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Gu, Jian

0000-0003-3499-0973

Mayo Clinic

Department of Epidemiology, The University of Texas MD Anderson Cancer Center, Houston, Texas, USA.

Citations 11

Linkage disequilibrium score regression identifies genetic correlations between hepatocellular carcinoma and clinically relevant traits
Shaw, Vikram R. , Byun, Jinyoung , Thrift, Aaron P. , Zhu, Catherine , Li, Donghui , Kelley, Robin Kate , Bracci, Paige M. , Bucur, Roxana , Knox, J. David, Jalal, Prasun K. , Ghobrial, R. Mark , Nguyen, Mindie H. , Parikh, Neehar D. , Wu, Hui‐Chen , El‐Serag, Hashem, Chang, Ping , Chun, Yun Shin , Gu, Jian , Huff, Chad D. , Rashid, Asif, Hwang, Lu‐Yu, Khaderi, Saira, Roberts, Lewis R. , Hassan, Manal M. , Shaw, Vikram R , Byun, Jinyoung , Thrift, Aaron P , Permuth, Jennifer B , Yuan, Jian-Min , Nguyen, Mindie H , Kim, Richard , Gu, Jian , Kaseb, Ahmed O , McGlynn, Katherine A , Roberts, Lewis R , Parikh, Neehar D , Jalal, Prasun K , Han, Younghun , Hatia, Rikita , Cleary, Sean P. , Lok, Anna S. , Permuth, Jennifer B. , Knox, Jennifer, Singal, Amit G. , Kono, Yuko , Shah, Dimpy P. , Kim, Richard D. , El‐Serag, Hashem B. , Rashid, Asif , Klein, Alison P. , McGlynn, Katherine A. , Amos, Christopher I.

International Journal of Cancer | September 27, 2025 | Volume: 158 | Issue: 5 | Pages: 1193-1203

10.1002/ijc.70136 Get It

Abstract Hepatocellular carcinoma (HCC) mortality is increasing globally, partly due to the growing prevalence of nonviral liver diseases. Genome‐wide association studies (GWAS) have identified genetic variants associated with HCC development. Leveraging GWAS summary statistics and linkage disequilibrium score regression (LDSR), we investigated disease co‐development with hepatitis C virus‐negative (HCV‐negative) HCC to provide unique insights into HCC etiology and prioritize relationships for further causal inquiry. We utilized the LDSR statistical framework to estimate the genetic correlation and heritability between HCV‐negative HCC with 901 epidemiologic, behavioral, and clinical traits from the United Kingdom Biobank (UKBB). First, we set the threshold for observed scale heritability of each trait at 0.02 to ensure reliable inferences with adequate study power. Next, we observed significant positive genetic correlations between HCV‐negative HCC and blood‐based biomarkers of liver injury (ALT, GGT) and allostatic load (including glycated hemoglobin, blood pressure, and total albumin). We also identified a positive genetic correlation between HCV‐negative HCC and diseases associated with metabolic dysfunction‐associated steatotic liver disease (MASLD), including diabetes, hypertension, chronic ischemic heart disease, and others. Taken together, our results help to identify polygenic and pleiotropic signals related to different phenotypic traits associated with HCC and support further exploration of the predictive power of blood‐based biomarkers identified in this study for inferring HCC development among HCV‐negative individuals.
Genome-wide association study identifies high-impact susceptibility loci for HCC in North America
Hassan, Manal M. , Li, Donghui , Han, Younghun , Choi, Jiyeon , Kelley, Robin Kate , Bracci, Paige M. , Bucur, Roxana , Ghobrial, R. Mark , Santella, Regina M. , Nguyen, Mindie H. , Liu, Geoffrey , Parikh, Neehar D. , Wu, Hui‐Chen , El‐Serag, Hashem B. , Chang, Ping , Li, Yanan , Chun, Yun Shin , Lee, Sunyoung S. , Gu, Jian , Hawk, Ernest T. , Huff, Chad , Rashid, Asif , Amin, Hesham M. , Beretta, Laura , Wolff, Robert A. , Antwi, Samuel O. , Patt, Yehuda Z., Hwang, Lu‐Yu, Schmidt, Mikayla A. , White, Donna L. , Goss, John A. , Khaderi, Saira, Marrero, Jorge A. , Cigarroa, Francisco , Roberts, Lewis R. , Han, Younghun , Roberts, Lewis R , Antwi, Samuel O , Liu, Geoffrey , Parikh, Neehar D , Beretta, Laura , Gu, Jian , Byun, Jinyoung , Hatia, Rikita , Long, Erping , Cleary, Sean P. , Lok, Anna S. , Permuth, Jennifer B. , Yuan, Jian-Min , Singal, Amit G. , Jalal, Prasun K. , Kono, Yuko , Shah, Dimpy P. , Nguyen, Mindie H. , Kim, Richard D. , Li, Yanan, Sun, Ryan , Klein, Alison P. , Zhang, Karen , Shah, Pankil , Kaseb, Ahmed O , Amos, Christopher I.

