Risk factors of anemia among preschool children in Ethiopia: a Bayesian geo-statistical model

Prevalence of nutritional anemia and its risk factors in children under five in the Gaza Strip

Background

The present study aimed to determine the prevalence of anemia and its associated risk factors among under-five children aged 24-59 months in Gaza Strip, Palestine.

Method

This cross-sectional study was conducted in 2023 before Gaza war, among a representative sample of under-five children. A total of 750 children, aged 24-59 months, were selected from all Gaza Strip governorates, using a cluster random sampling method. Children and their parents were assessed using an interview-based questionnaire, anthropometric measurements, biochemical measurements, and clinical examination. Statistical analysis was performed using SPSS version 25.

Results

The prevalence of anemia (Hb <11 g/dL) among under-five children was 35.6%. Of them, 77.5% had mild anemia and 22.5% had moderate anemia. The prevalence of iron deficiency anemia (IDA) (Hb <11 g/dL and SF <12 μg/L) among under-five children was 4.0%. Various risk factors were found to be statistically significant in relation to nutritional anemia. These included child-related factors such as age, weight, height, sibling arrangement, governorate, and place of residence. Family characteristics like the father's age, smoking habits, the mother's education, employment, marital history, income, housing ownership, and a history of anemia during pregnancy also played a role. Additionally, dietary factors such as tea, meat, crisps, cola, fruits, breastfeeding practices, malnutrition, appetite, and hereditary diseases were significantly associated with anemia in these children (p-values <0.05 for all).

Conclusion

Our study clearly demonstrates that anemia is highly prevalent (35.6% anemia, and 4.0% IDA) among under-five children in Gaza Strip governorates. Different risk factors including the child's and family characteristics, and the consumption of some of food items were associated with a high prevalence of anemia. The high prevalence of anemia should be seriously considered and policy makers should take steps to reduce it.

Prevalence and determinants of stunting and anaemia in children aged 6-23 months: A multilevel analysis from rural Ethiopia

Low- and middle-income countries shoulder the greatest burden of stunting and anaemia in children. This calls for prompt and effective intervention measures, while the contributing factors are not fully understood. This study evaluates determinants spanning from individual-, household- and community levels including agroecology and antinutrients as unique sets of predictors. Primary data were collected from 660 rural households representing the midland (ML), highland, and upper highland (UHL) agroecological zones from northern Ethiopia. The study relates several predictors to stunting and anaemia in children aged 6-23 months. We found 49.1% and 49.7% of children were stunted and anaemic, respectively. Children living in the ML are approximately twice more likely to be stunted adjusted odds ratio (AOR: 1.869; 95% CI: 1.147-3.043) than in the UHL. The risk of stunting increases by 16.3% and 41.9% for every unit increase in phytate-to-zinc and phytate-to-iron molar ratios, respectively. A 10% increase in mean aggregated crop yield was observed to reduce the likelihood of stunting occurrence by 13.6%. Households lacking non-farm income-generating opportunities, travel longer time to access the marketplace and poor health service utilisation were associated with increased risk of stunting. Low diversity of child's diet, age of the child (18-23 months) and mothers at a younger age are significantly associated with stunting. Risk of anaemia in children is high amongst households with unimproved water, sanitation, and hygiene practices, younger age (6-11 months) and mostly occurs amongst boys. Children in the ML had a 55% reduced risk of being anaemic (AOR: 0.446; 95% CI: 0.273-0.728) as compared to the UHL. Therefore, the influence of these factors should be considered to tailor strategies for reducing undernutrition in children of 6-23 months in rural Ethiopia. Interventions should go beyond the administrative boundaries into targeting agroecological variation.

Global prevalence of anemia in displaced and refugee children: A comprehensive systematic review and meta-analysis

BACKGROUND

Anemia due to living condition disproportionally affects the global refugee children. Nutritional deficiency particularly iron deficiency is the primary causes of anemia. Hence, we conducted a systemic review and meta-analysis on the prevalence of anemia among refugee children.

