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1 Department of Biochemistry and Molecular Biology, Federal University of São Paulo; 2 Clinical and Toxicological Analysis Department, Faculty of Pharmaceutical Sciences, and 3 Heart Institute (Instituto do Coração), São Paulo University Medical School, University of São Paulo; 4 Division of Experimental Medicine, Instituto Nacional de Câncer, Rio de Janeiro, Rio de Janeiro, Brazil; and 5 Fleury Research Institute, São Paulo, São Paulo, Brazil
Requests for reprints: Tiago V. Pereira, Department of Biochemistry and Molecular Biology, Federal University of São Paulo, Instituto do Coração, Avenida Dr. Enéas de Carvalho Aguiar 44, CEP 05403-000, São Paulo, SP, Brazil. Phone: 55-11-3069-5068; Fax: 55-11-3069-5068. E-mail: t27026t{at}yahoo.com.br
| Abstract |
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| Introduction |
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80% of leukemia diagnoses (2). Whereas ALL accounts for 23% of cancers among children younger than 15 years, it is responsible for up to 20% of all adult leukemias, which are characterized by a worse prognosis with a decreased long-term survival (2, 3). Although a significant improvement in both ALL diagnosis and treatment has been made over the past decades, the etiology of most cases of ALL remains unknown due to probable multifactorial mechanisms of pathogenesis (4). Recently, however, molecular epidemiologic case-control studies suggest that both adults and children harboring variant alleles of the 5,10-methylenetetrahydrofolate reductase (MTHFR) gene might have a decreased risk of ALL development (5). The gene coding for MTHFR enzyme is located at chromosome 1.p36.3 and composed of 2.2 kilobases with a total of 11 exons (6). Despite the fact that several MTHFR polymorphisms have been described thus far, only two polymorphisms, C677T and A1298C, have been intensively investigated. The C-to-T transition at the nucleotide position 677 in exon 4 of MTHFR generates an alanine-to-valine substitution at amino acid 222. This substitution lies at the binding site for the flavin adenine dinucleotide (7), an important cofactor for MTHFR. As a result, carriers of the MTHFR 677TT genotype possess a thermolabile enzyme of reduced activity (8), with a subsequent mild decrease in both serum and plasma folate and an increase in homocysteine levels (5, 9). The second most studied polymorphism in MTHFR is an A-to-C transversion substitution at nucleotide 1,298 (exon 7) that results in an amino acid substitution of glutamate for alanine at codon 429 (10). Once this amino acid substitution takes place at the S-adenosylmethionine regulatory domain of the MTHFR, the A1298C polymorphism also generates an enzyme with a decreased activity (10). However, in contrast to the C677T variant, biochemical observations indicate that individuals homozygous for the 1298C allele do not seem to have higher serum homocysteine levels or any modification in folate status when compared with the wild-type genotype (9).
The biological mechanism by which MTHFR variants are thought to be associated with the ALL risk modulation is related to a more efficient DNA synthesis (5). Because folate plays a major role in normal human cell growth and leukemias commonly arise as a result of DNA translocations, inversions, or deletions in regulatory genes of the blood cell development and homeostasis (4, 5, 11), a decreased MTHFR activity might result in an alteration of the normal intracellular distribution of folate substrates (12). As a result, the folate precursors pathway would be directed for purine and pyrimidine synthesis, generating a reduced uracil misincorporation (13) with a subsequent decreased number of genetic mutations and a more stable DNA synthesis. Despite the appealing biological mechanism, results on the relation between MTHFR polymorphisms and ALL risk are derived mainly from underpowered studies and yielded conflicting results. To investigate the possible effect of MTHFR variants on the ALL risk through a more robust and powered analysis, we did a meta-analysis of 13 molecular epidemiologic case-control studies that examined the association between MTHFR polymorphisms and risk of both adult and childhood ALL.
| Materials and Methods |
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Selection Criteria
For inclusion, studies had to be case-control in design, involve unrelated subjects, and examine the association between ALL and the presence of the C677T or A1298C MTHFR variants. Exclusion criteria were as follows: (a) study design other than case-control (e.g., single case reports, cohort study design without control group); (b) main outcome other than the risk of ALL among genotypes (e.g., pharmacogenetic studies); and (c) control group not in accordance with Hardy-Weinberg equilibrium (14). Reports were further excluded if they evaluated the role of MTHFR variants in hematologic malignancies other than ALL.
