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Erschienen in: EcoHealth 2/2012

Open Access 01.06.2012 | Original Contribution

Parasitic Infections, Anemia and Malnutrition Among Rural Settled and Mobile Pastoralist Mothers and Their Children in Chad

verfasst von: M. Bechir, E. Schelling, M. A. Hamit, M. Tanner, J. Zinsstag

Erschienen in: EcoHealth | Ausgabe 2/2012

Abstract

Malnutrition, resulting from various etiologies, is common in rural Chadian women and children. This cross-sectional study assessed the spectrum of parasitic infection and level of anemia and their effect on nutritional status in settled and mobile pastoral mothers and children near Lake Chad. Intestinal parasites were evaluated using direct fecal smears and the Kato–Katz technique. Malaria status was determined using Paracheck-Pf® rapid diagnostic test, and anemia was assessed with the Hemocue photometer. Nutritional status was evaluated using anthropometric parameters. At the end of the 2008 wet season, the prevalence of malnutrition was 36% [confidence interval (CI) 30–42] among women and 15% (CI 11–18) among children. The prevalence of intestinal parasitic infection was 75% (CI 68–83) among women and 60% (CI 53–66) among children. The predominant helminth species was Ascaris lumbricoides while Entamoeba histolytica/dispar was the most common protozoan. The hookworm prevalence was 14% (CI 8–20) in women and 18% (CI 13–23) in children. Malaria prevalence was low among women (1%, CI 0.5–2) and children (3% CI 2–5). No significant difference was observed in the prevalence of parasitic infection between the mobile pastoralist and rural sedentary populations. Thirty-four percent (CI 27–40) of nonpregnant women, 53% (CI 34–72) of pregnant women, and 27% (CI 23–32) of children were anemic. In subjects infected with Plasmodium, all women and 54% (CI 22–85) of children were anemic. Malnutrition was significantly associated with anemia in mothers and with selected intestinal parasites, anemia and age in their children.

Introduction

Intestinal parasitic infections affect more than two billion people worldwide, with 300 million manifesting clinical signs (WHO 2005). Recent work indicates that morbidity is generalized, in particular, iron deficiency anemia, growth stunting, and malnutrition (Hotez et al. 2009), and children between 2 and 5 years of age are particularly vulnerable (Chopra 2006). In developing countries, parasitic infections continue to impact nutritional status causing significant health concerns, especially in children (Chopra 2006).
In Ethiopian children, 50% were malnourished, 56% of whom were infected by intestinal parasites (Worku et al. 2009). Seventy-eight percent of malnourished children were infected with intestinal parasites in Mexico (Quihui-Cota et al. 2004). Hookworm infection and severe anemia were found in 29% of surveyed people in sub-Saharan Africa (Worku et al. 2009), while high prevalences of malnutrition (50%) and anemia (75%) were observed in Zanzibar (Sousa-Figueiredo et al. 2008). Parasitic infections affect the mortality and quality of life of school-aged children, and the suitability of school-based interventions in areas endemic for multiple parasites can be assessed by considering hemoglobin (Hb) and anemia levels (Koukounari et al. 2008). Poverty was exacerbated by high incidence of infectious diseases and the interaction of endemic malaria, malnutrition, and helminthiasis in Indonesia (Lim et al. 2009).
The prevalence of intestinal parasitic infection was 51% among all age classes for residents in N’Djamena (Hamit et al. 2008), while the prevalence of hookworm infection was 33% in Chadian school children and 8% among women in Mali (Brooker et al. 2002; Ayoya et al. 2006). Malaria prevalence varied between 2 and 44% depending on the season (wet vs. dry) and the population studied (urban N’Djamena residents vs. mobile pastoralists) (Othingué et al. 2006; Schelling et al. 2005). Anemia, the most widespread indicator of nutritional deficiency, was present in 50% of pregnant women, with 10% showing severe deficiency. In Chad, rural and mobile pastoralist women were more affected than urban women. Severe anemia was present in more than 10% of children under 5 years of age (Hamsa et al. 2002; Wyss 1994). In Sahelian Chad, 25% of women were reported as malnourished, with 19% of children suffering from acute malnutrition (Ministère de Santé Publique 2007). Poor nutritional status of rural and mobile pastoralist communities is exacerbated by lack of potable water and unsanitary conditions, which contribute to increased parasitic infection rates, particularly among young children and their mothers. This study as part of a larger assessment of nutritional security and vitamin A status in rural Chad (Bechir et al. 2011a, b) aims to improve understanding of parasitic infections and nutritional status by testing the hypothesis that mobile pastoralists, living in close proximity to animals under harsh environmental conditions, are more vulnerable to parasitic diseases and nutritional deficiencies than are rural sedentary communities.