METHODS

We searched systematically all relevant studies on the prevalence of anemia among refugee children including under the age of 18 years, which were conducted between 2009 and 2023 in English from PubMed, Embase, Scopus, Cochran library and other gray literatures such as google scholar. Two researchers independently screened articles based on their title and abstract. The Joana Brigg's Institute (JBI) checklist was used to assess the quality of studies. Random effect model was utilized to calculate the pooled estimate of anemia. Higgins I2 statistics and Egger's test were analyzed to check heterogeneity and publication bias, respectively. Subgroup analysis by continent, age group of the children and year of study was employed to identify the source of heterogeneity.

RESULT

A total of 14 studies were included in the final meta-analysis. Most of the studies were from Asian countries followed by African countries. The pooled prevalence of anemia among global refugee children was 36.54 with (95% CI: 23.79, 49.28). There was moderate level of heterogeneity between the studies (I2 = 68.91, P<0.001). The highest pooled prevalence of anemia in refugee children was reported in African, it was 56.1%, whereas the lowest pooled prevalence of anemia was in N. America, it was 12.66%. The prevalence of anemia was highest (53.88) in studies done among under-five refugee children.

CONCLUSION

The global prevalence of anemia among refugee children is found to be moderate public health problem. Anemia prevalence is more common in African refugee children. Intervention and prevention for should be focused especially for refugees found in low- and middle-income countries.

Prevalence of anemia and its associated factors among under-five children living in Arba Minch Health and Demographic Surveillance System Sites (HDSS), Southern Ethiopia

Childhood anemia affects around half of under five children and has impacts on physical, mental, and social development, both in the short and long term. The objective of the study was to determine the prevalence of anemia and its associated factors among under-five children living in Arba Minch Health and Demographic Surveillance System Sites (HDSS). A community-based cross-sectional study was conducted among randomly selected under-five children with their caregivers living in Arba Minch HDSS from June to August 2023. The questionnaire was developed to assess sociodemographic, nutrition, healthcare, and environmental characteristics. Hemoglobin concentration was adjusted for altitude of the village. Anemia was defined as the hemoglobin concentration below 11 g/dL. It was further categorized as mild (between 10-10.9 g/dL), moderate (7-9.9 g/dL), and severe (less than 7 g/dL). The analysis of factors associated with anemia was assessed by using logistic regression and significance was determined at p-value <0.05. A total of 332 under-five children with a mean (SD) age of 33(15) months participated. The overall prevalence of anemia among under-five children was 35.3% (95% CI: 30.4, 40.7). The magnitude of mild, moderate, and severe anemia was 12.4% (95%CI: 9.2, 16.4), 22.1% (95%CI: 17.9, 26.9), and 0.9% (95%CI: 0.3, 2.8), respectively. Anemia had a negative association with the advancing age of the children (0.95, 95%CI: 0.93, 0.97) and improvement in the family wealth score (0.86, 95%CI: 0.75, 0.99). Nearly one-third of the under-five children were anemic and childhood anemia is a moderate public health problem in the study area. The magnitude of anemia was negatively associated with the advance in child age and with the increase in the wealth status of the household. It is important to provide due attention to reduce the magnitude of anemia specifically for the youngest children and for those children from poor households.

