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A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer

BACKGROUND: Pancreatic cancer (PC) is a complex disease in which both non-genetic and genetic factors interplay. To date, 40 GWAS hits have been associated with PC risk in individuals of European descent, explaining 4.1% of the phenotypic variance. METHODS: We complemented a new conventional PC GWAS...

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Autores principales: López de Maturana, Evangelina, Rodríguez, Juan Antonio, Alonso, Lola, Lao, Oscar, Molina-Montes, Esther, Martín-Antoniano, Isabel Adoración, Gómez-Rubio, Paulina, Lawlor, Rita, Carrato, Alfredo, Hidalgo, Manuel, Iglesias, Mar, Molero, Xavier, Löhr, Matthias, Michalski, Christopher, Perea, José, O’Rorke, Michael, Barberà, Victor Manuel, Tardón, Adonina, Farré, Antoni, Muñoz-Bellvís, Luís, Crnogorac-Jurcevic, Tanja, Domínguez-Muñoz, Enrique, Gress, Thomas, Greenhalf, William, Sharp, Linda, Arnes, Luís, Cecchini, Lluís, Balsells, Joaquim, Costello, Eithne, Ilzarbe, Lucas, Kleeff, Jörg, Kong, Bo, Márquez, Mirari, Mora, Josefina, O’Driscoll, Damian, Scarpa, Aldo, Ye, Weimin, Yu, Jingru, García-Closas, Montserrat, Kogevinas, Manolis, Rothman, Nathaniel, Silverman, Debra T, Albanes, Demetrius, Arslan, Alan A, Beane-Freeman, Laura, Bracci, Paige M, Brennan, Paul, Bueno-de-Mesquita, Bas, Buring, Julie, Canzian, Federico, Du, Margaret, Gallinger, Steve, Gaziano, J Michael, Goodman, Phyllis J, Gunter, Marc, LeMarchand, Loic, Li, Donghui, Neale, Rachael E, Peters, Ulrika, Petersen, Gloria M, Risch, Harvey A, Sánchez, Maria José, Shu, Xiao-Ou, Thornquist, Mark D, Visvanathan, Kala, Zheng, Wei, Chanock, Stephen J, Easton, Douglas, Wolpin, Brian M, Stolzenberg-Solomon, Rachael Z, Klein, Alison P, Amundadottir, Laufey T, Marti-Renom, Marc A, Real, Francisco X, Malats, Núria
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7849104/
https://www.ncbi.nlm.nih.gov/pubmed/33517887
http://dx.doi.org/10.1186/s13073-020-00816-4
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author López de Maturana, Evangelina
Rodríguez, Juan Antonio
Alonso, Lola
Lao, Oscar
Molina-Montes, Esther
Martín-Antoniano, Isabel Adoración
Gómez-Rubio, Paulina
Lawlor, Rita
Carrato, Alfredo
Hidalgo, Manuel
Iglesias, Mar
Molero, Xavier
Löhr, Matthias
Michalski, Christopher
Perea, José
O’Rorke, Michael
Barberà, Victor Manuel
Tardón, Adonina
Farré, Antoni
Muñoz-Bellvís, Luís
Crnogorac-Jurcevic, Tanja
Domínguez-Muñoz, Enrique
Gress, Thomas
Greenhalf, William
Sharp, Linda
Arnes, Luís
Cecchini, Lluís
Balsells, Joaquim
Costello, Eithne
Ilzarbe, Lucas
Kleeff, Jörg
Kong, Bo
Márquez, Mirari
Mora, Josefina
O’Driscoll, Damian
Scarpa, Aldo
Ye, Weimin
Yu, Jingru
García-Closas, Montserrat
Kogevinas, Manolis
Rothman, Nathaniel
Silverman, Debra T
Albanes, Demetrius
Arslan, Alan A
Beane-Freeman, Laura
Bracci, Paige M
Brennan, Paul
Bueno-de-Mesquita, Bas
Buring, Julie
Canzian, Federico
Du, Margaret
Gallinger, Steve
Gaziano, J Michael
Goodman, Phyllis J
Gunter, Marc
LeMarchand, Loic
Li, Donghui
Neale, Rachael E
Peters, Ulrika
Petersen, Gloria M
Risch, Harvey A
Sánchez, Maria José
Shu, Xiao-Ou
Thornquist, Mark D
Visvanathan, Kala
Zheng, Wei
Chanock, Stephen J
Easton, Douglas
Wolpin, Brian M
Stolzenberg-Solomon, Rachael Z
Klein, Alison P
Amundadottir, Laufey T
Marti-Renom, Marc A
Real, Francisco X
Malats, Núria
author_facet López de Maturana, Evangelina
Rodríguez, Juan Antonio
Alonso, Lola
Lao, Oscar
Molina-Montes, Esther
Martín-Antoniano, Isabel Adoración
Gómez-Rubio, Paulina
Lawlor, Rita
Carrato, Alfredo
Hidalgo, Manuel
Iglesias, Mar
Molero, Xavier
Löhr, Matthias
Michalski, Christopher
Perea, José
O’Rorke, Michael
Barberà, Victor Manuel
Tardón, Adonina
Farré, Antoni
Muñoz-Bellvís, Luís
Crnogorac-Jurcevic, Tanja
Domínguez-Muñoz, Enrique
Gress, Thomas
Greenhalf, William
Sharp, Linda
Arnes, Luís
Cecchini, Lluís
Balsells, Joaquim
Costello, Eithne
Ilzarbe, Lucas
Kleeff, Jörg
Kong, Bo
Márquez, Mirari
Mora, Josefina
O’Driscoll, Damian
Scarpa, Aldo
Ye, Weimin
Yu, Jingru
García-Closas, Montserrat
Kogevinas, Manolis
Rothman, Nathaniel
Silverman, Debra T
Albanes, Demetrius
Arslan, Alan A
Beane-Freeman, Laura
Bracci, Paige M
Brennan, Paul
Bueno-de-Mesquita, Bas
Buring, Julie
Canzian, Federico
Du, Margaret
Gallinger, Steve
Gaziano, J Michael
Goodman, Phyllis J
Gunter, Marc
LeMarchand, Loic
Li, Donghui
Neale, Rachael E
Peters, Ulrika
Petersen, Gloria M
Risch, Harvey A
Sánchez, Maria José
Shu, Xiao-Ou
Thornquist, Mark D
Visvanathan, Kala
Zheng, Wei
Chanock, Stephen J
Easton, Douglas
Wolpin, Brian M
Stolzenberg-Solomon, Rachael Z
Klein, Alison P
Amundadottir, Laufey T
