Background: Some epidemiologic studies suggest that maternal consumption of cured meat during pregnancy may increase risk of brain tumors in offspring. We explored whether this possible association was modified by fetal genetic polymorphisms in genes coding for glutathione S-transferases (GSTs) that may inactivate nitroso compounds.

Methods: We assessed six GST variants: GSTM1 null, GSTT1 null, GSTP1I105V (rs1695), GSTP1A114V (rs1138272), GSTM3*B (3-bp deletion), and GSTM3A-63C (rs1332018) within a population-based case-control study with data on maternal prenatal cured meat consumption (202 cases and 286 controls born in California or Washington, 1978–1990).

Results: Risk of childhood brain tumor increased with increasing cured meat intake by the mother during pregnancy among children without GSTT1 [OR = 1.29; 95% confidence interval (95% CI), 1.07–1.57 for each increase in the frequency of consumption per week] or with potentially reduced GSTM3 (any −63C allele; OR = 1.14; 95% CI, 1.03–1.26), whereas no increased risk was observed among those with GSTT1 or presumably normal GSTM3 levels (interaction P = 0.01 for each).

Conclusions: Fetal ability to deactivate nitrosoureas may modify the association between childhood brain tumors and maternal prenatal consumption of cured meats.

Impact: These results support the hypothesis that maternal avoidance during pregnancy of sources of some nitroso compounds or their precursors may reduce risk of brain tumors in some children. Cancer Epidemiol Biomarkers Prev; 20(11); 2413–9. ©2011 AACR.

Childhood brain tumor (CBT) is the second most common pediatric cancer. Ionizing radiation is the only conclusively established nongenetic risk factor, but several epidemiologic studies suggest that maternal consumption of cured meats during pregnancy increases risk of CBT in offspring (1, 2). Although some studies have not observed this association (1, 3), the potential relationship remains compelling because cured meat is an important source of nitrite that can combine with other components of meat to form N-nitroso compounds (NOCs), including nitrosoureas (4). These are potent neurocarcinogens in non-human primates (5) and other animals, especially when exposure occurs in utero (6, 7).

Unlike some NOCs, nitrosoureas do not require enzymatic activation to act as carcinogens. Individual variation in a mother or child's ability to detoxify (denitrosate) these chemicals is the key to understand their potential impact on cancer risk. Glutathione S-transferases (GSTs) are important in the detoxification of nitrosoureas (8–10). These include the alpha (GSTA), mu (GSTM), pi (GSTP), and theta (GSTT) subfamilies. The various GSTs are structurally similar with some overlap in substrate specificity, but their activity with respect to nitrosoureas differs. The GSTs' relative expression levels in human brain, including during the fetal period, also differ. Therefore, some GSTs may play a more important role than others in protecting the fetal brain from nitrosourea compounds. Notably, GSTP1 is highly expressed in the fetal brain as early as 12 weeks gestation, including in astrocytes (11), the cell of origin for glial tumors, the tumor type most consistently associated with maternal cured meat consumption (2, 12). In addition, GSTP1 overexpression is associated with brain tumor resistance to the chemotherapeutic agent 1,3-bis(2-chloroethyl)-1-nitrosourea (BCNU, carmustine) in vitro (13), consistent with a role of GSTP1 in nitrosourea metabolism in the brain. GSTT1 and GSTM3 are also highly expressed in the brain (14), and are particularly efficient in the metabolism of BCNU in humans (9). GSTA isoforms are not expressed in fetal brain (11). We thus focused our explorations on genetic polymorphisms in GSTP1, GSTT1, and the GSTM4-GSTM2-GSTM1-GSTM5-GSTM3 gene cluster containing GSTM3.

Both GSTM1 in this cluster and GSTT1 contain a common genetic polymorphism that results in the complete absence of the respective enzyme activity among homozygous carriers of the variant allele (null status). The functional GSTM1*A allele is linked with a 3-bp deletion (*B) in GSTM3 that creates a Yin Yang 1 binding site (15). In the 5′ promoter resides another functional polymorphism, GSTM3A-63C; the C allele is associated with reduced GSTM3 expression (16). GSTP1 contains two frequently studied polymorphisms, GSTP1I105V and GSTP1A114V that result in amino acid changes near the enzyme's catalytic center. These affect enzyme activity in a substrate-dependent manner, and are associated with survival among anaplastic glioma patients (17).

To elucidate the CBT–cured meat association, we examined whether it is modified by these 6 functional GST polymorphisms. Using population-based case–control data in which maternal cured meat consumption was associated with CBT (18), we assessed these polymorphisms by using DNA from dried blood spots (DBS) from newborn screening archives in California and Washington. We hypothesized that the previously observed CBT–cured meat association would be greater among children whose genotype might result in decreased denitrosation of nitrosoureas (i.e., reduced GST levels or activity) than among children with greater denitrosation capabilities.