End Point and Genetic Model
The main end point was the risk of ALL, including both adult and childhood ALL. However, sensitivity analyses were done considering adult and childhood ALL separately. A recessive model for the C677T (TT versus CT + CC) and the A1298C (CC versus AC + AA) polymorphism was assumed in line with previous research (9). However, pairwise comparisons between 677TT versus 677CC and 1298CC versus 1298AA genotypes were also done.
Data Extraction and Statistical Analysis
The characteristics of the included studies were independently extracted by two investigators (T.V.P. and M.R.) through a standardized protocol. Results were compared and minor disagreements were resolved by discussion and rereading of the original data.
The odds ratio (OR) was used as the metric of choice for the evaluation of risk. We combined OR and its 95% confidence intervals (95% CI) using both fixed-effects (15) and random-effects (16) models according to the Mantel-Haenszel and DerSimonian-Laird methods, respectively. The Cochran's Q-statistic test was used to assess the presence of heterogeneity (16). To evaluate the robustness of the overall estimate, a sensitivity analysis was done by iteratively eliminating each individual study and recalculating the summary OR. Sensitivity analysis was also done considering adult and childhood ALL separately. In addition, we carried out a further sensitivity analysis including studies in which the controls were not in accordance with the Hardy-Weinberg equilibrium (14). For such analysis, the ORs and the variances of studies with deviations from the Hardy-Weinberg equilibrium were adjusted, as previously reported (17). Details and applications of the above method are described elsewhere (14). Evidence for publication bias was assessed using the Egger's regression asymmetry statistics (18) and the Begg-Mazumdar adjusted rank correlation test (19). A meta-regression analysis was done to delineate possible reasons for heterogeneity among studies. The OR was the dependent variable, whereas year of publication, total sample size, and journal impact factor (according to the Journal of Citation Reports 2004) were independent variables. Hardy-Weinberg equilibrium was tested for controls using an exact test. A P value of <0.05 was judged significant with exception of the Q-statistic, in which a significance level of <0.1 was chosen. All analyses were done with the Stata statistical package (version 7.0; College Station, TX).
| Results |
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90%) composed by European descendants (20-22), two studied populations from Turkey (23, 24), and one examined both mixed and European-derived populations (32). Genotypic data for both C677T and A1298C variants were available for 10 studies (20-22, 25-32), whereas 3 reports presented only data for the C677T polymorphism (23, 24, 28). However, one study (23) was further excluded from the main analysis due to lack of agreement of controls with the Hardy-Weinberg equilibrium (P = 0.027, exact test). Altogether, a total of 12 references (13 subgroups) fulfilled all inclusion criteria. Among the 13 subgroups assessing the C677T variant, 8 reported a statistically significant association between the 677T allele (or 677TT genotype) and a reduced risk of ALL. For the 10 subgroups investigating a link between the A1298C variant and the risk of ALL, only 3 suggested a statistically significant protective effect for the 1298C allele (or 1298CC genotype) on ALL risk, whereas 1 reported statistically significant results in an opposite direction (32). Details of the characteristics of these studies and their main results are summarized in Table 1
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There was no statistically significant evidence for heterogeneity of the ORs among the 13 case-control subgroups in a recessive model (TT versus CT + CC, Q-statistic,
2 = 16.28, degrees of freedom (df) = 12, P = 0.18). The summary OR under a fixed-effects model showed that subjects homozygous for the 677T allele (TT versus CT + CC) were associated with a modest overall reduction in the risk of ALL (Mantel-Haenszel common OR, 0.83; 95% CI, 0.70-0.99; P = 0.03). As the between-study variance was not large, use of a random-effects model yielded similar results (DerSimonian-Laird common OR, 0.79; 95% CI, 0.64-0.99; P = 0.04). However, whereas Begg-Mazumdar test was not significant (P = 0.32), the Egger test indicated a putative presence of publication bias (intercept = 1.53; 95% CI, 2.80 to 0.26; P = 0.02). According to Egger et al. (18), this nonzero intercept suggests the possibility that small studies showing no effect of the C677T variant on ALL risk were suppressed from publication.
