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Genome-wide diet-gene interaction analyses for risk of colorectal cancer

Figueiredo, Jane C; Hsu, Li; Hutter, Carolyn M; Lin, Yi; Campbell, Peter T; Baron, John A; Berndt, Sonja I; Jiao, Shuo; Casey, Graham; Fortini, Barbara; Chan, Andrew T; Cotterchio, Michelle; Lemire, Mathieu; Gallinger, Steven; Harrison, Tabitha A; Le Marchand, Loic; Newcomb, Polly A; Slattery, Martha L; Caan, Bette J; Carlson, Christopher S; Zanke, Brent W; Rosse, Stephanie A; Brenner, Hermann; Giovannucci, Edward L; Wu, Kana; Chang-Claude, Jenny; Chanock, Stephen J; Curtis, Keith R; Duggan, David; Gong, Jian; Haile, Robert W; Hayes, Richard B; Hoffmeister, Michael; Hopper, John L; Jenkins, Mark A; Kolonel, Laurence N; Qu, Conghui; Rudolph, Anja; Schoen, Robert E; Schumacher, Fredrick R; Seminara, Daniela; Stelling, Deanna L; Thibodeau, Stephen N; Thornquist, Mark; Warnick, Greg S; Henderson, Brian E; Ulrich, Cornelia M; Gauderman, W James; Potter, John D; White, Emily; Peters, Ulrike
Dietary factors, including meat, fruits, vegetables and fiber, are associated with colorectal cancer; however, there is limited information as to whether these dietary factors interact with genetic variants to modify risk of colorectal cancer. We tested interactions between these dietary factors and approximately 2.7 million genetic variants for colorectal cancer risk among 9,287 cases and 9,117 controls from ten studies. We used logistic regression to investigate multiplicative gene-diet interactions, as well as our recently developed Cocktail method that involves a screening step based on marginal associations and gene-diet correlations and a testing step for multiplicative interactions, while correcting for multiple testing using weighted hypothesis testing. Per quartile increment in the intake of red and processed meat were associated with statistically significant increased risks of colorectal cancer and vegetable, fruit and fiber intake with lower risks. From the case-control analysis, we detected a significant interaction between rs4143094 (10p14/near GATA3) and processed meat consumption (OR = 1.17; p = 8.7E-09), which was consistently observed across studies (p heterogeneity = 0.78). The risk of colorectal cancer associated with processed meat was increased among individuals with the rs4143094-TG and -TT genotypes (OR = 1.20 and OR = 1.39, respectively) and null among those with the GG genotype (OR = 1.03). Our results identify a novel gene-diet interaction with processed meat for colorectal cancer, highlighting that diet may modify the effect of genetic variants on disease risk, which may have important implications for prevention.
PMCID:3990510
PMID: 24743840
ISSN: 1553-7390
CID: 917922

Germline variation in NCF4, an innate immunity gene, is associated with an increased risk of colorectal cancer

Ryan, Brid M; Zanetti, Krista A; Robles, Ana I; Schetter, Aaron J; Goodman, Julie; Hayes, Richard B; Huang, Wen-Yi; Gunter, Mark J; Yeager, Meredith; Burdette, Laurie; Berndt, Sonja I; Harris, Curtis C
Chronic inflammation has been implicated in the etiology of colorectal adenoma and cancer; however, few key inflammatory genes mediating this relationship have been identified. In this study, we investigated the association of germline variation in innate immunity genes in relation to the risk of colorectal neoplasia. Our study was based on the analysis of samples collected from the prostate, lung, colorectal and ovarian (PLCO) Cancer Screening Trial. We investigated the association between 196 tag single nucleotide polymorphisms (SNPs) in 20 key innate immunity genes with risk of advanced colorectal adenoma and cancer in 719 adenoma cases, 481 cancer cases and 719 controls. Logistic regression was used to estimate odds ratios (OR) and 95% confidence intervals (CIs). After Bonferroni correction, the AG/GG genotype of rs5995355, which is upstream of NCF4, was associated with an increased risk of colorectal cancer (OR = 2.43, 95% CI = 1.73-3.39; p < 0.0001). NCF4 is part of the NAPDH complex, a key factor in biochemical pathways and the innate immune response. While not definitive, our analyses suggest that the variant allele does not affect expression of NCF4, but rather modulates activity of the NADPH complex. Additional studies on the functional consequences of rs5995355 in NCF4 may help to clarify the mechanistic link between inflammation and colorectal cancer.
PMCID:3947351
PMID: 23982929
ISSN: 0020-7136
CID: 781202

Fine-Mapping the HOXB Region Detects Common Variants Tagging a Rare Coding Allele: Evidence for Synthetic Association in Prostate Cancer

