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Gsur, Andrea

https://orcid.org/0000-0002-9795-1528

Mayo Clinic

Medical University of Vienna

Citations 21

Genetic Regulation of DNA Methylation Yields Novel Discoveries in GWAS of Colorectal Cancer
Barfield, Richard , Huyghe, Jeroen R. , Lemire, Mathieu, Dong, Xinyuan, Su, Yu-Ru, Buchanan, Daniel D. , Figueiredo, Jane C. , Gallinger, Steven, Giannakis, Marios, Gsur, Andrea , Gunter, Marc J. , Harrison, Tabitha A. , Hopper, John L., Li, Christopher I., Newcomb, Polly A., Pai, Rish K. , Phipps, Amanda I., Qu, Conghui, Steinfelder, Robert S., Win, Aung Ko , Zaidi, Syed H., Peters, Ulrike , Brezina, Stefanie , Buchanan, Daniel D , Figueiredo, Jane C , Gsur, Andrea , Gunter, Marc J , Hampel, Heather , Harrison, Tabitha A , Hudson, Thomas J , Moreno, Victor , Pai, R K , Pharoah, Paul D P , Sun, Wei , Win, Aung K , Campbell, Peter T , Peters, Ulrike , Hsu, Li , Barfield, Richard , Huyghe, Jeroen R , Lemire, Mathieu, Dong, Xinyuan, Su, Yu-Ru, Gallinger, Steven, Giannakis, Marios, Hopper, John L., Li, Christopher I., Newcomb, Polly A., Phipps, Amanda I., Qu, Conghui, Steinfelder, Robert S., Zaidi, Syed H.

Cancer Epidemiology, Biomarkers & Prevention | May 4, 2022 | Volume: 31 | Issue: 5 | Pages: 1068-1076

10.1158/1055-9965.epi-21-0724 Get It

Abstract Background: Colorectal cancer has a strong epigenetic component that is accompanied by frequent DNA methylation (DNAm) alterations in addition to heritable genetic risk. It is of interest to understand the interrelationship of germline genetics, DNAm, and colorectal cancer risk. Methods: We performed a genome-wide methylation quantitative trait locus (meQTL) analysis in 1,355 people, assessing the pairwise associations between genetic variants and lymphocytes methylation data. In addition, we used penalized regression with cis-genetic variants ± 1 Mb of methylation to identify genome-wide heritable DNAm. We evaluated the association of genetically predicted methylation with colorectal cancer risk based on genome-wide association studies (GWAS) of over 125,000 cases and controls using the multivariate sMiST as well as univariately via examination of marginal association with colorectal cancer risk. Results: Of the 142 known colorectal cancer GWAS loci, 47 were identified as meQTLs. We identified four novel colorectal cancer–associated loci (NID2, ATXN10, KLHDC10, and CEP41) that reside over 1 Mb outside of known colorectal cancer loci and 10 secondary signals within 1 Mb of known loci. Conclusions: Leveraging information of DNAm regulation into genetic association of colorectal cancer risk reveals novel pathways in colorectal cancer tumorigenesis. Our summary statistics-based framework sMiST provides a powerful approach by combining information from the effect through methylation and residual direct effects of the meQTLs on disease risk. Further validation and functional follow-up of these novel pathways are needed. Impact: Using genotype, DNAm, and GWAS, we identified four new colorectal cancer risk loci. We studied the landscape of genetic regulation of DNAm via single-SNP and multi-SNP meQTL analyses.
Beyond GWAS of Colorectal Cancer: Evidence of Interaction with Alcohol Consumption and Putative Causal Variant for the 10q24.2 Region
Jordahl, Kristina M. , Shcherbina, Anna , Kim, Andre E. , Arndt, Volker , Baurley, James W. , Berndt, Sonja I. , Bishop, D. Timothy , Bouras, Emmanouil , Brenner, Hermann , Carreras‐Torres, Robert , Casey, Graham , Conti, David V. , Díez‐Obrero, Virginia , Dimou, Niki , Drew, David A. , Figueiredo, Jane C. , Gallinger, Steven , Gruber, Stephen B. , Gsur, Andrea , Harlid, Sophia , Harrison, Tabitha A. , Hoffmeister, Michael , Huyghe, Jeroen R. , Joshi, Amit D. , Li, Li , Nan, Hongmei , Nassir, Rami , Obón‐Santacana, Mireia , Ose, Jennifer , Pai, Rish K. , Papadimitriou, Nikos , Pardamean, Bens , Prentice, Ross L. , Rennert, Gad , Scacheri, Peter C. , Schmit, Stephanie L. , Slattery, Martha L. , Thibodeau, Stephen N. , Thomas, Duncan C. , Tian, Yu , Tsilidis, Konstantinos K. , Duijnhoven, Fränzel J.B. van , Guelpen, Bethany Van , Visvanathan, Kala , Vodička, Pavel , White, Emily , Woods, Michael O. , Wu, Anna H. , Zemlianskaia, Natalia , Chang‐Claude, Jenny , Gauderman, W. James , Kundaje, Anshul , Peters, Ulrike , Arndt, Volker , Bien, Stephanie A , Bishop, D Timothy , Brenner, Hermann , Buchanan, Daniel D , Campbell, Peter T , Carreras-Torres, Robert , Chan, Andrew T , Dampier, Christopher H , Dimou, Niki , Drew, David A , Figueiredo, Jane C , Giles, Graham G , Gruber, Stephen B , Gsur, Andrea , Gunter, Marc J , Hampel, Heather , Harlid, Sophia , Harrison, Tabitha A , Hidaka, Akihisa , Hoffmeister, Michael , Huyghe, Jeroen R , Larsson, Susanna C , Mahesworo, Bharuno , Moreno, Victor , Morrison, John L , Nassir, Rami , Ogino, Shuji , Ose, Jennifer , Pai, R K , Palmer, Julie R , Peoples, Anita R , Pharoah, Paul D P , Platz, Elizabeth A. , Potter, John D , Rennert, Gad , Ruiz-Narvaez, Edward , Sakoda, Lori C , Schmit, Stephanie L , Schoen, Robert E , Slattery, Martha L , Stern, Mariana Carla , Thomas, Duncan C , Tian, Yu , Tsilidis, Konstantinos K , Ulrich, Cornelia M , van Duijnhoven, Fränzel J B , Van Guelpen, Bethany , Visvanathan, Kala , Wolk, Alicja , Woods, Michael O , Chang-Claude, Jenny , Gauderman, W James , Hsu, Li , Kundaje, Anshul , Peters, Ulrike , Pardamean, Bens , Bouras, Emmanouil , Conti, David V , Nan, Hongmei , Obón-Santacana, Mireia , Papadimitriou, Nikos , Shcherbina, Anna , Vodicka, Pavel , Diez-Obrero, Virginia , Su, Yu-Ru , Lin, Yi , Wang, Jun , Qu, Conghui , Albanes, Demetrius , Bien, Stephanie A. , Buchanan, Daniel D. , Budiarto, Arif , Campbell, Peter T. , Cenggoro, Tjeng Wawan , Chan, Andrew T. , Dampier, Christopher H. , Devall, Matthew A M , Giles, Graham G. , Gunter, Marc J. , Hampel, Heather , Hidaka, Akihisa , Jenkins, Mark A. , Keku, Temitope O , Larsson, Susanna C. , Marchand, Loı̈c Le , Lewinger, Juan Pablo , Moreno, Vı́ctor , Morrison, John L. , Murphy, Neil , Newcomb, Polly A. , Palmer, Julie R. , Pharoah, Paul D.P. , Potter, John D. , Sakoda, Lori C. , Schoen, Robert E. , Tangen, Catherine M. , Ulrich, Cornelia M. , Wolk, Alicja

