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1.
Nature ; 570(7760): 189-193, 2019 06.
Article in English | MEDLINE | ID: mdl-31092927

ABSTRACT

HIV/AIDS is a leading cause of disease burden in sub-Saharan Africa. Existing evidence has demonstrated that there is substantial local variation in the prevalence of HIV; however, subnational variation has not been investigated at a high spatial resolution across the continent. Here we explore within-country variation at a 5 × 5-km resolution in sub-Saharan Africa by estimating the prevalence of HIV among adults (aged 15-49 years) and the corresponding number of people living with HIV from 2000 to 2017. Our analysis reveals substantial within-country variation in the prevalence of HIV throughout sub-Saharan Africa and local differences in both the direction and rate of change in HIV prevalence between 2000 and 2017, highlighting the degree to which important local differences are masked when examining trends at the country level. These fine-scale estimates of HIV prevalence across space and time provide an important tool for precisely targeting the interventions that are necessary to bringing HIV infections under control in sub-Saharan Africa.


Subject(s)
Geographic Mapping , HIV Infections/epidemiology , Adolescent , Adult , Africa South of the Sahara/epidemiology , Female , HIV Infections/prevention & control , Humans , Male , Middle Aged , Prevalence , Public Health/statistics & numerical data , Public Health/trends , Young Adult
2.
Proc Natl Acad Sci U S A ; 118(51)2021 12 21.
Article in English | MEDLINE | ID: mdl-34903656

ABSTRACT

The US COVID-19 Trends and Impact Survey (CTIS) is a large, cross-sectional, internet-based survey that has operated continuously since April 6, 2020. By inviting a random sample of Facebook active users each day, CTIS collects information about COVID-19 symptoms, risks, mitigating behaviors, mental health, testing, vaccination, and other key priorities. The large scale of the survey-over 20 million responses in its first year of operation-allows tracking of trends over short timescales and allows comparisons at fine demographic and geographic detail. The survey has been repeatedly revised to respond to emerging public health priorities. In this paper, we describe the survey methods and content and give examples of CTIS results that illuminate key patterns and trends and help answer high-priority policy questions relevant to the COVID-19 epidemic and response. These results demonstrate how large online surveys can provide continuous, real-time indicators of important outcomes that are not subject to public health reporting delays and backlogs. The CTIS offers high value as a supplement to official reporting data by supplying essential information about behaviors, attitudes toward policy and preventive measures, economic impacts, and other topics not reported in public health surveillance systems.


Subject(s)
COVID-19 Testing/statistics & numerical data , COVID-19/epidemiology , Health Status Indicators , Adult , Aged , COVID-19/diagnosis , COVID-19/prevention & control , COVID-19/transmission , COVID-19 Vaccines , Cross-Sectional Studies , Epidemiologic Methods , Female , Humans , Male , Middle Aged , Patient Acceptance of Health Care/statistics & numerical data , Social Media/statistics & numerical data , United States/epidemiology , Young Adult
3.
Proc Natl Acad Sci U S A ; 118(51)2021 12 21.
Article in English | MEDLINE | ID: mdl-34903657

ABSTRACT

Simultaneously tracking the global impact of COVID-19 is challenging because of regional variation in resources and reporting. Leveraging self-reported survey outcomes via an existing international social media network has the potential to provide standardized data streams to support monitoring and decision-making worldwide, in real time, and with limited local resources. The University of Maryland Global COVID-19 Trends and Impact Survey (UMD-CTIS), in partnership with Facebook, has invited daily cross-sectional samples from the social media platform's active users to participate in the survey since its launch on April 23, 2020. We analyzed UMD-CTIS survey data through December 20, 2020, from 31,142,582 responses representing 114 countries/territories weighted for nonresponse and adjusted to basic demographics. We show consistent respondent demographics over time for many countries/territories. Machine Learning models trained on national and pooled global data verified known symptom indicators. COVID-like illness (CLI) signals were correlated with government benchmark data. Importantly, the best benchmarked UMD-CTIS signal uses a single survey item whereby respondents report on CLI in their local community. In regions with strained health infrastructure but active social media users, we show it is possible to define COVID-19 impact trajectories using a remote platform independent of local government resources. This syndromic surveillance public health tool is the largest global health survey to date and, with brief participant engagement, can provide meaningful, timely insights into the global COVID-19 pandemic at a local scale.