Saunders, Edward J; Dadaev, Tokhir; Leongamornlert, Daniel A; Jugurnauth-Little, Sarah; Tymrakiewicz, Malgorzata; Wiklund, Fredrik; Al Olama, Ali Amin; Benlloch, Sara; Neal, David E; Hamdy, Freddie C; Donovan, Jenny L; Giles, Graham G; Severi, Gianluca; Gronberg, Henrik; Aly, Markus; Haiman, Christopher A; Schumacher, Fredrick; Henderson, Brian E; Lindstrom, Sara; Kraft, Peter; Hunter, David J; Gapstur, Susan; Chanock, Stephen; Berndt, Sonja I; Albanes, Demetrius; Andriole, Gerald; Schleutker, Johanna; Weischer, Maren; Nordestgaard, Borge G; Canzian, Federico; Campa, Daniele; Riboli, Elio; Key, Tim J; Travis, Ruth C; Ingles, Sue A; John, Esther M; Hayes, Richard B; Pharoah, Paul; Khaw, Kay-Tee; Stanford, Janet L; Ostrander, Elaine A; Signorello, Lisa B; Thibodeau, Stephen N; Schaid, Daniel; Maier, Christiane; Kibel, Adam S; Cybulski, Cezary; Cannon-Albright, Lisa; Brenner, Hermann; Park, Jong Y; Kaneva, Radka; Batra, Jyotsna; Clements, Judith A; Teixeira, Manuel R; Xu, Jianfeng; Mikropoulos, Christos; Goh, Chee; Govindasami, Koveela; Guy, Michelle; Wilkinson, Rosemary A; Sawyer, Emma J; Morgan, Angela; Easton, Douglas F; Muir, Ken; Eeles, Rosalind A; Kote-Jarai, Zsofia
The HOXB13 gene has been implicated in prostate cancer (PrCa) susceptibility. We performed a high resolution fine-mapping analysis to comprehensively evaluate the association between common genetic variation across the HOXB genetic locus at 17q21 and PrCa risk. This involved genotyping 700 SNPs using a custom Illumina iSelect array (iCOGS) followed by imputation of 3195 SNPs in 20,440 PrCa cases and 21,469 controls in The PRACTICAL consortium. We identified a cluster of highly correlated common variants situated within or closely upstream of HOXB13 that were significantly associated with PrCa risk, described by rs117576373 (OR 1.30, P = 2.62x10(-14)). Additional genotyping, conditional regression and haplotype analyses indicated that the newly identified common variants tag a rare, partially correlated coding variant in the HOXB13 gene (G84E, rs138213197), which has been identified recently as a moderate penetrance PrCa susceptibility allele. The potential for GWAS associations detected through common SNPs to be driven by rare causal variants with higher relative risks has long been proposed; however, to our knowledge this is the first experimental evidence for this phenomenon of synthetic association contributing to cancer susceptibility.
PMCID:3923678
PMID: 24550738
ISSN: 1553-7390
CID: 811232

Adult height and head and neck cancer: a pooled analysis within the INHANCE Consortium

Leoncini, Emanuele; Ricciardi, Walter; Cadoni, Gabriella; Arzani, Dario; Petrelli, Livia; Paludetti, Gaetano; Brennan, Paul; Luce, Daniele; Stucker, Isabelle; Matsuo, Keitaro; Talamini, Renato; La Vecchia, Carlo; Olshan, Andrew F; Winn, Deborah M; Herrero, Rolando; Franceschi, Silvia; Castellsague, Xavier; Muscat, Joshua; Morgenstern, Hal; Zhang, Zuo-Feng; Levi, Fabio; Dal Maso, Luigino; Kelsey, Karl; McClean, Michael; Vaughan, Thomas L; Lazarus, Philip; Purdue, Mark P; Hayes, Richard B; Chen, Chu; Schwartz, Stephen M; Shangina, Oxana; Koifman, Sergio; Ahrens, Wolfgang; Matos, Elena; Lagiou, Pagona; Lissowska, Jolanta; Szeszenia-Dabrowska, Neonila; Fernandez, Leticia; Menezes, Ana; Agudo, Antonio; Daudt, Alexander W; Richiardi, Lorenzo; Kjaerheim, Kristina; Mates, Dana; Betka, Jaroslav; Yu, Guo-Pei; Schantz, Stimson; Simonato, Lorenzo; Brenner, Hermann; Conway, David I; Macfarlane, Tatiana V; Thomson, Peter; Fabianova, Eleonora; Znaor, Ariana; Rudnai, Peter; Healy, Claire; Boffetta, Paolo; Chuang, Shu-Chun; Lee, Yuan-Chin Amy; Hashibe, Mia; Boccia, Stefania
Several epidemiological studies have shown a positive association between adult height and cancer incidence. The only study conducted among women on mouth and pharynx cancer risk, however, reported an inverse association. This study aims to investigate the association between height and the risk of head and neck cancer (HNC) within a large international consortium of HNC. We analyzed pooled individual-level data from 24 case-control studies participating in the International Head and Neck Cancer Epidemiology Consortium. Odds ratios (ORs) and 95 % confidence intervals (CIs) were estimated separately for men and women for associations between height and HNC risk. Educational level, tobacco smoking, and alcohol consumption were included in all regression models. Stratified analyses by HNC subsites were performed. This project included 17,666 cases and 28,198 controls. We found an inverse association between height and HNC (adjusted OR per 10 cm height = 0.91, 95 % CI 0.86-0.95 for men; adjusted OR = 0.86, 95 % CI 0.79-0.93 for women). In men, the estimated OR did vary by educational level, smoking status, geographic area, and control source. No differences by subsites were detected. Adult height is inversely associated with HNC risk. As height can be considered a marker of childhood illness and low energy intake, the inverse association is consistent with prior studies showing that HNC occur more frequently among deprived individuals. Further studies designed to elucidate the mechanism of such association would be warranted.
PMCID:4122122
PMID: 24271556
ISSN: 0393-2990
CID: 853562

