Pathway Analysis of Genome-wide Association Study in Childhood Leukemia among Hispanics

被引:13
作者
Hsu, Ling-I [1 ]
Briggs, Farren [2 ]
Shao, Xiaorong [1 ]
Metayer, Catherine [1 ]
Wiemels, Joseph L. [3 ]
Chokkalingam, Anand P. [1 ]
Barcellos, Lisa F. [1 ]
机构
[1] Univ Calif Berkeley, Sch Publ Hlth, Berkeley, CA 94704 USA
[2] Case Western Reserve Univ, Sch Med, Dept Epidemiol & Biostat, Cleveland, OH 44106 USA
[3] Univ Calif San Francisco, Dept Epidemiol & Biostat, San Francisco, CA 94143 USA
关键词
ACUTE LYMPHOBLASTIC-LEUKEMIA; FOCAL-ADHESION KINASE; SIGNALING PATHWAYS; B-CELL; GENETIC-VARIATION; RISK; CHILDREN; CANCER; MECHANISMS; LEUKOCYTE;
D O I
10.1158/1055-9965.EPI-15-0528
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: The incidence of acute lymphoblastic leukemia (ALL) is nearly 20% higher among Hispanics than non-Hispanic Whites. Previous studies have shown evidence for association between risk of ALL and variation within IKZF1, ARID5B, CEBPE, CDKN2A, GATA3, and BM1-PIP4K2A genes. However, variants identified only account for <10% of the genetic risk of ALL. Methods: We applied pathway-based analyses to genome-wide association study (GWAS) data from the California Childhood Leukemia Study to determine whether different biologic pathways were overrepresented in childhood ALL and major ALL subtypes. Furthermore, we applied causal inference and data reduction methods to prioritize candidate genes within each identified overrepresented pathway, while accounting for correlation among SNPs. Results: Pathway analysis results indicate that different ALL subtypes may involve distinct biologic mechanisms. Focal adhesion is a shared mechanism across the different disease subtypes. For ALL, the top five overrepresented Kyoto Encyclopedia of Genes and Genomes pathways include axon guidance, protein digestion and absorption, melanogenesis, leukocyte transendothelial migration, and focal adhesion (PFDR < 0.05). Notably, these pathways are connected to downstream MAPK or Wnt signaling pathways which have been linked to B-cell malignancies. Several candidate genes for ALL, such as COL6A6 and COL5A1, were identified through targeted maximum likelihood estimation. Conclusions: This is the first study to show distinct biologic pathways are overrepresented in different ALL subtypes using pathway-based approaches, and identified potential gene candidates using causal inference methods. Impact: The findings demonstrate that newly developed bioinformatics tools and causal inference methods can provide insights to furthering our understanding of the pathogenesis of leukemia. (C) 2016 AACR.
引用
收藏
页码:815 / 822
页数:8
相关论文
共 57 条
[41]   Loci on 7p12.2, 10q21.2 and 14q11.2 are associated with risk of childhood acute lymphoblastic leukemia [J].
Papaemmanuil, Elli ;
Hosking, Fay J. ;
Vijayakrishnan, Jayaram ;
Price, Amy ;
Olver, Bianca ;
Sheridan, Eammon ;
Kinsey, Sally E. ;
Lightfoot, Tracy ;
Roman, Eve ;
Irving, Julie A. E. ;
Allan, James M. ;
Tomlinson, Ian P. ;
Taylor, Malcolm ;
Greaves, Mel ;
Houlston, Richard S. .
NATURE GENETICS, 2009, 41 (09) :1006-U73
[42]   Sequencing of t(2;7) Translocations Reveals a Consistent Breakpoint Linking CDK6 to the IGK Locus in Indolent B-Cell Neoplasia [J].
Parker, Edward P. K. ;
Siebert, Reiner ;
Oo, Thein H. ;
Schneider, Douglas ;
Hayette, Sandrine ;
Wang, Chen .
JOURNAL OF MOLECULAR DIAGNOSTICS, 2013, 15 (01) :101-109
[43]   Principal components analysis corrects for stratification in genome-wide association studies [J].
Price, Alkes L. ;
Patterson, Nick J. ;
Plenge, Robert M. ;
Weinblatt, Michael E. ;
Shadick, Nancy A. ;
Reich, David .
NATURE GENETICS, 2006, 38 (08) :904-909
[44]   Mechanisms of disease: Acute lymphoblastic leukemia [J].
Pui, C ;
Relling, MV ;
Downing, JR .
NEW ENGLAND JOURNAL OF MEDICINE, 2004, 350 (15) :1535-1548
[45]   Tight junction-related human diseases [J].
Sawada, Norimasa .
PATHOLOGY INTERNATIONAL, 2013, 63 (01) :1-12
[46]   Variation in CDKN2A at 9p21.3 influences childhood acute lymphoblastic leukemia risk [J].
Sherborne, Amy L. ;
Hosking, Fay J. ;
Prasad, Rashmi B. ;
Kumar, Rajiv ;
Koehler, Rolf ;
Vijayakrishnan, Jayaram ;
Papaemmanuil, Elli ;
Bartram, Claus R. ;
Stanulla, Martin ;
Schrappe, Martin ;
Gast, Andreas ;
Dobbins, Sara E. ;
Ma, Yussanne ;
Sheridan, Eamonn ;
Taylor, Malcolm ;
Kinsey, Sally E. ;
Lightfoot, Tracey ;
Roman, Eve ;
Irving, Julie A. E. ;
Allan, James M. ;
Moorman, Anthony V. ;
Harrison, Christine J. ;
Tomlinson, Ian P. ;
Richards, Sue ;
Zimmermann, Martin ;
Szalai, Csaba ;
Semsei, Agnes F. ;
Erdelyi, Daniel J. ;
Krajinovic, Maja ;
Sinnett, Daniel ;
Healy, Jasmine ;
Gonzalez Neira, Anna ;
Kawamata, Norihiko ;
Ogawa, Seishi ;
Koeffler, H. Phillip ;
Hemminki, Kari ;
Greaves, Mel ;
Houlston, Richard S. .
NATURE GENETICS, 2010, 42 (06) :492-494
[47]  
Stiller CA, 1996, BRIT MED BULL, V52, P682
[48]   Pathway analysis of seven common diseases assessed by genome-wide association [J].
Torkamani, Ali ;
Topol, Eric J. ;
Schork, Nicholas J. .
GENOMICS, 2008, 92 (05) :265-272
[49]   Germline genomic variants associated with childhood acute lymphoblastic leukemia [J].
Trevino, Lisa R. ;
Yang, Wenjian ;
French, Deborah ;
Hunger, Stephen P. ;
Carroll, William L. ;
Devidas, Meenakshi ;
Willman, Cheryl ;
Neale, Geoffrey ;
Downing, James ;
Raimondi, Susana C. ;
Pui, Ching-Hon ;
Evans, William E. ;
Relling, Mary V. .
NATURE GENETICS, 2009, 41 (09) :1001-U67
[50]  
van der Laan M. J., 2006, Social Sciences, V2, P1