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| ABSTRACT |
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0.92 and test-retest reliabilities ranging from 0.61 to 0.89. A household SES questionnaire was administered. A logistic regression model was used to quantify the association between performance in different cognitive domains (learning, memory, verbal fluency, and the Philippine Non-Verbal Intelligence Test) and helminth infections. After adjusting for age, sex, nutritional status, hemoglobin, and SES, S. japonicum infection was associated with poor performance on tests of learning (odds ratio [OR] = 3.04, 95% confidence interval [CI] = 1.16.9), A. lumbricoides infection was associated with poor performance on tests of memory (OR = 2.2, 95% CI = 1.044.7), and T. trichiura infection was associated with poor performance on tests of verbal fluency (OR = 4.5, 95% CI = 1.0430). Helminth infection was associated with lower performance in three of the four cognitive domains examined in this study. These relationships remained after rigorous control for other helminths and important confounding covariates. | INTRODUCTION |
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Several studies have examined the association between helminth infection and childrens academic performance or cognitive function.13 Results and conclusions across studies have been inconsistent and often conflicting. Some of the observed inconsistencies may be related to study design flaws that include failure to adapt cognitive tests to study populations and inadequate control for important confounding variables such as socioeconomic status (SES).1315 The specific helminth infection and its intensity may also contribute to variability in findings. Despite this, most investigators agree that helminth control initiatives are beneficial to childrens cognitive performance based on results from well-designed studies. For example, one randomized controlled trial conducted in China16 demonstrated improvement in working memory following treatment of Schistosoma japonicum infection among primary school children. One observational study among Tanzanian children found that high intensity infection with S. haematobium is associated with poor short-term memory.17 Biovin and others also found improvements in cognitive performance among Zairian children after treating for intestinal helminths, particularly with treatment of hookworm infection.1820 Similar positive associations between cognitive performance and treatment of infection with Trichuris and Ascaris have also been reported.2,14
Limitations exist in the current literature. Many of the aforementioned studies are randomized controlled trials. These studies, despite having the advantage of allowing causal inferences to be made in a way that cross-sectional studies cannot, have some drawbacks. Short periods of follow-up, as is often the case in many controlled trials, may miss effects of treatment because they do not allow sufficient time to observe outcome improvements. In addition, well-designed cross-sectional studies that control for important potential confounders may be better able to integrate the long-standing, cumulative effects of helminth infections on cognitive processes, despite their weaknesses for causal inference.21 Furthermore, studies to date have focused on memory and attention, with little focus on learning ability. The learning domain of cognitive function may better reflect a childs ability to take advantage of the limited educational opportunities available in the developing world. Finally, the mechanisms underlying the relationship between helminth infection and cognitive processes have not been examined.
This study was conducted in the context of a longitudinal treatment-reinfection study assessing the relationship between S. japonicum infection and cognitive performance. Baseline cross-sectional results are presented. The objectives of this study were to 1) assess the relationship between S. japonicum infection and cognitive function, with an emphasis on learning ability after controlling for important potential confounders, and 2) explore the mechanistic role of hemoglobin and under-nutrition as mediators of decreased cognitive function in the context of helminth infection.
| METHODS |
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Infection intensity.
Parasite burden was determined by examination of three stool specimens from each study participant. Each of the three specimens were examined in duplicate for S. japonicum, hookworm, T. trichiura, and A. lumbricoides by the Kato Katz method. Intensity of infection for each parasite was defined by number of eggs per gram (epg) of feces using the World Health Organization criteria for low-, moderate-, or high-intensity infection for S. japonicum, A. lumbricoides, T. trichiura, and hookworm. For each of the stool specimens, the average epg of the duplicate tests was used; intensity of infection for each parasite was obtained by averaging the epg of the three fecal specimens. For S. japonicum, low-, medium-, and high-intensity infection categories were defined as 199 epg, 100399 epg, and
400 epg, respectively. For T. trichiura and hookworm, the low-intensity infection category was defined as 1999 epg and the moderate- or high-intensity infection category was defined as
1,000 epg. For A. lumbricoides, low- and moderate- or high-intensity infection categories were defined as 14,999 epg and
5,000 epg, respectively.