Subject(s)
COVID-19/epidemiology , Public Health Surveillance/methods , Social Media , COVID-19/diagnosis , COVID-19 Testing , Cross-Sectional Studies , Epidemiologic Methods , Humans , Internationality , Machine Learning , Pandemics/statistics & numerical data
4.
J Infect Dis ; 224(12 Suppl 2): S848-S855, 2021 12 20.
Article in English | MEDLINE | ID: mdl-34528677

ABSTRACT

BACKGROUND: The association between childhood diarrheal disease and linear growth faltering in developing countries is well described. However, the impact attributed to specific pathogens has not been elucidated, nor has the impact of recommended antibiotic treatment. METHODS: The Global Enteric Multicenter Study enrolled children with moderate to severe diarrhea (MSD) seeking healthcare at 7 sites in sub-Saharan Africa and South Asia. At enrollment, we collected stool samples to identify enteropathogens. Length/height was measured at enrollment and follow-up, approximately 60 days later, to calculate change in height-for-age z scores (ΔHAZ). The association of pathogens with ΔHAZ was tested using linear mixed effects regression models. RESULTS: Among 8077 MSD cases analyzed, the proportion with stunting (HAZ below -1) increased from 59% at enrollment to 65% at follow-up (P < .0001). Pathogens significantly associated with linear growth decline included Cryptosporidium (P < .001), typical enteropathogenic Escherichia coli (P = .01), and untreated Shigella (P = .009) among infants (aged 0-11 months) and enterotoxigenic E. coli encoding heat-stable toxin (P < .001) and Cryptosporidium (P = .03) among toddlers (aged 12-23 months). Shigella-infected toddlers given antibiotics had improved linear growth (P = .02). CONCLUSIONS: Linear growth faltering among children aged 0-23 months with MSD is associated with specific pathogens and can be mitigated with targeted treatment strategies, as demonstrated for Shigella.


Subject(s)
Anti-Bacterial Agents/therapeutic use , Cryptosporidiosis/drug therapy , Cryptosporidium/pathogenicity , Diarrhea/drug therapy , Escherichia coli/pathogenicity , Growth Disorders/etiology , Shigella/pathogenicity , Case-Control Studies , Child , Cryptosporidium/isolation & purification , Diarrhea/epidemiology , Diarrhea/microbiology , Escherichia coli/isolation & purification , Female , Humans , Infant , Male , Shigella/isolation & purification
5.
N Engl J Med ; 379(12): 1128-1138, 2018 09 20.
Article in English | MEDLINE | ID: mdl-30231224

ABSTRACT

BACKGROUND: Diarrheal diseases are the third leading cause of disease and death in children younger than 5 years of age in Africa and were responsible for an estimated 30 million cases of severe diarrhea (95% credible interval, 27 million to 33 million) and 330,000 deaths (95% credible interval, 270,000 to 380,000) in 2015. The development of targeted approaches to address this burden has been hampered by a paucity of comprehensive, fine-scale estimates of diarrhea-related disease and death among and within countries. METHODS: We produced annual estimates of the prevalence and incidence of diarrhea and diarrhea-related mortality with high geographic detail (5 km2) across Africa from 2000 through 2015. Estimates were created with the use of Bayesian geostatistical techniques and were calibrated to the results from the Global Burden of Diseases, Injuries, and Risk Factors Study 2016. RESULTS: The results revealed geographic inequality with regard to diarrhea risk in Africa. Of the estimated 330,000 childhood deaths that were attributable to diarrhea in 2015, more than 50% occurred in 55 of the 782 first-level administrative subdivisions (e.g., states). In 2015, mortality rates among first-level administrative subdivisions in Nigeria differed by up to a factor of 6. The case fatality rates were highly varied at the national level across Africa, with the highest values observed in Benin, Lesotho, Mali, Nigeria, and Sierra Leone. CONCLUSIONS: Our findings showed concentrated areas of diarrheal disease and diarrhea-related death in countries that had a consistently high burden as well as in countries that had considerable national-level reductions in diarrhea burden. (Funded by the Bill and Melinda Gates Foundation.).


Subject(s)
Diarrhea/epidemiology , Africa/epidemiology , Bayes Theorem , Child, Preschool , Diarrhea/mortality , Geography, Medical , Humans , Incidence , Infant , Mortality/trends , Prevalence
6.
Lancet ; 390(10108): 2171-2182, 2017 Nov 11.
Article in English | MEDLINE | ID: mdl-28958464