Cancer Epidemiology, Biomarkers & Prevention | April 19, 2022 | Volume: 31 | Issue: 5 | Pages: 1077-1089

10.1158/1055-9965.epi-21-1003 Get It

Abstract Background: Currently known associations between common genetic variants and colorectal cancer explain less than half of its heritability of 25%. As alcohol consumption has a J-shape association with colorectal cancer risk, nondrinking and heavy drinking are both risk factors for colorectal cancer. Methods: Individual-level data was pooled from the Colon Cancer Family Registry, Colorectal Transdisciplinary Study, and Genetics and Epidemiology of Colorectal Cancer Consortium to compare nondrinkers (≤1 g/day) and heavy drinkers (>28 g/day) with light-to-moderate drinkers (1–28 g/day) in GxE analyses. To improve power, we implemented joint 2df and 3df tests and a novel two-step method that modifies the weighted hypothesis testing framework. We prioritized putative causal variants by predicting allelic effects using support vector machine models. Results: For nondrinking as compared with light-to-moderate drinking, the hybrid two-step approach identified 13 significant SNPs with pairwise r2 > 0.9 in the 10q24.2/COX15 region. When stratified by alcohol intake, the A allele of lead SNP rs2300985 has a dose–response increase in risk of colorectal cancer as compared with the G allele in light-to-moderate drinkers [OR for GA genotype = 1.11; 95% confidence interval (CI), 1.06–1.17; OR for AA genotype = 1.22; 95% CI, 1.14–1.31], but not in nondrinkers or heavy drinkers. Among the correlated candidate SNPs in the 10q24.2/COX15 region, rs1318920 was predicted to disrupt an HNF4 transcription factor binding motif. Conclusions: Our study suggests that the association with colorectal cancer in 10q24.2/COX15 observed in genome-wide association study is strongest in nondrinkers. We also identified rs1318920 as the putative causal regulatory variant for the region. Impact: The study identifies multifaceted evidence of a possible functional effect for rs1318920.
Salicylic Acid and Risk of Colorectal Cancer: A Two-Sample Mendelian Randomization Study
Nounu, Aayah , Richmond, Rebecca C. , Stewart, Isobel D., Surendran, Praveen , Wareham, Nicholas J. , Butterworth, Adam S. , Weinstein, Stephanie J. , Figueiredo, Jane C. , Lindor, Noralane M. , Casey, Graham , Marchand, Loı̈c Le , Ulrich, Cornelia M. , Li, Christopher, Dujinhoven, Fränzel van, Gsur, Andrea , Moreno, Vı́ctor , Vodička, Pavel , Vodičková, Ludmila, Alwers, Elizabeth , Chang‐Claude, Jenny , Sakoda, Lori C. , Slattery, Martha L. , Schoen, Robert , Gunter, Marc J. , Castellvı́-Bel, Sergi , Kim, Hyeong Rok , Li, Li , Bishop, D. Timothy , Buchanan, Daniel D. , Gruber, Stephen B. , Rennert, Gad , Harrison, Tabitha A. , Woods, Michael O. , Schafmayer, Clemens , Guelpen, Bethany Van , Gallinger, Steven , Berndt, Sonja I. , Lindblom, Annika , Wu, Anna H. , Peters, Ulrike , Scherer, Dominique , Bermejo, Justo Lorenzo , Brenner, Hermann , Hoffmeister, Michael , Relton, Caroline L. , Drew, David A. , Figueiredo, Jane C , Marchand, Loïc Le , Ulrich, Cornelia M , Gsur, Andrea , Moreno, Victor , Sakoda, Lori C , Castellví-Bel, Sergi , Buchanan, Daniel D , Lorenzo-Bermejo, Justo , Hoffmeister, Michael , Rennert, Gad , Gunter, Marc J , Drew, David A , Harrison, Tabitha A , Van Guelpen, Bethany , Brenner, Hermann , Bishop, D Timothy , Vodicka, Pavel , Lindblom, Annika , Albanes, Demetrius , Baron, John A. , Hopper, John L. , Newcomb, Polly A. , Platz, Elizabeth A. , Campbell, Peter T. , Amitay, Efrat L. , Schoen, Robert, Kweon, Sun-Seog , Chan, Andrew T. , Zheng, Wei , Giles, Graham G. , Stadler, Zsofia , Lin, Yi , Keku, Temitope O , Hampel, Heather , Pharoah, Paul D.P. , Wolk, Alicja , White, Emily , Williams, Ann Caroline