Methods for obtaining interview data and specimens have been described (18–20). Briefly, all children were 10 years or younger and living in Seattle-Puget Sound (Washington), San Francisco-Oakland (California), or Los Angeles County (California) at the time of either diagnosis with a primary tumor of the brain, cranial nerves, or cranial meninges (ICD-O codes 191.0–192.1) in 1984–1991 (N = 202 cases) or recruitment via random digit dialing in 1989–1993 (N = 286 controls). These are all of the participants from the earlier population-based case–control study of CBT (18) for whom a DBS was located in state newborn screening archives. Among those born in California or Washington in a year with specimens archived (1978–1990), we obtained a DBS for 94% of cases and 86% of controls from Seattle (19), 93% of cases and 75% of controls from San Francisco, and 92% of cases and 85% of controls from Los Angeles (20). This represents 93% of cases and 83% of controls born in California or Washington in archived years, and 37% of cases and 36% of controls from the original study.

We ascertained frequency of maternal prenatal consumption of cured meat (ham, bacon, hot dogs, sausage, luncheon meat, and “other cured meats”) by structured in-person interviews with mothers, on average 5.3 years after birth for cases and 6.4 years for controls. Institutional Review Board approvals were received from all relevant agencies prior to study initiation, informed consent was obtained prior to the interview, and DBS were anonymized prior to release from the archives. In Washington, specimens were labeled only with a randomly assigned identification number (19), and identifying information was removed from study data. Similar methods for assuring anonymity were used in California (20).

The Functional Genomics Laboratory at the University of Washington obtained DNA from DBS by using the QIAamp DNA Mini Kit (QIAGEN), and conducted genotyping for 6 variants: GSTP1I105V (rs1695), GSTP1A114V (rs1138272), GSTM3*B (rs36120609-rs1799735-rs58210492), and GSTM3A-63C (rs1332018) by using TaqMan assays (Applied Biosystems); and GSTM1 and GSTT1 null by using one multiplex PCR-based assay (21). A portion of the β-globin gene was coamplified to verify that double-null status was not an artifact of PCR failure. Complete genotyping data were available for 200 (99%) cases and 279 (98%) controls. Duplicate or quadruplicate specimens for 6% of cases and 6% of controls from Washington were analyzed, blind to initial results, with complete concordance. When stratified by race/ethnicity, state, and case status, no genotype frequencies failed χ2 tests for Hardy–Weinberg equilibrium, with the exception of Californian Hispanics for GSTM3*B. However, this was statistically significant only for cases, and we confirmed that as reported previously (15) this allele was less frequent among GSTM1 null individuals (P < 0.0005, Pearson χ2).

We estimated ORs and 95% confidence intervals (95% CI) for the CBT–cured meat association by using unconditional logistic regression, adjusted for study center, age, sex, and race/ethnicity. We categorized the latter as African American/black (either parent African American/black), Hispanic (either parent Hispanic, neither parent African American), white (both parents non-Hispanic white), and Asian/other. We adjusted for age, sex, and study center because they were frequency-matching variables, and for race/ethnicity because of previously reported associations with CBT, genotype, and cured meat consumption. Adjustment for birth year or maternal education did not materially affect ORs or CIs further, and therefore were not included in final models. For ORs between CBT and cured meat, we categorized maternal cured meat consumption as previously (18): never; ≤1 time/week; >1 time/week but ≤3 times/week; >3 times/week but ≤7 times/week; >7 times/week. We also evaluated consumption as a continuous (frequency per week) variable. We then stratified by genotype; dichotomization was required for GSTT1 and GSTM1 because the assay does not separate heterozygous and homozygous non-null individuals, and for the other 4 polymorphisms because homozygous variants were uncommon. We assessed interaction between maternal cured meat consumption (continuous) and genotype on the multiplicative scale, while including exposure and genetic main effects terms in the model. To the extent sample size allowed, we explored the consistency of results between our two largest racial/ethnic groups (non-Hispanic whites, non-black Hispanics); and by CBT histologic subtype [astroglial tumors (ICD-O histology codes 9380, 9382, 9400, 9401, 9420, 9421); medulloblastoma/primitive neuroectodermal tumors (PNET, codes 9470, 9471, 9473); and “other” tumors (all other codes)].

Cases and controls for whom a DBS was located were similar to original study participants with regard to race/ethnicity and maternal education (Table 1). Those with DBS were born in more recent birth years (when archival samples were stored), and therefore were younger. The median age at diagnosis/reference for both cases and controls with DBS was 3 years (data not shown). Consistent with this relatively young age, proportionally fewer astroglial and proportionally more medulloblastoma/PNET cases were included than in the original study (Table 1). Only 3 (1%) cases and 3 (1%) controls had a personal or family history of Li–Fraumeni syndrome, neurofibromatosis, or tuberous sclerosis, or had a first-degree relative with a brain tumor (data not shown).

Table 1.

