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Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer

Familial, sequencing, and genome-wide association studies (GWASs) and genetic correlation analyses have progressively unraveled the shared or pleiotropic germline genetics of breast and ovarian cancer. In this study, we aimed to leverage this shared germline genetics to improve the power of transcri...

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Autores principales: Kar, Siddhartha P., Considine, Daniel P.C., Tyrer, Jonathan P., Plummer, Jasmine T., Chen, Stephanie, Dezem, Felipe S., Barbeira, Alvaro N., Rajagopal, Padma S., Rosenow, Will T., Moreno, Fernando, Bodelon, Clara, Chang-Claude, Jenny, Chenevix-Trench, Georgia, deFazio, Anna, Dörk, Thilo, Ekici, Arif B., Ewing, Ailith, Fountzilas, George, Goode, Ellen L., Hartman, Mikael, Heitz, Florian, Hillemanns, Peter, Høgdall, Estrid, Høgdall, Claus K., Huzarski, Tomasz, Jensen, Allan, Karlan, Beth Y., Khusnutdinova, Elza, Kiemeney, Lambertus A., Kjaer, Susanne K., Klapdor, Rüdiger, Köbel, Martin, Li, Jingmei, Liebrich, Clemens, May, Taymaa, Olsson, Håkan, Permuth, Jennifer B., Peterlongo, Paolo, Radice, Paolo, Ramus, Susan J., Riggan, Marjorie J., Risch, Harvey A., Saloustros, Emmanouil, Simard, Jacques, Szafron, Lukasz M., Titus, Linda, Thompson, Cheryl L., Vierkant, Robert A., Winham, Stacey J., Zheng, Wei, Doherty, Jennifer A., Berchuck, Andrew, Lawrenson, Kate, Im, Hae Kyung, Manichaikul, Ani W., Pharoah, Paul D.P., Gayther, Simon A., Schildkraut, Joellen M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8312632/
https://www.ncbi.nlm.nih.gov/pubmed/34317694
http://dx.doi.org/10.1016/j.xhgg.2021.100042
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author Kar, Siddhartha P.
Considine, Daniel P.C.
Tyrer, Jonathan P.
Plummer, Jasmine T.
Chen, Stephanie
Dezem, Felipe S.
Barbeira, Alvaro N.
Rajagopal, Padma S.
Rosenow, Will T.
Moreno, Fernando
Bodelon, Clara
Chang-Claude, Jenny
Chenevix-Trench, Georgia
deFazio, Anna
Dörk, Thilo
Ekici, Arif B.
Ewing, Ailith
Fountzilas, George
Goode, Ellen L.
Hartman, Mikael
Heitz, Florian
Hillemanns, Peter
Høgdall, Estrid
Høgdall, Claus K.
Huzarski, Tomasz
Jensen, Allan
Karlan, Beth Y.
Khusnutdinova, Elza
Kiemeney, Lambertus A.
Kjaer, Susanne K.
Klapdor, Rüdiger
Köbel, Martin
Li, Jingmei
Liebrich, Clemens
May, Taymaa
Olsson, Håkan
Permuth, Jennifer B.
Peterlongo, Paolo
Radice, Paolo
Ramus, Susan J.
Riggan, Marjorie J.
Risch, Harvey A.
Saloustros, Emmanouil
Simard, Jacques
Szafron, Lukasz M.
Titus, Linda
Thompson, Cheryl L.
Vierkant, Robert A.
Winham, Stacey J.
Zheng, Wei
Doherty, Jennifer A.
Berchuck, Andrew
Lawrenson, Kate
Im, Hae Kyung
Manichaikul, Ani W.
Pharoah, Paul D.P.
Gayther, Simon A.
Schildkraut, Joellen M.
author_facet Kar, Siddhartha P.
Considine, Daniel P.C.
Tyrer, Jonathan P.
Plummer, Jasmine T.
Chen, Stephanie
Dezem, Felipe S.
Barbeira, Alvaro N.
Rajagopal, Padma S.
Rosenow, Will T.
Moreno, Fernando
Bodelon, Clara
Chang-Claude, Jenny
Chenevix-Trench, Georgia
deFazio, Anna
Dörk, Thilo
Ekici, Arif B.
Ewing, Ailith
Fountzilas, George
Goode, Ellen L.
Hartman, Mikael
Heitz, Florian
Hillemanns, Peter
Høgdall, Estrid
Høgdall, Claus K.
Huzarski, Tomasz
Jensen, Allan
Karlan, Beth Y.
Khusnutdinova, Elza
Kiemeney, Lambertus A.
Kjaer, Susanne K.
Klapdor, Rüdiger
Köbel, Martin
Li, Jingmei
Liebrich, Clemens
May, Taymaa
Olsson, Håkan
Permuth, Jennifer B.
Peterlongo, Paolo
Radice, Paolo
Ramus, Susan J.
Riggan, Marjorie J.
Risch, Harvey A.
Saloustros, Emmanouil
Simard, Jacques
Szafron, Lukasz M.
Titus, Linda
Thompson, Cheryl L.
Vierkant, Robert A.
Winham, Stacey J.
Zheng, Wei
Doherty, Jennifer A.
Berchuck, Andrew
Lawrenson, Kate
Im, Hae Kyung
Manichaikul, Ani W.
Pharoah, Paul D.P.
Gayther, Simon A.