ABSTRACT

BACKGROUND: During the Millennium Development Goal (MDG) era, many countries in Africa achieved marked reductions in under-5 and neonatal mortality. Yet the pace of progress toward these goals substantially varied at the national level, demonstrating an essential need for tracking even more local trends in child mortality. With the adoption of the Sustainable Development Goals (SDGs) in 2015, which established ambitious targets for improving child survival by 2030, optimal intervention planning and targeting will require understanding of trends and rates of progress at a higher spatial resolution. In this study, we aimed to generate high-resolution estimates of under-5 and neonatal all-cause mortality across 46 countries in Africa. METHODS: We assembled 235 geographically resolved household survey and census data sources on child deaths to produce estimates of under-5 and neonatal mortality at a resolution of 5 × 5 km grid cells across 46 African countries for 2000, 2005, 2010, and 2015. We used a Bayesian geostatistical analytical framework to generate these estimates, and implemented predictive validity tests. In addition to reporting 5 × 5 km estimates, we also aggregated results obtained from these estimates into three different levels-national, and subnational administrative levels 1 and 2-to provide the full range of geospatial resolution that local, national, and global decision makers might require. FINDINGS: Amid improving child survival in Africa, there was substantial heterogeneity in absolute levels of under-5 and neonatal mortality in 2015, as well as the annualised rates of decline achieved from 2000 to 2015. Subnational areas in countries such as Botswana, Rwanda, and Ethiopia recorded some of the largest decreases in child mortality rates since 2000, positioning them well to achieve SDG targets by 2030 or earlier. Yet these places were the exception for Africa, since many areas, particularly in central and western Africa, must reduce under-5 mortality rates by at least 8·8% per year, between 2015 and 2030, to achieve the SDG 3.2 target for under-5 mortality by 2030. INTERPRETATION: In the absence of unprecedented political commitment, financial support, and medical advances, the viability of SDG 3.2 achievement in Africa is precarious at best. By producing under-5 and neonatal mortality rates at multiple levels of geospatial resolution over time, this study provides key information for decision makers to target interventions at populations in the greatest need. In an era when precision public health increasingly has the potential to transform the design, implementation, and impact of health programmes, our 5 × 5 km estimates of child mortality in Africa provide a baseline against which local, national, and global stakeholders can map the pathways for ending preventable child deaths by 2030. FUNDING: Bill & Melinda Gates Foundation.


Subject(s)
Cause of Death , Child Mortality/trends , Conservation of Natural Resources , Infant Mortality/trends , Africa, Western , Age Factors , Bayes Theorem , Child, Preschool , Developing Countries , Female , Goals , Humans , Infant , Infant, Newborn , Male , Population Surveillance , Predictive Value of Tests , Risk Assessment , Sex Factors
7.
PLoS Med ; 13(5): e1002010, 2016 May.
Article in English | MEDLINE | ID: mdl-27138888

ABSTRACT

BACKGROUND: Diarrheal disease is the second leading cause of disease in children less than 5 y of age. Poor water, sanitation, and hygiene conditions are the primary routes of exposure and infection. Sanitation and hygiene interventions are estimated to generate a 36% and 48% reduction in diarrheal risk in young children, respectively. Little is known about whether the number of households sharing a sanitation facility affects a child's risk of diarrhea. The objective of this study was to describe sanitation and hygiene access across the Global Enteric Multicenter Study (GEMS) sites in Africa and South Asia and to assess sanitation and hygiene exposures, including shared sanitation access, as risk factors for moderate-to-severe diarrhea (MSD) in children less than 5 y of age. METHODS/FINDINGS: The GEMS matched case-control study was conducted between December 1, 2007, and March 3, 2011, at seven sites in Basse, The Gambia; Nyanza Province, Kenya; Bamako, Mali; Manhiça, Mozambique; Mirzapur, Bangladesh; Kolkata, India; and Karachi, Pakistan. Data was collected for 8,592 case children aged <5 y old experiencing MSD and for 12,390 asymptomatic age, gender, and neighborhood-matched controls. An MSD case was defined as a child with a diarrheal illness <7 d duration comprising ≥3 loose stools in 24 h and ≥1 of the following: sunken eyes, skin tenting, dysentery, intravenous (IV) rehydration, or hospitalization. Site-specific conditional logistic regression models were used to explore the association between sanitation and hygiene exposures and MSD. Most households at six sites (>93%) had access to a sanitation facility, while 70% of households in rural Kenya had access to a facility. Practicing open defecation was a risk factor for MSD in children <5 y old in Kenya. Sharing sanitation facilities with 1-2 or ≥3 other households was a statistically significant risk factor for MSD in Kenya, Mali, Mozambique, and Pakistan. Among those with a designated handwashing area near the home, soap or ash were more frequently observed at control households and were significantly protective against MSD in Mozambique and India. CONCLUSIONS: This study suggests that sharing a sanitation facility with just one to two other households can increase the risk of MSD in young children, compared to using a private facility. Interventions aimed at increasing access to private household sanitation facilities may reduce the burden of MSD in children. These findings support the current World Health Organization/ United Nations Children's Emergency Fund (UNICEF) system that categorizes shared sanitation as unimproved.