Methods

This cross-sectional study was conducted on the southern shore of Lake Chad, where mobile pastoralist camps are concentrated, and compared mobile pastoralist groups with sedentary communities in a shared pastoral zone (Fig. 1). Data was collected at the end of the 2008 wet season. The sample size was calculated for the estimation of vitamin A deficiency (Bechir et al. 2011b). Two groups of 150 children each were selected based on an assumed prevalence of vitamin A deficiency of 40% among mobile pastoralist children and 22% among sedentary children (confidence interval (CI) 95%, power 90%) (Zinsstag et al. 2004). This allowed detection of minimum odds ratio of 2.2.
The Foulbe and Arabic mobile pastoralist camps were selected randomly within random transects in the study zone as described earlier (Weibel et al. 2008). During camp visits, all children less than 5 years of age and their mothers were enrolled after obtaining informed consent. The sedentary communities were Haoussa, Kanembou, Sara, and Hadjarai living in Baltram, a central village in the study zone. Three village areas were selected from a list of five, using random numbers. In each area, the field team, assisted by the chief of the area and the staff of the local health center, gathered all mothers of children under 5 years of age. The women were briefed and invited to participate in the study. Numbered tickets were distributed to women who were willing to participate. All women received vitamin A capsules and mebendazole. The sedentary group was not further stratified by ethnic group due to small sample sizes.
Pregnant women were identified by female interviewers through specific questions on pregnancy status. Vitamin A capsule distribution assisted further in identification of pregnant women, as health personnel insured that capsules were not given to pregnant women in adherence with the national protocol (Ministère de la Santé Publique 2007). Age of children was assessed with their mothers. For infants, the number of months of breastfeeding was recorded; for children older than 2 years, age was established by number of rainy seasons through which the child lived.
Data was double entered in a database (Access 2003®, Microsoft, Redmond WA), compared with Epi-Info™ (version 3.5.1, CDC, Atlanta, GA), and statistically analyzed (Intercooled Stata® 10, College Station, TX). Anthropometric data was transformed in Z scores for children and Body Mass Index (BMI) for women. Binary outcomes and categorical variables were tested with the Chi-square test and continuous outcome variables were tested for differences between groups by analysis of variance. For binary outcomes, in addition to univariable analyses, multivariable logistic regression models were fitted with biologically plausible explanatory variables. Explanatory variables were anemia (binary categorization in anemic and nonanemic), parasitic infection (binary presence/absence of all tested intestinal parasites), age (in months for children and years for women), ethnic group (Foulbe mobile pastoralist, Arab mobile pastoralist, or settled), and sex.

Ethical Considerations

Ethical clearance was obtained from the Chadian Ministry of Health and the ethics committee of the canton of Basel-Stadt, Switzerland prior to initiation of the study. On site, regional and local doctors and nurses were informed, and a laboratory technician from the regional hospital and a nurse participated in the field work. All participants were informed about the goals of the study and gave verbal consent prior to the interview. All data was treated confidentially after codification. Vitamin A capsule distribution and mebendazole administration to participants and their relatives were done by qualified health personnel.

Intestinal Parasitic Infections

The direct fecal smear and Kato–Katz method were used for assessment of intestinal parasites. Tubes for stool collection, marked with unique identification codes, were distributed to each mother. Stool samples were collected during the team’s visit in a camp or household and analyzed at a mobile laboratory within 24 h.

Parasitological Tests

Direct fecal smears enabled observation of protozoal vegetative forms and cysts and helminth eggs and larvae (Gentillini 1993). Microscopic evaluations were performed at 10× and 40× as previously described (Lamy 1980; Golvan and Ambroise 1984). The Kato–Katz method was used to quantify helminth eggs. Egg counts in the matrix were adjusted to 1 g of stool and expressed as eggs per gram of stool (Gentillini 1993; Lamy 1980). Readings were done 15–30 min after preparation, at room temperature (Katz et al. 1972). Malaria was assessed indirectly, using the Paracheck-Pf® rapid immunochromatographic test (Orchid Biomedical System, Goa, India) which detects histidine rich protein-2 antigen to Plasmodium falciparum in blood. The manufacturer’s instructions were followed, and results were read after 15 min (Marx et al. 2005).