Cognitive tests. Cognitive tests were translated and adapted for use in The Philippines. They were then pilot tested among Filipino children from other S. japonicum-endemic villages near the study area. Reliability testing for each cognitive test included joint inter-rater and test-retest reliability with a six-week interval between tests. Assessment of the degree of internal consistency between respective tests that constitute the learning and memory domains of the Wide Range Assessment of Memory and Learning (WRAML) were assessed by Cronbachs alpha coefficient. For all cognitive tests, performance is categorized as high or low by the median of the distribution of test scores in each domain. A description of cognitive tests follows.
Wide Range Assessment of Memory and Learning. The WRAML was chosen so that we could address the effects of helminth infection on learning processes. This, as opposed to pure memory tests, may better reflect a childs ability to take advantage of limited educational opportunities. The WRAML was developed in the United States and was age standardized to a nationally representative sample of more than 2,300 children 517 years old.24 Specific subtests of the WRAML have been validated against school performance and have been shown to be significantly related to academic achievement in the subject areas they most closely mimic. For use in The Philippines, the WRAML was translated and then back-translated to check accuracy. We used two of the three cognitive domains, learning and verbal memory because the third domain, visual memory, proved too difficult to adapt. Two of the stories comprising the verbal memory subtest called story memory were adapted to better reflect, for example, things that might happen at a Filipino birthday party, rather than an American birthday party. The learning domain is defined by a combination of three WRAML subscales: verbal learning, sound symbol (auditory learning), and visual learning. The memory domain is also derived from three WRAML sub-scales: story memory, sentence memory, and number letter memory. For the memory and learning domains, age-standardized scores on the three subscales are added and a standardized score is created, which represents the final score used for the domain.
Verbal fluency. This test has been described as one likely to be an acceptable task across a wide range of cultures.25 A child is asked to name as many items in a given category as he or she can in 60 seconds after a practice category is given. Animals and things to eat were test categories. Verbal fluency is regarded as a good indicator of the operation of the central executive component of working memory.16,25
Philippines Non-Verbal Intelligence Test (PNIT). This test was adapted in The Philippines by American and Filipino psychologists. The test measures concept recognition and abstract thinking. It uses 100 cards each with 5 items depicted. Four of the five items capture a concept that the fifth does not. The child is asked to choose which item does not belong with the others. Reliability characteristics for this test were found to be excellent among a cohort of rural Filipino children (rho =0.710.95 at six separate grade levels).26 Furthermore, the validity of this test was assessed against the grades that students had received in related courses. The validity coefficients obtained with the test were about the same as those obtained with cognitive tests given to American children.26
Mediating/confounding covariates. Socioeconomic status. Socioeconomic status was based on questionnaire data addressing parental and child educational status, occupation, ownership status of home/land, and assets. The questionnaire had good internal consistency with a Cronbachs alpha of 82.4% for all questions. Four domains of SES were determined a priori: educational status, social class position (occupation, land/home ownership, number of individuals living per room), material wealth, and a composite SES score using all questionnaire items. Scores for each of these four domains were calculated using principal components analysis to appropriately weight questionnaire items as described by Filmer and Pritchett.27 We assessed the construct validity of the summary SES score against nutritional status, which is known to be strongly related to SES and found a high correlation (rho = 0.309, P < 0.0001). The derived summary SES variable, a weighted combination of all items, was divided into low, medium and high by the tertiles of its distribution.
