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Cancer Epidemiology, Biomarkers & Prevention
Cancer Epidemiology, Biomarkers & Prevention
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Research Article

A combined proteomics and Mendelian randomization approach to investigate the effects of aspirin-targeted proteins on colorectal cancer

Aayah Nounu, Alexander Greenhough, Kate J. Heesom, Rebecca C Richmond, Jie Zheng, Stephanie J. Weinstein, Demetrius Albanes, John A. Baron, John L. Hopper, Jane C. Figueiredo, Polly A. Newcomb, Noralane M. Lindor, Graham Casey, Elizabeth A. Platz, Loic Le Marchand, Cornelia M Ulrich, Christopher I. Li, Fränzel J.B. van Duijnhoven, Andrea Gsur, Peter Campbell, Victor Moreno, Pavel Vodicka, Ludmila Vodickova, Hermann Brenner, Jenny Chang-Claude, Michael Hoffmeister, Lori C. Sakoda, Martha L. Slattery, Robert E Schoen, Marc J. Gunter, Sergi Castellví-Bel, Hyeong-Rok Kim, Sun-Seog Kweon, Andrew T. Chan, Li Li, Wei Zheng, David T Bishop, Daniel D. Buchanan, Graham G. Giles, Stephen B. Gruber, Gad Rennert, Zsofia K. Stadler, Tabitha A Harrison, Yi Lin, Temitope O. Keku, Michael O Woods, Clemens Schafmayer, Bethany Van Guelpen, Steven Gallinger, Heather Hampel, Sonja I. Berndt, Paul D. P. Pharoah, Annika Lindblom, Alicja Wolk, Anna H. Wu, Emily White, Ulrike Peters, David A. Drew, Dominique Scherer, Justo L Bermejo, Ann C Williams and Caroline L. Relton
Aayah Nounu
1MRC Integrative Epidemiology Unit, University of Bristol
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  • For correspondence: an0435@bristol.ac.uk
Alexander Greenhough
2The Faculty of Health and Applied Sciences, University of the West of England
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Kate J. Heesom
3Proteomics Facility, University of Bristol
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  • ORCID record for Kate J. Heesom
Rebecca C Richmond
1MRC Integrative Epidemiology Unit, University of Bristol
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Jie Zheng
1MRC Integrative Epidemiology Unit, University of Bristol
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Stephanie J. Weinstein
4Division of Cancer Epidemiology and Genetics, National Cancer Institute
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Demetrius Albanes
4Division of Cancer Epidemiology and Genetics, National Cancer Institute
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John A. Baron
5Department of Medicine, University of North Carolina at Chapel Hill
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John L. Hopper
6School of Population Health, University of Melbourne
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Jane C. Figueiredo
7Medicine, Cedars-Sinai Medical Center Samuel Oschin Comprehensive Cancer Institute
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Polly A. Newcomb
8Public Health Sciences Division, Fred Hutchinson Cancer Research Center
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Noralane M. Lindor
9Department of Health Sciences Research, Mayo Clinic Arizona
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Graham Casey
10Department of Public Health Sciences, University of Virginia
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Elizabeth A. Platz
11Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health
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Loic Le Marchand
12Department of Epidemiology, University of Hawaii Cancer Center
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Cornelia M Ulrich
13Comprehensive Cancer Center, Huntsman Cancer Institute
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Christopher I. Li
14Public Health Sciences, Fred Hutchinson Cancer Research Center
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Fränzel J.B. van Duijnhoven
15Human Nutrition and Health, Wageningen University & Research
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  • ORCID record for Fränzel J.B. van Duijnhoven
Andrea Gsur
16Department of Medicine I, Institute of Cancer Research, Medical University of Vienna
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Peter Campbell
17Population Science, American Cancer Society
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Victor Moreno
18Oncology Data Analytics Program, Catalan Institute of Oncology
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Pavel Vodicka
19Department of Molecular Biology of Cancer, Institute of Experimental Medicine of the Czech Academy of Sciences
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Ludmila Vodickova
20Molecular Biology of Cancer, Institute of Experimental Medicine
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Hermann Brenner
21Division of Clinical Epidemiology and Aging Research, German Cancer Research Center
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Jenny Chang-Claude
22Division of Cancer Epidemiology, German Cancer Research Center
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Michael Hoffmeister
21Division of Clinical Epidemiology and Aging Research, German Cancer Research Center
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Lori C. Sakoda
23Division of Research, Kaiser Permanente Northern California
