4.6 Article

Genetic variant predictors of gene expression provide new insight into risk of colorectal cancer

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HUMAN GENETICS
卷 138, 期 4, 页码 307-326

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SPRINGER
DOI: 10.1007/s00439-019-01989-8

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资金

  1. National Cancer Institute
  2. National Institutes of Health [HHSN268201200008I, R01 CA60987, U01 CA122839, R01 CA143247, U19 CA148107, UM1 CA167551]
  3. United States Department of Health and Human Services [U19 CA148107, U01 CA137088, R01 CA059045, U01 CA164930, R01 CA201407, R01 CA206279, R01 CA81488, P30 CA014089, R01 CA197350, P01 CA196569, HHSN268201100046C, HHSN268201100001C, HHSN268201100002C, HHSN268201100003C, HHSN268201100004C, HHSN271201100004C]
  4. University Hospital Center of Nantes [PHRC-BRD09/C]
  5. Regional Council of Pays de la Loire
  6. Groupement des Entreprises Francaises dans la Lutte contre le Cancer
  7. Association Anne de Bretagne Genetique
  8. Ligue Regionale Contre le Cancer
  9. Intramural Research Program of the United States National Cancer Institute
  10. United States Public Health Service from the National Cancer Institute, Department of Health and Human Services [HHSN261201500005C]
  11. Colon CFR [U01 CA074778, U01/U24 CA097735, U01/U24 CA074799, U01/U24 CA074800, U01/U24 CA074783, U01/U24 CA074794, U01/U24 CA074806]
  12. Surveillance, Epidemiology and End Results Program of the National Cancer Institute [N01-CN-67009, N01-PC-35142, HHSN2612013000121]
  13. California Department of Public Health [HHSN261201000035C]
  14. Victoria Cancer Registry
  15. Ontario Cancer Registry
  16. National Institutes of Environmental Health Sciences, National Institutes of Health [T32 ES013678]
  17. American Cancer Society
  18. Wereld Kanker Onderzoek Fonds
  19. World Cancer Research Fund International Regular Grant Programme [2014/1179]
  20. Alpe d'Huzes
  21. Dutch Cancer Society [UM 2012-5653, UW 2013-5927, UW2015-7946]
  22. TRANSCAN (JTC2012-MetaboCCC)
  23. TRANSCAN (JTC2013-FOCUS)
  24. Matthias Lackas-Foundation
  25. German Consortium for Translational Cancer Research
  26. EU TRANSCAN initiative
  27. German Research Council [Deutsche Forschungsgemeinschaft] [BR 1704/6-1, BR 1704/6-3, BR 1704/6-4, CH 117/1-1]
  28. German Federal Ministry of Education and Research [01KH0404, 01ER0814]
  29. European Commission (DG-SANCO)
  30. International Agency for Research on Cancer
  31. Danish Cancer Society (Denmark)
  32. Ligue Contre le Cancer (France)
  33. Institut Gustave Roussy (France)
  34. Mutuelle Generale de l'Education Nationale (France)
  35. Institut National de la Sante et de la Recherche Medicale (INSERM) (France)
  36. Hellenic Health Foundation (Greece)
  37. Associazione Italiana per la Ricerca sul Cancro-AIRC-Italy (Italy)
  38. National Research Council (Italy)
  39. Dutch Ministry of Public Health, Welfare and Sports (VWS) (The Netherlands)
  40. Netherlands Cancer Registry (NKR) (The Netherlands)
  41. LK Research Funds (The Netherlands)
  42. Dutch Prevention Funds (The Netherlands)
  43. Dutch ZON (Zorg Onderzoek Nederland) (The Netherlands)
  44. World Cancer Research Fund (WCRF) (The Netherlands)
  45. Statistics Netherlands (The Netherlands)
  46. Nordforsk, Nordic Centre of Excellence programme on Food, Nutrition and Health (Norway)
  47. Health Research Fund (FIS) (Spain) [PI13/00061, PI13/01162]
  48. Regional Government of Andalucia (Spain)
  49. Regional Government of Asturias (Spain)
  50. Regional Government of Basque Countr (Spain)
  51. Regional Government of Murcia (Spain)
  52. Regional Government of Navarra (Spain)
  53. ISCIII RETIC (Spain) [RD06/0020]
  54. Swedish Cancer Society (Sweden)
  55. Swedish Research Council (Sweden)
  56. County Council of Skane (Sweden)
  57. County Council of Vasterbotten (Sweden)
  58. Cancer Research UK (United Kingdom) [14136, C570/A16491, C8221/A19170]
  59. Medical Research Council (United Kingdom) [1000143, MR/M012190/1]
  60. Baden-Wurttemberg Ministry of Science, Research and Arts
  61. German Cancer Aid
  62. VicHealth
  63. Cancer Council Victoria
  64. FIS Intrasalud [PI13/01136]
  65. Australian NHMRC grants [509348, 209057, 251553, 504711]
  66. Robert and Kate Niehaus Center for Inherited Cancer Genomics
  67. Romeo Milio Foundation
  68. Florida Department of Health Bankhead-Coley Grant [09BN-13]
  69. University of South Florida Oehler Foundation
  70. Total Cancer Care Initiative
  71. Collaborative Data Services Core
  72. Tissue Core at the H. Lee Moffitt Cancer Center & Research Institute, a National Cancer Institute-designated Comprehensive Cancer Center [P30 CA076292]
  73. ZonMW investment grant [98-10030]
  74. PREVIEW, the project PRE-Vention of diabetes through lifestyle intervention and population studies in Europe and around the World (PREVIEW) project from the European Union Seventh Framework Programme (FP7/2007-2013) [312057]
  75. TI Food and Nutrition
  76. FOODBALL
  77. Food Biomarker Alliance
  78. JPI Healthy Diet for a Healthy Life
  79. GL2 grant from the Ontario Research Fund
  80. Canadian Institutes of Health Research
  81. Cancer Risk Evaluation Program grant from the Canadian Cancer Society Research Institute
  82. Ontario Institute for Cancer Research through Ontario Ministry of Research and Innovation
  83. Intramural Research Program of the Division of Cancer Epidemiology and Genetics
  84. Division of Cancer Prevention, National Cancer Institute DHHS
  85. National Institutes of Health, Genes, Environment and Health Initiative [Z01 CP 010200, NIH U01 HG004446, NIH GEI U01 HG 004438]
  86. Cancer Research UK [C490/A16561]
  87. Instituto de Salud Carlos III
  88. FEDER funds-a way to build Europe [PI14-613, PI09-1286]
  89. Catalan Government DURSI [2014SGR647]
  90. Junta de Castilla y Leon [LE22A10-2]
  91. FEDER funds. a way to build Europe [PI14-00613]
  92. Swedish research council [K2015-55X-22674-01-4, K2008-55X-20157-03-3, K2006-72X-20157-01-2]
  93. Stockholm County Council (ALF project)
  94. Common Fund of the Office of the Director of the National Institutes of Health
  95. National Human Genome Research Institute
  96. National Human Lung and Blood Institute
  97. National Institute of Drug Abuse
  98. National Institute of Mental Health
  99. National Institute of Neurological Disorders and Stroke
  100. SAIC-Frederick, Inc. (SAIC-F) [10XS170, 10XS171, X10S172]
  101. SAIC-F subcontract [10ST1035]
  102. Brain Bank [DA006227, DA033684, N01MH000028]
  103. [ERC-2009-AdG 232997]
  104. [HHSN268201000029C]
  105. [MH090941]
  106. [MH101814]
  107. [MH090951]
  108. [MH090937]
  109. [MH101825]
  110. [MH090936]
  111. [MH101819]
  112. [MH090948]
  113. [MH101782]
  114. [MH101810]
  115. [MH101822]
  116. [R01 CA189184]
  117. [U01 CA206110]
  118. [2P30CA015704-40]
  119. [R01 CA48998]
  120. [P01 CA055075]
  121. [UM1 CA167552]
  122. [R01 CA137178]
  123. [P01 CA087969]
  124. [UM1 CA186107]
  125. [R01 CA151993]
  126. [R35 CA197735]
  127. [K07 CA190673]
  128. [P50 CA127003]
  129. [R01 CA042182]
  130. [R37 CA54281]
  131. [P01 CA033619]
  132. [R01 CA063464]
  133. [K05 CA154337]