Anemia and associated factors among under-five children attending public Hospitals in Harari Regional State, eastern Ethiopia: A cross-sectional study

Childhood anemia is a significant global public health problem. It influences the physical and cognitive development, as well as immunity of affected children. This in turn leads to poor academic performance, low working potential, and increased morbidity and mortality. There is limited facility-based data on the magnitude and predictors of anemia among under-five children. This study aimed to determine the prevalence and associated factors of anemia among under-five children attending public Hospitals in Harari Regional State, eastern Ethiopia. Institution-based cross-sectional study was conducted at Hiwot Fana Comprehensive Specialized University Hospital and Jugal Hospital from July 1, 2022, to August 31, 2022. A total of 330 under-five children were involved by systematic random sampling technique. Data on sociodemographic characteristics and other possible factors were collected through face-to-face interviews with children's parents/legal guardians. Four milliliters of venous blood samples were collected for a complete blood cell count. Collected data were checked for completeness, entered into Epi-Data Statistical Software Version 4.6, and exported into the Statistical Package for Social Sciences version 25 for analysis. Bivariable and multivariable logistic regression was conducted and P < .05 were considered statistically significant. The overall prevalence of anemia was 33% (95% confidence interval [CI]: 27.9%-37.9%). Age of children 6 to 11 months (adjusted odd ratio [AOR] = 3.94, 95% CI: 1.55-10.01) and 12 to 23 months (AOR = 2.93, 95% CI: 1.15-7.43), no maternal education (AOR = 4.34, 95% CI: 1.53-12.35), not exclusively breastfeeding (AOR = 1.98, 95% CI: 1.11-3.52), being severely stunted (AOR = 3.39, 95 CI: 1.70-6.75), and underweight (AOR = 2.1, 95% CI: 1.12-3.87) were significantly associated with anemia among under-five children. In this study, anemia among under-five children is a moderate public health problem. This study revealed that young child age, maternal education level, early initiation of complementary feeding, and child undernutrition were factors associated with anemia. Thus, efforts should be made to improve the child's nutritional status as well as enhance maternal awareness of nutrition and child-feeding practice through health education. Regular childhood nutritional screening and appropriate intervention for malnutrition are needed. Besides, further studies assessing serum micronutrient levels should be conducted to differentiate the specific cause and type of anemia.

Prevalence and Determinants of Undernutrition in Schoolchildren in the Kilombero District, South-Eastern Tanzania

Childhood undernutrition is a major issue in low- and middle-income countries, affecting the health, well-being, and educational outcomes of schoolchildren. This study aimed to assess the prevalence and associated factors of stunting, wasting, and underweight among schoolchildren in peri-urban areas in the south-eastern part of Tanzania. A cross-sectional study was conducted involving 930 children aged 6-12 years from four primary schools from July to August 2019. The WHO Anthro Survey Analyzer was employed to estimate the prevalence of stunting, wasting, and underweight, while logistic regression analyses examined sociodemographic background, malaria infection, anaemia, anthropometric measures, and dietary diversity score as potential factors. The prevalence of stunting, wasting, underweight, overweight, and obesity was 11.8%, 4.3%, 3.9%, 11.1%, and 2.0%, respectively. Overall, 1.5% of the children had malaria, as determined by rapid diagnostic tests, and 0.4% had severe anaemia. Univariate analysis indicated higher odds of undernutrition among children aged 9-12 compared to their younger peers. Stunting was more common among children with low and medium dietary diversity. Anaemia was found in 11.2% of schoolchildren, and severe anaemia was associated with wasting. Multivariate analysis revealed that age and low dietary diversity were significantly associated with undernutrition. These findings emphasise the need for school-based health and nutrition programmes targeting children beyond the age of 5 to improve their nutritional status and mitigate potential adverse effects on health, cognition, and academic achievement. Regular assessment of the nutritional status of schoolchildren is warranted.

