contact with polluted waters; thus, disease outbreaks are more likely to happen in low-resource countries. Diarrheal infections and fever are two of the most commonly found water-borne diseases (Vollaard et al., 2004;Wade et al., 2004). Other common water-borne diseases include skin infections and upper respiratory infections caused by growth of mold following floods (Bich et al., 2011;Saulnier et al., 2018;Watson et al., 2007;Wu et al., 2015). ...
Article
Full-text available
Billions of people live in urban poverty, with many forced to reside in disaster‐prone areas. Research suggests that such disasters harm child nutrition and increase adult morbidity. However, little is known about impacts on mental health, particularly of people living in slums. In this paper we estimate the effects of flood disasters on the mental and physical health of poor adults and children in urban Indonesia. Our data come from the Indonesia Family Life Survey and new surveys of informal settlement residents. We find that urban poor populations experience increases in acute morbidities and depressive symptoms following floods, that the negative mental health effects last longer, and that the urban wealthy show no health effects from flood exposure. Further analysis suggests that worse economic outcomes may be partly responsible. Overall, the results provide a more nuanced understanding of the morbidities experienced by populations most vulnerable to increased disaster occurrence.
Article
Full-text available
Floods have affected billions worldwide. Yet, the indirect health impacts of floods on vulnerable groups, particularly women in the developing world, remain underexplored. Here, we evaluated the risk of pregnancy loss for women exposed to floods. We analyzed 90,465 individual pregnancy loss records from 33 developing countries, cross-referencing each with spatial-temporal flood databases. We found that gestational flood exposure is associated with increased pregnancy loss with an odds ratio of 1.08 (95% confidence interval: 1.04 - 1.11). This risk is pronounced for women outside the peak reproductive age range (<21 or >35) or during the mid and late-stage of pregnancy. The risk escalated for women dependent on surface water, with lower income or education levels. We estimated that, over the 2010s, gestational flood events might be responsible for approximately 107,888 (CIs: 53,944 - 148,345) excess pregnancy losses annually across 33 developing countries. Notably, there is a consistent upward trend in annual excess pregnancy losses from 2010 to 2020, and was more prominent over Central America, the Caribbean, South America, and South Asia. Our findings underscore the disparities in maternal and child health aggravated by flood events in an evolving climate.
Chapter
The literature indicates that flood hazards are exacerbated by rapid human expansion and climate change, and have substantial social and ecological impacts. Research in this domain has traditionally focused on regional-level impacts on humans and ecosystems. We focus this study on the local scale of households, investigating the impact of flood hazards on urban food insecurity in two communities in South Africa, Riverside and Power Town, both located in close proximity to each other on a broad estuarine floodplain, and each on opposite ends of the socioeconomic spectrum. This study further aims to add to the emerging body of knowledge on urban food security while incorporating the temporal effect of climate change hazards on urban food security. A case study mixed methods approach using a questionnaire and key informant survey was adopted to examine current levels of food security, underlying vulnerabilities, flood impacts and flood exposure of households. The Household Food Insecurity Access scale was used to measure food insecurity among households within each community. To investigate the relationship of several socioeconomic and demographic variables on household food security status, Fisher’s exact tests of independence and a binary logistic regression analysis were applied. The results revealed that both communities were vulnerable to floods; however, varying vulnerability loads due to socioeconomic differences were observed. Vulnerability loads and linkages between underlying vulnerabilities are key components in designing safety nets and investigating scenarios of future flood event impacts on communities. The identification of underlying vulnerabilities was demonstrated in each community, and potential linkages were discussed. Key linkages of vulnerabilities within the socioeconomically disadvantaged community included severe food insecurity due to low livelihood security, a lack of diversity in food sources and a lack of appropriate social safety nets. Households on the opposite end of the socioeconomic scale did not present any challenges with regard to food security. However, flood perceptions revealed that these houses have experienced greater exposure to physical flood damage. The experience and response of both communities to floods highlights the need to include all households within a flood inundation zone in capacity building and the design of flood mitigation initiatives. The findings further reiterate the need to incorporate all underlying vulnerabilities in flood impact scenario analysis.KeywordsFood securityFloodsVulnerabilityLivelihood security
Article
Full-text available
Background Sanitary sewage overflows (SSOs) release raw sewage, which may contaminate the drinking water supply. Boil water advisories (BWAs) are issued during low or negative pressure events, alerting customers to potential contamination in the drinking water distribution system. Objective We evaluated the associations between SSOs and BWAs and diagnoses of gastrointestinal (GI) illness in Columbia, South Carolina, and neighboring communities, 2013–2017. Methods A symmetric bi-directional case-crossover study design was used to assess the role of SSOs and BWAs on Emergency Room and Urgent Care visits with a primary diagnosis of GI illness. Cases were considered exposed if an SSO or BWA occurred 0–4 days, 5–9 days, or 10–14 days prior to the diagnosis, within the same residential zip code. Effect modification was explored via stratification on participant-level factors (e.g., sex, race, age) and season (January-March versus April-December). Results There were 830 SSOs, 423 BWAs, and 25,969 cases of GI illness. Highest numbers of SSOs, BWAs and GI cases