Hb Assessment

The Hemocue™ Hb301 (Angelholm, Sweden) apparatus was used to assess Hb levels. A drop of blood was collected aseptically in a microcuvette, which was then placed in the cuvette holder of the device. After approximately 10 s, the Hb value was displayed. Daily calibration control of the device was done with reference blood. Anemia was defined as Hb less than 120 mg/l in nonpregnant women or less than 110 mg/l in pregnant women and children.

Anthropometric Measurements

Anthropometric parameters included measurement of height with a tape board and weight with an electronic balance provided by UNICEF. Weight/height index was used for the assessment of acute malnutrition in children, calculating Z scores for each age class and sex (Eq. 1). For women, BMI was calculated (body weight in kg divided by the square of height in meters). A Z score less than −2 indicated global acute malnutrition for children and a BMI less than 18.5 kg/m2 indicated malnourishment for women. Results among children were compared to the reference population of the National Centre of Heath and Statistics (Bruce 2003).
$$ Z\;{\text{score}} = \frac{{{\text{Observed\; value}} - {\text{Reference\; value}}}}{\text{Standard deviation of the reference population}} $$
(1)

Results

Among 221 women participants, 59 (27%) were Foulbe mobile pastoralists, 73 (33%) were Arab mobile pastoralists, and 89 (40%) were sedentary. Among the 398 children examined, 106 (27%) were Foulbe, 143 (36%) were Arab, and 149 (37%) were sedentary.

Parasitic Infections

The overall prevalence of intestinal parasitic infection was 63% among women and 60% among children (Table 1). The difference between women and between children of mobile pastoralist and sedentary communities was not statistically significant. The distribution of parasitic infections in children showed a peak at 24–36 months of age (Table 2). The difference between age groups was statistically significant (P < 0.001). Table 3 shows the distribution of intestinal parasite species in mobile pastoralist and sedentary women and children. Taenia saginata was particularly prevalent in Foulbe women. Summary prevelances are presented in Table 4. Co-existence of hookworm infection and malnutrition was found in 14% of women (CI 8–20) and in 18% of children (CI 13–23). The overall prevalence of P. falciparum malaria was low among women and children (Table 3).
Table 1
Prevalence of parasites in women and children
 
Intestinal parasites
Plasmodium falciparum
N
% Prevalence
95% CI
N
% Prevalence
95% CI
Women
 Foulbe
42
86
75–98
73
0
NA
 Arab
44
68
54–83
53
3
1–8
 Sedentary
42
74
60–88
53
0
NA
 All
128
63
55–72
167
1
0.4–2.8
Children
 Foulbe
72
58
47–70
106
5
1–8
 Arab
83
60
49–71
140
2
0.5–3
 Sedentary
60
62
49–73
137
4
1–7
 All
215
60
53–77
383
3
1.5–5
Arab Arab mobile pastoralist, Foulbe Foulbe mobile pastoralist, NA not applicable.
Table 2
Prevalence of intestinal parasitic infection by age group and population in children
Age (months)
N
Prevalence (%)
Arab
Foulbe
Sedentary
All populations
0–6
21
14
25
50
28
>6–12
28
50
22
43
39
>12–24
45
55
56
27
49
>24–36
43
81
77
86
81
>36–48
39
77
68
82
74
>48–59
39
62
85
64
67
All ages
215
60
58
62
60
Arab Arab mobile pastoralist, Foulbe Foulbe mobile pastoralist.
Table 3
Proportion and percentage of intestinal parasitic infection by species
 