向作者/读者索取更多资源

Genome-wide association studies have reported 56 independently associated colorectal cancer (CRC) risk variants, most of which are non-coding and believed to exert their effects by modulating gene expression. The computational method PrediXcan uses cis-regulatory variant predictors to impute expression and perform gene-level association tests in GWAS without directly measured transcriptomes. In this study, we used reference datasets from colon (n=169) and whole blood (n=922) transcriptomes to test CRC association with genetically determined expression levels in a genome-wide analysis of 12,186 cases and 14,718 controls. Three novel associations were discovered from colon transverse models at FDR0.2 and further evaluated in an independent replication including 32,825 cases and 39,933 controls. After adjusting for multiple comparisons, we found statistically significant associations using colon transcriptome models with TRIM4 (discovery P=2.2x10(-4), replication P=0.01), and PYGL (discovery P=2.3x10(-4), replication P=6.7x10(-4)). Interestingly, both genes encode proteins that influence redox homeostasis and are related to cellular metabolic reprogramming in tumors, implicating a novel CRC pathway linked to cell growth and proliferation. Defining CRC risk regions as one megabase up- and downstream of one of the 56 independent risk variants, we defined 44 non-overlapping CRC-risk regions. Among these risk regions, we identified genes associated with CRC (P<0.05) in 34/44 CRC-risk regions. Importantly, CRC association was found for two genes in the previously reported 2q25 locus, CXCR1 and CXCR2, which are potential cancer therapeutic targets. These findings provide strong candidate genes to prioritize for subsequent laboratory follow-up of GWAS loci. This study is the first to implement PrediXcan in a large colorectal cancer study and findings highlight the utility of integrating transcriptome data in GWAS for discovery of, and biological insight into, risk loci.

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