Application of machine learning methods for predicting childhood anaemia: Analysis of Ethiopian Demographic Health Survey of 2016

Childhood anaemia is a public health problem in Ethiopia. Machine learning (ML) is a growing in medicine field to predict diseases. Diagnosis of childhood anaemia is resource intensive. The aim of this study is to apply machine learning (ML) algorithm to predict childhood anaemia using socio-demographic, economic, and maternal and child related variables. The study used data from 2016 Ethiopian demographic health survey (EDHS). We used Python software version 3.11 to apply and test ML algorithms through logistic regression, Random Forest (RF), Decision Tree, and K-Nearest Neighbours (KNN). We evaluated the performance of each of the ML algorithms using discrimination and calibration parameters. The predictive performance of the algorithms was between 60% and 66%. The logistic regression model was the best predictive model of ML with accuracy (66%), sensitivity (82%), specificity (42%), and AUC (69%), followed by RF with accuracy (64%), sensitivity (79%), specificity (42%), and AUC (63%). The logistic regression and the RF models of ML showed poorest family, child age category between 6 and 23 months, uneducated mother, unemployed mother, and stunting as high importance predictors of childhood anaemia. Applying logistic regression and RF models of ML can detect combinations of predictors of childhood anaemia that can be used in primary health care professionals.

Association of ambient air pollution with hemoglobin levels and anemia in the general population of Korean adults

BACKGROUND

Emerging evidence has suggested significant associations between ambient air pollution and changes in hemoglobin levels or anemia in specific vulnerable groups, but few studies have assessed this relationship in the general population. This study aimed to evaluate the association between long-term exposure to air pollution and hemoglobin concentrations or anemia in general adults in South Korea.

METHODS

A total of 69,830 Korean adults from a large-scale nationwide survey were selected for our final analysis. Air pollutants included particulate matter with an aerodynamic diameter less than or equal to 10 micrometers (PM10), particulate matter with an aerodynamic diameter less than or equal to 2.5 micrometers, nitrogen dioxide, sulfur dioxide (SO2), and carbon monoxide (CO). We measured the serum hemoglobin concentration to assess anemia for each participant.

RESULTS

In the fully adjusted model, exposure levels to PM10, SO2, and CO for one and two years were significantly associated with decreased hemoglobin concentrations (all p < 0.05), with effects ranging from 0.15 to 0.62% per increase in interquartile range (IQR) for each air pollutant. We also showed a significant association of annual exposure to PM10 with anemia (p = 0.0426); the odds ratio (OR) [95% confidence interval (CI)] for anemia per each increase in IQR in PM10 was estimated to be 1.039 (1.001-1.079). This association was also found in the 2-year duration of exposure (OR = 1.046; 95% CI = 1.009-1.083; adjusted Model 2). In addition, CO exposure during two years was closely related to anemia (OR = 1.046; 95% CI = 1.004-1.091; adjusted Model 2).

CONCLUSIONS

This study provides the first evidence that long-term exposure to air pollution, especially PM10, is significantly associated with reduced hemoglobin levels and anemia in the general adult population.

Women's Autonomy and Anemia in Children under Five Years of Age: A Peruvian Population-Based Survey

To determine the association between women's autonomy and the presence of childhood anemia in children under five years of age in Peru, a cross-sectional study utilizing data from the 2019 Demographic and Family Health Survey was carried out. The study employed generalized linear models with a Poisson distribution and log link function. Crude and adjusted prevalence ratios (aPR) were calculated, along with their corresponding 95% confidence intervals (CI), to assess the association of interest. A total of 15,815 women and their children under five years of age were analyzed. The prevalence of childhood anemia was 30.4% (95%CI: 29.5-31.3%), while the proportions of low, moderate and high autonomy of the mothers were 44.5%, 38.4% and 17.1%, respectively. Children under five years of age of women with a low level of autonomy were more likely to have anemia (aPR: 1.10; 95%CI: 1.00-1.21). Three out of ten children under five years of age suffer from anemia, and four out of ten mothers have a low level of autonomy. A low level of women's autonomy was associated with a higher probability of anemia in children under 5 years of age.

Magnitude and predictors of anemia among preschool children (36-59 months) in Atingo town, Jimma, Ethiopia

Introduction

Anemia is a serious public health concern that affects more than 25% of the world's population. It is still widespread and at its most severe in Ethiopia. This study pointed to identify the magnitude and predictors of anemia in preschool children in Atinago.