Demographic and clinical characteristics of children with and without brain tumors, overall and among those with a DBS for genotyping, West Coast Childhood Brain Tumor Study, births in 1965–1990

 All participantsParticipants with a DBS for genotyping
Cases (N = 540)Controls (N = 801)Cases (N = 202)Controls (N = 286)
Birth year     
1965–1977 194 (36) 292 (36) – – 
1978–1984 232 (43) 325 (41) 99 (49) 142 (50) 
1985–1990 114 (21) 184 (23) 103 (51) 144 (50) 
Age at diagnosis/reference, y     
≤4 188 (35) 287 (36) 168 (83) 222 (78) 
5–9 158 (29) 232 (29) 34 (17) 61 (21) 
≥10 194 (36) 282 (35) 0 (0) 3 (1) 
Study center     
Los Angeles 304 (56) 315 (39) 110 (54) 99 (35) 
San Francisco 102 (19) 205 (26) 26 (13) 50 (17) 
Seattle 134 (25) 281 (35) 66 (33) 137 (48) 
Male 298 (55) 448 (56) 121 (60) 168 (59) 
Race/ethnicitya     
Non-Hispanic white 313 (58) 532 (67) 105 (54) 192 (68) 
Hispanic 147 (27) 183 (23) 62 (32) 61 (22) 
African American 42 (8) 41 (5) 14 (7) 13 (5) 
Asian/other 38 (7) 44 (6) 15 (8) 17 (6) 
Maternal education (college)a     
None 270 (50) 318 (40) 103 (51) 112 (39) 
Some 170 (32) 267 (33) 57 (28) 88 (31) 
Degree 99 (18) 215 (27) 42 (21) 85 (30) 
Histologic tumor type     
Astroglial 308 (57) – 96 (48) – 
Medulloblastoma/PNETb 107 (20) – 55 (27) – 
Other 125 (23) – 50 (25) – 
 All participantsParticipants with a DBS for genotyping
Cases (N = 540)Controls (N = 801)Cases (N = 202)Controls (N = 286)
Birth year     
1965–1977 194 (36) 292 (36) – – 
1978–1984 232 (43) 325 (41) 99 (49) 142 (50) 
1985–1990 114 (21) 184 (23) 103 (51) 144 (50) 
Age at diagnosis/reference, y     
≤4 188 (35) 287 (36) 168 (83) 222 (78) 
5–9 158 (29) 232 (29) 34 (17) 61 (21) 
≥10 194 (36) 282 (35) 0 (0) 3 (1) 
Study center     
Los Angeles 304 (56) 315 (39) 110 (54) 99 (35) 
San Francisco 102 (19) 205 (26) 26 (13) 50 (17) 
Seattle 134 (25) 281 (35) 66 (33) 137 (48) 
Male 298 (55) 448 (56) 121 (60) 168 (59) 
Race/ethnicitya     
Non-Hispanic white 313 (58) 532 (67) 105 (54) 192 (68) 
Hispanic 147 (27) 183 (23) 62 (32) 61 (22) 
African American 42 (8) 41 (5) 14 (7) 13 (5) 
Asian/other 38 (7) 44 (6) 15 (8) 17 (6) 
Maternal education (college)a     
None 270 (50) 318 (40) 103 (51) 112 (39) 
Some 170 (32) 267 (33) 57 (28) 88 (31) 
Degree 99 (18) 215 (27) 42 (21) 85 (30) 
Histologic tumor type     
Astroglial 308 (57) – 96 (48) – 
Medulloblastoma/PNETb 107 (20) – 55 (27) – 
Other 125 (23) – 50 (25) – 

NOTE: All values are given as n (%).

aProportions exclude those with missing data on maternal race/ethnicity, paternal race/ethnicity, and/or maternal education.

bPrimitive neuroectodermal tumor.

The CBT–cured meat association did not markedly vary by whether an archival DBS was obtained, although among the relatively contemporary group with DBS (median birth year, 1985), there was no indication of increased risk for the lowest category of exposure in slight contrast to those without a specimen (median birth year, 1977; Table 2). Similar to results reported for the full sample (18), the CBT–cured meat association was suggested among participants with DBS but remained statistically nonsignificant for each of the 3 histologic tumor type categories (ORs of 1.68, 1.40, and 1.89 for cured meat >7 times/week vs. never for astroglial tumors, medulloblastoma/PNET, and “other” tumors, respectively; data not shown).

Table 2.

CBT and maternal consumption of cured meat during pregnancy, by availability of a DBS for genotyping, West Coast Childhood Brain Tumor Study, births in 1965–1990

Frequency of maternal cured meata consumption during pregnancy (times/week)Participants without a DBS for genotypingParticipants with a DBS for genotyping
Cases/controls (N = 338/515)bOR (95% CI)cCases/controls (N = 202/286)bOR (95% CI)c
Never 69/109 1.0 (reference) 35/51 1.0 (reference) 
>0 to ≤1 66/97 1.26 (0.80–1.97) 38/73 0.84 (0.46–1.53) 
>1 to ≤3 88/148 1.04 (0.69–1.58) 52/80 1.05 (0.59–1.86) 
>3 to ≤7 76/112 1.29 (0.83–2.00) 54/63 1.37 (0.76–2.49) 
>7 37/43 1.71 (0.91–3.05) 23/17 1.97 (0.88–4.41) 
     
Continuous (per week)  1.04 (1.00–1.08)  1.03 (0.98–1.09) 
Frequency of maternal cured meata consumption during pregnancy (times/week)Participants without a DBS for genotypingParticipants with a DBS for genotyping
Cases/controls (N = 338/515)bOR (95% CI)cCases/controls (N = 202/286)bOR (95% CI)c
Never 69/109 1.0 (reference) 35/51 1.0 (reference) 
>0 to ≤1 66/97 1.26 (0.80–1.97) 38/73 0.84 (0.46–1.53) 
>1 to ≤3 88/148 1.04 (0.69–1.58) 52/80 1.05 (0.59–1.86) 
>3 to ≤7 76/112 1.29 (0.83–2.00) 54/63 1.37 (0.76–2.49) 
>7 37/43 1.71 (0.91–3.05) 23/17 1.97 (0.88–4.41) 
     