Thus, despite these initial positive findings, such marginal associations and the putative presence of publication bias suggest extreme caution when interpreting these results. To investigate differential effects of the TT genotype on the risk modulation for ALL, we carried out a sensitivity analysis, separately considering adult ALL and childhood ALL.
Surprisingly enough, by combining data of eight studies (21, 22, 27-32) totaling 4,567 subjects (1,772 cases and 2,795 controls), the TT genotype was not associated with a reduced risk of childhood ALL (Mantel-Haenszel common OR, 0.87; 95% CI, 0.72-1.06; P = 0.17). Virtually identical results were obtained when contrasting TT versus CC genotypes. Indeed, individuals homozygous for the 677T allele failed to show a reduced risk of childhood ALL when compared with CC subjects (Mantel-Haenszel common OR, 0.84; 95% CI, 0.69-1.03; P = 0.10). In both cases, the test of heterogeneity provides evidence for homogeneity among study results (Q-statistic,
2 = 8.27, df = 8, P = 0.41 and
2 = 11.37, df = 8, P = 0.18, respectively).
Interestingly, the TT genotype was associated with a significant reduction in the risk of development of adult ALL (Mantel-Haenszel common OR, 0.45; 95% CI, 0.26-0.77; P = 0.004), showing homogeneity among study results (Q-statistic,
2 = 1.28, df = 2, P = 0.53). Pooled OR for the pairwise comparison (TT versus CC) rendered similar results, indicating that the TT genotype was associated with a significant reduction in the risk of development of adult ALL (Mantel-Haenszel common OR, 0.41; 95% CI, 0.24-0.72; P = 0.002). Homogeneity among study results was also observed (Q-statistic,
2 = 2.85, df = 2, P = 0.24).
We also investigated the influence of a single study on the overall results. For childhood ALL, the summary ORs were computed, omitting one study at a time in a recessive model. Except after the exclusion of the largest study (31), omission of other studies generated little or no difference on the overall results. Furthermore, identical findings were obtained in the comparison between the TT and CC genotypes, suggesting robustness of our results (data not shown).
Finally, as there is no consensus on the inclusion of studies in which the controls are not in Hardy-Weinberg equilibrium (14), we carried out a last sensitivity analysis including the adjusted OR (17) by Balta et al. (23), yielding a meta-analysis of 4,894 subjects (1,914 cases and 2,980 controls). After adjustment for deviations from the Hardy-Weinberg equilibrium (17), no significant changes on the summary OR for childhood ALL were observed both in a recessive model (TT versus CT + CC: Mantel-Haenszel common OR, 0.88; 95% CI, 0.73-1.06; P = 0.18) and in the pairwise comparison TT versus CC (Mantel-Haenszel common OR, 0.85; 95% CI, 0.70-1.04; P = 0.12). No evidence for heterogeneity was detected (data not shown). A forest plot showing the summary OR on the C677T polymorphism and the overall risk of ALL (all 13 studies included), as well as pooled estimates by leukemia type, is depicted in Fig. 2 .