Marti-Renom, Marc A
Real, Francisco X
Malats, Núria
author_sort López de Maturana, Evangelina
collection PubMed
description BACKGROUND: Pancreatic cancer (PC) is a complex disease in which both non-genetic and genetic factors interplay. To date, 40 GWAS hits have been associated with PC risk in individuals of European descent, explaining 4.1% of the phenotypic variance. METHODS: We complemented a new conventional PC GWAS (1D) with genome spatial autocorrelation analysis (2D) permitting to prioritize low frequency variants not detected by GWAS. These were further expanded via Hi-C map (3D) interactions to gain additional insight into the inherited basis of PC. In silico functional analysis of public genomic information allowed prioritization of potentially relevant candidate variants. RESULTS: We identified several new variants located in genes for which there is experimental evidence of their implication in the biology and function of pancreatic acinar cells. Among them is a novel independent variant in NR5A2 (rs3790840) with a meta-analysis p value = 5.91E−06 in 1D approach and a Local Moran’s Index (LMI) = 7.76 in 2D approach. We also identified a multi-hit region in CASC8—a lncRNA associated with pancreatic carcinogenesis—with a lowest p value = 6.91E−05. Importantly, two new PC loci were identified both by 2D and 3D approaches: SIAH3 (LMI = 18.24), CTRB2/BCAR1 (LMI = 6.03), in addition to a chromatin interacting region in XBP1—a major regulator of the ER stress and unfolded protein responses in acinar cells—identified by 3D; all of them with a strong in silico functional support. CONCLUSIONS: This multi-step strategy, combined with an in-depth in silico functional analysis, offers a comprehensive approach to advance the study of PC genetic susceptibility and could be applied to other diseases. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-020-00816-4.
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spelling pubmed-78491042021-02-03 A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer López de Maturana, Evangelina Rodríguez, Juan Antonio Alonso, Lola Lao, Oscar Molina-Montes, Esther Martín-Antoniano, Isabel Adoración Gómez-Rubio, Paulina Lawlor, Rita Carrato, Alfredo Hidalgo, Manuel Iglesias, Mar Molero, Xavier Löhr, Matthias Michalski, Christopher Perea, José O’Rorke, Michael Barberà, Victor Manuel Tardón, Adonina Farré, Antoni Muñoz-Bellvís, Luís Crnogorac-Jurcevic, Tanja Domínguez-Muñoz, Enrique Gress, Thomas Greenhalf, William Sharp, Linda Arnes, Luís Cecchini, Lluís Balsells, Joaquim Costello, Eithne Ilzarbe, Lucas Kleeff, Jörg Kong, Bo Márquez, Mirari Mora, Josefina O’Driscoll, Damian Scarpa, Aldo Ye, Weimin Yu, Jingru García-Closas, Montserrat Kogevinas, Manolis Rothman, Nathaniel Silverman, Debra T Albanes, Demetrius Arslan, Alan A Beane-Freeman, Laura Bracci, Paige M Brennan, Paul Bueno-de-Mesquita, Bas Buring, Julie Canzian, Federico Du, Margaret Gallinger, Steve Gaziano, J Michael Goodman, Phyllis J Gunter, Marc LeMarchand, Loic Li, Donghui Neale, Rachael E Peters, Ulrika Petersen, Gloria M Risch, Harvey A Sánchez, Maria José Shu, Xiao-Ou Thornquist, Mark D Visvanathan, Kala Zheng, Wei Chanock, Stephen J Easton, Douglas Wolpin, Brian M Stolzenberg-Solomon, Rachael Z Klein, Alison P Amundadottir, Laufey T Marti-Renom, Marc A Real, Francisco X Malats, Núria Genome Med Research BACKGROUND: Pancreatic cancer (PC) is a complex disease in which both non-genetic and genetic factors interplay. To date, 40 GWAS hits have been associated with PC risk in individuals of European descent, explaining 4.1% of the phenotypic variance. METHODS: We complemented a new conventional PC GWAS (1D) with genome spatial autocorrelation analysis (2D) permitting to prioritize low frequency variants not detected by GWAS. These were further expanded via Hi-C map (3D) interactions to gain additional insight into the inherited basis of PC. In silico functional analysis of public genomic information allowed prioritization of potentially relevant candidate variants. RESULTS: We identified several new variants located in genes for which there is experimental evidence of their implication in the biology and function of pancreatic acinar cells. Among them is a novel independent variant in NR5A2 (rs3790840) with a meta-analysis p value = 5.91E−06 in 1D approach and a Local Moran’s Index (LMI) = 7.76 in 2D approach. We also identified a multi-hit region in CASC8—a lncRNA associated with pancreatic carcinogenesis—with a lowest p value = 6.91E−05. Importantly, two new PC loci were identified both by 2D and 3D approaches: SIAH3 (LMI = 18.24), CTRB2/BCAR1 (LMI = 6.03), in addition to a chromatin interacting region in XBP1—a major regulator of the ER stress and unfolded protein responses in acinar cells—identified by 3D; all of them with a strong in silico functional support. CONCLUSIONS: This multi-step strategy, combined with an in-depth in silico functional analysis, offers a comprehensive approach to advance the study of PC genetic susceptibility and could be applied to other diseases. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-020-00816-4. BioMed Central 2021-02-01 /pmc/articles/PMC7849104/ /pubmed/33517887 http://dx.doi.org/10.1186/s13073-020-00816-4 Text en © The Author(s) 2021 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