Children
Women
Foulbe
Arab
Sedentary
Foulbe
Arab
Sedentary
n
%
95% CI
n
%
95% CI
n
%
95% CI
n
%
95% CI
n
%
95% CI
n
%
95% CI
Helminths
 Ankylostoma duodenale/Necator americanus
74
20
10–29
88
25
16–35
58
5
0–8
42
26
12–40
55
15
4–24
42
2
0–7
 Ascaris lumbricoides
74
19
9–28
82
20
11–29
56
12
2–9
43
42
26–57
44
43
27–58
42
52
36–68
 Taenia saginata
73
0
NA
82
0
NA
56
0
NA
43
21
8–33
44
0
NA
42
5
0–11
 Schistosoma mansoni
73
0
NA
82
0
NA
56
2
0–5
43
0
NA
44
2
0–6
42
0
NA
 Hymenolepis nana
73
21
11–30
82
14
6–22
56
33
22–48
43
0
NA
44
2
0–6
42
0
NA
Protozoa
 Giardia intestinalis
73
10
2.16
82
23
12–31
56
3
0–8
43
12
0–21
44
23
9–36
42
0
NA
 Trichomonas intestinalis
73
10
2–16
82
5
1–9
56
18
6–25
43
16
4–27
44
2
0–6
42
7
0–15
 Entamoeba histolytica/dispar
73
34
23–45
82
36
25–47
56
23
10–32
43
26
11–39
44
50
34–65
42
36
20–50
Arab Arab mobile pastoralist, Foulbe Foulbe mobile pastoralist, NA not applicable.
Table 4
Summary prevalence of intestinal parasitic infections by species
 
%
95% CI
Women (N = 129)
 Helminths
  Ankylostoma duodenale/Necator americanus
14
8–20
  Ascaris lumbricoides
45
37–54
  Taenia saginata
8.5
3–13
  Schistosoma mansoni
0.7
0–2
  Hymenolepis nana
0.7
0–2
 Protozoa
  Giardia intestinalis
11.5
6–17
  Trichomonas intestinalis
8.5
3–13
  Entamoeba histolytica/dispar
37
28–45
Children (N = 217)
 Helminths
  Ankylostoma duodenale/Necator americanus
217
12–23
  Ascaris lumbricoides
217
12–22
  Taenia saginata
217
NA
  Schistosoma mansoni
217
0–1
  Hymenolepis nana
217
16–27
 Protozoa
  Giardia intestinalis
217
8–17
  Trichomonas intestinalis
217
6–14
  Entamoeba histolytica/dispar
217
25–38
NA not applicable.

Nutritional Status and Anemia

Malnutrition was found in 36% of women (CI 30–42) with 55% (CI 42–68) among Foulbe, 40% (CI 28–51) among Arab, and 20% (CI 11–28) among sedentary women. In children, acute malnutrition was seen in 15% (CI 11–18) with 11% (CI 5–17) among the Foulbe mobile pastoralist, 18% (CI 12–25) among the Arab mobile pastoralists and 13% (CI 8–18) among sedentary children. The overall distribution of acute malnutrition by sex of all children is presented in Fig. 2. A tendency of higher levels of malnutrition among mobile pastoralist children was found when compared to sedentary children (P = 0.07). For anemia, 34% (CI 27–40) of nonpregnant women were anemic with 41% among Foulbe, 37% among Arabs, and 26% among sedentary women. Among pregnant women, 30% had Hb levels below 110 mg/l. Compared with women, children were less frequently anemic: 27% overall, with 32% among Foulbe, 28% among Arabs, and 23% among sedentary children.

Association Between Parasitic Infections, Nutritional Status and Anemia

Higher frequencies of parasitic infections were seen among malnourished women and children compared to those with normal nutritional status. Among malnourished subjects, anemic individuals were more frequently infected with intestinal parasites than those with normal Hb status (P < 0.01) (Table 5).
Table 5
Proportion with intestinal parasitic infection according to nutritional and anemia status
 
N
%
Z score <−2
Z score ≥−2
Hb <110 mg/l
Hg ≥110 mg/l
Children
 Arab
84
46
63
75
54
 Foulbe
73
83
56
72
52
 Sedentary
60
20
65
63
61
 All
215
50
61
70
57
 
