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Background: A number of studies have detected relationships between weather and diarrhea. Few have investigated associations with specific enteric pathogens. Understanding pathogen-specific relationships with weather is crucial to inform public health in low-resource settings that are especially vulnerable to climate change.
Objectives: Our objectives were to identify weather and environmental risk factors associated with diarrhea and enteropathogen prevalence in young children in rural Bangladesh, a population with high diarrheal disease burden and vulnerability to weather shifts under climate change.
Methods: We matched temperature, precipitation, surface water, and humidity data to observational longitudinal data from a cluster-randomized trial that measured diarrhea and enteropathogen prevalence in children 6 months-5.5 years from 2012-2016. We fit generalized additive mixed models with cubic regression splines and restricted maximum likelihood estimation for smoothing parameters.
Results: Comparing weeks with 30°C versus 15°C average temperature, prevalence was 3.5% higher for diarrhea, 7.3% higher for Shiga toxin-producing Escherichia coli (STEC), 17.3% higher for enterotoxigenic E. coli (ETEC), and 8.0% higher for Cryptosporidium. Above-median weekly precipitation (median: 13mm; range: 0-396mm) was associated with 29% higher diarrhea (adjusted prevalence ratio 1.29, 95% CI 1.07, 1.55); higher Cryptosporidium, ETEC, STEC, Shigella, Campylobacter, Aeromonas, and adenovirus 40/41; and lower Giardia, sapovirus, and norovirus prevalence. Other associations were weak or null.
Discussion: Higher temperatures and precipitation were associated with higher prevalence of diarrhea and multiple enteropathogens; higher precipitation was associated with lower prevalence of some enteric viruses. Our findings emphasize the heterogeneity of the relationships between hydrometeorological variables and specific enteropathogens, which can be masked when looking at composite measures like all-cause diarrhea. Our results suggest that preventive interventions targeted to reduce enteropathogens just before and during the rainy season may more effectively reduce child diarrhea and enteric pathogen carriage in rural Bangladesh and in settings with similar meteorological characteristics, infrastructure, and enteropathogen transmission.
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http://dx.doi.org/10.1371/journal.pntd.0012157 | DOI Listing |
BMJ Open
September 2025
Centre for Non-communicable Diseases and Nutrition, BRAC University James P Grant School of Public Health, Dhaka, Bangladesh
Objective: The rising burden of non-communicable diseases (NCDs), including mental health disorders (MHDs) such as anxiety and depression, poses a significant public health challenge globally. Evidence suggests that both diabetes and hypertension, the two most prevalent NCDs, are linked to a higher prevalence of MHDs. However, there is a lack of evidence on prevalence of generalised anxiety disorder (GAD) and depression among adults living with both diabetes and hypertension in Bangladesh.
View Article and Find Full Text PDFFront Bioinform
August 2025
Artificial Intelligence and Cyber Futures Institute, Charles Stuart University, Bathurst, NSW, Australia.
Introduction: Alzheimer's disease (AD) is one of the most common neurodegenerative disabilities that often leads to memory loss, confusion, difficulty in language and trouble with motor coordination. Although several machine learning (ML) and deep learning (DL) algorithms have been utilized to identify Alzheimer's disease (AD) from MRI scans, precise classification of AD categories remains challenging as neighbouring categories share common features.
Methods: This study proposes transfer learning-based methods for extracting features from MRI scans for multi-class classification of different AD categories.
Trop Med Int Health
September 2025
Department of Population Science, Jatiya Kabi Kazi Nazrul Islam University, Mymensingh, Bangladesh.
Background: Ensuring a continuum of care in accessing antenatal to postnatal healthcare services is crucial for improving maternal and child health outcomes. This study aims to explore trends in the continuum of care over the years, both nationally and across regions; to provide district-level estimates; and to examine socio-economic disparities and determinants of continuum of care uptake in Bangladesh.
Methods: A total of 28,260 samples were analysed.
Environ Sci Pollut Res Int
September 2025
Department of Aquaculture, Faculty of Agriculture, Universiti Putra Malaysia (UPM), 43400, Selangor, Malaysia.
The use of pesticides for crop production leads to environmental contamination, adversely affecting water and sediment quality, as well as the health of the entire aquatic ecosystem; all of these pose serious public health concerns. Sungai Besar, Sekinchan, a key rice-producing area in Malaysia, has a notable agricultural history. Despite the widespread use of different pesticides, data on organochlorine residues in fish, water, and sediment are lacking.
View Article and Find Full Text PDFJ Occup Rehabil
September 2025
The National Centre for Education and Training on Addiction, Flinders University, Adelaide, South Australia, Australia.