Genetic architectures of proximal and distal colorectal cancer are partly distinct

Objective: An understanding of the etiologic heterogeneity of colorectal cancer (CRC) is critical for improving precision prevention, including individualized screening recommendations and the discovery of novel drug targets and repurposable drug candidates for chemoprevention. Known differences in molecular characteristics and environmental risk factors among tumors arising in different locations of the colorectum suggest partly distinct mechanisms of carcinogenesis. The extent to which the contribution of inherited genetic risk factors for CRC differs by anatomical subsite of the primary tumor has not been examined. Design: To identify new anatomical subsite-specific risk loci, we performed genome-wide association study (GWAS) meta-analyses including data of 48 214 CRC cases and 64 159 controls of European ancestry. We characterised effect heterogeneity at CRC risk loci using multinomial modelling. Results: We identified 13 loci that reached genome-wide significance (p<5×10-8) and that were not reported by previous GWASs for overall CRC risk. Multiple lines of evidence support candidate genes at several of these loci. We detected substantial heterogeneity between anatomical subsites. Just over half (61) of 109 known and new risk variants showed no evidence for heterogeneity. In contrast, 22 variants showed association with distal CRC (including rectal cancer), but no evidence for association or an attenuated association with proximal CRC. For two loci, there was strong evidence for effects confined to proximal colon cancer. Conclusion: Genetic architectures of proximal and distal CRC are partly distinct. Studies of risk factors and mechanisms of carcinogenesis, and precision prevention strategies should take into consideration the anatomical subsite of the tumour.

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Bibliographic Details
Main Authors: Huyghe, Jeroen R., Harrison, Tabitha A., Bien, Stephanie A., Hampel, Heather, Figueiredo, Jane C., Schmit, Stephanie L., Conti, David V., Chen, Sai, Qu, Conghui, Lin, Yi, Barfield, Richard, Baron, John A., Cross, Amanda J., Diergaarde, Brenda, Duggan, David, Harlid, Sophia, Imaz, Liher, Kang, Hyun Min, Levine, David M., Perduca, Vittorio, Perez-Cornago, Aurora, Sakoda, Lori C., Schumacher, Fredrick R., Slattery, Martha L., Toland, Amanda E., Van Duijnhoven, Fränzel J.B., Van Guelpen, Bethany, Agudo, Antonio, Albanes, Demetrius, Alonso, M.H., Anderson, Kristin, Arnau-Collell, Coral, Arndt, Volker, Banbury, Barbara L., Bassik, Michael C., Berndt, Sonja I., Bézieau, Stéphane, Bishop, D.T., Boehm, Juergen, Boeing, Heiner, Boutron-Ruault, Marie Christine, Brenner, Hermann, Brezina, Stefanie, Buch, Stephan, Buchanan, Daniel D., Burnett-Hartman, Andrea, Caan, Bette J., Campbell, Peter T., Carr, Prudence R., Castells, Antoni, Castellví-Bel, Sergi, Chan, Andrew T., Chang-Claude, Jenny, Chanock, Stephen J., Curtis, Keith R., De La Chapelle, Albert, Easton, Douglas F., English, Dallas R., Feskens, Edith J.M., Gala, Manish, Gallinger, Steven J., Gauderman, W.J., Giles, Graham G., Goodman, Phyllis J., Grady, William M., Grove, John S., Gsur, Andrea, Gunter, Marc J., Haile, Robert W., Hampe, Jochen, Hoffmeister, Michael, Hopper, John L., Hsu, Wan Ling, Huang, Wen Yi, Hudson, Thomas J., Jenab, Mazda, Jenkins, Mark A., Joshi, Amit D., Keku, Temitope O., Kooperberg, Charles, Kühn, Tilman, Küry, Sébastien, Le Marchand, Loic, Lejbkowicz, Flavio, Li, Christopher