Nutrients | November 21, 2021 | Volume: 13 | Issue: 11 | Pages: 4164

10.3390/nu13114164 Get It

Salicylic acid (SA) has observationally been shown to decrease colorectal cancer (CRC) risk. Aspirin (acetylsalicylic acid, that rapidly deacetylates to SA) is an effective primary and secondary chemopreventive agent. Through a Mendelian randomization (MR) approach, we aimed to address whether levels of SA affected CRC risk, stratifying by aspirin use. A two-sample MR analysis was performed using GWAS summary statistics of SA (INTERVAL and EPIC-Norfolk, N = 14,149) and CRC (CCFR, CORECT, GECCO and UK Biobank, 55,168 cases and 65,160 controls). The DACHS study (4410 cases and 3441 controls) was used for replication and stratification of aspirin-use. SNPs proxying SA were selected via three methods: (1) functional SNPs that influence the activity of aspirin-metabolising enzymes; (2) pathway SNPs present in enzymes’ coding regions; and (3) genome-wide significant SNPs. We found no association between functional SNPs and SA levels. The pathway and genome-wide SNPs showed no association between SA and CRC risk (OR: 1.03, 95% CI: 0.84–1.27 and OR: 1.08, 95% CI: 0.86–1.34, respectively). Results remained unchanged upon aspirin use stratification. We found little evidence to suggest that an SD increase in genetically predicted SA protects against CRC risk in the general population and upon stratification by aspirin use.
Molecular and Pathology Features of Colorectal Tumors and Patient Outcomes Are Associated with Fusobacterium nucleatum and Its Subspecies animalis
Borozan, Ivan , Zaidi, Syed Hassan Ejaz , Harrison, Tabitha A. , Phipps, Amanda I. , Zheng, Jiayin , Lee, Stephen Dongsoo , Trinh, Quang M. , Steinfelder, Robert S. , Adams, Jeremy , Banbury, Barbara L. , Berndt, Sonja I. , Bullman, Susan , Cao, Yin , Figueiredo, Jane C. , Giannakis, Marios , Luo, Xuemei , Nishihara, Reiko , Papadopoulos, Nickolas , Reid, Emma , Thibodeau, Stephen N. , Harlid, Sophia , Gsur, Andrea , Gallinger, Steven, Ferretti, Vincent , Peters, Ulrike , Lee, Stephen , Brezina, Stefanie , Buchanan, Daniel D , Farris, Alton B , Figueiredo, Jane C , Mardis, Elaine R. , Harlid, Sophia , Um, Caroline Y , Hsu, Li , Gsur, Andrea , Campbell, Peter T , Ogino, Shuji , Sun, Wei , Hudson, Thomas J , Peters, Ulrike , Zheng, Yingye , Cao, Yin , Harrison, Tabitha A , Trinh, Quang M , Brezina, Stefanie , Buchanan, Daniel D. , Farris, Alton B. , Heisler, Lawrence E. , Hopper, John L. , Lin, Yi , Qu, Conghui , Reid, Emma E.G., Um, Caroline Y. , Campbell, Peter T. , Newcomb, Polly A. , Sun, Wei

Cancer Epidemiology, Biomarkers & Prevention | November 4, 2021 | Volume: 31 | Issue: 1 | Pages: 210-220

10.1158/1055-9965.epi-21-0463 Get It

Abstract Background: Fusobacterium nucleatum (F. nucleatum) activates oncogenic signaling pathways and induces inflammation to promote colorectal carcinogenesis. Methods: We characterized F. nucleatum and its subspecies in colorectal tumors and examined associations with tumor characteristics and colorectal cancer–specific survival. We conducted deep sequencing of nusA, nusG, and bacterial 16s rRNA genes in tumors from 1,994 patients with colorectal cancer and assessed associations between F. nucleatum presence and clinical characteristics, colorectal cancer–specific mortality, and somatic mutations. Results: F. nucleatum, which was present in 10.3% of tumors, was detected in a higher proportion of right-sided and advanced-stage tumors, particularly subspecies animalis. Presence of F. nucleatum was associated with higher colorectal cancer–specific mortality (HR, 1.97; P = 0.0004). This association was restricted to nonhypermutated, microsatellite-stable tumors (HR, 2.13; P = 0.0002) and those who received chemotherapy [HR, 1.92; confidence interval (CI), 1.07–3.45; P = 0.029). Only F. nucleatum subspecies animalis, the main subspecies detected (65.8%), was associated with colorectal cancer–specific mortality (HR, 2.16; P = 0.0016), subspecies vincentii and nucleatum were not (HR, 1.07; P = 0.86). Additional adjustment for tumor stage suggests that the effect of F. nucleatum on mortality is partly driven by a stage shift. Presence of F. nucleatum was associated with microsatellite instable tumors, tumors with POLE exonuclease domain mutations, and ERBB3 mutations, and suggestively associated with TP53 mutations. Conclusions: F. nucleatum, and particularly subspecies animalis, was associated with a higher colorectal cancer–specific mortality and specific somatic mutated genes. Impact: Our findings identify the F. nucleatum subspecies animalis as negatively impacting colorectal cancer mortality, which may occur through a stage shift and its effect on chemoresistance.
Abstract LB090: Associations of somatically mutated genes and pathways with colorectal cancer specific survival in 4,500 colorectal cancer patients
Zaidi, Syed Hassan Ejaz , Phipps, Amanda I. , Steinfelder, Robert S. , Berndt, Sonja I. , Doheny, Kim, Figueiredo, Jane C. , Gallinger, Steven , Giannakis, Marios , Gsur, Andrea , Hoffmeister, Michael , Prentice, Ross L. , Shelford, Tameka, Thibodeau, Stephen N. , Peters, Ulrike , Hoffmeister, Michael , Harrison, Tabitha A. , Qu, Conghui , Trinh, Quang M. , Buchanan, Daniel D. , Campbell, Peter T. , Chan, Andrew T. , Drew, David A. , Gunter, Marc J. , Huang, Wen‐Yi , Limburg, Paul J. , Moreno, Vı́ctor , Newcomb, Polly A. , Ogino, Shuji , Sun, Wei

Cancer Research | July 1, 2021 | Volume: 81 | Issue: 13_Supplement | Pages: LB090-LB090