Continuous (per week)  1.04 (1.00–1.08)  1.03 (0.98–1.09) 

Abbreviations: CBT, childhood brain tumor; DBS, dried blood spot.

aHam, bacon, hot dogs, sausage, luncheon meat, or “other” cured meats combined.

bTabulation excludes participants with missing cured meat data (2 cases and 6 controls without a DBS, and 2 controls with a DBS).

cAdjusted for age, study center, sex, and race/ethnicity (non-Hispanic white, Hispanic, African American, Asian/other).

When we examined whether the CBT–cured meat association was modified by any of the selected functional polymorphisms, there was no indication that the CBT–cured meat association depended on either GSTP1 polymorphism (Table 3). However, the association seemed modified by GSTT1 genotype, with the association specifically observed among GSTT1 null children (Tables 3 and 4; interaction P = 0.01). We confirmed this interaction among the subset of non-Hispanic whites (interaction P = 0.01), but this subanalysis included only 12 GSTT1 null cases (data not shown). We also observed a statistically significant interaction with GSTM3A-63C: The CBT–cured meat association was only present among children with the -63C (reduced expression) allele (Tables 3 and 5; interaction P = 0.01). When we explored whether this potential cured meat–GSTM3A-63C interaction varied by other polymorphisms in the same gene cluster, it remained, irrespective of GSTM3*B (interaction P = 0.04–0.06) or GSTM1 genotype (interaction P = 0.03–0.13; Table 3). In contrast, possible interactions between cured meat and GSTM3*B and between cured meat and GSTM1 disappeared when stratifying by GSTM3A-63C (also shown in Table 3).

Table 3.

CBT and maternal consumption of cured meat during pregnancy, by selected functional polymorphisms in genes coding for 4 GST enzymes, overall and by GSTM3C-63A, West Coast Childhood Brain Tumor Study, births in 1978–1990

GenotypeAll participants with DBS for genotypingGSTM3 -63AA (normal expression)GSTM3 -63AC/CC (reduced expression)
Cases/controls (N = 202/286)aOR (95% CI)bCases/controls (N = 85/113)aOR (95% CI)bCases/controls (N = 117/169)aOR (95% CI)b
GSTP1I105V       
VV/IV 117/191 1.03 (0.96–1.10) 45/79 0.95 (0.86–1.05) 72/109 1.23 (1.08–1.41) 
II 85/94 1.04 (0.96–1.12) 40/34 1.03 (0.90–1.18) 45/59 1.03 (0.88–1.21) 
GSTP1A114V       
VV/AV 23/53 1.07 (0.95–1.20) 9/24 1.21 (0.93–1.56)c 14/27 1.35 (0.93–1.96) 
AA 179/232 1.05 (0.98–1.11) 76/89 0.99 (0.91–1.08) 103/141 1.13 (1.01–1.26) 
GSTT1       
Not null 169/235 1.00 (0.96–1.05) 72/97 0.95 (0.88–1.03) 97/136 1.07 (0.96–1.19) 
Null 31/50 1.29 (1.07–1.57) 12/16 1.10 (0.91–1.33) 19/32 1.61 (1.17–2.22) 
GSTM1       
Not null 105/140 1.06 (0.98–1.14) 41/54 1.00 (0.90–1.12) 64/83 1.13 (0.99–1.30) 
Null 95/145 1.01 (0.93–1.08) 43/59 0.96 (0.87–1.06) 52/85 1.18 (1.01–1.38) 
GSTM3*B       
Any *B 68/94 1.00 (0.91–1.09) 43/52 0.98 (0.89–1.08) 25/39 1.24 (0.96–1.61) 
No *B 134/191 1.06 (1.00–1.13) 42/61 0.98 (0.89–1.08) 92/129 1.15 (1.03–1.27) 
GSTM3A-63C       
AA 85/113 0.98 (0.91–1.05) – – – – 
AC/CC 117/169 1.14 (1.03–1.26) – – – – 
GenotypeAll participants with DBS for genotypingGSTM3 -63AA (normal expression)GSTM3 -63AC/CC (reduced expression)
Cases/controls (N = 202/286)aOR (95% CI)bCases/controls (N = 85/113)aOR (95% CI)bCases/controls (N = 117/169)aOR (95% CI)b
GSTP1I105V       
VV/IV 117/191 1.03 (0.96–1.10) 45/79 0.95 (0.86–1.05) 72/109 1.23 (1.08–1.41) 
II 85/94 1.04 (0.96–1.12) 40/34 1.03 (0.90–1.18) 45/59 1.03 (0.88–1.21) 
GSTP1A114V       
VV/AV 23/53 1.07 (0.95–1.20) 9/24 1.21 (0.93–1.56)c 14/27 1.35 (0.93–1.96) 
AA 179/232 1.05 (0.98–1.11) 76/89 0.99 (0.91–1.08) 103/141 1.13 (1.01–1.26) 
GSTT1       
Not null 169/235 1.00 (0.96–1.05) 72/97 0.95 (0.88–1.03) 97/136 1.07 (0.96–1.19) 
Null 31/50 1.29 (1.07–1.57) 12/16 1.10 (0.91–1.33) 19/32 1.61 (1.17–2.22) 
GSTM1       
Not null 105/140 1.06 (0.98–1.14) 41/54 1.00 (0.90–1.12) 64/83 1.13 (0.99–1.30) 
Null 95/145 1.01 (0.93–1.08) 43/59 0.96 (0.87–1.06) 52/85 1.18 (1.01–1.38) 
GSTM3*B       
Any *B 68/94 1.00 (0.91–1.09) 43/52 0.98 (0.89–1.08) 25/39 1.24 (0.96–1.61) 
No *B 134/191 1.06 (1.00–1.13) 42/61 0.98 (0.89–1.08) 92/129 1.15 (1.03–1.27) 
GSTM3A-63C       
AA 85/113 0.98 (0.91–1.05) – – – – 
AC/CC 117/169 1.14 (1.03–1.26) – – – – 