I., Li, Li, Lieb, Wolfgang, Lindblom, Annika, Lindor, Noralane M., Männistö, Satu, Markowitz, Sanford D., Milne, Roger L., Moreno, Lorena, Murphy, Neil, Nassir, Rami, Offit, Kenneth, Ogino, Shuji, Panico, Salvatore, Parfrey, Patrick S., Pearlman, Rachel, Pharoah, Paul D.P., Phipps, Amanda I., Platz, Elizabeth A., Potter, John D., Prentice, Ross L., Qi, Lihong, Raskin, Leon, Rennert, Gad, Rennert, Hedy S., Riboli, Elio, Schafmayer, Clemens, Schoen, Robert E., Seminara, Daniela, Song, Mingyang, Su, Yu Ru, Tangen, Catherine M., Thibodeau, Stephen N., Thomas, Duncan C., Trichopoulou, Antonia, Ulrich, Cornelia M., Visvanathan, Kala, Vodicka, Pavel, Vodickova, Ludmila, Vymetalkova, Veronika, Weigl, Korbinian, Weinstein, Stephanie J., White, Emily, Wolk, Alicja, Woods, Michael O., Wu, Anna H., Abecasis, Goncalo R., Nickerson, Deborah A., Scacheri, Peter C., Kundaje, Anshul, Casey, Graham, Gruber, Stephen B., Hsu, Li, Moreno, Victor, Hayes, Richard B., Newcomb, Polly A., Peters, Ulrike
Format: Article/Letter to editor biblioteca
Language:English
Subjects:cancer genetics, cancer susceptibility, colon carcinogenesis, colorectal cancer, genetic polymorphisms,
Online Access:https://research.wur.nl/en/publications/genetic-architectures-of-proximal-and-distal-colorectal-cancer-ar
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country Países bajos
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databasecode dig-wur-nl
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region Europa del Oeste
libraryname WUR Library Netherlands
language English
topic cancer genetics
cancer susceptibility
colon carcinogenesis
colorectal cancer
genetic polymorphisms
cancer genetics
cancer susceptibility
colon carcinogenesis
colorectal cancer
genetic polymorphisms
spellingShingle cancer genetics
cancer susceptibility
colon carcinogenesis
colorectal cancer
genetic polymorphisms
cancer genetics
cancer susceptibility
colon carcinogenesis
colorectal cancer
genetic polymorphisms
Huyghe, Jeroen R.
Harrison, Tabitha A.
Bien, Stephanie A.
Hampel, Heather
Figueiredo, Jane C.
Schmit, Stephanie L.
Conti, David V.
Chen, Sai
Qu, Conghui
Lin, Yi
Barfield, Richard
Baron, John A.
Cross, Amanda J.
Diergaarde, Brenda
Duggan, David
Harlid, Sophia
Imaz, Liher
Kang, Hyun Min
Levine, David M.
Perduca, Vittorio
Perez-Cornago, Aurora
Sakoda, Lori C.
Schumacher, Fredrick R.
Slattery, Martha L.
Toland, Amanda E.
Van Duijnhoven, Fränzel J.B.
Van Guelpen, Bethany
Agudo, Antonio
Albanes, Demetrius
Alonso, M.H.
Anderson, Kristin
Arnau-Collell, Coral
Arndt, Volker
Banbury, Barbara L.
Bassik, Michael C.
Berndt, Sonja I.
Bézieau, Stéphane
Bishop, D.T.
Boehm, Juergen
Boeing, Heiner
Boutron-Ruault, Marie Christine
Brenner, Hermann
Brezina, Stefanie
Buch, Stephan
Buchanan, Daniel D.
Burnett-Hartman, Andrea
Caan, Bette J.
Campbell, Peter T.
Carr, Prudence R.
Castells, Antoni
Castellví-Bel, Sergi
Chan, Andrew T.
Chang-Claude, Jenny
Chanock, Stephen J.
Curtis, Keith R.
De La Chapelle, Albert
Easton, Douglas F.
English, Dallas R.
Feskens, Edith J.M.
Gala, Manish
Gallinger, Steven J.
Gauderman, W.J.
Giles, Graham G.
Goodman, Phyllis J.
Grady, William M.
Grove, John S.
Gsur, Andrea
Gunter, Marc J.
Haile, Robert W.
Hampe, Jochen
Hoffmeister, Michael
Hopper, John L.
Hsu, Wan Ling
Huang, Wen Yi
Hudson, Thomas J.
Jenab, Mazda
Jenkins, Mark A.
Joshi, Amit D.
Keku, Temitope O.
Kooperberg, Charles
Kühn, Tilman
Küry, Sébastien
Le Marchand, Loic
Lejbkowicz, Flavio
Li, Christopher I.
Li, Li
Lieb, Wolfgang
Lindblom, Annika
Lindor, Noralane M.