Hepatology | February 21, 2024 | Volume: 80 | Issue: 1 | Pages: 87-101

10.1097/hep.0000000000000800 Get It

Background and Aims: Despite the substantial impact of environmental factors, individuals with a family history of liver cancer have an increased risk for HCC. However, genetic factors have not been studied systematically by genome-wide approaches in large numbers of individuals from European descent populations (EDP). Approach and Results: We conducted a 2-stage genome-wide association study (GWAS) on HCC not affected by HBV infections. A total of 1872 HCC cases and 2907 controls were included in the discovery stage, and 1200 HCC cases and 1832 controls in the validation. We analyzed the discovery and validation samples separately and then conducted a meta-analysis. All analyses were conducted in the presence and absence of HCV. The liability-scale heritability was 24.4% for overall HCC. Five regions with significant ORs (95% CI) were identified for nonviral HCC: 3p22.1, MOBP, rs9842969, (0.51, [0.40–0.65]); 5p15.33, TERT, rs2242652, (0.70, (0.62–0.79]); 19q13.11, TM6SF2, rs58542926, (1.49, [1.29–1.72]); 19p13.11 MAU2, rs58489806, (1.53, (1.33–1.75]); and 22q13.31, PNPLA3, rs738409, (1.66, [1.51–1.83]). One region was identified for HCV-induced HCC: 6p21.31, human leukocyte antigen DQ beta 1, rs9275224, (0.79, [0.74–0.84]). A combination of homozygous variants of PNPLA3 and TERT showing a 6.5-fold higher risk for nonviral-related HCC compared to individuals lacking these genotypes. This observation suggests that gene-gene interactions may identify individuals at elevated risk for developing HCC. Conclusions: Our GWAS highlights novel genetic susceptibility of nonviral HCC among European descent populations from North America with substantial heritability. Selected genetic influences were observed for HCV-positive HCC. Our findings indicate the importance of genetic susceptibility to HCC development.
Translational research on Barrett's esophagus
Baruah, Anushka , Buttar, Navtej , Chandra, Raghav , Chen, Xiaoxin , Clemons, Nicholas J. , Compare, Debora , El‐Rifai, Wael , Gu, Jian , Koh, Shze Yung, Li, Wenbo , Nardone, Gerardo , Phillips, Wayne A. , Sharma, Anamay N. , Singh, Ishtpreet, Upton, Melissa P., Wu, Xifeng , Houchen, Courtney W. , Vega, Kenneth J. , Gu, Jian

Annals of the New York Academy of Sciences | September 29, 2014 | Volume: 1325 | Issue: 1 | Pages: 170-186

10.1111/nyas.12531 Get It

The following, from the 12th OESO World Conference: Cancers of the Esophagus, includes commentaries on translational research on Barrett's esophagus that address evidence for genetic instability in esophageal cancer; the role of microsatellite instability; the use of histologic and serum Doublecortin‐like kinase 1 expression for progression of Barrett's esophagus to adenocarcinoma; the oxidative stress in Barrett's tumorigenesis; the genomic alterations in esophageal cancer; in vivo modeling in Barrett's esophagus; epigenetic and transcriptional regulation in Barrett's esophagus and esophageal adenocarcinoma; and normal and disordered regeneration in Barrett's esophagus.
MicroRNA Expression Signatures during Malignant Progression from Barrett's Esophagus to Esophageal Adenocarcinoma
Wu, Xifeng , Gu, Jian , Chang, David W. , Tan, Weiqi, Huang, Maosheng, Wang, Kenneth K. , Hawk, Ernest T. , Ajani, Jaffer A. , Tan, Weiqi, Hildebrandt, Michelle A.T. , Gu, Jian