aNumbers may not add to total due to missing genotyping data.

bPer frequency of maternal prenatal consumption per week of cured meats (ham, bacon, hot dogs, sausage, luncheon meat, or “other” cured meats combined), adjusted for age (continuous), study center, sex, and race/ethnicity (non-Hispanic white, Hispanic, African American, Asian/other) unless noted, excludes 2 controls without cured meat data and ≤2 cases and ≤4 controls without genotyping data.

cRestricted to non-Hispanic whites (excludes 6 Hispanic controls) to control for race/ethnicity.

Table 4.

CBT and maternal consumption of cured meat during pregnancy, by fetal GSTT1 genotype, West Coast Childhood Brain Tumor Study, births in 1978–1990

GSTT1 non-null (some GSTT1)GSTT1 null (no GSTT1)
Cured meata consumption during pregnancy (times/week)Cases/controls (N = 169/235)bOR (95% CI)cCases/controls (N = 31/50)bOR (95% CI)d
Never 33/41 1.27 (0.66–2.46) 2/10 0.51 (0.04–3.53) 
>0 to ≤1 31/55 1.0 (reference) 7/18 1.0 (reference) 
>1 to ≤3 46/70 1.21 (0.67–2.19) 5/10 1.29 (0.25–6.23) 
>3 to ≤7 44/51 1.46 (0.79–2.71) 9/11 3.64 (1.02–13.55) 
>7 15/16 1.48 (0.61–3.58) 8/1  
GSTT1 non-null (some GSTT1)GSTT1 null (no GSTT1)
Cured meata consumption during pregnancy (times/week)Cases/controls (N = 169/235)bOR (95% CI)cCases/controls (N = 31/50)bOR (95% CI)d
Never 33/41 1.27 (0.66–2.46) 2/10 0.51 (0.04–3.53) 
>0 to ≤1 31/55 1.0 (reference) 7/18 1.0 (reference) 
>1 to ≤3 46/70 1.21 (0.67–2.19) 5/10 1.29 (0.25–6.23) 
>3 to ≤7 44/51 1.46 (0.79–2.71) 9/11 3.64 (1.02–13.55) 
>7 15/16 1.48 (0.61–3.58) 8/1  

aFrequency of consumption of ham, bacon, hot dogs, sausage, luncheon meat, or “other” cured meats combined.

bTabulation excludes 2 controls with missing data on maternal cured meat consumption.

cAdjusted for race/ethnicity, study center, age, and sex.

dExact unadjusted OR and 95% CI.

Table 5.

CBT and maternal consumption of cured meat during pregnancy, by fetal GSTM3A-63C genotype, West Coast Childhood Brain Tumor Study, births in 1978–1990

GSTM3 -63AA (normal expression)GSTM3 -63AC/CC (reduced expression)
Cured meata consumption during pregnancy (times/week)Cases/controls (N = 85/113)OR (95% CI)bCases/controls (N = 117/169)cOR (95% CI)b
Never 16/24 1.0 (reference) 19/27 1.0 (reference) 
>0 to ≤1 22/24 1.52 (0.62–3.73) 16/46 0.55 (0.23–1.31) 
>1 to ≤3 18/32 0.86 (0.35–2.09) 34/48 1.22 (0.55–2.69) 
>3 to ≤7 22/21 1.86 (0.74–4.71) 32/41 1.20 (0.53–2.69) 
>7 7/12 0.73 (0.22–2.38) 16/5 5.66 (1.62–19.78) 
GSTM3 -63AA (normal expression)GSTM3 -63AC/CC (reduced expression)
Cured meata consumption during pregnancy (times/week)Cases/controls (N = 85/113)OR (95% CI)bCases/controls (N = 117/169)cOR (95% CI)b
Never 16/24 1.0 (reference) 19/27 1.0 (reference) 
>0 to ≤1 22/24 1.52 (0.62–3.73) 16/46 0.55 (0.23–1.31) 
>1 to ≤3 18/32 0.86 (0.35–2.09) 34/48 1.22 (0.55–2.69) 
>3 to ≤7 22/21 1.86 (0.74–4.71) 32/41 1.20 (0.53–2.69) 
>7 7/12 0.73 (0.22–2.38) 16/5 5.66 (1.62–19.78) 

aFrequency of consumption of ham, bacon, hot dogs, sausage, luncheon meat, or “other” cured meats combined.

bAdjusted for race/ethnicity, study center, age, and sex.

cTabulation excludes 2 controls with missing data on maternal cured meat consumption.