Männistö, Satu
Markowitz, Sanford D.
Milne, Roger L.
Moreno, Lorena
Murphy, Neil
Nassir, Rami
Offit, Kenneth
Ogino, Shuji
Panico, Salvatore
Parfrey, Patrick S.
Pearlman, Rachel
Pharoah, Paul D.P.
Phipps, Amanda I.
Platz, Elizabeth A.
Potter, John D.
Prentice, Ross L.
Qi, Lihong
Raskin, Leon
Rennert, Gad
Rennert, Hedy S.
Riboli, Elio
Schafmayer, Clemens
Schoen, Robert E.
Seminara, Daniela
Song, Mingyang
Su, Yu Ru
Tangen, Catherine M.
Thibodeau, Stephen N.
Thomas, Duncan C.
Trichopoulou, Antonia
Ulrich, Cornelia M.
Visvanathan, Kala
Vodicka, Pavel
Vodickova, Ludmila
Vymetalkova, Veronika
Weigl, Korbinian
Weinstein, Stephanie J.
White, Emily
Wolk, Alicja
Woods, Michael O.
Wu, Anna H.
Abecasis, Goncalo R.
Nickerson, Deborah A.
Scacheri, Peter C.
Kundaje, Anshul
Casey, Graham
Gruber, Stephen B.
Hsu, Li
Moreno, Victor
Hayes, Richard B.
Newcomb, Polly A.
Peters, Ulrike
Genetic architectures of proximal and distal colorectal cancer are partly distinct
description Objective: An understanding of the etiologic heterogeneity of colorectal cancer (CRC) is critical for improving precision prevention, including individualized screening recommendations and the discovery of novel drug targets and repurposable drug candidates for chemoprevention. Known differences in molecular characteristics and environmental risk factors among tumors arising in different locations of the colorectum suggest partly distinct mechanisms of carcinogenesis. The extent to which the contribution of inherited genetic risk factors for CRC differs by anatomical subsite of the primary tumor has not been examined. Design: To identify new anatomical subsite-specific risk loci, we performed genome-wide association study (GWAS) meta-analyses including data of 48 214 CRC cases and 64 159 controls of European ancestry. We characterised effect heterogeneity at CRC risk loci using multinomial modelling. Results: We identified 13 loci that reached genome-wide significance (p<5×10-8) and that were not reported by previous GWASs for overall CRC risk. Multiple lines of evidence support candidate genes at several of these loci. We detected substantial heterogeneity between anatomical subsites. Just over half (61) of 109 known and new risk variants showed no evidence for heterogeneity. In contrast, 22 variants showed association with distal CRC (including rectal cancer), but no evidence for association or an attenuated association with proximal CRC. For two loci, there was strong evidence for effects confined to proximal colon cancer. Conclusion: Genetic architectures of proximal and distal CRC are partly distinct. Studies of risk factors and mechanisms of carcinogenesis, and precision prevention strategies should take into consideration the anatomical subsite of the tumour.
format Article/Letter to editor
topic_facet cancer genetics
cancer susceptibility
colon carcinogenesis
colorectal cancer
genetic polymorphisms
author Huyghe, Jeroen R.
Harrison, Tabitha A.
Bien, Stephanie A.
Hampel, Heather
Figueiredo, Jane C.
Schmit, Stephanie L.
Conti, David V.
Chen, Sai
Qu, Conghui
Lin, Yi
Barfield, Richard
Baron, John A.
Cross, Amanda J.
Diergaarde, Brenda
Duggan, David
Harlid, Sophia
Imaz, Liher
Kang, Hyun Min
Levine, David M.
Perduca, Vittorio
Perez-Cornago, Aurora
Sakoda, Lori C.
Schumacher, Fredrick R.
Slattery, Martha L.
Toland, Amanda E.
Van Duijnhoven, Fränzel J.B.
Van Guelpen, Bethany
Agudo, Antonio
Albanes, Demetrius
Alonso, M.H.
Anderson, Kristin
Arnau-Collell, Coral
Arndt, Volker
Banbury, Barbara L.
Bassik, Michael C.
Berndt, Sonja I.
Bézieau, Stéphane
Bishop, D.T.
Boehm, Juergen
Boeing, Heiner
Boutron-Ruault, Marie Christine
Brenner, Hermann
Brezina, Stefanie
Buch, Stephan
Buchanan, Daniel D.