Cancer Prevention Research | March 6, 2013 | Volume: 6 | Issue: 3 | Pages: 196-205

10.1158/1940-6207.capr-12-0276 Get It

Abstract Barrett's esophagus is the precursor lesion of esophageal adenocarcinoma, whose progression follows sequential stages. However, the low progression rate and the inadequacy and subjective interpretation of histologic grading in predicting Barrett's esophagus progression call for more objective biomarkers that can improve risk prediction. We conducted a genome-wide profiling of 754 human microRNAs (miRNA) in 35 normal epithelium, 34 Barrett's esophagus, and 36 esophageal adenocarcinoma tissues using TaqMan real-time PCR-based profiling. Unsupervised hierarchical clustering using 294 modestly to highly expressed miRNAs showed clear clustering of two groups: normal epithelium versus Barrett's esophagus/esophageal adenocarcinoma tissues. Moreover, there was an excellent clustering of Barrett's metaplasia (without dysplasia) tissues from normal epithelium tissues. However, Barrett's esophagus tissues of different stages and esophageal adenocarcinoma tissues were interspersed. There were differentially expressed miRNAs at different stages. The majority of miRNA aberrations involved upregulation of expression in Barrett's esophagus and esophageal adenocarcinoma tissues, with the most dramatic alterations occurring at the Barrett's metaplasia stage. Known oncomiRs, such as miR-21, miR-25, and miR-223, and tumor suppressor miRNAs, including miR-205, miR-203, let-7c, and miR-133a, showed progressively altered expression from Barrett's esophagus to esophageal adenocarcinoma. We also identified a number of novel miRNAs that showed progressively altered expression, including miR-301b, miR-618, and miR-23b. The significant miRNA alterations that were exclusive to esophageal adenocarcinoma but not Barrett's esophagus included miR-375 downregulation and upregulation of five members of the miR-17-92 and its homologue clusters, which may become promising biomarkers for esophageal adenocarcinoma development. Cancer Prev Res; 6(3); 196–205. ©2013 AACR.
Predictors of Survival in Never-Smokers with Non–Small Cell Lung Cancer: A Large-Scale, Two-Phase Genetic Study
Ye, Yuanqing , Spitz, Margaret R., Gu, Jian , Lippman, Scott M. , Hong, Waun Ki , Roth, Jack A. , Yang, Ping , Wu, Xifeng , Pu, Xia , Wang, Liang , Hildebrandt, Michelle A.T. , Minna, John Dorrance , Gu, Jian

Clinical Cancer Research | September 14, 2012 | Volume: 18 | Issue: 21 | Pages: 5983-5991

10.1158/1078-0432.ccr-12-0774 Get It

Abstract Purpose: Lung cancer in never-smokers (LCINS) is increasingly recognized as a distinct disease from that in ever-smokers owing to substantial differences in etiology, clinical characteristics, and prognosis. Therefore, we aimed to identify prognostic markers specific for LCINS. Experimental Design: First, 11,930 single-nucleotide polymorphisms (SNP) in 904 inflammation-related genes were genotyped, and their associations with overall survival in 411 patients with LCINS at MD Anderson Cancer Center were analyzed. Next, validation of the top 27 SNPs in 311 patients with LCINS at Mayo Clinic was conducted. Results: Three SNPs (IL17RA:rs879576, BMP8A:rs698141, and STY:rs290229) were validated (P < 0.05), and two SNPs (CD74:rs1056400 and CD38:rs10805347) reached borderline significance (P = 0.08) in the Mayo Clinic population. We validated a survival-tree created in the MD Anderson population exploring gene–gene interactions in the Mayo Clinic population. This survival-tree stratified patients into subsets with significantly different risks of death: patients with the rs1056400_GG/rs698141_GA + AA genotype had significantly higher risk of death in both MD Anderson (HR:2.32, 95%CI: 1.58–3.41) and Mayo (HR:1.97, 95%CI: 1.11–3.50) populations compared with those with the rs1056400_GG/rs698141_GG or rs1056400_GA + AA genotype. We evaluated these five SNPs in 996 ever-smokers from MD Anderson and found no significant associations. Conclusions: Our study provides strong evidence that inflammation-related genetic variations can affect clinical outcomes in LCINS, which may lead to significant biologic insight into these outcomes. Clin Cancer Res; 18(21); 5983–91. ©2012 AACR.
Abstract 2929: Predictors of survival in never-smokers with non-small cell lung cancer: A large-scale, two-phase genetic study
Ye, Yuanqing , Spitz, Margaret R., Gu, Jian , Lippman, Scott M. , Hong, Waun Ki , Roth, Jack A. , Wu, Xifeng , Pu, Xia , Wang, Liang , Hildebrandt, Michelle A.T. , Minna, John Dorrance , Yang, Ping , Gu, Jian