Subject(s)
Diarrhea/epidemiology , Hygiene , Sanitation/statistics & numerical data , Africa/epidemiology , Asia/epidemiology , Case-Control Studies , Child, Preschool , Diarrhea/etiology , Female , Humans , Infant , Infant, Newborn , Male , Risk Factors
8.
Emerg Infect Dis ; 21(2): 242-50, 2015 Feb.
Article in English | MEDLINE | ID: mdl-25625766

ABSTRACT

Pathogens in the gastrointestinal tract exist within a vast population of microbes. We examined associations between pathogens and composition of gut microbiota as they relate to Shigella spp./enteroinvasive Escherichia coli infection. We analyzed 3,035 stool specimens (1,735 nondiarrheal and 1,300 moderate-to-severe diarrheal) from the Global Enteric Multicenter Study for 9 enteropathogens. Diarrheal specimens had a higher number of enteropathogens (diarrheal mean 1.4, nondiarrheal mean 0.95; p<0.0001). Rotavirus showed a negative association with Shigella spp. in cases of diarrhea (odds ratio 0.31, 95% CI 0.17-0.55) and had a large combined effect on moderate-to-severe diarrhea (odds ratio 29, 95% CI 3.8-220). In 4 Lactobacillus taxa identified by 16S rRNA gene sequencing, the association between pathogen and disease was decreased, which is consistent with the possibility that Lactobacillus spp. are protective against Shigella spp.-induced diarrhea. Bacterial diversity of gut microbiota was associated with diarrhea status, not high levels of the Shigella spp. ipaH gene.


Subject(s)
Dysentery, Bacillary/epidemiology , Dysentery, Bacillary/microbiology , Microbiota , Shigella/genetics , Age Factors , Biodiversity , Case-Control Studies , Child, Preschool , Developing Countries , Diarrhea/diagnosis , Diarrhea/epidemiology , Diarrhea/microbiology , Dysentery, Bacillary/diagnosis , Feces/microbiology , Feces/virology , Gastrointestinal Tract/microbiology , Gastrointestinal Tract/virology , Genes, Bacterial , Humans , Infant , Infant, Newborn , Metagenome , Odds Ratio , RNA, Ribosomal, 16S/genetics , Risk , Severity of Illness Index , Shigella/classification
9.
Clin Infect Dis ; 59(7): 933-41, 2014 Oct.
Article in English | MEDLINE | ID: mdl-24958238

ABSTRACT

BACKGROUND: Shigella, a major diarrheal disease pathogen worldwide, is the target of vaccine development. The Global Enteric Multicenter Study (GEMS) investigated burden and etiology of moderate-to-severe diarrheal disease in children aged <60 months and matched controls without diarrhea during 3 years at 4 sites in Africa and 3 in Asia. Shigella was 1 of the 4 most common pathogens across sites and age strata. GEMS Shigella serotypes are reviewed to guide vaccine development. METHODS: Subjects' stool specimens/rectal swabs were transported to site laboratories in transport media and plated onto xylose lysine desoxycholate and MacConkey agar. Suspect Shigella colonies were identified by biochemical tests and agglutination with antisera. Shigella isolates were shipped to the GEMS Reference Laboratory (Baltimore, MD) for confirmation and serotyping of S. flexneri; one-third of isolates were sent to the Centers for Disease Control and Prevention for quality control. RESULTS: Shigella dysenteriae and S. boydii accounted for 5.0% and 5.4%, respectively, of 1130 Shigella case isolates; S. flexneri comprised 65.9% and S. sonnei 23.7%. Five serotypes/subserotypes comprised 89.4% of S. flexneri, including S. flexneri 2a, S. flexneri 6, S. flexneri 3a, S. flexneri 2b, and S. flexneri 1b. CONCLUSIONS: A broad-spectrum Shigella vaccine must protect against S. sonnei and 15 S. flexneri serotypes/subserotypes. A quadrivalent vaccine with O antigens from S. sonnei, S. flexneri 2a, S. flexneri 3a, and S. flexneri 6 can provide broad direct coverage against these most common serotypes and indirect coverage against all but 1 (rare) remaining subserotype through shared S. flexneri group antigens.