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2 = 18.83, df = 10, P = 0.04). By the use of a random-effects model, no evidence for a protective effect of the CC genotype on risk of ALL was observed (CC versus CA + AA; DerSimonian-Laird common OR, 0.83; 95% CI, 0.60-1.15; P = 0.28). By meta-regression, none of the study-level covariates evaluated was significantly associated with the magnitude of the OR (data not shown). For sensitivity analysis, calculation was further done separately for adult ALL (two studies: 183 cases and 371 controls) and childhood ALL (eight subgroups: 1,710 cases and 2,712 controls).
Summary ORs under a random-effects model indicated no significant reduction in risk for both adult and childhood ALL for the CC genotype (DerSimonian-Laird common OR, 0.52; 95% CI, 0.05-5.03; P = 0.57; and DerSimonian-Laird common OR, 0.80; 95% CI, 0.56-1.16; P = 0.24 for adult and childhood ALL, respectively). The tests of heterogeneity for both adult ALL (
2 = 4.38, df = 1, P = 0.04) and childhood ALL (
2 = 14.23, df = 7, P = 0.05) were significant, indicating the presence of mild heterogeneity. Additional sensitivity analysis, in which the combined estimate of OR was computed after omission of one study at a time, reveals that the pooled estimates remain virtually the same for the childhood leukemia studies, suggesting that no single study is heavily influencing the summary OR in this meta-analysis (data not shown).
No differences comparing the 1298CC genotype with subjects homozygous for allele A (CC versus AA model) were observed. Overall, 1298CC individuals were not associated with a reduced risk of ALL when compared with the AA genotype (DerSimonian-Laird common OR, 0.86; 95% CI, 0.59-1.25; P = 0.42). Again, evidence for heterogeneity was observed (
2 = 26.63, df = 10, P = 0.01). Stratification by leukemia type indicates also a lack of association between the CC genotype and a reduced risk of both childhood ALL (DerSimonian-Laird common OR, 0.83; 95% CI, 0.55-1.25; P = 0.38) and adult ALL (DerSimonian-Laird common OR, 0.46; 95% CI, 0.03-7.46; P = 0.58) when compared with the AA genotype. Meta-regression analyses failed to show a significant association between the magnitude of OR (CC versus AA) and study-level covariates (data not shown). Figure 3
summarizes graphically the overall risk of ALL, as well as pooled estimates by leukemia type, for the CC genotype.
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| Discussion |
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A link between a reduced risk of childhood ALL and the C677T polymorphism is attractive due to the interesting biological mechanism, particularly because this variant has been found to be unequivocally associated with folate and homocysteine levels (9). However, through the combined examination of 4,567 subjects, the present meta-analysis does not support a protective effect of the 677TT genotype on a reduced risk of pediatric ALL. Importantly, these results were extremely robust to different model assumptions (fixed-effects versus random-effects models), genetic models, and additional sensitivity analysis. Furthermore, the pooled estimate was derived from a set of homogenous studies, which does not support the hypothesis that this polymorphism may have an effect in some populations but not in others.
What then is the explanation for this lack of association? Actually, several factors may underlie the absence of an association between childhood ALL and the C677T polymorphism.
First, as previously mentioned, single variants are unlikely to be responsible for complex hematologic malignancies, where an unfavorable gene-environment interaction is likely to play a major role (20). Because none of the 13 genetic association studies included in the present meta-analysis was also designed to investigate the interaction between folate status or maternal folate intake during the pregnancy and the risk of ALL, conflicting results from various countries may reflect the complex interaction between genetic variants in the folate pathway and nutrient intake.
Second, the MTHFR C677T and A1298C variants are 2.1 kb apart and have indicated to be in strong linkage disequilibrium (5). In this respect, specific haplotype frequencies could be also a source of conflicting results. Hence, haplotypic analysis and gene-gene interactions with other genes coding for important enzymes in folate metabolism are research gaps to be filled, requiring further exploration.