Cancer Research | August 13, 2012 | Volume: 72 | Issue: 8_Supplement | Pages: 2929-2929

10.1158/1538-7445.am2012-2929 Get It

Abstract Lung cancer in never-smokers is increasingly recognized as distinct from that in ever-smokers owing to substantial differences in etiology, clinical characteristics, and prognosis. Therefore, we aimed to identify prognostic markers specific for lung cancer in never-smokers in a two-stage study. First, 11,930 single-nucleotide polymorphisms (SNPs) in 904 inflammation-related genes were genotyped, and their associations with overall survival in 411 never-smokers with lung cancer at The University of Texas MD Anderson Cancer Center were analyzed. Next, fast-track validation of the top 37 SNPs in 311 never-smokers with lung cancer at Mayo Clinic was performed. Three SNPs (interleukin 17 receptor A:rs879576, bone morphogenetic protein 8A:rs698141, and spleen tyrosine kinase:rs290229) were validated (p<0.05), and two more SNPs (CD74:rs1056400 and CD38:rs10805347) were borderline significant (p=0.08) in the Mayo Clinic population. In combined analysis of the MD Anderson and Mayo Clinic patients, IL17RA:rs879576 resulted in a 40% reduction in the risk of death (p=4.1 × 10−5 [p=0.61, heterogeneity test]). We successfully validated a survival tree created in MD Anderson population based on gene-gene interactions in the Mayo Clinic population. This survival tree stratified patients into subsets with significantly different risks of death: patients at MD Anderson with the rs1056400_GG/rs698141_GA+AA genotype had a 2.32-fold higher risk of death (p=1.72 × 10−5) and 9-month shorter median survival time (MST) (p=4.5 × 10−4, log-rank test) than did those with the rs1056400_GG/rs698141_GG or rs1056400_GA+AA genotype in the discovery phase. Also, the patients at Mayo Clinic with the former genotype had an approximately twofold higher risk of death (p=0.02) and a strikingly shorter (by 26 months) MST (p=0.029, log-rank test) than did those with the latter genotype in the validation phase. We evaluated these five SNPs in 996 ever-smokers and found no significant associations. To our knowledge, this is the first study to systematically evaluate the associations of genetic variations in major inflammation-related genes with outcome of lung cancer in never-smokers. It provides strong evidence that inflammation-related genetic variations can affect clinical outcomes in these patients, which may lead to significant biological insight into these outcomes. Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 103rd Annual Meeting of the American Association for Cancer Research; 2012 Mar 31-Apr 4; Chicago, IL. Philadelphia (PA): AACR; Cancer Res 2012;72(8 Suppl):Abstract nr 2929. doi:1538-7445.AM2012-2929
Genome-Wide Catalogue of Chromosomal Aberrations in Barrett's Esophagus and Esophageal Adenocarcinoma: A High-Density Single Nucleotide Polymorphism Array Analysis
Gu, Jian , Hawk, Ernest T. , Ye, Yuanqing , Lee, Jeffrey H. , Hofstetter, Wayne L. , Wang, Kenneth K. , Wu, Xifeng , Ajani, Jaffer A. , Bhutani, Manoop S. , Swisher, Stephen G. , Gu, Jian

Cancer Prevention Research | July 22, 2010 | Volume: 3 | Issue: 9 | Pages: 1176-1186