Subject(s)
Drug Discovery/methods , Dysentery, Bacillary/epidemiology , Dysentery, Bacillary/microbiology , Shigella Vaccines/immunology , Shigella Vaccines/isolation & purification , Shigella/classification , Shigella/isolation & purification , Africa/epidemiology , Agglutination Tests , Asia/epidemiology , Bacterial Typing Techniques , Case-Control Studies , Child, Preschool , Female , Humans , Infant , Infant, Newborn , Male , Serotyping
10.
Lancet ; 382(9888): 209-22, 2013 Jul 20.
Article in English | MEDLINE | ID: mdl-23680352

ABSTRACT

BACKGROUND: Diarrhoeal diseases cause illness and death among children younger than 5 years in low-income countries. We designed the Global Enteric Multicenter Study (GEMS) to identify the aetiology and population-based burden of paediatric diarrhoeal disease in sub-Saharan Africa and south Asia. METHODS: The GEMS is a 3-year, prospective, age-stratified, matched case-control study of moderate-to-severe diarrhoea in children aged 0-59 months residing in censused populations at four sites in Africa and three in Asia. We recruited children with moderate-to-severe diarrhoea seeking care at health centres along with one to three randomly selected matched community control children without diarrhoea. From patients with moderate-to-severe diarrhoea and controls, we obtained clinical and epidemiological data, anthropometric measurements, and a faecal sample to identify enteropathogens at enrolment; one follow-up home visit was made about 60 days later to ascertain vital status, clinical outcome, and interval growth. FINDINGS: We enrolled 9439 children with moderate-to-severe diarrhoea and 13,129 control children without diarrhoea. By analysing adjusted population attributable fractions, most attributable cases of moderate-to-severe diarrhoea were due to four pathogens: rotavirus, Cryptosporidium, enterotoxigenic Escherichia coli producing heat-stable toxin (ST-ETEC; with or without co-expression of heat-labile enterotoxin), and Shigella. Other pathogens were important in selected sites (eg, Aeromonas, Vibrio cholerae O1, Campylobacter jejuni). Odds of dying during follow-up were 8·5-fold higher in patients with moderate-to-severe diarrhoea than in controls (odd ratio 8·5, 95% CI 5·8-12·5, p<0·0001); most deaths (167 [87·9%]) occurred during the first 2 years of life. Pathogens associated with increased risk of case death were ST-ETEC (hazard ratio [HR] 1·9; 0·99-3·5) and typical enteropathogenic E coli (HR 2·6; 1·6-4·1) in infants aged 0-11 months, and Cryptosporidium (HR 2·3; 1·3-4·3) in toddlers aged 12-23 months. INTERPRETATION: Interventions targeting five pathogens (rotavirus, Shigella, ST-ETEC, Cryptosporidium, typical enteropathogenic E coli) can substantially reduce the burden of moderate-to-severe diarrhoea. New methods and accelerated implementation of existing interventions (rotavirus vaccine and zinc) are needed to prevent disease and improve outcomes. FUNDING: The Bill & Melinda Gates Foundation.


Subject(s)
Bacterial Infections/mortality , Diarrhea/microbiology , Diarrhea/mortality , Rotavirus Infections/mortality , Africa South of the Sahara , Asia, Western/epidemiology , Case-Control Studies , Child, Preschool , Cost of Illness , Developing Countries , Diarrhea, Infantile/microbiology , Diarrhea, Infantile/mortality , Female , Humans , Infant , Male , Prospective Studies
11.
Clin Infect Dis ; 55 Suppl 4: S246-53, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169937

ABSTRACT

The Global Enteric Multicenter Study (GEMS) is an investigation of the burden (number of cases and incidence) of moderate-to-severe diarrhea (MSD) in children <60 months of age at 7 sites in sub-Saharan Africa and South Asia. The population attributable fraction for a putative pathogen, either unadjusted or adjusted for other pathogens, is estimated using the proportion of MSD cases from whom the pathogen was isolated and the odds ratio for MSD and the pathogen from conditional logistic regression modeling. The adjusted attributable fraction, proportion of MSD cases taken to a sentinel health center (SHC), number of cases presenting to an SHC, and the site's population are used to estimate the annual number of MSD cases and MSD incidence rate attributable to a pathogen or group of pathogens. Associations with death and nutritional outcomes, ascertained at follow-up visits to case and control households, are evaluated both in MSD cases and in the population.


Subject(s)
Diarrhea/epidemiology , Diarrhea/microbiology , Multicenter Studies as Topic/methods , Statistics as Topic/methods , Africa South of the Sahara/epidemiology , Asia, Western/epidemiology , Case-Control Studies , Child, Preschool , Diarrhea/therapy , Hospitals , Humans , Infant , Treatment Outcome
12.
Clin Infect Dis ; 55 Suppl 4: S254-61, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169938

ABSTRACT

The Cooperative Studies Program Coordinating Center provided the data management, administrative, and statistical support to the Global Enteric Multicenter Study (GEMS). The GEMS study, the largest epidemiological study in the diarrheal disease area among children <5 years of age, was carried out in 4 African countries and 3 Asian countries. Given the geographical and geopolitical differences among the countries, the administration of a centralized data management operation was a major challenge. The sheer volume of the data that were collected, regular transfer of the data to a centralized database, and the cleaning of the same also posed some challenges. This paper outlines the details of the support that the data coordinating center provided and the challenges faced during the course of the study.


