EBioMedicine (Aug 2024)
Transcriptome-wide association study and Mendelian randomization in pancreatic cancer identifies susceptibility genes and causal relationships with type 2 diabetes and venous thromboembolismResearch in context
- Marcus C.B. Tan,
- Chelsea A. Isom,
- Yangzi Liu,
- David-Alexandre Trégouët,
- Lang Wu,
- Dan Zhou,
- Eric R. Gamazon,
- Sara Lindstrom,
- Lu Wang,
- Erin Smith,
- William Gordon,
- Astrid Van Hylckama Vlieg,
- Mariza De Andrade,
- Jennifer Brody,
- Jack Pattee,
- Jeffrey Haessler,
- Ben Brumpton,
- Daniel Chasman,
- Pierre Suchon,
- Ming-Huei Chen,
- Constance Turman,
- Marine Germain,
- Kerri Wiggins,
- James MacDonald,
- Sigrid Braekkan,
- Sebastian Armasu,
- Nathan Pankratz,
- Rabecca Jackson,
- Jonas Nielsen,
- Franco Giulianini,
- Marja Puurunen,
- Manal Ibrahim,
- Susan Heckbert,
- Theo Bammler,
- Kelly Frazer,
- Bryan McCauley,
- Kent Taylor,
- James Pankow,
- Alexander Reiner,
- Maiken Gabrielsen,
- Jean-François Deleuze,
- Chris O'Donnell,
- Jihye Kim,
- Barbara McKnight,
- Peter Kraft,
- John-Bjarne Hansen,
- Frits Rosendaal,
- John Heit,
- Bruce Psaty,
- Weihong Tang,
- Charles Kooperberg,
- Kristian Hveem,
- Paul Ridker,
- Pierre-Emmanuel Morange,
- Andrew Johnson,
- Christopher Kabrhel,
- David-Alexandre Trégouët,
- Nicholas Smith
Affiliations
- Marcus C.B. Tan
- Division of Surgical Oncology and Endocrine Surgery, Section of Surgical Sciences, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA; Vanderbilt-Ingram Cancer Center, Nashville, TN, USA
- Chelsea A. Isom
- Herbert Wertheim School of Public Health & Human Longevity Science, University of California, San Diego, San Diego, CA, USA
- Yangzi Liu
- Vanderbilt University School of Medicine, Nashville, TN, USA
- David-Alexandre Trégouët
- Division of Surgical Oncology and Endocrine Surgery, Section of Surgical Sciences, Vanderbilt University Medical Center, Nashville, TN, USA; Department of Cell and Developmental Biology, Vanderbilt University, Nashville, TN, USA; Vanderbilt-Ingram Cancer Center, Nashville, TN, USA; Herbert Wertheim School of Public Health & Human Longevity Science, University of California, San Diego, San Diego, CA, USA; Vanderbilt University School of Medicine, Nashville, TN, USA; INSERM UMR_S 1219, Bordeaux Population Health Research Center, University of Bordeaux, France; Cancer Epidemiology Division, Population Sciences in the Pacific Program, University of Hawaiʻi Cancer Center, University of Hawaiʻi at Mānoa, Honolulu, HI, USA; School of Public Health and the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China; The Key Laboratory of Intelligent Preventive Medicine of Zhejiang Province, Hangzhou, China; Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA; Clare Hall, University of Cambridge, Cambridge, United Kingdom
- Lang Wu
- Cancer Epidemiology Division, Population Sciences in the Pacific Program, University of Hawaiʻi Cancer Center, University of Hawaiʻi at Mānoa, Honolulu, HI, USA
- Dan Zhou
- School of Public Health and the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China; The Key Laboratory of Intelligent Preventive Medicine of Zhejiang Province, Hangzhou, China; Corresponding author. School of Public Health and the Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, China.
- Eric R. Gamazon
- Division of Genetic Medicine, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, USA; Vanderbilt Genetics Institute, Vanderbilt University Medical Center, Nashville, TN, USA; Clare Hall, University of Cambridge, Cambridge, United Kingdom; Corresponding author. Division of Genetic Medicine, Vanderbilt University School of Medicine, Nashville, TN, 37232, USA.
- Sara Lindstrom
- Lu Wang
- Erin Smith
- William Gordon
- Astrid Van Hylckama Vlieg
- Mariza De Andrade
- Jennifer Brody
- Jack Pattee
- Jeffrey Haessler
- Ben Brumpton
- Daniel Chasman
- Pierre Suchon
- Ming-Huei Chen
- Constance Turman
- Marine Germain
- Kerri Wiggins
- James MacDonald
- Sigrid Braekkan
- Sebastian Armasu
- Nathan Pankratz
- Rabecca Jackson
- Jonas Nielsen
- Franco Giulianini
- Marja Puurunen
- Manal Ibrahim
- Susan Heckbert
- Theo Bammler
- Kelly Frazer
- Bryan McCauley
- Kent Taylor
- James Pankow
- Alexander Reiner
- Maiken Gabrielsen
- Jean-François Deleuze
- Chris O'Donnell
- Jihye Kim
- Barbara McKnight
- Peter Kraft
- John-Bjarne Hansen
- Frits Rosendaal
- John Heit
- Bruce Psaty
- Weihong Tang
- Charles Kooperberg
- Kristian Hveem
- Paul Ridker
- Pierre-Emmanuel Morange
- Andrew Johnson
- Christopher Kabrhel
- David-Alexandre Trégouët
- Nicholas Smith
- Journal volume & issue
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Vol. 106
p. 105233
Abstract
Summary: Background: Two important questions regarding the genetics of pancreatic adenocarcinoma (PDAC) are 1. Which germline genetic variants influence the incidence of this cancer; and 2. Whether PDAC causally predisposes to associated non-malignant phenotypes, such as type 2 diabetes (T2D) and venous thromboembolism (VTE). Methods: In this study of 8803 patients with PDAC and 67,523 controls, we first performed a large-scale transcriptome-wide association study to investigate the association between genetically determined gene expression in normal pancreas tissue and PDAC risk. Secondly, we used Mendelian Randomization (MR) to analyse the causal relationships among PDAC, T2D (74,124 cases and 824,006 controls) and VTE (30,234 cases and 172,122 controls). Findings: Sixteen genes showed an association with PDAC risk (FDR <0.10), including six genes not yet reported for PDAC risk (PPIP5K2, TFR2, HNF4G, LRRC10B, PRC1 and FBXL20) and ten previously reported genes (INHBA, SMC2, ABO, PDX1, MTMR6, ACOT2, PGAP3, STARD3, GSDMB, ADAM33). MR provided support for a causal effect of PDAC on T2D using genetic instruments in the HNF4G and PDX1 loci, and unidirectional causality of VTE on PDAC involving the ABO locus (OR 2.12, P < 1e−7). No evidence of a causal effect of PDAC on VTE was found. Interpretation: These analyses identified candidate susceptibility genes and disease relationships for PDAC that warrant further investigation. HNF4G and PDX1 may induce PDAC-associated diabetes, whereas ABO may induce the causative effect of VTE on PDAC. Funding: National Institutes of Health (USA).