N
%
BMI <18.5 kg/m2
BMI ≥18.5 kg/m2
Hb <120 mg/l
Hg ≥120 mg/l
Women
 Arab
41
65
71
79
58
 Foulbe
41
84
86
93
84
 Sedentary
44
71
74
87
71
 All
126
74
76
86
71
Arab Arab mobile pastoralist, Foulbe Foulbe mobile pastoralist.
A multivariable analysis of malnutrition in children as a binary outcome showed that malnourished children were more likely to be anemic (OR = 3.7). Out of the observed parasitic infections, only Hymenolepis nana was significantly associated with malnutrition (OR = 4.9) (Table 6). Among women, only ethnic group (OR = 2.2, CI 1.2–3.9) was a significant risk factor for malnutrition.
Table 6
Multivariable analysis of potential risk factors for malnutrition in children
Children
Odds ratio
95% CI
P
Anemia
3.7
1.4–9.9
<0.01
Ancylostoma duodenale/N. americanus
0.9
0.2–3.2
0.96
Ascaris lumbricoides
0.6
0.2–2.1
0.52
Hymenolepis nana
4.9
1.0–23.6
0.04
Giardia intestinalis
1.1
0.3–4.5
0.80
Trichomonas intestinalis
2.8
0.3–24
0.35
Entamoeba histolytica/dispar
1.3
0.4–3.9
0.62
Age
0.9
0.9–1.0
0.06
Ethnic group
0.9
0.5–1.7
0.80
Sex
0.5
0.2–1.4
0.24

Discussion

Intestinal parasitic infections were frequent and high proportions of polyparasitism (more than two infections) were found among women and children. Similar results were observed in Zanzibar, more than 60% infected (Knopp et al. 2009), and in Côte d’Ivoire, 47% infected (Scherrer et al. 2009). In children, the observed peak at 24–36 month of age corresponded to the period just after weaning, likely due to ingestion of contaminated soil. Diouf et al. (2000) reported a similar increase after weaning in Senegal. However, Omoigberale and Airauhi (2006) observed peak intestinal parasite infection rates among children between 3- and 4 years old in Niger.
Hymenolepis nana, A. lumbricoides, and hookworms were the most frequently found helminths among children. A. lumbricoide was the dominant helminth among women, followed by hookworm and T. saginata. For protozoa, Entamoeba histolytica/dispar, Giardia intestinalis, and Trichomonas intestinalis were found in decreasing order among both women and children. Similar proportions were observed in Ethiopia and Senegal. Heresi and Cleary (1997) suggested that Amoeba and Giardia were part of the natural intestinal flora of people in tropical countries; however, they are likely to be present as a result of poor environmental sanitation.
In this study, T. saginata was found infrequently among children, but the proportion of infection was high (21%) among Foulbe pastoralist women. This may be due to consumption of dried raw meat (charmout), which is prepared from naturally deceased animals. Further investigations are necessary to confirm the source of human T. saginata infection in mobile pastoralist cattle. Among women in N’Djamena, the prevalence of T. saginata was less than 3% (Hamit et al. 2008), but Opara et al. (2006) reported a slaughterhouse prevalence of 26% among cattle in Nigeria. An important proportion of those cattle originated in Chad. This study confirms previous findings in pastoralist cattle associated with brucellosis seroprevalence in the same population (Schelling et al. 2003). Possible zoonotic infection with Mycobacterium bovis which is endemic in cattle in the study population (Diguimbaye-Djaïbe et al. 2006) also warrants further investigation. Clearly, there is an active livestock–human interface for the transmission of zoonoses between cattle and humans in Chadian mobile pastoralists which seems specific to their lifestyle and proximity to cattle as compared to sedentary communities in rural and urban zones. A very low prevalence of Schistosoma mansoni was found in this study. This was unexpected, as there is a potentially favorable habitat for snails in the area near Lake Chad.
The observed prevalence of malaria among women and children was low, given that the study was carried out at the end of the wet season and the beginning of the dry season. Othingué et al. (2006) observed similar results with a malaria prevalence of 2% in urban N’Djamena during the dry season. Conversely, Schelling et al. (2005) found a higher prevalence of clinical malaria (9%) in mobile pastoralists in the same study area during the dry season but could not confirm the results with a parasitological test. Malaria was particularly prevalent in camps near or on islands of Lake Chad where mosquito nets were frequently used. The Paracheck-Pf test, used in the current study, has a high level of specificity (95–100%) and a high sensitivity (88–99%) (Marx et al. 2005).
The observed high prevalence of parasitic infections among women and children indicates an absence of acquired immunity in adults and a continuous high level of exposure in the studied communities. Likely sources of infections are consumption of contaminated surface water and lack of environmental sanitation (Fig. 3). Women and children infected with intestinal parasites were more anemic than those not infected, reflecting a similar association observed by Sousa-Figueiredo et al. (2008) in Tanzania. In this study, a strong association was noted between anemia and hookworms: 80 and 32% infection rate among anemic women and children, respectively.
Malnutrition was significantly associated with anemia and H. nana in children. H. nana generally causes fewer clinical signs than hookworm infection; however, it was the most frequent infection in children and may be responsible for negative health outcomes. In Egypt, H. nana patients showed a significantly higher proportion of altered intestinal permeability than control subjects denoting intestinal leakage, and patients had significantly lower levels of vitamin B12 and folate. In addition, the proportions of anemia and malnutrition were higher among H. nana patients versus controls (Mohammad and Hegazi 2007).
The analysis of the stool samples was a limitation in this study. The sampling to reading interval was not optimal but was the best that could be achieved under very harsh field conditions. It was not possible to collect repeat samples under these circumstances. The sensitivity of the Kato–Katz method was 70% for A. lumbricoides with a specificity of 84%. The specificity for hookworms was high (100%), but the sensitivity was very low (2%) (Santos et al. 2005).
The most important way to reduce parasitic infections is improved hygiene, especially adequate hand washing which reduces mortality due to diarrhea by as much as 50%, contributing more lives saved than vaccination or other medical intervention (Pittet 2005). The current study did not assess hygienic behavior, but future interventions to improve health status in remote communities should combine access to safer drinking water with effective de-worming and behavioral education programs.