10.1158/1538-7445.am2021-lb090 Get It

Abstract Colorectal cancer (CRC) is a heterogenous disease that develops through somatic mutations in driver genes, leading to activation of diverse neoplastic pathways. To systematically examine if somatically mutated genes and pathways impact survival, we sequenced tumor and normal DNA samples for 4,512 CRC cases using a targeted panel. We performed Cox regression to estimate hazard ratios (HR) and 95% confidence intervals (CIs) for associations of disease-specific (DS)-survival with somatically mutated genes and pathways, adjusting for age and sex, and stratifying baseline hazards by study population. We assessed statistical significance using Bonferroni p-value thresholds to account for multiple testing of 214 genes (2.34x10-4) and 6 key CRC pathways (8.3x10-3). We limited analyses to non-silent mutations. We observed that DS-survival was significantly more favorable among individuals with hypermutated (HM) tumors, primarily consisting of microsatellite unstable and POLE-mutated tumors, as compared to those with non-hypermutated (NHM) tumors (HR=0.4, 95% CI: 0.3-0.5, p=1.2x10-17). BRAF V600E mutations were associated with poorer survival (HR=2.0, 95% CI: 1.6-2.5, p=1.6x10-10). This association was more pronounced among NHM tumors (HR=2.3, 95% CI: 1.8-2.9, p=4.3x10-12). We identified suggestive associations (p-values < 5.0x10-3 in overall or stratified analyses) between DS-survival and mutations in B2M, TP53, and SMAD4. Mutations in B2M may provide more favorable prognosis for survival (HR=0.5, 95% CI: 0.3-0.8, p=4.4x10-3), with similar effect sizes in HM and NHM tumors. Poorer survival may be associated with mutations in TP53 (HR=1.2, 95% CI:1.2-1.4, p=9.3x10-4) and SMAD4 (HR=1.3, 95% CI:1.1-1.6, p=3.2x10-3) in NHM tumors. We further observed statistically significant associations between survival and three mutated pathways: TP53/ATM (HR=1.2, 95% CI:1.1-1.4, p=9.0x10-4), receptor tyrosine kinases (RTK) and RAS (HR=1.3, 95% CI:1.1-1.5, p=4.5x10-5), and TGF-beta (HR=1.3, 95% CI:1.1-1.5, p=2.9x10-4). Findings for TP53/ATM and RTK/RAS were primarily due to mutations in one gene within each pathway (TP53 and BRAF, respectively). However, the TGF-beta pathway finding, which was more pronounced in NHM tumors, included two genes with p-values less than 0.05 (SMAD4 p=3.2x10-3 and TGFBR2 p=0.01). Despite our large sample size, relatively few somatically mutated genes were significantly associated with DS-survival. It may be that pathway-level testing affords more power for analyses and that larger sample sizes are needed. It is of interest that non-silent mutations in B2M, whose product is a component of the class I major histocompatibility complex, was associated with improved DS-survival, though our finding was not statistically significant after multiple testing correction so further exploration and replication is needed. Citation Format: Tabitha A. Harrison, Syed H. Zaidi, Conghui Qu, Amanda I. Phipps, Robert S. Steinfelder, Quang M. Trinh, Sonja I. Berndt, Daniel D. Buchanan, Peter T. Campbell, Andrew T. Chan, Kim F. Doheny, David A. Drew, Jane C. Figueiredo, Steven J. Gallinger, Marios Giannakis, Andrea Gsur, Marc J. Gunter, Michael Hoffmeister, Wen-Yi Huang, Paul J. Limburg, Victor Moreno, Polly A. Newcomb, Shuji Ogino, Ross L. Prentice, Tameka Shelford, Wei Sun, Stephen N. Thibodeau, Li Hsu, Ulrike Peters. Associations of somatically mutated genes and pathways with colorectal cancer specific survival in 4,500 colorectal cancer patients [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr LB090.
Genome-wide analysis of 944 133 individuals provides insights into the etiology of haemorrhoidal disease
Zheng, Tenghao , Ellinghaus, David , Juzėnas, Simonas , Cossais, François , Burmeister, Greta , Mayr, Gabriele , Jørgensen, Isabella Friis , Teder‐Laving, Maris , Skogholt, Anne Heidi , Chen, Sisi , Strege, Peter R. , Ito, Go , Banasik, Karina , Bokelmann, Frank, Buch, Stephan , Clausnitzer, Hartmut, Degenhardt, Frauke , Doniec, Marek J., Erikstrup, Christian , Förster, Michael , Frey, Norbert , Fritsche, Lars G. , Gabrielsen, Maiken E. , Gräßle, Tobias , Gsur, Andrea , Hampe, Jochen , Hendricks, Alexander , Hinz, Sebastian , Jongen, Johannes , Junker, Ralf, Karlsen, Tom H. , Hemmrich‐Stanisak, Georg , Kruis, Wolfgang , Kupčinskas, Juozas , Laubert, Tilman , Rosenstiel, Philip , Röcken, Christoph , Laudes, Matthias , Leendertz, Fabian H. , Limperger, Verena , Margetis, Nikolaos, Mätz‐Rensing, Kerstin, Németh, Christopher Georg , Ness‐Jensen, Eivind , Nowak‐Göttl, Ulrike, Pandit, Anita , Pedersen, Ole Birger , Peleikis, H.-G., Peuker, Kenneth , Rodríguez, Cristina Leal , Schniewind, Bodo, Schulzky, Martin, Skiecevičienė, Jurgita , Tepel, Jürgen, Thomas, Laurent F. , Uellendahl-Werth, Florian , Ullum, Henrik , Vogel, Ilka, Völzke, Henry , Schönfels, Witigo von , Vanderwerff, Brett , Wilking, Julia, Wittig, Michael , Zeißig, Sebastian , Zobel, Myrko, Zawistowski, Matthew , Vacic, Vladimir, Sazonova, Olga V. , Noblin, Elizabeth S., Farrugia, Gianrico , Kahlke, Volker, Schafmayer, Clemens , D’Amato, Mauro , Datz, Christian , Forster, Michael , Gsur, Andrea , Hampe, Jochen , Röcken, Christoph , Ness-Jensen, Eivind , Rühlemann, Malte Christoph , Farrugia, Gianrico , D'Amato, Mauro , Franke, André , Ellinghaus, David , Zheng, Tenghao , Strege, Peter R , Erikstrup, Christian , Kupcinskas, Juozas , Becker, Thomas S , Brunak, Søren , Esko, Tõnu , Groß, Justus , Hveem, Kristian , Lieb, Wolfgang , Fersen, Lorenzo von , Sazonova, Olga, Beyder, Arthur , Wedel, Thilo