Third, previous evidence suggests a more prominent role for the maternal MTHFR genotype and folate status in the risk of Down syndrome (36) and cleft lip/palate (37). By analogy, another possible explanation for the negative findings between the C677T variant and a reduced risk of pediatric acute leukemia is the fact that any risk modulation in childhood ALL might depend more on both mother's genotype and altered maternal folate status during pregnancy than the child's genotype per se. Nonetheless, a recent study testing the interaction between maternal genotype and folate supplementation during pregnancy, in a homogenous cohort characterized by the same genetic and geographic background, does not support a folate-related gene-environment interaction in the etiology of childhood ALL (38). Therefore, the role of a gene-nutrient interaction for the development of childhood ALL is still uncertain, and further larger investigations assessing both the mother's genotype and folate status in the risk of pediatric ALL risk are warranted (38).
Fourth, we should also consider the phenomena of spurious association and publication bias. Indeed, empirical observations suggest that the first studies in genetic association studies commonly have small sample sizes and tend to give more impressive estimates of effect size than subsequent research (39). Furthermore, publication bias likely affects strongly the available literature, leading to overestimated genetic effects. Thus, the raised question about a false-positive association disclosed in the pioneers studies of MTHFR variants and risk of childhood ALL followed by publication bias cannot be ruled out. Finally, one may argue that our meta-analysis failed to have sufficient power to detect an OR of 0.8 or higher on the relation between the C677T variant and risk of childhood ALL. In fact, it must be emphasized that the power and quality of a meta-analysis depend on the size and quality of the studies being combined. Hence, the present meta-analysis has several limitations that should be acknowledged, especially the reduced number of available studies and the limited sample size of each included study. However, the pooled OR obtained for childhood ALL risk is in fully accordance with previous evidence showing that the relative risk of disease susceptibility for single genetic variants is moderate to low, most of them conferring relative risks near 1.0 (39). Thus, in a scenario where the C677T polymorphism has a real modest effect (nearing a relative risk of 1.0), the benefit of this polymorphism for clinical practice or public health remains questionable in populations with adequate folate intake for pediatric ALL, because adequate ingestion of folate may be sufficient to overcome any potential detrimental effects of MTHFR variants (5).
More conceivable would be the relation between the folate status and genotype in adult ALL, where folate status might be much more conditional to the subject's own genotype and folate intake. In this scenario, a role of the C677T polymorphism in risk modulation for adult ALL could be more prominent, particularly in populations with chronic folate deficiency. In fact, subgroup analyses were done and a positive association between the C677T polymorphism and the risk of adult ALL was observed. The present meta-analysis suggests a 2-fold risk reduction in adult ALL for the TT genotype when compared with the CT + CC genotypes. A similar result was also obtained when TT subjects were compared with those homozygous for the C677 allele (TT versus CC: common OR, 0.41). Although these findings were derived from a homogenous set of studies, heterogeneity tests are underpowered in meta-analysis and can reject the hypothesis of heterogeneity when the number of studies is small (18, 19). Thus, another limitation of the present meta-analysis is the reduced number of studies on the relation of adult ALL and MTHFR variants (three studies, 777 subjects: 245 cases and 532 controls). In addition, the extent of publication bias is unknown. Despite these drawbacks, the studies on the relation between the MTHFR C677T and adult ALL risk are interesting and quite consistent, deserving additional investigations.
In conclusion, current published studies fail to support the hypothesis that the MTHFR A1298C polymorphism is associated with a reduced risk of ALL. In addition, the C677T variant does not seem to play a major role in risk modulation in pediatric ALL, at least for populations with adequate folate intake (30, 31). Further studies assessing folate level measurements to confirm any gene-environment interaction in adult ALL development are required.
| Footnotes |
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The costs of publication of this article were defrayed in part by the payment of page charges. This article must therefore be hereby marked advertisement in accordance with 18 U.S.C. Section 1734 solely to indicate this fact.
Received 4/24/06; revised 7/ 7/06; accepted 7/19/06.
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