Conclusions

In mobile pastoralist and sedentary communities, the frequency of intestinal parasitic infections is high in women and children. A national policy for improved sanitation in rural zones would increase the quality of drinking water. Combining such a policy with better access to basic social services, including education and healthcare, would reduce the prevalence of parasitic infections and anemia and decrease the disease burden on these vulnerable remote communities, particularly among women and children. At the household level, the promotion of community-based sanitation in the sedentary communities and of good hygiene, including regular hand washing and avoiding consumption of raw livestock products, will enhance the effects of such efforts. Access to safe water and environmental sanitation is particularly challenging among mobile pastoralists. Interventions should aim to reduce surface water consumption by providing access to modern wells or locally adapted water treatments. Culturally sensitive behavior modifications to reduce open defecation, such as defecation far from water points and burial of feces, would decrease the level of human pathogens in surface water. A third approach should be directed toward improved personal hygiene, such as fostering hand washing schemes in schools. Mobile pastoralist communities show a trend toward greater levels of malnourishment, but the frequency of parasite infection, except for zoonoses, does not differ between mobile and sedentary lifestyles. Intestinal parasites are a contributing factor in the precarious level of malnutrition in rural Chadian communities warranting integrated approaches to food security including environmental sanitation, health education, and access to safe drinking water. Because mobile pastoralists use semi-arid ecosystems of the Sahel that are not useful for other methods of livestock production, sustainable solutions for food security and human and animal health in rural Chadian communities clearly need to be extended to the whole social-ecological system (Zinsstag et al. 2011).

Acknowledgments

This study has been supported by the NCCR North–South funded by the Swiss Development Cooperation and the Swiss National Science Foundation. We thank our partner institutions, the Centre de Support en Santé Internationale and the Laboratoire de Recherches Vétérinaire et Zootechniques in N’Djaména, Chad. We also thank Lisa Crump for assistance with language editing and formatting.

Open Access

This article is distributed under the terms of the Creative Commons Attribution Noncommercial License which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.
Open AccessThis is an open access article distributed under the terms of the Creative Commons Attribution Noncommercial License (https://​creativecommons.​org/​licenses/​by-nc/​2.​0), which permits any noncommercial use, distribution, and reproduction in any medium, provided the original author(s) and source are credited.

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Metadaten
Titel
Parasitic Infections, Anemia and Malnutrition Among Rural Settled and Mobile Pastoralist Mothers and Their Children in Chad
verfasst von
M. Bechir
E. Schelling
M. A. Hamit
M. Tanner
J. Zinsstag
Publikationsdatum
01.06.2012
Verlag
Springer-Verlag
Erschienen in
EcoHealth / Ausgabe 2/2012
Print ISSN: 1612-9202
Elektronische ISSN: 1612-9210
DOI
https://doi.org/10.1007/s10393-011-0727-5

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