Gut | April 22, 2021 | Volume: 70 | Issue: 8 | Pages: 1538-1549

10.1136/gutjnl-2020-323868 Get It

Objective Haemorrhoidal disease (HEM) affects a large and silently suffering fraction of the population but its aetiology, including suspected genetic predisposition, is poorly understood. We report the first genome-wide association study (GWAS) meta-analysis to identify genetic risk factors for HEM to date. Design We conducted a GWAS meta-analysis of 218 920 patients with HEM and 725 213 controls of European ancestry. Using GWAS summary statistics, we performed multiple genetic correlation analyses between HEM and other traits as well as calculated HEM polygenic risk scores (PRS) and evaluated their translational potential in independent datasets. Using functional annotation of GWAS results, we identified HEM candidate genes, which differential expression and coexpression in HEM tissues were evaluated employing RNA-seq analyses. The localisation of expressed proteins at selected loci was investigated by immunohistochemistry. Results We demonstrate modest heritability and genetic correlation of HEM with several other diseases from the GI, neuroaffective and cardiovascular domains. HEM PRS validated in 180 435 individuals from independent datasets allowed the identification of those at risk and correlated with younger age of onset and recurrent surgery. We identified 102 independent HEM risk loci harbouring genes whose expression is enriched in blood vessels and GI tissues, and in pathways associated with smooth muscles, epithelial and endothelial development and morphogenesis. Network transcriptomic analyses highlighted HEM gene coexpression modules that are relevant to the development and integrity of the musculoskeletal and epidermal systems, and the organisation of the extracellular matrix. Conclusion HEM has a genetic component that predisposes to smooth muscle, epithelial and connective tissue dysfunction.
Genetic architectures of proximal and distal colorectal cancer are partly distinct
Huyghe, Jeroen R. , Harrison, Tabitha A. , Figueiredo, Jane C. , Schmit, Stephanie L. , Chen, Sai , Barfield, Richard , Cross, Amanda J. , Diergaarde, Brenda , Duggan, David , Harlid, Sophia , Imaz, Liher , Kang, Hyun Min , Levine, David , Perduca, Vittorio , Perez‐Cornago, Aurora , Slattery, Martha L. , Duijnhoven, Fränzel J.B. van , Guelpen, Bethany Van , Anderson, Kristin E. , Arnau‐Collell, Coral, Banbury, Barbara L. , Berndt, Sonja I. , Bishop, D. Timothy , Boehm, Juergen , Boeing, Heiner , Brenner, Hermann , Buch, Stephan , Burnett‐Hartman, Andrea N. , Carr, Prudence R. , Castells, Antoni , Chang‐Claude, Jenny , Curtis, Keith R. , Chapelle, Albert de la , Easton, Douglas F. , English, Dallas R. , Gala, Manish , Gallinger, Steven , Gauderman, W. James, Goodman, Phyllis J. , Grove, John, Gsur, Andrea , Gunter, Marc J. , Haile, Robert W. , Hampe, Jochen , Hoffmeister, Michael , Hsu, Wan‐Ling, Huang, Wen‐Yi , Joshi, Amit D. , Kühn, Tilman , Küry, Sébastien , Lejbkowicz, Flavio, Li, Li , Lindblom, Annika , Lindor, Noralane M. , Markowitz, Sanford D. , Moreno, Lorena , Murphy, Neil , Nassir, Rami , Offit, Kenneth, Parfrey, Patrick S. , Pearlman, Rachel , Phipps, Amanda I. , Prentice, Ross L. , Qi, Lihong , Rennert, Gad , Rennert, Hedy S., Ríboli, Elio , Schafmayer, Clemens, Seminara, Daniela, Song, Mingyang , Su, Yu‐Ru, Thibodeau, Stephen N. , Thomas, Duncan C. , Trichopoulou, Antonia , Visvanathan, Kala, Vodička, Pavel , Vodičková, Ludmila, Weigl, Korbinian , Weinstein, Stephanie J. , Woods, Michael O. , Wu, Anna H. , Nickerson, Deborah A. , Scacheri, Peter C. , Kundaje, Anshul , Casey, Graham , Gruber, Stephen B. , Hayes, Richard B. , Peters, Ulrike , Visvanathan, Kala , Brenner, Hermann , Buchanan, Daniel D , Chan, Andrew T , Gsur, Andrea , Hampe, Jochen , Hoffmeister, Michael , Huang, Wen-Yi , Jenab, Mazda , Murphy, Neil , Peters, Ulrike , Rennert, Gad , English, Dallas R , Gunter, Marc J , Haile, Robert W , Harrison, Tabitha A , Van Guelpen, Bethany , Visvanathan, Kala , Kury, Sebastien , Bishop, D Timothy , Song, Mingyang , Hayes, Richard B , Perez-Cornago, Aurora , Nassir, Rami , Kundaje, Anshul , Riboli, Elio , Vodicka, Pavel , Diergaarde, Brenda , Lindblom, Annika , Bien, Stephanie A. , Hampel, Heather , Conti, David V. , Qu, Conghui , Lin, Yi , Baron, John A. , Sakoda, Lori C. , Schumacher, Fredrick R. , Toland, Amanda Ewart , Agudo, Antonio , Albanes, Demetrius , Alonso, M. Henar , Arndt, Volker , Bassik, Michael Cory , Bezieau, Stéphane , Boutron‐Ruault, Marie‐Christine , Brezina, Stefanie , Buchanan, Daniel D. , Caan, Bette J. , Campbell, Peter T. , Castellvı́-Bel, Sergi , Chan, Andrew T. , Chanock, Stephen Jacob , Feskens, Edith J. M. , Giles, Graham G. , Grady, William M. , Hopper, John L. , Hudson, Thomas J , Jenab, Mazda , Jenkins, Mark A. , Keku, Temitope O , Kooperberg, Charles , Marchand, Loı̈c Le , Li, Christopher I , Lieb, Wolfgang , Männistö, Satu , Milne, Roger L. , Ogino, Shuji , Panico, Salvatore , Pharoah, Paul D.P. , Platz, Elizabeth A. , Potter, John D. , Raskin, Leon , Schoen, Robert E. , Tangen, Catherine M. , Ulrich, Cornelia M. , Vymetalkova, Veronika Polakova , White, Emily E. , Wolk, Alicja , Abecasis, Gonçalo R. , Hsu, Li , Moreno, Vı́ctor , Newcomb, Polly A.