Method

A structured interview and anthropometric metrics had been used in a cross-sectional study to collect data from 309 preschool children using a systematic sampling strategy from May 10 to June 25, 2022. Frequencies, percentages, means, and a bar chart were created as descriptive statistics. Factors that were significant at the 25% level in univariate analysis were run through multiple logistic models. Odds ratios with respective 95% confidence intervals were developed to determine the relevant predictors.

Result

The majority (51.7%) of preschool children in Atinago town had anemia. The finding reveals that poor dietary diversity (adjusted odds ratio [AOR] = 1.77, 95% confidence interval [CI] = 1.02-3.07), children from families with food insecurity (AOR = 2.28, 95% CI = 1.31-3.9), child-mothers used iron folate for less than 3 months during pregnancy (AOR = 1.93, 95% CI = 1.07-3.48), households with more than five children (AOR = 1.880, 95% CI = 1.12-3.18), and stunted children (AOR = 1.78, 95% CI = 1.05-3.01) were highly susceptible to anemia.

Conclusion

The findings indicate that anemia was a serious issue among preschool children in Atinago. Therefore, stakeholders should provide community-based nutrition training on consuming diverse diets, dietary improvements in the home, consuming iron-rich meals, and the like; encourage mothers to participate in early ANC follow-up; and strengthen activities aimed at identifying households with food insecurity status.

Factors Associated With Anemia Among Orang Asli Children Aged Two to Six Years in Negeri Sembilan, Malaysia

Background Anemia is a global public health problem that needs urgent attention, especially in early childhood. Young children living in remote indigenous communities are vulnerable to anemia. This study aimed to determine factors associated with anemia among children of the Orang Asli (OA) community, aged two to six years old. Methods A cross-sectional study was conducted among 269 OA children, together with their biological non-pregnant mothers. Their mothers were interviewed using a structured questionnaire to gather information on sociodemographic characteristics, sanitation facility and personal hygiene, food security, and dietary diversity. Anthropometric and biochemical assessments were measured using standard protocols. Results One in five of the OA children was anemic (21.2%) and had a low birth weight (20.4%). About 27.7% of the children were underweight, 35.2 % were stunted, 6.1% were wasted, and 5.7% were overweight. One-third of them (35.0%) had parasitic infections and almost all were food-insecure (96.3%). As for the mothers, more than one-third of them were anemic (39.0%), 58.9% had abdominal obesity, and 61.8% were overweight and obese. Parasitic infections (adjusted OR (AOR)=2.49, 95%CI=1.23-5.06), not wearing shoes outside the house (AOR=2.95, 95%CI=1.39-6.27), and mothers with anemia (AOR=2.62, 95%CI=1.30-5.28) were associated with increased risk of anemia among OA children. Conclusion Preventing maternal anemia and strengthening knowledge on sanitation and hygiene could be incorporated into nutrition intervention programs to address anemia issues among OA children.

Anemia among Syrian Refugee Children Aged 6 to 23 Months Living in Greater Beirut, Lebanon, including the Voices of Mothers' and Local Healthcare Staff: A Mixed-Methods Study

Globally, the prevalence of anemia among children during the period of complementary feeding is high. A cross-sectional, mixed-methods study was conducted to examine the main determinants of anemia among Syrian refugee children aged 6 to 23 months (n = 215) and to illuminate the knowledge, attitudes and perceptions of their mothers and Lebanese healthcare staff on its causes and available treatment options. 42% of the children and 20% of their mothers were anemic. Determinants of child anemia were the mother having anemia or not knowing that fish/seafood is a source of iron; the child having been acutely ill the last two weeks or receiving cow's milk, but not consuming iron-rich infant formula, added fats/oils, or fruits in the previous 24 hours. Several Syrian mothers knew some causes of anemia and named dizziness as a leading symptom but did not mention flesh foods as a key source of heme iron. They reported financial constraints in accessing iron-rich foods and supplements. Lebanese doctors largely gave appropriate dietary advice and prescribed iron supplements as treatment. Multisectoral interventions are needed that combine medical and financial support with nutrition counseling for mothers to reduce the high burden of anemia among young children living in a multiple crises situation.