Burnett-Hartman, Andrea
Caan, Bette J.
Campbell, Peter T.
Carr, Prudence R.
Castells, Antoni
Castellví-Bel, Sergi
Chan, Andrew T.
Chang-Claude, Jenny
Chanock, Stephen J.
Curtis, Keith R.
De La Chapelle, Albert
Easton, Douglas F.
English, Dallas R.
Feskens, Edith J.M.
Gala, Manish
Gallinger, Steven J.
Gauderman, W.J.
Giles, Graham G.
Goodman, Phyllis J.
Grady, William M.
Grove, John S.
Gsur, Andrea
Gunter, Marc J.
Haile, Robert W.
Hampe, Jochen
Hoffmeister, Michael
Hopper, John L.
Hsu, Wan Ling
Huang, Wen Yi
Hudson, Thomas J.
Jenab, Mazda
Jenkins, Mark A.
Joshi, Amit D.
Keku, Temitope O.
Kooperberg, Charles
Kühn, Tilman
Küry, Sébastien
Le Marchand, Loic
Lejbkowicz, Flavio
Li, Christopher I.
Li, Li
Lieb, Wolfgang
Lindblom, Annika
Lindor, Noralane M.
Männistö, Satu
Markowitz, Sanford D.
Milne, Roger L.
Moreno, Lorena
Murphy, Neil
Nassir, Rami
Offit, Kenneth
Ogino, Shuji
Panico, Salvatore
Parfrey, Patrick S.
Pearlman, Rachel
Pharoah, Paul D.P.
Phipps, Amanda I.
Platz, Elizabeth A.
Potter, John D.
Prentice, Ross L.
Qi, Lihong
Raskin, Leon
Rennert, Gad
Rennert, Hedy S.
Riboli, Elio
Schafmayer, Clemens
Schoen, Robert E.
Seminara, Daniela
Song, Mingyang
Su, Yu Ru
Tangen, Catherine M.
Thibodeau, Stephen N.
Thomas, Duncan C.
Trichopoulou, Antonia
Ulrich, Cornelia M.
Visvanathan, Kala
Vodicka, Pavel
Vodickova, Ludmila
Vymetalkova, Veronika
Weigl, Korbinian
Weinstein, Stephanie J.
White, Emily
Wolk, Alicja
Woods, Michael O.
Wu, Anna H.
Abecasis, Goncalo R.
Nickerson, Deborah A.
Scacheri, Peter C.
Kundaje, Anshul
Casey, Graham
Gruber, Stephen B.
Hsu, Li
Moreno, Victor
Hayes, Richard B.
Newcomb, Polly A.
Peters, Ulrike
author_facet Huyghe, Jeroen R.
Harrison, Tabitha A.
Bien, Stephanie A.
Hampel, Heather
Figueiredo, Jane C.
Schmit, Stephanie L.
Conti, David V.
Chen, Sai
Qu, Conghui
Lin, Yi
Barfield, Richard
Baron, John A.
Cross, Amanda J.
Diergaarde, Brenda
Duggan, David
Harlid, Sophia
Imaz, Liher
Kang, Hyun Min
Levine, David M.
Perduca, Vittorio
Perez-Cornago, Aurora
Sakoda, Lori C.
Schumacher, Fredrick R.
Slattery, Martha L.
Toland, Amanda E.
Van Duijnhoven, Fränzel J.B.
Van Guelpen, Bethany
Agudo, Antonio
Albanes, Demetrius
Alonso, M.H.
Anderson, Kristin
Arnau-Collell, Coral
Arndt, Volker
Banbury, Barbara L.
Bassik, Michael C.
Berndt, Sonja I.
Bézieau, Stéphane
Bishop, D.T.
Boehm, Juergen
Boeing, Heiner
Boutron-Ruault, Marie Christine
Brenner, Hermann
Brezina, Stefanie
Buch, Stephan
Buchanan, Daniel D.
Burnett-Hartman, Andrea
Caan, Bette J.
Campbell, Peter T.
Carr, Prudence R.
Castells, Antoni
Castellví-Bel, Sergi
Chan, Andrew T.
Chang-Claude, Jenny
Chanock, Stephen J.
Curtis, Keith R.
De La Chapelle, Albert
Easton, Douglas F.