Gut | February 25, 2021 | Volume: 70 | Issue: 7 | Pages: 1325-1334

10.1136/gutjnl-2020-321534 Get It

Objective An understanding of the etiologic heterogeneity of colorectal cancer (CRC) is critical for improving precision prevention, including individualized screening recommendations and the discovery of novel drug targets and repurposable drug candidates for chemoprevention. Known differences in molecular characteristics and environmental risk factors among tumors arising in different locations of the colorectum suggest partly distinct mechanisms of carcinogenesis. The extent to which the contribution of inherited genetic risk factors for CRC differs by anatomical subsite of the primary tumor has not been examined. Design To identify new anatomical subsite-specific risk loci, we performed genome-wide association study (GWAS) meta-analyses including data of 48 214 CRC cases and 64 159 controls of European ancestry. We characterised effect heterogeneity at CRC risk loci using multinomial modelling. Results We identified 13 loci that reached genome-wide significance (p<5×10 −8 ) and that were not reported by previous GWASs for overall CRC risk. Multiple lines of evidence support candidate genes at several of these loci. We detected substantial heterogeneity between anatomical subsites. Just over half (61) of 109 known and new risk variants showed no evidence for heterogeneity. In contrast, 22 variants showed association with distal CRC (including rectal cancer), but no evidence for association or an attenuated association with proximal CRC. For two loci, there was strong evidence for effects confined to proximal colon cancer. Conclusion Genetic architectures of proximal and distal CRC are partly distinct. Studies of risk factors and mechanisms of carcinogenesis, and precision prevention strategies should take into consideration the anatomical subsite of the tumour.
A Combined Proteomics and Mendelian Randomization Approach to Investigate the Effects of Aspirin-Targeted Proteins on Colorectal Cancer
Nounu, Aayah , Greenhough, Alexander , Heesom, Kate J. , Richmond, Rebecca C. , Weinstein, Stephanie J. , Baron, John A. , Figueiredo, Jane C. , Lindor, Noralane M. , Casey, Graham , Duijnhoven, Fränzel J.B. van , Gsur, Andrea , Vodička, Pavel , Vodičková, Ludmila, Brenner, Hermann , Chang‐Claude, Jenny , Hoffmeister, Michael , Slattery, Martha L. , Gunter, Marc J. , Kim, Hyeong Rok , Li, Li , Bishop, D. Timothy , Gruber, Stephen B. , Rennert, Gad , Harrison, Tabitha A. , Woods, Michael O. , Schafmayer, Clemens , Guelpen, Bethany Van , Gallinger, Steven , Berndt, Sonja I. , Lindblom, Annika , Wu, Anna H. , White, Emily , Peters, Ulrike , Drew, David A. , Scherer, Dominique , Relton, Caroline L. , Weinstein, Stephanie J , Baron, John A , Platz, Elizabeth A. , van Duijnhoven, Fränzel J B , Gsur, Andrea , Moreno, Victor , Brenner, Hermann , Chang-Claude, Jenny , Hoffmeister, Michael , Sakoda, Lori C , Slattery, Martha L , Schoen, Robert E , Castellví-Bel, Sergi , Kweon, Sun-Seog , Bishop, D Timothy , Buchanan, Daniel D , Giles, Graham G , Gruber, Stephen B , Harrison, Tabitha A , Woods, Michael O , Van Guelpen, Bethany , Hampel, Heather , Pharoah, Paul D P , Wolk, Alicja , Drew, David A , Scherer, Dominique , Rennert, Gad , Gunter, Marc J , Vodicka, Pavel , Lindblom, Annika , Zheng, Jie , Albanes, Demetrius , Hopper, John L. , Newcomb, Polly A. , Marchand, Loı̈c Le , Ulrich, Cornelia M. , Li, Christopher I , Campbell, Peter T. , Moreno, Vı́ctor , Sakoda, Lori C. , Schoen, Robert E. , Castellvı́-Bel, Sergi , Chan, Andrew T. , Zheng, Wei , Buchanan, Daniel D. , Giles, Graham G. , Stadler, Zsofia , Lin, Yi , Keku, Temitope O , Hampel, Heather , Pharoah, Paul D.P. , Wolk, Alicja , Bermejo, Justo Lorenzo , Williams, Ann Caroline

Cancer Epidemiology, Biomarkers & Prevention | January 28, 2021 | Volume: 30 | Issue: 3 | Pages: 564-575