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Martha L. Slattery
24Department of Internal Medicine, University of Utah Health Sciences Center
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Robert E Schoen
25Department of Medicine and Epidemiology, University of Pittsburgh Medical Center
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Marc J. Gunter
26International Agency For Research On Cancer
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Sergi Castellví-Bel
27Genetic predisposition to gastrointestinal cancer, IDIBAPS
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Hyeong-Rok Kim
28Surgery, Chonnam National University Medical School
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Sun-Seog Kweon
29Department of Preventive Medicine, Chonnam National University Medical School
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Andrew T. Chan
30Massachusetts General Hospital
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Li Li
31Department of Family Medicine and Division of Genetic Epidemiology, Case Western Reserve University
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Wei Zheng
32Department of Medicine, Vanderbilt University Medical Center
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David T Bishop
33Leeds Institute of Medical Research at St James, University of Leeds
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Daniel D. Buchanan
34Clinical Pathology, University of Melbourne
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Graham G. Giles
35Cancer Epidemiology Division, Cancer Council Victoria
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Stephen B. Gruber
36Medical Oncology and Therapeutics Research, City of Hope National Medical Center Center for Precision Medicine
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Gad Rennert
37Department of Community Medicine & Epidemiology; Clalit National Cancer Control Center, Lady Davis Carmel Medical Center, Ruth & Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology
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Zsofia K. Stadler
38Department of Medicine, Memorial Sloan Kettering Cancer Center and Weill Cornell Medical College
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Tabitha A Harrison
14Public Health Sciences, Fred Hutchinson Cancer Research Center
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Yi Lin
14Public Health Sciences, Fred Hutchinson Cancer Research Center
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Temitope O. Keku
39Medicine, Univesity of North Carolina at Chapel Hill
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Michael O Woods
40Division of Biomedical Sciences, Memorial University of Newfoundland
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Clemens Schafmayer
41Department of General and Thoracic Surgery, University Hospital Schleswig-Holstein
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Bethany Van Guelpen
42Department of Radiation Sciences, Oncology, Umeå University
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Steven Gallinger
43Lunenfeld Tanenbaum Research Institute, Mount Sinai Hospital, University of Toronto
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Heather Hampel
44Internal Medicine, Ohio State University
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Sonja I. Berndt
4Division of Cancer Epidemiology and Genetics, National Cancer Institute
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Paul D. P. Pharoah
45Centre for Cancer Genetic Epidemiology, Department of Oncology, University of Cambridge
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Annika Lindblom
46Department of Molecular Medicine and Surgery, Karolinska Institute
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Alicja Wolk
47Institute of Environmental Medicine, Karolinska Institute
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Anna H. Wu
48Department of Population Sciences, University of Southern California
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Emily White
14Public Health Sciences, Fred Hutchinson Cancer Research Center
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Ulrike Peters
14Public Health Sciences, Fred Hutchinson Cancer Research Center
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David A. Drew
49Clinical and Translational Epidemiology Unit, Division of Gastroenterology, Massachusetts General Hospital
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Dominique Scherer
50Institute of Medical Biometry and Informatics, Heidelberg University
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Justo L Bermejo
50Institute of Medical Biometry and Informatics, Heidelberg University
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Ann C Williams
51Cellular and Molecular Medicine, University of Bristol
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Caroline L. Relton
1MRC Integrative Epidemiology Unit, University of Bristol
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DOI: 10.1158/1055-9965.EPI-20-1176
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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 labelling 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.