10.1158/1940-6207.capr-09-0265 Get It

Abstract To better understand the molecular mechanisms behind esophageal adenocarcinoma (EAC) tumorigenesis, we used high-density single nucleotide polymorphism arrays to profile chromosomal aberrations at each of the four sequential progression stages, Barrett's metaplasia (BM), low-grade dysplasia (LGD), high-grade dysplasia (HGD), and EAC, in 101 patients. We observed a significant trend toward increasing loss of chromosomes with higher progression stage. For BM, LGD, HGD, and EAC, respectively, the average numbers of chromosome arms with loss per sample were 0.30, 3.21, 7.70, and 11.90 (P for trend = 4.82 × 10−7), and the mean percentages of single nucleotide polymorphisms with allele loss were 0.1%, 1.8%, 6.6%, and 17.2% (P for trend = 2.64 × 10−6). In LGD, loss of 3p14.2 (68.4%) and 16q23.1 (47.4%) was limited to narrow regions within the FHIT (3p14.2) and WWOX (16q23.1) genes, whereas loss of 9p21 (68.4%) occurred in larger regions. A significant increase in the loss of other chromosomal regions was seen in HGD and EAC. Loss of 17p (47.6%) was one of the most frequent events in EAC. Many recurrent small regions of chromosomal loss disrupted single genes, including FHIT, WWOX, RUNX1, KIF26B, MGC48628, PDE4D, C20orf133, GMDS, DMD, and PARK2, most of which are common fragile site regions in the human genome. However, RUNX1 at 21q22 seemed to be a potential tumor suppressor gene in EAC. Amplifications were less frequent than losses and mostly occurred in EAC. 8q24 (containing Myc) and 8p23.1 (containing CTSB) were the two most frequently amplified regions. In addition, a significant trend toward increasing amplification was associated with higher progression stage. Cancer Prev Res; 3(9); 1176–86. ©2010 AACR.
MicroRNA Expression Signatures in Barrett's Esophagus and Esophageal Adenocarcinoma
Yang, Hushan , Gu, Jian , Wang, Kenneth K. , Zhang, Wei , Xing, Jinliang , Wu, Xifeng , Chen, Zhi‐Nan , Ajani, Jaffer A. , Gu, Jian

Clinical Cancer Research | September 8, 2009 | Volume: 15 | Issue: 18 | Pages: 5744-5752

10.1158/1078-0432.ccr-09-0385 Get It

Abstract Purpose: Esophageal adenocarcinoma is a highly aggressive malignancy that frequently develops from Barrett's esophagus, a premalignant pathologic change occurring in the lower end of the esophagus. Identifying Barrett's esophagus patients at high risk of malignant transformation is essential to the prevention of esophageal adenocarcinoma. Although microRNA (miRNA) expression signatures have been associated with the etiology and prognosis of several types of cancers, their roles in the development of esophageal adenocarcinoma have not been extensively evaluated. Experimental Design: In this study, we analyzed the expression patterns of 470 human miRNAs using Agilent miRNA microarray in 32 disease/normal-paired tissues from 16 patients diagnosed with Barrett's esophagus of either low- or high-grade dysplasia, or esophageal adenocarcinoma. Results: Using unsupervised hierarchical clustering and class comparison analyses, we found that miRNA expression profiles in tissues of Barrett's esophagus with high-grade dysplasia were significantly different from their corresponding normal tissues. Similar findings were observed for esophageal adenocarcinoma, but not for Barrett's esophagus with low-grade dysplasia. The expression patterns of selected miRNAs were further validated using quantitative reverse transcription real-time PCR in an independent set of 75 pairs of disease/normal tissues. Finally, we identified several miRNAs that were involved in the progressions from low grade-dysplasia Barrett's esophagus to esophageal adenocarcinoma. Conclusions: We showed that miRNAs were involved in the development and progression of esophageal adenocarcinoma. The identified significant miRNAs that may become potential targets for early detection, chemoprevention, and treatment of esophageal cancer. (Clin Cancer Res 2009;15(18):5744–52)
Genetic Variations in MicroRNA-Related Genes Are Novel Susceptibility Loci for Esophageal Cancer Risk
Ye, Yuanqing , Wang, Kenneth K. , Gu, Jian , Yang, Hushan , Lin, Jie , Wu, Xifeng , Ajani, Jaffer A. , Gu, Jian

Cancer Prevention Research | November 5, 2008 | Volume: 1 | Issue: 6 | Pages: 460-469