10.1158/1055-9965.epi-20-1176 Get It

Abstract Background: Evidence for aspirin's chemopreventative properties on colorectal cancer (CRC) is substantial, but its mechanism of action is not well-understood. We combined a proteomic approach with Mendelian randomization (MR) to identify possible new aspirin targets that decrease CRC risk. Methods: Human colorectal adenoma cells (RG/C2) were treated with aspirin (24 hours) and a stable isotope labeling with amino acids in cell culture (SILAC) based proteomics approach identified altered protein expression. Protein quantitative trait loci (pQTLs) from INTERVAL (N = 3,301) and expression QTLs (eQTLs) from the eQTLGen Consortium (N = 31,684) were used as genetic proxies for protein and mRNA expression levels. Two-sample MR of mRNA/protein expression on CRC risk was performed using eQTL/pQTL data combined with CRC genetic summary data from the Colon Cancer Family Registry (CCFR), Colorectal Transdisciplinary (CORECT), Genetics and Epidemiology of Colorectal Cancer (GECCO) consortia and UK Biobank (55,168 cases and 65,160 controls). Results: Altered expression was detected for 125/5886 proteins. Of these, aspirin decreased MCM6, RRM2, and ARFIP2 expression, and MR analysis showed that a standard deviation increase in mRNA/protein expression was associated with increased CRC risk (OR: 1.08, 95% CI, 1.03–1.13; OR: 3.33, 95% CI, 2.46–4.50; and OR: 1.15, 95% CI, 1.02–1.29, respectively). Conclusions: MCM6 and RRM2 are involved in DNA repair whereby reduced expression may lead to increased DNA aberrations and ultimately cancer cell death, whereas ARFIP2 is involved in actin cytoskeletal regulation, indicating a possible role in aspirin's reduction of metastasis. Impact: Our approach has shown how laboratory experiments and population-based approaches can combine to identify aspirin-targeted proteins possibly affecting CRC risk.
Novel Common Genetic Susceptibility Loci for Colorectal Cancer
Schmit, Stephanie L. , Edlund, Christopher K., Schumacher, Fredrick R. , Harrison, Tabitha A. , Huyghe, Jeroen R. , Qu, Chenxu, Melas, Marilena , Berg, David Van Den , Wang, Hansong, Tring, Stephanie, Plummer, Sarah J. , Alonso, M. Henar , Anton, Kristen , Aragaki, Aaron K. , Arndt, Volker , Barry, Elizabeth L. , Berndt, Sonja I. , Bloomer, Amanda M. , Boehm, Juergen , Brenner, Hermann , Brezina, Stefanie , Buchanan, Daniel D. , Butterbach, Katja, Caan, Bette J. , Carlson, Christopher S. , Castelao, Jose E. , Chang‐Claude, Jenny , Cheng, Ya‐Wen , Chin, Lee Soo, Church, Timothy R. , Correa, Marcia Cruz, Curtis, Keith R. , Duggan, David , Easton, Douglas F. , English, Dallas R. , Fischer, Rocky, Fritsche, Lars G. , Fuchs, Charles S. , Gago-Domínguez, Manuela , Gala, Manish , Gallinger, Steven , Gauderman, W. James, Giovannucci, Edward L. , Gogarten, Stephanie M. , González‐Villalpando, Clicerio, Gonzalez-Villalpando, Elena M., Greenson, Joel K. , Gsur, Andrea , Gunter, Marc J. , Haiman, Christopher A. , Hampe, Jochen , Harlid, Sophia , Harju, John F., Hayes, Richard B. , Hofer, Philipp , Hoffmeister, Michael , Huang, Shu-Chen, Huerta, José María , Hunter, David J., Idos, Gregory , Jackson, Rebecca D. , Jacobs, Eric J. , Jee, Sun Ha , Jenkins, Mark A. , Jia, Wei-Hua , Jiao, Shuo , Joshi, Amit D. , Kolonel, Laurence N. , Kono, Suminori , Krogh, Vittorio , Küehn, Tilman, Küry, Sébastien , LaCroix, Andrea Z. , Laurie, Cecelia , Lejbkowicz, Flavio, Lemire, Mathieu , Lenz, Heinz‐Josef , Levine, David , Li, Li , Lindor, Noralane M. , Liu, Yun-Ru, Lu, Yingchang , Luh, Frank , Ma, Jing , Mancao, Christoph , Manion, Frank J. , Markowitz, Sanford D. , Martín, Vicente , Matsuo, Keitaro , McDonnell, Kevin , McNeil, Caroline E, Murphy, Neil , Offit, Kenneth, Omichessan, Hanane , Cotoré, Jesús Paredes, Pérez‐Mayoral, Julyann, Rennert, Gad , Rennert, Hedy S., Riggs, Bridget M., Schafmayer, Clemens, Sellers, Thomas A. , Seminara, Daniela, Shibata, David , Siegel, Erin M. , Slattery, Martha L. , Stintzing, Sebastian , Taverna, Darin, Thibodeau, Stephen N. , Thomas, Duncan C. , Trichopoulou, Antonia , Duijnhoven, Fränzel J.B. van , Guelpan, Bethany van, Virtamo, Jarmo, Weinstein, Stephanie J. , Win, Aung Ko , Woods, Michael O. , Wu, Anna H. , Wu, Kana , Xiang, Yong-Bing , Zanke, Brent W., Zeng, Yi-Xin , Zhang, Ben , Zubair, Niha, Figueiredo, Jane C. , Lindblom, Annika , Moreno, Vı́ctor , Peters, Ulrike , Conti, David V. , Gruber, Stephen B. , Kühn, Tilman , Buchanan, Daniel D , Win, Aung K , Rennert, Gad , Hoffmeister, Michael , Arndt, Volker , English, Dallas R , Martín, Vicente , Moreno, Victor , Gunter, Marc J , Jenkins, Mark A , Van Den Berg, David J , Harrison, Tabitha A , Matsuo, Keitaro , Kury, Sebastien , Brenner, Hermann , Gago-Dominguez, Manuela , Hampe, Jochen , Murphy, Neil , Hayes, Richard B , Brezina, Stefanie , Conti, David V , Gong, Jian Feng , Albanes, Demetrius , Amos, Christopher I. , Bezieau, Stéphane , Bien, Stephanie A. , Boutron‐Ruault, Marie‐Christine , Campbell, Peter T. , Chan, Andrew T. , Chanock, Stephen Jacob , Cheng, Iona C. , Church, James M. , Coetzee, Gerhard A. , Cotterchio, Michelle , Feskens, Edith J. M. , FitzGerald, Liesel M. , Fortini, Barbara K. , Giles, Graham G. , Grady, William M. , Hopper, John L. , Hudson, Thomas J , Iwasaki, Motoki , Kooperberg, Charles , Li, Christopher I , Lieb, Wolfgang , Lin, Yi , Liu, Yun‐Ru , Loupakis, Fotios , Matsuda, Koichi , McNeil, Caroline E, Milne, Roger L. , Molina, Antonio José , Mukherjee, Bhramar , Newcomb, Polly A. , Palli, Domenico , Pharoah, Paul D.P. , Potter, John D. , Qu, Conghui , Raskin, Leon , Schoen, Robert E. , Severi, Gianluca , Shi, Wei , Shu, Xiao‐Ou , Southey, Melissa C. , Stadler, Zsofia , Stern, Mariana Carla , Tsugane, Shoichiro , Ulrich, Cornelia M. , Vijai, Joseph , White, Emily E. , Wolk, Alicja , Yen, Yun , Kweon, Sun-Seog , Zheng, Wei , Marchand, Loı̈c Le , Casey, Graham , Church, Timothy R , Caan, Bette J , Lindblom, Annika

JNCI: Journal of the National Cancer Institute | April 30, 2018 | Volume: 111 | Issue: 2 | Pages: 146-157