Subject(s)
Database Management Systems , Databases, Factual , Diarrhea/epidemiology , Multicenter Studies as Topic/methods , Case-Control Studies , Child, Preschool , Humans , Infant
13.
Clin Infect Dis ; 55 Suppl 4: S225-31, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169935

ABSTRACT

The overall aim of the Global Enteric Multicenter Study-1 (GEMS-1) is to identify the etiologic agents associated with moderate-to-severe diarrhea (MSD) among children <5 years of age, and thereby the attributable pathogen-specific population-based incidence of MSD, to guide investments in research and public health interventions against diarrheal disease. To accomplish this, 9 core assumptions were vetted through widespread consultation: (1) a limited number of etiologic agents may be responsible for most MSD; (2) a definition of MSD can be crafted that encompasses cases that might otherwise be fatal in the community without treatment; (3) MSD seen at sentinel centers is a proxy for fatal diarrheal disease in the community; (4) matched case/control is the appropriate epidemiologic design; (5) methods across the sites can be standardized and rigorous quality control maintained; (6) a single 60-day postenrollment visit to case and control households creates mini-cohorts, allowing comparisons; (7) broad support for GEMS-1 messages can be achieved by incorporating advice from public health spokespersons; (8) results will facilitate the setting of investment and intervention priorities; and (9) wide acceptance and dissemination of the GEMS-1 results can be achieved.


Subject(s)
Diarrhea, Infantile/epidemiology , Diarrhea/epidemiology , Epidemiologic Research Design , Multicenter Studies as Topic/methods , Case-Control Studies , Child, Preschool , Clinical Laboratory Techniques , Diarrhea/diagnosis , Diarrhea/microbiology , Diarrhea, Infantile/diagnosis , Diarrhea, Infantile/microbiology , Global Health , Hospitals , Humans , Infant , Sentinel Surveillance
14.
Clin Infect Dis ; 55 Suppl 4: S262-70, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169939

ABSTRACT

If individuals in a case/control study are subsequently observed as a cohort of cases and a cohort of controls, weighted regression analyses can be used to estimate the association between the exposures initially recorded and events occurring during the follow-up of the 2 cohorts. Such analyses can be conceptualized as being undertaken on a reconstructed source population from which cases and controls stem. To simulate this population, the cohort of cases is added to the cohort of controls expanded with the reciprocal of the case disease incidence odds (the sampling weight) to include all individuals in the source population who did not develop the case disease. We use a simulated dataset to illustrate how weighted generalized linear model regression can be used to estimate the association between an exposure captured during the case/control study component and an outcome that occurs during follow-up.


Subject(s)
Case-Control Studies , Epidemiologic Research Design , Follow-Up Studies , Risk Assessment/methods , Cohort Studies , Computer Simulation , Databases, Factual , Humans , Incidence , Linear Models , Mortality , Odds Ratio , Risk Factors
15.
Clin Infect Dis ; 55 Suppl 4: S317-26, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169944

ABSTRACT

Beyond the morbidity and mortality burden of childhood diarrhea in sub-Saharan African are significant economic costs to affected households. Using survey data from 3 of the 4 sites in sub-Saharan Africa (Gambia, Kenya, Mali) participating in the Global Enteric Multicenter Study (GEMS), we estimated the direct medical, direct nonmedical, and indirect (productivity losses) costs borne by households due to diarrhea in young children. Mean cost per episode was $2.63 in Gambia, $6.24 in Kenya, and $4.11 in Mali. Direct medical costs accounted for less than half of these costs. Mean costs understate the distribution of costs, with 10% of cases exceeding $6.50, $11.05, and $13.84 in Gambia, Kenya, and Mali. In all countries there was a trend toward lower costs among poorer households and in 2 of the countries for diarrheal illness affecting girls. For poor children and girls, this may reflect reduced household investment in care, which may result in increased risks of mortality.