English, Dallas R.
Feskens, Edith J.M.
Gala, Manish
Gallinger, Steven J.
Gauderman, W.J.
Giles, Graham G.
Goodman, Phyllis J.
Grady, William M.
Grove, John S.
Gsur, Andrea
Gunter, Marc J.
Haile, Robert W.
Hampe, Jochen
Hoffmeister, Michael
Hopper, John L.
Hsu, Wan Ling
Huang, Wen Yi
Hudson, Thomas J.
Jenab, Mazda
Jenkins, Mark A.
Joshi, Amit D.
Keku, Temitope O.
Kooperberg, Charles
Kühn, Tilman
Küry, Sébastien
Le Marchand, Loic
Lejbkowicz, Flavio
Li, Christopher I.
Li, Li
Lieb, Wolfgang
Lindblom, Annika
Lindor, Noralane M.
Männistö, Satu
Markowitz, Sanford D.
Milne, Roger L.
Moreno, Lorena
Murphy, Neil
Nassir, Rami
Offit, Kenneth
Ogino, Shuji
Panico, Salvatore
Parfrey, Patrick S.
Pearlman, Rachel
Pharoah, Paul D.P.
Phipps, Amanda I.
Platz, Elizabeth A.
Potter, John D.
Prentice, Ross L.
Qi, Lihong
Raskin, Leon
Rennert, Gad
Rennert, Hedy S.
Riboli, Elio
Schafmayer, Clemens
Schoen, Robert E.
Seminara, Daniela
Song, Mingyang
Su, Yu Ru
Tangen, Catherine M.
Thibodeau, Stephen N.
Thomas, Duncan C.
Trichopoulou, Antonia
Ulrich, Cornelia M.
Visvanathan, Kala
Vodicka, Pavel
Vodickova, Ludmila
Vymetalkova, Veronika
Weigl, Korbinian
Weinstein, Stephanie J.
White, Emily
Wolk, Alicja
Woods, Michael O.
Wu, Anna H.
Abecasis, Goncalo R.
Nickerson, Deborah A.
Scacheri, Peter C.
Kundaje, Anshul
Casey, Graham
Gruber, Stephen B.
Hsu, Li
Moreno, Victor
Hayes, Richard B.
Newcomb, Polly A.
Peters, Ulrike
author_sort Huyghe, Jeroen R.
title Genetic architectures of proximal and distal colorectal cancer are partly distinct
title_short Genetic architectures of proximal and distal colorectal cancer are partly distinct
title_full Genetic architectures of proximal and distal colorectal cancer are partly distinct
title_fullStr Genetic architectures of proximal and distal colorectal cancer are partly distinct
title_full_unstemmed Genetic architectures of proximal and distal colorectal cancer are partly distinct
title_sort genetic architectures of proximal and distal colorectal cancer are partly distinct
url https://research.wur.nl/en/publications/genetic-architectures-of-proximal-and-distal-colorectal-cancer-ar
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spelling dig-wur-nl-wurpubs-5808312025-01-14 Huyghe, Jeroen R. Harrison, Tabitha A. Bien, Stephanie A. Hampel, Heather Figueiredo, Jane C. Schmit, Stephanie L. Conti, David V. Chen, Sai Qu, Conghui Lin, Yi Barfield, Richard Baron, John A. Cross, Amanda J. Diergaarde, Brenda Duggan, David Harlid, Sophia Imaz, Liher Kang, Hyun Min Levine, David M. Perduca, Vittorio Perez-Cornago, Aurora Sakoda, Lori C. Schumacher, Fredrick R. Slattery, Martha L. Toland, Amanda E. Van Duijnhoven, Fränzel J.B. Van Guelpen, Bethany Agudo, Antonio Albanes, Demetrius Alonso, M.H. Anderson, Kristin Arnau-Collell, Coral Arndt, Volker Banbury, Barbara L. Bassik, Michael C. Berndt, Sonja I. Bézieau, Stéphane Bishop, D.T. Boehm, Juergen Boeing, Heiner Boutron-Ruault, Marie Christine Brenner, Hermann Brezina, Stefanie Buch, Stephan Buchanan, Daniel D. Burnett-Hartman, Andrea Caan, Bette J. Campbell, Peter T. Carr, Prudence R. Castells, Antoni Castellví-Bel, Sergi Chan, Andrew T. Chang-Claude, Jenny Chanock, Stephen J. Curtis, Keith R. De La Chapelle, Albert Easton, Douglas F. English, Dallas R. Feskens, Edith J.M. Gala, Manish Gallinger, Steven J. Gauderman, W.J. Giles, Graham G. Goodman, Phyllis J. Grady, William M. Grove, John S. Gsur, Andrea Gunter, Marc J. Haile, Robert W. Hampe, Jochen Hoffmeister, Michael Hopper, John L. Hsu, Wan