We observed the GSTT1–cured meat interaction regardless of GSTM3A-63C genotype, and vice versa, although these interactions were not always statistically significant. The CBT–cured meat association was stronger among children with absent/reduced levels of both GSTT1 and GSTM3 (OR = 1.61; 95% CI, 1.17–2.22 for each increase per week in the frequency of consumption), than among those without GSTT1 but with normal GSTM3 expression (OR = 1.10; 95% CI, 0.91–1.33), or those with reduced GSTM3 expression but some GSTT1 (OR = 1.07; 95% CI, 0.96–1.19; Table 3). Risk of CBT did not increase with increasing exposure among children with both GSTT1 and normal GSTM3 expression (OR = 0.95; 95% CI, 0.88–1.03). Although based on very sparse data, both the GSTT1 and GSTM3 interactions were suggested when we focused on astroglial tumors, medulloblastoma/PNET, or all other CBTs combined (all interaction P ≤ 0.11; data not shown).

To our knowledge, this is the first study to examine whether the previously observed CBT–cured meat association may be modified by the child's ability to metabolize potentially relevant carcinogens, as indicated by fetal GSTT1, GSTP1, GSTM1, and GSTM3 genotype. For 2 of the 6 polymorphisms examined, any increase in CBT risk from prenatal cured meat was confined to children who presumably denitrosate (inactivate) NOCs more slowly, specifically those without GSTT1 (8), and carriers of the GSTM3 -63C allele that is associated with reduced gene expression (16). These similar yet independent interactions between maternal prenatal cured meat intake and functional GST polymorphisms are biologically plausible. GSTT1 and GSTM3 are among the GSTs most highly expressed in the placenta and adult brain (14). In both organs, expression of GSTT1 and GSTM3 are at least an order of magnitude greater than GSTM1. Although GSTP1 is highly expressed in both placenta (14) and fetal brain (11), the well-studied GSTP1 polymorphisms included here are amino acid changes that may not capture enzyme activity as well as a promoter region polymorphism such as GSTM3A-63C, or the GSTT1 null polymorphism resulting in a complete absence of enzyme activity. In addition, of the GSTs considered here, GSTT1 and GSTM3 may be the most efficient in inactivating nitrosoureas (9). Together, these results suggest that the possible association between cured meat consumption during pregnancy and CBT risk in offspring may be modified by the fetus' ability to metabolize compounds potentially associated with the consumption of cured meats, such as nitrosoureas (4).

Care must be taken in interpreting these results. First, our sample size was modest, which increased the probability of false positives (22). Second, the interactions were present in each histologic group, including the highly heterogeneous “other” tumors. This was unexpected because most epidemiologic studies suggest that the CBT–maternal cured meat association may be specific to astroglial tumors (2–3, 12, 23), as may be any association with nitrate or nitrite in tap water (24). However, in animal studies nitrosoureas induce a variety of brain tumor types (25). Also, the lack of tumor-specific associations does not suggest selection or information bias, because generally neither inflates interactions (26–27). Finally, much remains to be learned about the content of specific NOCs and nitrosatable alkylureas in cured meat or their in vivo formation (4); their detoxification by individual GSTs; and the expression of individual GSTs in fetal brain and placenta over the course of pregnancy. Animal models suggest species-specific periods of susceptibility. They also indicate that nitrosation inhibitors such as vitamin C prevent neurogenic tumors in offspring of rodents simultaneously exposed to nitrite and nitrosatable ureas during pregnancy (28). Therefore, it is a limitation that our modest sample size combined with a nearly universal use of vitamin supplements precluded examination of the observed interactions by supplement use. Despite these limitations, this work builds on earlier studies focused either on cured meat (1–3, 12, 23) or GST genetic (29–31) main effects. Our results underscore the importance of considering genotype when assessing CBT–exposure associations. They also may suggest the need to assess multiple GSTM functional polymorphisms in studies of CBT and perhaps other outcomes relevant to substrates better metabolized by GSTM3 than GSTM1. These genes both reside in the GSTM4-GSTM2-GSTM1-GSTM5-GSTM3 gene cluster, and until stratifying by GSTM3A-63C, it unexpectedly seemed that the CBT–cured meat association was present among children with GSTM1 but not among GSTM1 null children. In addition, given some overlap in function, it may also be important to consider the joint effects of polymorphisms in different GST subfamilies, including GSTM3, GSTT1, and GSTP1. Our ability to do this in the context of estimating CBT–cured meat ORs was limited, and the corresponding results can only be viewed as exploratory.