Comparison of DNA Extraction Methods for Human Oral Microbiome Research

Jing Wu, Jing; Lin, I-Hsin; Hayes, Richard B; Ahn, Jiyoung
The oral micro biome is highly diverse and its composition is associated with oral disease and potentially diseases at other sites. Our objective is to evaluate DNA extraction methods potentially suitable for population-based investigations on the oral human microbiome and disease risk. Six commonly used microbial DNA extraction kits, employing either enzymatic methods or mechanical bead beating for cell lysis, were evaluated for the following aspects total DNA yield and quality and 16s rRNA DNA product and representation of microbial diversity. All analyses were carried out using a pooled and homogenized sample from one study subject. 16s rRNA gene sequence data were processed using the QIIME pipeline. One way ANOVA and Kruskal-Wallis tests were used to compare the different DNA extraction methods. We found that enzymatic extraction kits produced higher human genomic DNA, compared with mechanical extraction kits, however, phylogenic diversity in oral microbiome community structure from 16s rRNA gene sequence reads revealed no important differences between kit types. Enzymatic and mechanical bead beating kits provide alternative approaches for DNA extraction of oral microbiome DNA from oral wash samples. Greater total DNA yields are found in enzymatic approaches but microbial diversity can be similarly well characterized by either enzymatic or mechanical bead beating approaches
ORIGINAL:0008779
ISSN: 2231-0614
CID: 832372

Human gut microbiome and risk for colorectal cancer

Ahn, Jiyoung; Sinha, Rashmi; Pei, Zhiheng; Dominianni, Christine; Wu, Jing; Shi, Jianxin; Goedert, James J; Hayes, Richard B; Yang, Liying
We tested the hypothesis that an altered community of gut microbes is associated with risk of colorectal cancer (CRC) in a study of 47 CRC case subjects and 94 control subjects. 16S rRNA genes in fecal bacterial DNA were amplified by universal primers, sequenced by 454 FLX technology, and aligned for taxonomic classification to microbial genomes using the QIIME pipeline. Taxonomic differences were confirmed with quantitative polymerase chain reaction and adjusted for false discovery rate. All statistical tests were two-sided. From 794217 16S rRNA gene sequences, we found that CRC case subjects had decreased overall microbial community diversity (P = .02). In taxonomy-based analyses, lower relative abundance of Clostridia (68.6% vs 77.8%) and increased carriage of Fusobacterium (multivariable odds ratio [OR] = 4.11; 95% confidence interval [CI] = 1.62 to 10.47) and Porphyromonas (OR = 5.17; 95% CI = 1.75 to 15.25) were found in case subjects compared with control subjects. Because of the potentially modifiable nature of the gut bacteria, our findings may have implications for CRC prevention.
PMCID:3866154
PMID: 24316595
ISSN: 0027-8874
CID: 737232