were observed in a zip code where >80% of residents identified as Black or African-American. SSOs were associated with a 13% increase in the odds of a diagnosis for GI illness during the 0–4 day hazard period, compared to control periods (Odds Ratio: 1.13, 95% Confidence Interval: 1.09, 1.18), while no associations were observed during the other hazard periods. BWAs were not associated with increased or decreased odds of GI illness during all three hazard periods. However, in stratified analyses BWAs issued between January-March were associated with higher odds of GI illness, compared to advisories issued between April-December, in all three hazard periods. Significance SSOs (all months) and BWAs (January-March) were associated with increased odds of a diagnosis of GI illness. Future research should examine sewage contamination of the drinking water distribution system, and mechanisms of sewage intrusion from SSOs. Impact Sewage contains pathogens, which cause gastrointestinal (GI) illness. In Columbia, South Carolina, USA, between 2013–2017, there were 830 sanitary sewage overflows (SSOs). There were also 423 boil water advisories, which were issued during negative pressure events. Using case-crossover design, SSOs (all months) and boil water advisories (January-March) were associated with increased odds of Emergency Room and Urgent Care diagnoses of GI illness, potentially due to contamination of the drinking water distribution system. Lastly, we identified a community where >80% of residents identified as Black or African-American, which experienced a disproportionate burden of sewage exposure, compared to the rest of Columbia.
Article
Full-text available
Background An increasing severity of extreme storms and more intense seasonal flooding are projected consequences of climate change in the United States. In addition to the immediate destruction caused by storm surges and catastrophic flooding, these events may also increase the risk of infectious disease transmission. We aimed to determine the association between extreme and seasonal floods and hospitalizations for Legionnaires’ disease in 25 US states during 2000–2011. Methods We used a nonparametric bootstrap approach to examine the association between Legionnaires’ disease hospitalizations and extreme floods, defined by multiple hydrometeorological variables. We also assessed the effect of extreme flooding associated with named cyclonic storms on hospitalizations in a generalized linear mixed model (GLMM) framework. To quantify the effect of seasonal floods, we used multi-model inference to identify the most highly weighted flood-indicator variables and evaluated their effects on hospitalizations in a GLMM. Results We found a 32% increase in monthly hospitalizations at sites that experienced cyclonic storms, compared to sites in months without storms. Hospitalizations in months with extreme precipitation were in the 89th percentile of the bootstrapped distribution of monthly hospitalizations. Soil moisture and precipitation were the most highly weighted variables identified by multi-model inference and were included in the final model. A 1-standard deviation (SD) increase in average monthly soil moisture was associated with a 49% increase in hospitalizations; in the same model, a 1-SD increase in precipitation was associated with a 26% increase in hospitalizations. Conclusions This analysis is the first to examine the effects of flooding on hospitalizations for Legionnaires’ disease in the United States using a range of flood-indicator variables and flood definitions. We found evidence that extreme and seasonal flooding is associated with increased hospitalizations; further research is required to mechanistically establish whether floodwaters contaminated with Legionella bacteria drive transmission.
Article
Outbreaks of climate-sensitive infectious diseases (CSID) in the aftermath of extreme climatic events, such as floods, droughts, tropical cyclones, and heatwaves, are of high public health concern. Recent advances in forecasting of extreme climatic events have prompted a growing interest in the development of prediction models to anticipate CSID risk, yet the evidence base linking extreme climate events to CSID outbreaks to date has not been collated and synthesized. This review identifies potential hydrometeorological triggers of outbreaks and highlights gaps in knowledge on the causal chain between extreme events and outbreaks. We found higher evidence and higher agreement on the links between extreme climatic events and water-borne diseases than for vector-borne diseases. In addition, we found a substantial lack of evidence on the links between extreme climatic events and underlying vulnerability and exposure factors. This review helps inform trigger design for CSID prediction models for anticipatory public health action.
Article
Full-text available
The objective of this study was to assess if drinking water meeting currently accepted microbiological standards is the source of gastrointestinal illnesses and to attempt to identify the source(s) of these illnesses. A randomized prospective study was conducted over a period of 16 months (September 1993-December 1994) in a middle class suburban community served by a single water filtration plant. A representative sample of 1400 families were selected and randomly allocated in four groups of 350, to the following regimens: (1) tap water; (2) tap water from a continuously purged tap; (3) bottled plant water; (4) purified bottled water (tap water treated by reverse osmosis or spring water). The water treatment plant produced wather that met or exceeded current North American regulations for drinking water quality. The distribution system was found to be in compliance for both coliforms and chlorine. Using the purified water group as the baseline, the excess of gastrointestinal illness associated with tap water was 14% in the tap group and 19% in the tap-valve group. Children 2-5 years old were the most affected with an excess of 17% in the tap group and 40% in the tap-valve group. Mottled plant water was not the source of any increase in the incidence of gastrointestinal illnesses, even if it contained very high levels of heterotrophic bacteria after two weeks. The data collected suggest that 14-40% of the gastrointestinal illnesses are attributable to tap water meeting current standards and that the water distribution system appears to be partly responsible for these illnesses.