Body mass index (BMI) Z-score. Body mass index, which is weight in kilograms divided by height in meters squared, was calculated. The BMI Z-scores were also calculated using Epi-Info 2000 software (Centers for Disease Control and Prevention [CDC], Atlanta, GA). The Z-scores represent a given BMIs standard deviation from the age- and sex-adjusted CDC reference median from the year 2000.28
Statistical analyses. Separate logistic regression models were made for each cognitive domain to quantify the association between intensity of helminth infection and performance on cognitive tests. Uninfected children were the reference group for all analyses. Odds ratios (ORs) were estimated to quantify the odds of low performance on tests in respective domains for children with low- and moderate- or high-intensity infections compared with uninfected children; 95% confidence intervals (CIs) were also estimated to show range of values consistent with point estimates. Variables were considered confounders of the association between helminth infection and cognitive ability if they were independently associated with both S. japonicum infection and cognitive performance, and the OR derived by adjusting for them in bivariate models is up to 10% different from the crude OR. Potential confounders include sex, SES, nutritional status (BMI), and age. To explore the role of hemoglobin and nutritional status as mediators of S. japonicum-associated cognitive impairment, we built models with and without these variables and observed changes in point estimates and 95% CIs. Since both variables have been proposed as mediators of cognitive impairment in children, a lack of attenuation of the point estimates for the respective helminths, or the persistence of an association between helminth infection and cognitive performance after adjustment for these variables implies that differences in nutritional or hemoglobin status do not fully account for childrens performance.
| RESULTS |
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0.98 for all tests). Test-retest analyses showed good to excellent reliability (0.610.89). The degree of internal consistency among subscales of the WRAML memory domain and learning domain were good and fair, respectively.
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Memory domain of WRAML. Schistosoma japonicum infection was not significantly related to poor performance in the memory domain of WRAML after adjusting for confounding variables. Moderate- or high-intensity infection with A. lumbricoides was positively and significantly associated with poor performance in cognitive tests of memory (OR = 2.2, 95% CI = 1.044.7). Other independent predictors of poor performance on tests of memory were hemoglobin, age, SES, and sex, with boys scoring lower than girls.
Verbal fluency.
Infection with T. trichiura at any intensity relative to being uninfected was significantly associated with at least a four-fold higher odds of attaining a low score on tests of verbal fluency (Table 4
). Childrens performance on tests of verbal fluency did not differ significantly by S. japonicum infection, SES, nutritional status, hemoglobin level, or Ascaris or hookworm infection.
Philippine Non-Verbal Intelligence Test. Helminth infection, regardless of type and intensity of infection, was not associated with poor performance on the PNIT after confounder adjustment. However, nutritional status, age (the PNIT is not age standardized), and SES were strong inverse correlates of poor performance on the PNIT.
Mechanistic role of hemoglobin and nutritional status.
To evaluate the mechanistic role of hemoglobin in mediating the relationship between helminth infections and cognitive impairment, multivariable models that controlled for age, SES, sex, nutritional status, and co-existing parasites with and without hemoglobin were evaluated. Changes in strength of association with inclusion/exclusion of hemoglobin in the logistic regression models are shown in Figure 1
. The learning-schistosomiasis infection and the memory-Ascaris infection relationships were actually strengthened with hemoglobin in the respective regression models. When models were evaluated with and without BMI Z-score, the strength of relationship between respective helminth infection and cognitive function was relatively unchanged in all domains. For example, compared with estimate of associations in Table 4
that are adjusted for nutritional and hemoglobin status, removal of the BMI Z-score from the model leads to no changes in the memory domain (OR = 2.2, 95% CI = 1.034.9), a slight attenuation in the association between Trichuris and verbal fluency (OR = 4.3, 95% CI = 1.0230), and a slight increase in association between S. japonicum and learning (OR = 3.1, 95% CI = 1.386.9).
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| DISCUSSION |
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We are aware of only two human studies16,17 in Tanzania and China that reported associations between schistosomiasis infection and any domain of cognitive performance. Unlike our study, both groups found associations between tests of memory and schistosomiasis infection. Specifically, Jukes and others16 found that high-intensity infection with S. haematobium was associated with cognitive impairment in verbal and short-term memory domains among school age children in Tanzania. In a subset of younger children in China, Nokes and others17 found associations between treatment of S. japonicum and improvements in tests of memory (free recall, fluency, and picture search tests). We did not find this even when analyses were limited to younger children. The difference in domains of cognitive ability affected could be a reflection of the inherent challenges in quantifying constructs as complex as cognitive ability or the study design differences (cross-sectional versus randomized controlled trial).