Innate immunity gene polymorphisms and the risk of colorectal neoplasia

Chang, Cindy M; Chia, Victoria M; Gunter, Marc J; Zanetti, Krista A; Ryan, Brid M; Goodman, Julie E; Harris, Curtis C; Weissfeld, Joel; Huang, Wen-Yi; Chanock, Stephen; Yeager, Meredith; Hayes, Richard B; Berndt, Sonja I
Inherited variation in genes that regulate innate immunity and inflammation may contribute to colorectal neoplasia risk. To evaluate this association, we conducted a nested case-control study of 451 colorectal cancer cases, 694 colorectal advanced adenoma cases and 696 controls of European descent within the Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial. A total of 935 tag single-nucleotide polymorphisms (SNPs) in 98 genes were evaluated. Logistic regression was used to estimate odds ratios (ORs) and 95% confidence intervals (CIs) for the association with colorectal neoplasia. Sixteen SNPs were associated with colorectal neoplasia risk at P < 0.01, but after adjustment for multiple testing, only rs2838732 (ITGB2) remained suggestively associated with colorectal neoplasia (ORper T allele = 0.68, 95% CI: 0.57-0.83, P = 7.7 x 10(-5), adjusted P = 0.07). ITGB2 codes for the CD18 protein in the integrin beta chain family. The ITGB2 association was stronger for colorectal cancer (ORper T allele = 0.41, 95% CI: 0.30-0.55, P = 2.4 x 10(-) (9)) than for adenoma (ORper T allele = 0.84, 95%CI: 0.69-1.03, P = 0.08), but it did not replicate in the validation study. The ITGB2 rs2838732 association was significantly modified by smoking status (P value for interaction = 0.003). Among never and former smokers, it was inversely associated with colorectal neoplasia (ORper T allele = 0.5, 95% CI: 0.37-0.69 and ORper T allele = 0.72, 95% CI: 0.54-0.95, respectively), but no association was seen among current smokers. Other notable findings were observed for SNPs in BPI/LBP and MYD88. Although the results need to be replicated, our findings suggest that genetic variation in inflammation-related genes may be related to the risk of colorectal neoplasia.
PMCID:3810838
PMID: 23803696
ISSN: 0143-3334
CID: 657672

Genetic predictors of circulating 25-hydroxyvitamin d and risk of colorectal cancer

Hiraki, Linda T; Qu, Conghui; Hutter, Carolyn M; Baron, John A; Berndt, Sonja I; Bezieau, Stephane; Brenner, Hermann; Caan, Bette J; Casey, Graham; Chang-Claude, Jenny; Chanock, Stephen J; Conti, David V; Duggan, David; Fuchs, Charles S; Gallinger, Steven; Giovannucci, Edward L; Harrison, Tabitha A; Hayes, Richard B; Hazra, Aditi; Henderson, Brian; Hoffmeister, Michael; Hopper, John L; Hudson, Thomas J; Jenkins, Mark A; Kury, Sebastien; Le Marchand, Loic; Lemire, Mathieu; Ma, Jing; Manson, Joann E; Nan, Hongmei; Newcomb, Polly A; Ng, Kimmie; Potter, John D; Schoen, Robert E; Schumacher, Fredrick R; Seminara, Daniela; Slattery, Martha L; Wactawski-Wende, Jean; White, Emily; Wu, Kana; Zanke, Brent W; Kraft, Peter; Peters, Ulrike; Chan, Andrew T
BACKGROUND: Experimental evidence has demonstrated an antineoplastic role for vitamin D in the colon, and higher circulating 25-hydroxyvitamin D [25(OH)D] levels are consistently associated with a lower risk of colorectal cancer. Genome-wide association studies have identified loci associated with levels of circulating 25(OH)D. The identified single-nucleotide polymorphisms (SNPs) from four gene regions collectively explain approximately 5% of the variance in circulating 25(OH)D. METHODS: We investigated whether five polymorphisms in GC, CYP2R1, CYP24A1, and DHCR7/NADSYN1, genes previously shown to be associated with circulating 25(OH)D levels, were associated with colorectal cancer risk in 10,061 cases and 12,768 controls drawn from 13 studies included in the Genetics and Epidemiology of Colorectal Cancer Consortium (GECCO) and Colon Cancer Family Registry (CCFR). We conducted a meta-analysis of crude and multivariate-adjusted logistic regression models to calculate odds ratios and associated confidence intervals for SNPs individually, SNPs simultaneously, and for a vitamin D additive genetic risk score (GRS). RESULTS: We did not observe a statistically significant association between the 25(OH)D-associated SNPs and colorectal cancer marginally, conditionally, or as a GRS, or for colon or rectal cancer separately. CONCLUSIONS: Our findings do not support an association between SNPs associated with circulating 25(OH)D and risk of colorectal cancer. Additional work is warranted to investigate the complex relationship between 25(OH)D and colorectal cancer risk. IMPACT: There was no association observed between genetic markers of circulating 25(OH)D and colorectal cancer. These genetic markers account for a small proportion of the variance in 25(OH)D. Cancer Epidemiol Biomarkers Prev; 22(11); 2037-46. (c)2013 AACR.
PMCID:3818310
PMID: 23983240
ISSN: 1055-9965
CID: 614222