Ling Huang, Wen Yi Hudson, Thomas J. Jenab, Mazda Jenkins, Mark A. Joshi, Amit D. Keku, Temitope O. Kooperberg, Charles Kühn, Tilman Küry, Sébastien Le Marchand, Loic Lejbkowicz, Flavio Li, Christopher I. Li, Li Lieb, Wolfgang Lindblom, Annika Lindor, Noralane M. Männistö, Satu Markowitz, Sanford D. Milne, Roger L. Moreno, Lorena Murphy, Neil Nassir, Rami Offit, Kenneth Ogino, Shuji Panico, Salvatore Parfrey, Patrick S. Pearlman, Rachel Pharoah, Paul D.P. Phipps, Amanda I. Platz, Elizabeth A. Potter, John D. Prentice, Ross L. Qi, Lihong Raskin, Leon Rennert, Gad Rennert, Hedy S. Riboli, Elio Schafmayer, Clemens Schoen, Robert E. Seminara, Daniela Song, Mingyang Su, Yu Ru Tangen, Catherine M. Thibodeau, Stephen N. Thomas, Duncan C. Trichopoulou, Antonia Ulrich, Cornelia M. Visvanathan, Kala Vodicka, Pavel Vodickova, Ludmila Vymetalkova, Veronika Weigl, Korbinian Weinstein, Stephanie J. White, Emily Wolk, Alicja Woods, Michael O. Wu, Anna H. Abecasis, Goncalo R. Nickerson, Deborah A. Scacheri, Peter C. Kundaje, Anshul Casey, Graham Gruber, Stephen B. Hsu, Li Moreno, Victor Hayes, Richard B. Newcomb, Polly A. Peters, Ulrike Article/Letter to editor Gut 70 (2021) 7 ISSN: 0017-5749 Genetic architectures of proximal and distal colorectal cancer are partly distinct 2021 Objective: An understanding of the etiologic heterogeneity of colorectal cancer (CRC) is critical for improving precision prevention, including individualized screening recommendations and the discovery of novel drug targets and repurposable drug candidates for chemoprevention. Known differences in molecular characteristics and environmental risk factors among tumors arising in different locations of the colorectum suggest partly distinct mechanisms of carcinogenesis. The extent to which the contribution of inherited genetic risk factors for CRC differs by anatomical subsite of the primary tumor has not been examined. Design: To identify new anatomical subsite-specific risk loci, we performed genome-wide association study (GWAS) meta-analyses including data of 48 214 CRC cases and 64 159 controls of European ancestry. We characterised effect heterogeneity at CRC risk loci using multinomial modelling. Results: We identified 13 loci that reached genome-wide significance (p<5×10-8) and that were not reported by previous GWASs for overall CRC risk. Multiple lines of evidence support candidate genes at several of these loci. We detected substantial heterogeneity between anatomical subsites. Just over half (61) of 109 known and new risk variants showed no evidence for heterogeneity. In contrast, 22 variants showed association with distal CRC (including rectal cancer), but no evidence for association or an attenuated association with proximal CRC. For two loci, there was strong evidence for effects confined to proximal colon cancer. Conclusion: Genetic architectures of proximal and distal CRC are partly distinct. Studies of risk factors and mechanisms of carcinogenesis, and precision prevention strategies should take into consideration the anatomical subsite of the tumour. en application/pdf https://research.wur.nl/en/publications/genetic-architectures-of-proximal-and-distal-colorectal-cancer-ar 10.1136/gutjnl-2020-321534 https://edepot.wur.nl/544207 cancer genetics cancer susceptibility colon carcinogenesis colorectal cancer genetic polymorphisms https://creativecommons.org/licenses/by-nc/4.0/ https://creativecommons.org/licenses/by-nc/4.0/ Wageningen University & Research