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

Journal volume & issue
Vol. 106
p. 105233

Abstract

Read online

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).

Keywords