López de Maturana, Evangelina
Rodríguez, Juan Antonio
Alonso, Lola
Lao, Oscar
Molina-Montes, Esther
Martín-Antoniano, Isabel Adoración
Gómez-Rubio, Paulina
Lawlor, Rita
Carrato, Alfredo
Hidalgo, Manuel
Iglesias, Mar
Molero, Xavier
Löhr, Matthias
Michalski, Christopher
Perea, José
O’Rorke, Michael
Barberà, Victor Manuel
Tardón, Adonina
Farré, Antoni
Muñoz-Bellvís, Luís
Crnogorac-Jurcevic, Tanja
Domínguez-Muñoz, Enrique
Gress, Thomas
Greenhalf, William
Sharp, Linda
Arnes, Luís
Cecchini, Lluís
Balsells, Joaquim
Costello, Eithne
Ilzarbe, Lucas
Kleeff, Jörg
Kong, Bo
Márquez, Mirari
Mora, Josefina
O’Driscoll, Damian
Scarpa, Aldo
Ye, Weimin
Yu, Jingru
García-Closas, Montserrat
Kogevinas, Manolis
Rothman, Nathaniel
Silverman, Debra T
Albanes, Demetrius
Arslan, Alan A
Beane-Freeman, Laura
Bracci, Paige M
Brennan, Paul
Bueno-de-Mesquita, Bas
Buring, Julie
Canzian, Federico
Du, Margaret
Gallinger, Steve
Gaziano, J Michael
Goodman, Phyllis J
Gunter, Marc
LeMarchand, Loic
Li, Donghui
Neale, Rachael E
Peters, Ulrika
Petersen, Gloria M
Risch, Harvey A
Sánchez, Maria José
Shu, Xiao-Ou
Thornquist, Mark D
Visvanathan, Kala
Zheng, Wei
Chanock, Stephen J
Easton, Douglas
Wolpin, Brian M
Stolzenberg-Solomon, Rachael Z
Klein, Alison P
Amundadottir, Laufey T
Marti-Renom, Marc A
Real, Francisco X
Malats, Núria
A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title_full A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title_fullStr A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title_full_unstemmed A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title_short A multilayered post-GWAS assessment on genetic susceptibility to pancreatic cancer
title_sort multilayered post-gwas assessment on genetic susceptibility to pancreatic cancer
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7849104/
https://www.ncbi.nlm.nih.gov/pubmed/33517887
http://dx.doi.org/10.1186/s13073-020-00816-4
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AT buringjulie multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT canzianfederico multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT dumargaret multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT gallingersteve multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT gazianojmichael multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT goodmanphyllisj multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT guntermarc multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT lemarchandloic multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT lidonghui multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT nealerachaele multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT petersulrika multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT petersengloriam multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT rischharveya multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT sanchezmariajose multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT shuxiaoou multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT thornquistmarkd multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT visvanathankala multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT zhengwei multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT chanockstephenj multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT eastondouglas multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT wolpinbrianm multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT stolzenbergsolomonrachaelz multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT kleinalisonp multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT amundadottirlaufeyt multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT martirenommarca multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT realfranciscox multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer
AT malatsnuria multilayeredpostgwasassessmentongeneticsusceptibilitytopancreaticcancer