Anemia and associated factors among internally displaced children at Debark refugee camp, North Gondar, Northwest Ethiopia

BACKGROUND

Children in refugee camps, due to their living conditions, are the most vulnerable groups to suffer from anemia. Nutritional deficiencies, especially iron deficiency is the most common causes of anemia. However, there is limited information on the prevalence and associated factors of anemia in Ethiopia. Hence, this study aimed to assess the prevalence and associated factors of anemia among internally displaced children at Debark refugee camp, Northwest Ethiopia.

METHODS

A cross-sectional study was conducted on 354 internally displaced children, at Debark refugee camp from March to May 2022. A systematic sampling technique was employed. The socio demographic characteristics were collected by using structured questionnaire via face-to-face interview with the caregivers. The hemoglobin level was determined using HemoCue301+. Form anemic children, venous blood sample was collected for iron profile analysis. Parasitological and anthropometric measurements were also done. The data were entered using Epi-data version 4.6.0.6 and exported to STATA version 14 for analysis. Bi-variable and multivariable binary logistic regression analysis were done. Both crude odds ratio and adjusted odds ratio with the corresponding 95% confidence interval were calculated to measure the strength of association. P-Value < 0.05 was considered as statistically significant association.

RESULTS

From the total of 354 children included in this study, more than half (54.8%) of them were male. The median age of children was 7 years with interquartile range of (4-10) years. The total prevalence of anemia in this study was 33.62% (95% CI:28.7, 38.7). Moderate type anemia was predominant in this study. From anemic children 30 (25.2%) had iron deficiency anemia. In this study, low dietary diversity (AOR = 4.9; 95% CI: 2.0, 11.7), duration in the camp more than six months (AOR = 4.2; 95% CI:1.9, 9.4), presence of diarrhea (AOR = 2.7; 95% CI:1.3, 5.7), fever (AOR = 3.4; 95% CI:1.6, 7.1), and wasting (AOR = 3.6; 95% CI:1.3, 10.3) were significantly associated with the prevalence of anemia.

CONCLUSION

Anemia was moderate public health problem in the current study. Focused policies and strategies towards to internally displaced children should be designed to reduce anemia, by preventing the significant risk factors associated with anemia.

Bayesian spatio-temporal modelling of child anemia in Ethiopia using conditional autoregressive model

Anemia is a common health problem for women and under five children in low income countries. According to the WHO, anemia is considered a serious public health problem when the prevalence is greater than 40%. The prevalence of anemia among children under five in Ethiopia changes over time, and is spatially correlated because it is influenced by environmental, socio-economic and other related factors. However, to our knowledge, there is no small area level estimates of anemia among children under five in Ethiopia. Therefore, this study aimed to assess zonal level estimates of anemia using a Bayesian spatio-temporal conditional autoregressive modeling approach. The data for the study was extracted from the Ethiopian Demographic and Health Surveys (EDHS) from 2005 to 2016. A sample of 18,939 children aged 6-59 months were considered for this study. A Bayesian spatio-temporal conditional autoregressive model was implemented to identify the risk of child anemia. Smoothed relative risks along with the 95% credible interval were reported. The queen's adjacency matrix method was used in spatial smoothing and in estimating the relative risk. The prevalence of anemia among children aged 6-59 months in Ethiopia was 54% in 2005, 44% in 2011 and 57% in 2016. This study showed that low maternal education, low socio-economic status of women, and maternal anemia at zone level were strongly associated with child anemia in Ethiopia. Therefore, enhancing education for women, improving women's socioeconomic status, and mitigating maternal anemia are crucial to reduce the prevalence of childhood anemia in Ethiopia.