Metabolic Dysregulation of the Insulin-Glucose Axis and Risk of Obesity-Related Cancers in the Framingham Heart Study-Offspring Cohort (1971-2008)

Parekh, Niyati; Lin, Yong; Vadiveloo, Maya; Hayes, Richard B; Lu-Yao, Grace L
BACKGROUND: Obesity-related dysregulation of the insulin-glucose axis is hypothesized in carcinogenesis. We studied impaired fasting glucose (IFG) and other markers of insulin-glucose metabolism in the Framingham Heart Study-Offspring Cohort, which uniquely tracks these markers and cancer >37 years. METHODS: Participants were recruited between 1971 and 1975 and followed until 2008 (n = 4,615; mean age 66.8 years in 2008). Serum glucose, insulin, and hemoglobin A1c were determined from fasting blood in quart-annual exams. Lifestyle and demographic information was self-reported. HRs and 95% confidence intervals (CI) of cancer risk were computed using time-dependent survival analysis (SASv9.3), while accounting for temporal changes for relevant variables. RESULTS: We identified 787 obesity-related cancers, including 136 colorectal, 217 breast, and 219 prostate cancers. Absence versus presence of IFG 10 to 20 years and 20+ years before the event or last follow-up was associated with 44% (95% CI, 1.15-1.79) and 57% (95% CI, 1.17-2.11) increased risk of obesity-related cancers, respectively. When time-dependent variables were used, after adjusting for age, sex, smoking, alcohol, and body mass index, IFG was associated with a 27% increased risk of obesity-related cancer (HR = 1.27; CI, 1.1-1.5). Associations were stronger in smokers (HR = 1.41; CI, 1.13-1.76). Increased risk was noted among persons with higher insulin (HR = 1.47; CI, 1.15-1.88) and hemoglobin A1c (HR = 1.54; CI, 1.13-2.10) for the highest (>/=5.73%) versus lowest (2-fold increase in colorectal cancer risk was observed for all blood biomarkers of insulin-glucose metabolism, particularly with earlier IFG exposure. Nonsignificant increased risk of breast and prostate cancer was observed for blood biomarkers. CONCLUSIONS: Earlier IFG exposure (>10 years before) increased obesity-related cancer risk, particularly for colorectal cancer. IMPACT: Our study explicitly recognizes the importance of prolonged IFG exposure in identifying links between glucose dysregulation and obesity-related cancers. Cancer Epidemiol Biomarkers Prev; 22(10); 1-12. (c)2013 AACR.
PMID: 24064521
ISSN: 1055-9965
CID: 551162

Prospective study of the relationship between coffee and tea with colorectal cancer risk: The PLCO Cancer Screening Trial

Dominianni, C; Huang, W-Y; Berndt, S; Hayes, R B; Ahn, J
Background:Coffee and tea are commonly consumed and carry potential anticancer components that could reduce the risk of colorectal cancer; however, their relationships with colorectal cancer risk remain inconsistent.Methods:A prospective analysis was carried out to examine the relationships of coffee and tea intake with colorectal cancer risk in 57 398 men and women in the intervention arm of the National Cancer Institute-Prostate, Lung, Colorectal and Ovarian Cancer Screening Trial, a national screening study that limits differential detection biases. Coffee and tea intakes were assessed by food frequency questionnaire.Results:Six hundred and eighty-one incident colorectal cancer cases were ascertained during a median follow-up of 11.4 years. Greater coffee intake was not associated with risk of colorectal cancer (relative risk (RR)=1.08, 95% confidence interval (CI)=0.79-1.48, Ptrend=0.23). Stratifying by cancer site (Pheterogeneity=0.48) or stage (Pheterogeneity=0.83) did not alter the relationship. Associations remained unchanged in subsets of participants for either caffeinated or decaffeinated coffee or when stratifying by several colorectal cancer risk factors. Similarly, greater tea intake was not associated with colorectal cancer risk overall (RR=0.77, 95% CI=0.55-1.09, Ptrend=0.17) or by cancer site (Pheterogeneity=0.14) or stage (Pheterogeneity=0.60). These associations were not modified by several colorectal cancer risk factors.Conclusion:The findings of this study do not provide evidence to suggest that drinking coffee or tea is beneficial in protecting against colorectal cancer.
PMCID:3778290
PMID: 23907431
ISSN: 0007-0920
CID: 519472