Article
Full-text available
During a prospective epidemiological study of gastrointestinal health effects associated with the consumption of drinking water produced by reverse-osmosis domestic units, a correlation was demonstrated between the bacterial counts on R2A medium incubated at 35 degrees C and the reported gastrointestinal symptoms in families who used these units. A univariate correlation was found with bacterial counts on R2A medium at 20 degrees C but was confounded by the bacterial counts at 35 degrees C. Other variables, such as family size and amount of water consumed, were not independently explanatory of the rate of illness. These observations raise concerns for the possibility of increased disease associated with certain point-of-use treatment devices for domestic use when high levels of bacterial growth occur.
Article
This paper proposes an extension of generalized linear models to the analysis of longitudinal data. We introduce a class of estimating equations that give consistent estimates of the regression parameters and of their variance under mild assumptions about the time dependence. The estimating equations are derived without specifying the joint distribution of a subject's observations yet they reduce to the score equations for niultivariate Gaussian outcomes. Asymptotic theory is presented for the general class of estimators. Specific cases in which we assume independence, m-dependence and exchangeable correlation structures from each subject are discussed. Efficiency of the pioposecl estimators in two simple situations is considered. The approach is closely related to quasi-likelihood.
Article
Examination of naturally occurring C. parvum oocysts from environmental water samples has previously been hampered by the inability to determine the public health significance of detected organisms. As a result the safety of drinking water supplies was in question. These limitations have been resolved through the development and application of a method that incorporates immunomagnetic separation (IMS) and an infectivity determination using an integrated cell culture, polymerase chain reaction assay (CC-PCR). Briefly, the method concentrates water samples by filtration or centrifugation and isolates oocysts by IMS. An acidified Hank's balanced salt solution (HBSS) containing 1% trypsin was used for the dissociation of captured oocysts from the IMS beads. In vitro HCT-8 cell culture of purified oocysts was performed in 96-well microtiter plates and infected cells were detected using PCR primers specific for C. parvum. A total of 242 raw source waters or filter backwash water samples from twenty five sites in the U.S. were analyzed to validate the procedure. Oocyst seeded in raw and filter backwash water samples were used to evaluate recovery efficiencies and performance of the CC-PCR protocol with different water quality matrices. The CC-PCR detected infectious Cryptosporidium parvum in 6 of 121 (5.0%) raw and 9 of 122 (7.4%) filter backwash water samples. All CC-PCR positive samples were confirmed by cloning and DNA sequence analysis of the PCR products. Isolates were shown to originate from human and animal sources. Grouping of genotypes permitted evaluation of strain diversification and variation. Current studies are using this technique to examine oocysts in various watersheds and in the finished drinking water of over 80 surface water treatment plants.
Article
Humanitarian emergencies, including natural and human-made disasters, conflicts and complex emergencies, constitute what has traditionally been considered the main threat to health security worldwide. Each year millions of people are affected by natural and man-made disasters around the world. Tornados, hurricanes, heavy rains and earthquakes resulted in tens of thousands of deaths and many more affected. Indeed, disasters would not be disastrous if it were not for their effect on the human population. Links between the natural environment and human health have been suggested for centuries. Disasters throughout history have had significant impact on the numbers, health status and life style of populations. It induce: Deaths, Severe injuries, requiring extensive treatments, Increased risk of communicable diseases, Damage to the health facilities, Damage to the water systems, Food shortage, Population movements. The authors focused on the natural disasters, caused by natural forces rather than by acts associated with human behavior and that affect a large population in a widespread geographic region. Describing the general effects of disasters on health, it does not pretend to cover every contingency. Review of recent literature on humanitarian emergencies has shown that the public health consequences of natural disasters are complex. Disasters directly impact the health of the population resulting in physical trauma, acute disease and emotional trauma. In addition, disasters may increase the morbidity and mortality associated with chronic disease and infectious disease through the impact on the health care system.
Article
Occurrence of acute enteric illnesses was examined in Tecumseh, Michigan, during the period 1965-1971. Incidence of illness was highest under age 3 years, fell thereafter and rose again during the age group 20-29 years. Below age 3 years, frequency was higher in males than in females, but above that age the pattern was reversed. Overall, the incidence of illness was 1.2 per person year. Approximately 65 per cent of illnesses occurred in the autumn-winter, and the remainder in spring-summer. Activity restriction was observed in 52 per cent of illnesses. Respiratory symptoms were reported in 27 per cent of enteric illnesses. The enteric-respiratory illness complex, which appeared to be a distinct entity, was more severe than other illnesses in term of activity restriction, fever, physician consultation and duration. A portion of the respiratory illnesses associated with the isolation of certain respiratory agents was found to include distinct enteric symptoms.