This work supports the premise that some NOCs and NOC precursors may play a role in initiation of brain tumors during human fetal development. Future studies will benefit from assessment of maternal cured meat intake by trimester of pregnancy, larger sample sizes, and the inclusion of children conceived in a wider range of birth years to examine the effect of decreasing levels (4) of nitrite in cured meats over time. It also may be informative to genotype both mothers and children, so that the effect of GST enzymes in mothers' livers can be considered as well.

No potential conflicts of interests were disclosed.

The authors thank the Washington State Department of Health Newborn Screening Program (Michael Glass and Michael Ginder), California Department of Public Health Genetic Disease Screening Program (Steve Graham, Marty Kharrazi, and Fred Lorey), and the Sequoia Foundation for obtaining specimens; and the Functional Genomics Core Laboratory, Center for Ecogenetics and Environmental Health, University of Washington (Jesse Tsai and Hannah-Malia A. Viernes) for genotyping.

This work was supported by grants R01 CA116724, R03 CA106011, NIEHS P30ES007033, NIEHS 5P30ES07048, and NIEHS T32ES07262, NIH; contract N01-CN-05230 from the National Cancer Institute; and Fred Hutchinson Cancer Research Center.

1.
International Agency for Research on Cancer (IARC). IARC monographs on the evaluation of carcinogenic risks to humans
.
Volume 94: Ingested nitrates and nitrites, and cyanobacterial peptide toxins
.
Lyon, France
:
IARC
; 
2010
. p.
168
.
2.
Pogoda
JM
,
Preston-Martin
S
,
Howe
G
,
Lubin
F
,
Mueller
BA
,
Holly
EA
, et al
An international case-control study of maternal diet during pregnancy and childhood brain tumor risk: a histology-specific analysis by food group
.
Ann Epidemiol
2009
;
19
:
148
60
.
3.
Bunin
GR
,
Gallagher
PR
,
Rorke-Adams
LB
,
Robison
LL
,
Cnaan
A
. 
Maternal supplement, micronutrient, and cured meat intake during pregnancy and risk of medulloblastoma during childhood: a children's oncology group study
.
Cancer Epidemiol Biomarkers Prev
2006
;
15
:
1660
7
.
4.
Sen
NP
,
Seaman
SW
,
Burgess
C
,
Baddoo
PA
,
Weber
D
. 
Investigation on the possible formation of N-nitroso-N-methylurea by nitrosation of creatinine in model systems and in cured meats at gastric pH
.
J Agric Food Chem
2000
;
48
:
5088
96
.
5.
Rice
JM
,
Rehm
S
,
Donovan
PJ
,
Perantoni
AO
. 
Comparative transplacental carcinogenesis by directly acting and metabolism-dependent alkylating agents in rodents and nonhuman primates
.
IARC Sci Publ
1989
;
96
:
17
34
.
6.
Koestner
A
. 
Characterization of N-nitrosourea-induced tumors of the nervous system; their prospective value for studies of neurocarcinogenesis and brain tumor therapy
.
Toxicol Pathol
1990
;
18
:
186
92
.
7.
Zook
BC
,
Simmens
SJ
. 
Neurogenic tumors in rats induced by ethylnitrosourea
.
Exp Toxicol Pathol
2005
;
57
:
7
14
.
8.
Fujimoto
K
,
Arakawa
S
,
Watanabe
T
,
Yasumo
H
,
Ando
Y
,
Takasaki
W
, et al
Generation and functional characterization of mice with a disrupted glutathione S-transferase, theta 1 gene
.
Drug Metab Dispos
2007
;
35
:
2196
202
.
9.
Lien
S
,
Larsson
AK
,
Mannervik
B
. 
The polymorphic human glutathione transferase T1-1, the most efficient glutathione transferase in the denitrosation and inactivation of the anticancer drug 1,3-bis(2-chloroethyl)-1-nitrosourea
.
Biochem Pharmacol
2002
;
63
:
191
7
.
10.
Tuvesson
H
,
Gunnarsson
PO
,
Seidegård
J
. 
Measurement and characterization of the denitrosation of tauromustine and related nitrosoureas by glutathione transferases in liver cytosol from various species
.
Carcinogenesis
1993
;
14
:
1143
7
.
11.
Carder
PJ
,
Hume
R
,
Fryer
AA
,
Strange
RC
,
Lauder
J
,
Bell
JE
. 
Glutathione S-transferase in human brain
.
Neuropathol Appl Neurobiol
1990
;
16
:
293
303
.
12.
Bunin
GR
,
Kuijten
RR
,
Boesel
CP
,
Buckley
JD
,
Meadows
AT
. 
Maternal diet and risk of astrocytic glioma in children: a report from the Childrens Cancer Group (United States and Canada)
.
Cancer Causes Control
1994
;
5
:
177
87
.
13.
Fruehauf
JP
,
Brem
H
,
Brem
S
,
Sloan
A
,
Barger
G
,
Huang
W
, et al
In vitro drug response and molecular markers associated with drug resistance in malignant gliomas