Subject(s)
Diarrhea/economics , Diarrhea/epidemiology , Africa South of the Sahara/epidemiology , Analysis of Variance , Child, Preschool , Cost of Illness , Female , Humans , Infant , Infant, Newborn , Male , Multicenter Studies as Topic , Patient Acceptance of Health Care , Socioeconomic Factors
16.
Clin Infect Dis ; 55 Suppl 4: S327-35, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169945

ABSTRACT

In addition to being a major cause of mortality in South Asia, childhood diarrhea creates economic burden for affected households. We used survey data from sites in Bangladesh, India, and Pakistan to estimate the costs borne by households due to childhood diarrhea, including direct medical costs, direct nonmedical costs, and productivity losses. Mean cost per episode was $1.82 in Bangladesh, $3.33 in India, and $6.47 in Pakistan. The majority of costs for households were associated with direct medical costs from treatment. Mean costs understate the distribution of costs, with 10% of cases exceeding $6.61, $8.07, and $10.11 in Bangladesh, India, and Pakistan, respectively. In all countries there was a trend toward lower costs among poorer households and in India and Pakistan there were lower costs for episodes among girls. For both poor children and girls this may reflect rationing of care, which may result in increased risks of mortality.


Subject(s)
Diarrhea/economics , Diarrhea/epidemiology , Analysis of Variance , Asia, Western/epidemiology , Child, Preschool , Cost of Illness , Female , Humans , Infant , Infant, Newborn , Male , Patient Acceptance of Health Care , Socioeconomic Factors
17.
Clin Infect Dis ; 55 Suppl 4: S232-45, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23169936

ABSTRACT

BACKGROUND: Diarrhea is a leading cause of illness and death among children aged <5 years in developing countries. This paper describes the clinical and epidemiological methods used to conduct the Global Enteric Multicenter Study (GEMS), a 3-year, prospective, age-stratified, case/control study to estimate the population-based burden, microbiologic etiology, and adverse clinical consequences of acute moderate-to-severe diarrhea (MSD) among a censused population of children aged 0-59 months seeking care at health centers in sub-Saharan Africa and South Asia. METHODS: GEMS was conducted at 7 field sites, each serving a population whose demography and healthcare utilization practices for childhood diarrhea were documented. We aimed to enroll 220 MSD cases per year from selected health centers serving each site in each of 3 age strata (0-11, 12-23, and 24-59 months), along with 1-3 matched community controls. Cases and controls supplied clinical, epidemiologic, and anthropometric data at enrollment and again approximately 60 days later, and provided enrollment stool specimens for identification and characterization of potential diarrheal pathogens. Verbal autopsy was performed if a child died. Analytic strategies will calculate the fraction of MSD attributable to each pathogen and the incidence, financial costs, nutritional consequences, and case fatality overall and by pathogen. CONCLUSIONS: When completed, GEMS will provide estimates of the incidence, etiology, and outcomes of MSD among infants and young children in sub-Saharan Africa and South Asia. This information can guide development and implementation of public health interventions to diminish morbidity and mortality from diarrheal diseases.


Subject(s)
Diarrhea, Infantile/epidemiology , Diarrhea/epidemiology , Epidemiologic Research Design , Multicenter Studies as Topic/methods , Africa South of the Sahara/epidemiology , Asia, Western/epidemiology , Case-Control Studies , Child, Preschool , Developing Countries , Global Health , Humans , Infant , Surveys and Questionnaires
18.
Pediatr Infect Dis J ; 28(6): 503-9, 2009 Jun.
Article in English | MEDLINE | ID: mdl-19504734

ABSTRACT

BACKGROUND: Few community-based data exist on the frequency of cord infection signs in low resource settings, especially in Sub-Saharan Africa. We developed simple sign-based definitions of omphalitis and estimated incidence and risk factors for infection over a range of severity among neonates in Pemba, Zanzibar, Tanzania. METHODS: Infants' umbilical stump was assessed on days 1, 3, 5, 7, 10, and 14 after birth for presence of pus, redness, swelling, and foul odor. Infection incidence and proportion of affected infants was estimated for 6 separate combinations of these signs. Two definitions were examined for associations between infection and selected potential risk factors using multivariate analysis. RESULTS: Nine thousand five hundred fifty cord assessments (in 1653 infants) were conducted. The proportion of affected infants ranged from 16 (1.0%, moderate to severe redness with pus discharge) to 199 (12.0%, pus and foul odor), while single signs were observed in >20% of infants. Median time to onset of infection was 3 to 4 days; 90% of infections occurred by age 7 days. Breast-feeding within the first hour after birth was associated with lower risk of infection in multivariate analyses, while other maternal, and infant and care practices were generally not associated. CONCLUSIONS: Signs of omphalitis occur frequently and predominantly in the first week of life among newborns in Pemba, Tanzania. Infection definitions relying on single signs without classifying severity level may overestimate burden. Redness with pus or redness at the moderate or severe level if pus is absent is more appropriate for estimating burden or during evaluation of interventions to reduce infection.