Ascaris lumbricoides infection of moderate or high intensity was found to be associated with poor performance in tests relative to Ascaris-uninfected children in the memory domain. This finding is consistent with that of Nokes and others16 in China, Sakti and others31 in Indonesia, and Jukes and others17 in Tanzania. Watkins and others,32 in a randomized clinical trial among children in Guatemala, in which albendazole was administered at baseline and at three months for the treatment group, failed to find evidence of improvement in cognitive ability at six-months post-treatment of Ascaris infection. This finding is certainly possible in the context of their study, given that follow-up period was short and may not have been sufficient to detect any improvements that might have occurred. It is also possible that children require remedial assistance in addition to anti-helminthic therapy to observe improvements in cognitive performance.
This study provides additional support for a relationship between T. trichiura infection and poor performance in tests of verbal fluency. Specifically, we found that children infected with Trichuris had almost 4.5 times greater odds of performing poorly in tests of verbal fluency regardless of infection intensity. This finding is congruent with those of other investigators in Jamaican children,3337 in which improvements in tests of verbal fluency were noted among children treated for moderate or high intensities of Trichuris infection.
Several investigators have demonstrated that helminth infections are associated with poor nutritional status and lower hemoglobin levels or anemia.3844 Positive associations between higher cognitive performance and better nutritional and hemoglobin status have also been reported.18,20,4549 Our finding that hemoglobin and nutritional status were inversely related to cognitive performance in the memory and PNIT domains, respectively, is consistent with these previous research findings. Furthermore, this study underscores the importance of rigorous control for confounding variables in the examination of the relationship between helminth infection and cognitive performance. We found SES to be strongest and most consistent correlate of cognitive impairment. This finding is not surprising since higher SES may reflect among other things, access to superior educational and health care opportunities that may be beneficial to childrens performance in cognitive tests. Failure to robustly control for SES could result in spurious associations or over-estimation of the true relationship between helminth infection and cognitive performance. In addition, sex was a confounder of these relationships since boys were more intensely infected and performed worse on tests of cognition, especially the WRAML. We explored the potential for effect modification of the effect of helminth on cognitive ability by sex to see if there is a stronger relationship between cognitive impairment and helminth infection among boys. We failed to find evidence for this from our analyses and therefore conclude that helminth infection affects cognitive performance similarly among boys and girls.
Because the relationship between hemoglobin levels and cognitive performance has been well described in the literature and investigators have postulated that cognitive impairment in the context of helminth infection may be mediated through anemia, we built models with and without hemoglobin to see if the effects of parasitic infection on cognitive ability was mediated through hemoglobin. With inclusion of hemoglobin, we expected changes in point estimates to include the null value in the 95% CI if most of the effects on cognitive ability is mediated through this covariate (Figure 1
). We found an increase, rather then a decrease, in the strength of association between cognitive ability (learning and memory) and infection with S. japonicum and A. lumbricoides upon adjustment for hemoglobin status. The observation of an 810% increase in the strength of association suggests that hemoglobin, although independently associated with cognitive ability, is unlikely to be the dominant mediator of cognitive impairment in the context of S. japonicum and A. lubmricoides. In addition, inclusion of nutritional status in multivariable models did not change observed associations, suggesting under-nutrition is not the primary mediator of the observed relationships. Other potential mediating factors may include pro-inflammatory cytokines made in response to infection,50,51 which are known to have a detrimental effect on cognitive function.52,53 In particular, serum tumor necrosis factor-
levels are higher in individuals with schistosomiasis infection,54,55 and this cytokine has been related to decreased performance on cognitive tests in human subjects.53 In addition, abdominal discomfort related to A. lumbricoides, S. japonicum, and T. trichiura infection could affect cognitive performance if significant enough to distract children from cognitive tasks. For the Trichuris-verbal fluency relationship on the other hand, we observed 22.4% diminution in the strength of association upon adjustment for hemoglobin. This observation suggests that hemoglobin may be playing a more significant mechanistic role in the T. trichiura-fluency relationship.