10.1158/1940-6207.capr-08-0135 Get It

AbstractMicroRNAs (miRNA) can act as oncogenes or tumor suppressors and modulate the expression of approximately one third of all human genes. To test the hypothesis that adverse alleles in miRNA-related genes may increase the risk for esophageal cancer, we assessed the associations between esophageal cancer risk and 41 potentially functional single nucleotide polymorphisms (SNP) in 26 miRNA-related genes in a case-control study of 346 Caucasian esophageal cancer patients (85.5% with esophageal adenocarcinoma) and 346 frequency-matched (age, gender, and ethnicity) controls. Seven SNPs were significantly associated with esophageal cancer risk. The most notable finding was that the SNP rs6505162, which is located in the pre-mir423 region, was associated with a per-allele odds ratio of 0.64 [95% confidence interval (95% CI), 0.51-0.80; P for trend < 0.0001]. This association remained significant after we corrected for multiple comparisons. A common haplotype of the GEMIN4 gene was associated with a significantly reduced risk of esophageal cancer (odds ratio, 0.65; 95% CI, 0.42-0.99). We did a combined unfavorable genotype analysis to further evaluate the cumulative effects of the promising (risk associated) SNPs. In comparison with the low-risk group (fewer than three unfavorable genotypes), the medium-risk group (three unfavorable genotypes) had a 2.00-fold (95% CI, 1.31-3.08) increased risk and the high-risk group (more than three unfavorable genotypes) had a 3.14-fold (95% CI, 2.03-4.85) increased risk (P for trend < 0.0001). Results for the risk of esophageal adenocarcinoma were similar to the overall risk results. The present study provides the first evidence that miRNAs may affect esophageal cancer risk in general and that specific genetic variants in miRNA-related genes may affect esophageal cancer risk individually and jointly.
Mutagen Sensitivity and Genetic Variants in Nucleotide Excision Repair Pathway: Genotype-Phenotype Correlation
Lin, Jie , Swan, Gary E. , Shields, Peter G. , Benowitz, Neal L. , Gu, Jian , Amos, Christopher I., Spitz, Margaret R., Wu, Xifeng , Andrade, Mariza de , Gu, Jian

Cancer Epidemiology, Biomarkers & Prevention | October 11, 2007 | Volume: 16 | Issue: 10 | Pages: 2065-2071

10.1158/1055-9965.epi-06-1041 Get It

Abstract The rationale behind gene-disease association studies is that genetic variants (polymorphisms) result in alterations in intermediate phenotypes. However, genotype-phenotype correlations have not been established for most polymorphisms. In this study, we correlated genotype data of genes involved in the nucleotide excision repair pathway with mutagen sensitivity phenotype, quantified by benzo(a)pyrene diol epoxide (BPDE)-induced chromatid breaks in peripheral blood lymphocytes in 422 healthy subjects recruited into a twin study that included 138 pairs of monozygotic twins, 51 pairs of dizygotic twins, and 44 siblings. Among a panel of single nucleotide polymorphisms examined, we found that BPDE sensitivity was modified by individual polymorphisms in XPC, RAD23B, and XPA genes. Specific haplotypes and diplotypes of XPC also modified BPDE sensitivity profiles. In addition, a more consistent and stronger correlation was observed between mutagen sensitivity phenotype and the combination of multiple polymorphisms in the nucleotide excision repair pathway. Specifically, when XPC-PAT, XPC Lys939Gln, XPA A23G, and RAD23B Val249Ala were analyzed together, we observed a significant dose-response relationship between increasing mutagen sensitivity with increasing number of adverse alleles: mutagen sensitivity for those carrying zero to two, three to five, and six or more adverse alleles were 0.64, 0.68, and 1.06, respectively (P for trend = 0.008), and the results remained significant after adjusting for multiple comparisons. Using individuals carrying zero to two adverse alleles as the reference group, the risks of being mutagen sensitive (mutagen sensitivity values greater than the median) were 1.05 (95% confidence interval, 0.68-1.64) and 4.48 (95% confidence interval, 1.21-16.61) for those carrying three to five and six or more adverse alleles, respectively. Analyses of the effects of genotype combinations yielded similar results. These findings underscore the importance of assessing the collective effects of a panel of polymorphisms in the same pathway in modulating mutagen sensitivity. As risk assessment for cancer risk is moving toward a multigenic pathway-based approach, future genotype-phenotype correlation studies should also investigate the combined effects of multiple genetic variants. (Cancer Epidemiol Biomarkers Prev 2007;16(10):2065–71)