Subject(s)
Infections/epidemiology , Umbilical Cord , Female , Humans , Incidence , Infant, Newborn , Infections/etiology , Male , Multivariate Analysis , Pregnancy , Risk Factors , Rural Population , Tanzania/epidemiology
19.
PLoS Negl Trop Dis ; 13(1): e0007037, 2019 01.
Article in English | MEDLINE | ID: mdl-30608930

ABSTRACT

BACKGROUND: Enterotoxigenic Escherichia coli (ETEC) encoding heat-stable enterotoxin (ST) alone or with heat-labile enterotoxin (LT) cause moderate-to-severe diarrhea (MSD) in developing country children. The Global Enteric Multicenter Study (GEMS) identified ETEC encoding ST among the top four enteropathogens. Since the GEMS objective was to provide evidence to guide development and implementation of enteric vaccines and other interventions to diminish diarrheal disease morbidity and mortality, we examined colonization factor (CF) prevalence among ETEC isolates from children age <5 years with MSD and from matched controls in four African and three Asian sites. We also assessed strength of association of specific CFs with MSD. METHODOLOGY/PRINCIPAL FINDINGS: MSD cases enrolled at healthcare facilities over three years and matched controls were tested in a standardized manner for many enteropathogens. To identify ETEC, three E. coli colonies per child were tested by polymerase chain reaction (PCR) to detect genes encoding LT, ST; confirmed ETEC were examined by PCR for major CFs (Colonization Factor Antigen I [CFA/I] or Coli Surface [CS] antigens CS1-CS6) and minor CFs (CS7, CS12, CS13, CS14, CS17, CS18, CS19, CS20, CS21, CS30). ETEC from 806 cases had a single toxin/CF profile in three tested strains per child. Major CFs, components of multiple ETEC vaccine candidates, were detected in 66.0% of LT/ST and ST-only cases and were associated with MSD versus matched controls by conditional logistic regression (p≤0.006); major CFs detected in only 25.0% of LT-only cases weren't associated with MSD. ETEC encoding exclusively CS14, identified among 19.9% of 291 ST-only and 1.5% of 259 LT/ST strains, were associated with MSD (p = 0.0011). No other minor CF exhibited prevalence ≥5% and significant association with MSD. CONCLUSIONS/SIGNIFICANCE: Major CF-based efficacious ETEC vaccines could potentially prevent up to 66% of pediatric MSD cases due to ST-encoding ETEC in developing countries; adding CS14 extends coverage to ~77%.


Subject(s)
Enterotoxigenic Escherichia coli/genetics , Enterotoxigenic Escherichia coli/isolation & purification , Escherichia coli Infections/epidemiology , Escherichia coli Infections/microbiology , Fimbriae Proteins/genetics , Virulence Factors/genetics , Africa/epidemiology , Asia/epidemiology , Case-Control Studies , Child, Preschool , Female , Genotype , Humans , Infant , Infant, Newborn , Male , Polymerase Chain Reaction , Prevalence
20.
Infect Drug Resist ; 11: 2095-2106, 2018.
Article in English | MEDLINE | ID: mdl-30464552

ABSTRACT

OBJECTIVES: During the period from December 2007 to November 2012, the epidemiology of diarrhea caused by Shigella was studied among children <5 years of age residing in Manhiça District, Southern Mozambique. MATERIALS AND METHODS: Children from 0 to 5 years with moderate-to-severe diarrhea (MSD) and less severe diarrhea (LSD) were enrolled along with matched controls (by age, gender, and neighborhood). Age-stratified logistic regression analyses were conducted to identify clinical features and risk factors associated with Shigella positivity in cases of diarrhea. The impact of antibiotic treatment was assessed for patients with known outcome. RESULTS: A total of 916 cases of MSD and 1979 matched controls, and 431 cases of LSD with equal number of controls were enrolled. Shigella was identified as significant pathogen in both cases of MSD and LSD compared to their respective controls. Shigella was detected in 3.9% (17/431) of LSD compared to 0.5% (2/431) in controls (P=0.001) and in 6.1% (56/916) of MSD cases compared to 0.2% (4/1979) in controls (P<0.0001), with an attributable fraction of 8.55% (95% CI: 7.86-9.24) among children aged 12-23 months. Clinical symptoms associated to Shigella among MSD cases included dysentery, fever, and rectal prolapse. Water availability, giving stored water to child, washing hands before preparing baby's food, and mother as caretaker were the protective factors against acquiring diarrhea caused by Shigella. Antibiotic treatment on admission was associated with a positive children outcome. CONCLUSION: Shigella remains a common pathogen associated with childhood diarrhea in Mozambique, with dysentery being a significant clinical feature of shigellosis. Adherence to the basic hygiene rules and the use of antibiotic treatment could contribute to the prevention of most of diarrhea due to Shigella.

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