10.1093/jnci/djy099 Get It

Abstract Background Previous genome-wide association studies (GWAS) have identified 42 loci (P < 5 × 10−8) associated with risk of colorectal cancer (CRC). Expanded consortium efforts facilitating the discovery of additional susceptibility loci may capture unexplained familial risk. Methods We conducted a GWAS in European descent CRC cases and control subjects using a discovery–replication design, followed by examination of novel findings in a multiethnic sample (cumulative n = 163 315). In the discovery stage (36 948 case subjects/30 864 control subjects), we identified genetic variants with a minor allele frequency of 1% or greater associated with risk of CRC using logistic regression followed by a fixed-effects inverse variance weighted meta-analysis. All novel independent variants reaching genome-wide statistical significance (two-sided P < 5 × 10−8) were tested for replication in separate European ancestry samples (12 952 case subjects/48 383 control subjects). Next, we examined the generalizability of discovered variants in East Asians, African Americans, and Hispanics (12 085 case subjects/22 083 control subjects). Finally, we examined the contributions of novel risk variants to familial relative risk and examined the prediction capabilities of a polygenic risk score. All statistical tests were two-sided. Results The discovery GWAS identified 11 variants associated with CRC at P < 5 × 10−8, of which nine (at 4q22.2/5p15.33/5p13.1/6p21.31/6p12.1/10q11.23/12q24.21/16q24.1/20q13.13) independently replicated at a P value of less than .05. Multiethnic follow-up supported the generalizability of discovery findings. These results demonstrated a 14.7% increase in familial relative risk explained by common risk alleles from 10.3% (95% confidence interval [CI] = 7.9% to 13.7%; known variants) to 11.9% (95% CI = 9.2% to 15.5%; known and novel variants). A polygenic risk score identified 4.3% of the population at an odds ratio for developing CRC of at least 2.0. Conclusions This study provides insight into the architecture of common genetic variation contributing to CRC etiology and improves risk prediction for individualized screening.
Abstract 1286: Targeted deep sequencing of colorectal tumor tissues to study associations of tumor subtypes with germline genetic, lifestyle, and environmental risk factors
Zaidi, Syed Hassan Ejaz , Sun, Wei , Huyghe, Jeroen R. , Grasso, Catherine S. , Connolly, Charles M. , French, Amy J. , Mu, Jasmine, Giannakis, Marios , Quist, Michael J., Brenner, Hermann , Campbell, Peter , Chang‐Claude, Jenny , Ferretti, Vincent , Fuchs, Charles, Gsur, Andrea , Harrison, Tabitha A. , Hoffmeister, Michael , Lee, Stephen , Lemire, Mathieu , Miller, Jessica K. , Pasternack, Danielle, Teney, Cherie, Timms, Lee E., Wheeler, David , Zubair, Niha, Garraway, Levi A. , Hsu, Li, Gallinger, Steven, Thibodeau, Stephen N. , Peters, Ulrike , Trinh, Quang M. , Shinbrot, Eve , Borozan, Ivan , Buchanan, Daniel D. , Campbell, Peter, Chan, Andrew Lung-Tat , Gunter, Marc J. , Huang, Wen‐Yi , Krzyzanowski, Paul M. , Mardis, Elaine R. , Newcomb, Polly A. , Stein, Lincoln , Yung, Christina K. , Ogino, Shuji , Hudson, Thomas J , Hoffmeister, Michael , Harrison, Tabitha A , Brenner, Hermann

Cancer Research | July 31, 2017 | Volume: 77 | Issue: 13_Supplement | Pages: 1286-1286

10.1158/1538-7445.am2017-1286 Get It

Abstract The Genetics and Epidemiology of Colorectal Cancer Consortium (GECCO) in collaboration with the Colorectal Cancer Family Registry (CCFR) aims to identify genetic variants and environmental risk factors that impact colorectal cancer (CRC). Over 30 studies from North America, Europe, and Australia participate in GECCO. These studies have collected clinical, epidemiological, and survival data, as well as blood and tumor biospecimens, for over 80,000 CRC cases and controls. The current study aims to conduct targeted deep sequencing of tumors and matching normal DNA to identify recurrent and novel somatic and germline variants in 4,200 CRC cases. To achieve this goal, an AmpliSeq targeted sequencing panel of 1.12 Mbp was constructed to sequence the coding regions of 190 significantly mutated genes identified from whole exome sequencing datasets generated by the Nurses’ Health Study and Health Professional’s Follow-up Study, and The Cancer Genome Atlas. The panel also covers coding regions of 15 genes with germline high penetrance mutations in CRC, 54 regions to detect CRC-related copy number alterations (CNAs), and microsatellite and homopolymer repeat regions to identify defective DNA mismatch repair. Primers were also included to detect Fusobacterium nucleatum DNA in tumor biopsies, as F. nucleatum is thought to promote CRC carcinogenesis. Sequencing of the DNA libraries on Illumina HiSeq 2500 produced a mean coverage of greater than 500X for tumor DNA and 100X for normal DNA, with &gt;85% of the bases covered at the target at 50x. So far, targeted sequencing of &gt;1,500 DNA samples from CRC tumors and normal tissues has identified recurrent and novel somatic mutations, germline genetic variants, and hypermutation status of the tumors due to defective DNA mismatch repair or pathogenic mutations in the POLE gene. Targeted sequencing has also allowed quantification of the F. nucleatum DNA in tumor biopsies; the results were validated by a multiplex QPCR assay. At the AACR annual meeting, we will present targeted sequencing results generated from the first two GECCO-participating studies (n=1,300 cases). These data will be valuable for future association testing of somatic mutations, CNAs, hypermutation status, and F. nucleatum with germline genetic variants, lifestyle, and environmental risk factors and survival. This large study will allow development of better strategies for diagnosis, treatment, and prevention of CRC. Citation Format: Syed H. Zaidi, Wei Sun, Jeroen Huyghe, Catherine S. Grasso, Quang Trinh, Charles Connolly, Amy French, Jasmine Mu, Marios Giannakis, Eve Shinbrot, Ivan Borozan, Michael J. Quist, Hermann Brenner, Daniel Buchanan, Peter Campbell, Andrew Chan, Jenny Chang-Claude, Vincent Ferretti, Charles Fuchs, Andrea Gsur, Marc Gunter, Tabitha Harrison, Michael Hoffmeister, Wen-Yi Huang, Paul Krzyzanowski, Stephen Lee, Mathieu Lemire, Jessica Miller, Danielle Pasternack, Cherie Teney, Elaine Mardis, Polly Newcomb, Lincoln Stein, Lee Timms, David Wheeler, Christina Yung, Niha Zubair, Levi Garraway, Shuji Ogino, Li Hsu, Steven Gallinger, Stephen Thibodeau, Thomas Hudson, Ulrike Peters. Targeted deep sequencing of colorectal tumor tissues to study associations of tumor subtypes with germline genetic, lifestyle, and environmental risk factors [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 1286. doi:10.1158/1538-7445.AM2017-1286