  • Received August 17, 2020.
  • Revision received October 9, 2020.
  • Accepted December 9, 2020.
  • Copyright ©2020, American Association for Cancer Research.

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This OnlineFirst version was published on December 14, 2020
doi: 10.1158/1055-9965.EPI-20-1176

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A combined proteomics and Mendelian randomization approach to investigate the effects of aspirin-targeted proteins on colorectal cancer
Aayah Nounu, Alexander Greenhough, Kate J. Heesom, Rebecca C Richmond, Jie Zheng, Stephanie J. Weinstein, Demetrius Albanes, John A. Baron, John L. Hopper, Jane C. Figueiredo, Polly A. Newcomb, Noralane M. Lindor, Graham Casey, Elizabeth A. Platz, Loic Le Marchand, Cornelia M Ulrich, Christopher I. Li, Fränzel J.B. van Duijnhoven, Andrea Gsur, Peter Campbell, Victor Moreno, Pavel Vodicka, Ludmila Vodickova, Hermann Brenner, Jenny Chang-Claude, Michael Hoffmeister, Lori C. Sakoda, Martha L. Slattery, Robert E Schoen, Marc J. Gunter, Sergi Castellví-Bel, Hyeong-Rok Kim, Sun-Seog Kweon, Andrew T. Chan, Li Li, Wei Zheng, David T Bishop, Daniel D. Buchanan, Graham G. Giles, Stephen B. Gruber, Gad Rennert, Zsofia K. Stadler, Tabitha A Harrison, Yi Lin, Temitope O. Keku, Michael O Woods, Clemens Schafmayer, Bethany Van Guelpen, Steven Gallinger, Heather Hampel, Sonja I. Berndt, Paul D. P. Pharoah, Annika Lindblom, Alicja Wolk, Anna H. Wu, Emily White, Ulrike Peters, David A. Drew, Dominique Scherer, Justo L Bermejo, Ann C Williams and Caroline L. Relton
Cancer Epidemiol Biomarkers Prev December 14 2020 DOI: 10.1158/1055-9965.EPI-20-1176

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A combined proteomics and Mendelian randomization approach to investigate the effects of aspirin-targeted proteins on colorectal cancer
Aayah Nounu, Alexander Greenhough, Kate J. Heesom, Rebecca C Richmond, Jie Zheng, Stephanie J. Weinstein, Demetrius Albanes, John A. Baron, John L. Hopper, Jane C. Figueiredo, Polly A. Newcomb, Noralane M. Lindor, Graham Casey, Elizabeth A. Platz, Loic Le Marchand, Cornelia M Ulrich, Christopher I. Li, Fränzel J.B. van Duijnhoven, Andrea Gsur, Peter Campbell, Victor Moreno, Pavel Vodicka, Ludmila Vodickova, Hermann Brenner, Jenny Chang-Claude, Michael Hoffmeister, Lori C. Sakoda, Martha L. Slattery, Robert E Schoen, Marc J. Gunter, Sergi Castellví-Bel, Hyeong-Rok Kim, Sun-Seog Kweon, Andrew T. Chan, Li Li, Wei Zheng, David T Bishop, Daniel D. Buchanan, Graham G. Giles, Stephen B. Gruber, Gad Rennert, Zsofia K. Stadler, Tabitha A Harrison, Yi Lin, Temitope O. Keku, Michael O Woods, Clemens Schafmayer, Bethany Van Guelpen, Steven Gallinger, Heather Hampel, Sonja I. Berndt, Paul D. P. Pharoah, Annika Lindblom, Alicja Wolk, Anna H. Wu, Emily White, Ulrike Peters, David A. Drew, Dominique Scherer, Justo L Bermejo, Ann C Williams and Caroline L. Relton
Cancer Epidemiol Biomarkers Prev December 14 2020 DOI: 10.1158/1055-9965.EPI-20-1176
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