The findings presented must be interpreted in light of limitations inherent in cross-sectional study design. First, the cross-sectional design does not allow causal inferences to be made. Although it is possible that cognitive impairment predisposes children to helminth infections, we believe reverse causality is unlikely to explain these findings since SES, not cognitive ability, is more likely to increase childrens helminth exposure. We have adjusted for SES, which is directly correlated with cognitive function, and is one of the most important factors related to helminth exposure. Analysis of longitudinal data from this population, to be presented elsewhere, will increase our causal inference in addition to decoupling the temporal relationship between exposure to helminth infection and cognitive performance.
In addition, although we have adjusted for SES and other important confounders, it is possible that there are residual confounding or unmeasured confounding variables that could explain these relationships. Furthermore, it is possible that after the adaptation process of the WRAML, it may not capture constructs such as learning in the same way as when it used in populations in the United States, which may be more similar to the population in which the test was validated. We believe this is unlikely since only minor adaptations were made, and this was done only to replace unfamiliar customs or items with those of a similar level of difficulty. Finally, simultaneous exposure to multiple parasite species is common in our study population, as is the case in most helminth-endemic regions. It is possible that biologic interactions occur among co-infecting species, potentially modifying the association between any helminth species and cognitive performance. It remains an empirical challenge to quantify the effect of poly-parasite helminth exposures on helminth-associated morbidities without simultaneously sacrificing statistical and inferential efficiency given the co-linear distribution of helminths under investigation and the potential for interaction.
We have provided evidence that helminth infection is associated with cognitive impairment in school age children. We found impairments in learning, memory, and verbal fluency for different helminths. It is not surprising that different parasites were associated with deficits in different domains, since these infections cause vastly different host responses based on their location and parasite-specific immunologic and hematologic effects. Given the resource-poor nature of helminth-endemic regions, prioritization of public health interventions that are most cost effective is crucial. Defining the global burden of helminth infections entails assessing more subtle morbidities.56 These morbidities, particularly when clinically apparent at low intensities of infection that are highly prevalent, likely contribute significantly to disability-adjusted life years.7
Received June 21, 2004. Accepted for publication July 26, 2004.
Acknowledgments: We thank our field staff for their diligence and energy: Blanca Jarilla, Mario Jiz, Archie Pablo, Raquel Pacheco, Patrick Sebial, Mary Paz Urbina, and Jemaima Yu. We also thank the study participants from Macanip, Buri, and Pitogo in Leyte, The Philippines.
Financial support: This work supported by National Institutes of Health grants RO1 AI48123 and K23 AI52125.
* These authors contributed equally to this work. ![]()
Authors addresses: Amara Ezeamama, Jennifer F. Friedman, Gretchen C. Langdon, and Jonathan D. Kurtis, and Stephen T. McGarvey, International Health Institute, Brown University, Providence, RI 02912, E-mails: Amara_Ezeamama{at}brown.edu,, Jennifer_Friedman{at}brown.edu,, Gretchen_Langdon{at}brown.edu,, Jonathan_Kurtis{at}brown.edu, and Stephen_McGarvey{at}brown.edu. Luz P. Acosta, Daria L. Manalo, and Remigio M. Olveda, Research Institute of Tropical Medicine, Alabang, Muntinlupa, Metro Manila 1770, The Philippines, E-mails: lacosta{at}ritm.ph.gov and Dmanalo{at}ritm.ph.gov. David C. Bellinger, Department of Environmental Health, Childrens Hospital, Farley Basement, Box 127, 300 Longwood Avenue, Boston, MA 02115, E-mail: David.Bellinger{at}tch.harvard.edu.
| REFERENCES |
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