.
Clin Cancer Res
2006
;
12
:
4523
32
.
14.
Nishimura
M
,
Naito
S
. 
Tissue-specific mRNA expression profiles of human phase I metabolizing enzymes except for cytochrome P450 and phase II metabolizing enzymes
.
Drug Metab Pharmacokinet
2006
;
21
:
357
74
.
15.
Inskip
A
,
Elexperu-Camiruaga
J
,
Buxton
N
,
Dias
PS
,
MacIntosh
J
,
Campbell
D
, et al
Identification of polymorphism at the glutathione S-transferase, GSTM3 locus: evidence for linkage with GSTM1*A
.
Biochem J
1995
;
312
:
713
6
.
16.
Liu
X
,
Campbell
MR
,
Pittman
GS
,
Faulkner
EC
,
Watson
MA
,
Bell
DA
. 
Expression-based discovery of variation in the human glutathione S-transferase M3 promoter and functional analysis in a glioma cell line using allele-specific chromatin immunoprecipitation
.
Cancer Res
2005
;
65
:
99
104
.
17.
Kilburn
L
,
Okcu
MF
,
Wang
T
,
Cao
Y
,
Renfro-Spelman
A
,
Aldape
KD
, et al
Glutathione S-transferase polymorphisms are associated with survival in anaplastic glioma patients
.
Cancer
2010
;
116
:
2242
9
.
18.
Preston-Martin
S
,
Pogoda
JM
,
Mueller
BA
,
Holly
EA
,
Lijinsky
W
,
Davis
RL
. 
Maternal consumption of cured meats and vitamins in relation to pediatric brain tumors
.
Cancer Epidemiol Biomarkers Prev
1996
;
5
:
599
605
.
19.
Searles
Nielsen S
,
Mueller
BA
,
De Roos
AJ
,
Checkoway
H
. 
Newborn screening archives as a specimen source for epidemiologic studies: feasibility and potential for bias
.
Ann Epidemiol
2008
;
18
:
58
64
.
20.
Searles
Nielsen S
,
McKean-Cowdin
R
,
Farin
FM
,
Holly
EA
,
Preston-Martin
S
,
Mueller
BA
. 
Childhood brain tumors, residential insecticide exposure and pesticide metabolism genes
.
Environ Health Perspect
2010
;
118
:
144
9
.
21.
Chen
CL
,
Liu
Q
,
Relling
MV
. 
Simultaneous characterization of glutathione S-transferase M1 and T1 polymorphisms by polymerase chain reaction in American whites and blacks
.
Pharmacogenetics
1996
;
6
:
187
91
.
22.
Wacholder
S
,
Chanock
S
,
Garcia-Closas
M
,
El Ghormli
L
,
Rothman
N
. 
Assessing the probability that a positive report is false: an approach for molecular epidemiology studies
.
J Natl Cancer Inst
2004
;
96
:
434
42
.
23.
Bunin
GR
,
Kuijten
RR
,
Buckley
JD
,
Rorke
LB
,
Meadows
AT
. 
Relation between maternal diet and subsequent primitive neuroectodermal brain tumors in young children
.
N Engl J Med
1993
;
329
:
536
41
.
24.
Mueller
BA
,
Searles
Nielsen S
,
Preston-Martin
S
,
Holly
EA
,
Cordier
S
,
Filippini
G
, et al
Household water source and the risk of childhood brain tumours: results of the SEARCH International Brain Tumor Study
.
Int J Epidemiol
2004
;
33
:
1209
16
.
25.
Wechsler
W
,
Rice
JM
,
Vesselinovitch
SD
. 
Transplacental and neonatal induction of neurogenic tumors in mice: comparison with related species and with human pediatric neoplasms
.
Natl Cancer Inst Monogr
1979
;
51
:
219
26
.
26.
Garcia-Closas
M
,
Rothman
N
,
Lubin
J
. 
Misclassification in case-control studies of gene-environment interactions: assessment of bias and sample size
.
Cancer Epidemiol Biomarkers Prev
1999
;
8
:
1043
50
.
27.
Morimoto
LM
,
White
E
,
Newcomb
PA
. 
Selection bias in the assessment of gene-environment interaction in case-control studies
.
Am J Epidemiol
2003
;
158
:
259
63
.
28.
Rustia
M
. 
Inhibitory effect of sodium ascorbate on ethylurea and sodium nitrite carcinogensis and negative findings in progeny after intestinal inoculation of precursors into pregnant hamsters
.
J Natl Cancer Inst
1975
;
55
:
1389
94
.
29.
Barnette
P
,
Scholl
R
,
Blandford
M
,
Ballard
L
,
Tsodikov
A
,
Magee
J
, et al
High-throughput detection of glutathione s-transferase polymorphic alleles in a pediatric cancer population
.
Cancer Epidemiol Biomarkers Prev
2004
;
13
:
304
13
.
30.
Ezer
R
,
Alonso
M
,
Pereira
E
,
Kim
M
,
Allen
JC
,
Miller
DC
, et al
Identification of glutathione S-transferase (GST) polymorphisms in brain tumors and association with susceptibility to pediatric astrocytomas
.
J Neurooncol
2002
;
59
:
123
34
.
31.
Zielińska
E
,
Zubowska
M
,
Bodalski
J
. 
Polymorphism within the glutathione S-transferase P1 gene is associated with increased susceptibility to childhood malignant diseases
.
Pediatr Blood Cancer
2004
;
43
:
552
9
.