Schildkraut, Joellen M.
author_sort Kar, Siddhartha P.
collection PubMed
description Familial, sequencing, and genome-wide association studies (GWASs) and genetic correlation analyses have progressively unraveled the shared or pleiotropic germline genetics of breast and ovarian cancer. In this study, we aimed to leverage this shared germline genetics to improve the power of transcriptome-wide association studies (TWASs) to identify candidate breast cancer and ovarian cancer susceptibility genes. We built gene expression prediction models using the PrediXcan method in 681 breast and 295 ovarian tumors from The Cancer Genome Atlas and 211 breast and 99 ovarian normal tissue samples from the Genotype-Tissue Expression project and integrated these with GWAS meta-analysis data from the Breast Cancer Association Consortium (122,977 cases/105,974 controls) and the Ovarian Cancer Association Consortium (22,406 cases/40,941 controls). The integration was achieved through application of a pleiotropy-guided conditional/conjunction false discovery rate (FDR) approach in the setting of a TWASs. This identified 14 candidate breast cancer susceptibility genes spanning 11 genomic regions and 8 candidate ovarian cancer susceptibility genes spanning 5 genomic regions at conjunction FDR < 0.05 that were >1 Mb away from known breast and/or ovarian cancer susceptibility loci. We also identified 38 candidate breast cancer susceptibility genes and 17 candidate ovarian cancer susceptibility genes at conjunction FDR < 0.05 at known breast and/or ovarian susceptibility loci. The 22 genes identified by our cross-cancer analysis represent promising candidates that further elucidate the role of the transcriptome in mediating germline breast and ovarian cancer risk.
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spelling pubmed-83126322021-07-26 Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer Kar, Siddhartha P. Considine, Daniel P.C. Tyrer, Jonathan P. Plummer, Jasmine T. Chen, Stephanie Dezem, Felipe S. Barbeira, Alvaro N. Rajagopal, Padma S. Rosenow, Will T. Moreno, Fernando Bodelon, Clara Chang-Claude, Jenny Chenevix-Trench, Georgia deFazio, Anna Dörk, Thilo Ekici, Arif B. Ewing, Ailith Fountzilas, George Goode, Ellen L. Hartman, Mikael Heitz, Florian Hillemanns, Peter Høgdall, Estrid Høgdall, Claus K. Huzarski, Tomasz Jensen, Allan Karlan, Beth Y. Khusnutdinova, Elza Kiemeney, Lambertus A. Kjaer, Susanne K. Klapdor, Rüdiger Köbel, Martin Li, Jingmei Liebrich, Clemens May, Taymaa Olsson, Håkan Permuth, Jennifer B. Peterlongo, Paolo Radice, Paolo Ramus, Susan J. Riggan, Marjorie J. Risch, Harvey A. Saloustros, Emmanouil Simard, Jacques Szafron, Lukasz M. Titus, Linda Thompson, Cheryl L. Vierkant, Robert A. Winham, Stacey J. Zheng, Wei Doherty, Jennifer A. Berchuck, Andrew Lawrenson, Kate Im, Hae Kyung Manichaikul, Ani W. Pharoah, Paul D.P. Gayther, Simon A. Schildkraut, Joellen M. HGG Adv Article Familial, sequencing, and genome-wide association studies (GWASs) and genetic correlation analyses have progressively unraveled the shared or pleiotropic germline genetics of breast and ovarian cancer. In this study, we aimed to leverage this shared germline genetics to improve the power of transcriptome-wide association studies (TWASs) to identify candidate breast cancer and ovarian cancer susceptibility genes. We built gene expression prediction models using the PrediXcan method in 681 breast and 295 ovarian tumors from The Cancer Genome Atlas and 211 breast and 99 ovarian normal tissue samples from the Genotype-Tissue Expression project and integrated these with GWAS meta-analysis data from the Breast Cancer Association Consortium (122,977 cases/105,974 controls) and the Ovarian Cancer Association Consortium (22,406 cases/40,941 controls). The integration was achieved through application of a pleiotropy-guided conditional/conjunction false discovery rate (FDR) approach in the setting of a TWASs. This identified 14 candidate breast cancer susceptibility genes spanning 11 genomic regions and 8 candidate ovarian cancer susceptibility genes spanning 5 genomic regions at conjunction FDR < 0.05 that were >1 Mb away from known breast and/or ovarian cancer susceptibility loci. We also identified 38 candidate breast cancer susceptibility genes and 17 candidate ovarian cancer susceptibility genes at conjunction FDR < 0.05 at known breast and/or ovarian susceptibility loci. The 22 genes identified by our cross-cancer analysis represent promising candidates that further elucidate the role of the transcriptome in mediating germline breast and ovarian cancer risk. Elsevier 2021-06-16 /pmc/articles/PMC8312632/ /pubmed/34317694 http://dx.doi.org/10.1016/j.xhgg.2021.100042 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Article
Kar, Siddhartha P.
Considine, Daniel P.C.
Tyrer, Jonathan P.
Plummer, Jasmine T.
Chen, Stephanie
Dezem, Felipe S.
Barbeira, Alvaro N.
Rajagopal, Padma S.
Rosenow, Will T.
Moreno, Fernando
Bodelon, Clara
Chang-Claude, Jenny
Chenevix-Trench, Georgia
deFazio, Anna
Dörk, Thilo
Ekici, Arif B.
Ewing, Ailith
Fountzilas, George
Goode, Ellen L.
Hartman, Mikael
Heitz, Florian
Hillemanns, Peter
Høgdall, Estrid
Høgdall, Claus K.
Huzarski, Tomasz
Jensen, Allan
Karlan, Beth Y.
Khusnutdinova, Elza
Kiemeney, Lambertus A.
Kjaer, Susanne K.
Klapdor, Rüdiger
Köbel, Martin
Li, Jingmei
Liebrich, Clemens
May, Taymaa
Olsson, Håkan
Permuth, Jennifer B.
Peterlongo, Paolo
Radice, Paolo
Ramus, Susan J.
Riggan, Marjorie J.
Risch, Harvey A.
Saloustros, Emmanouil
Simard, Jacques
Szafron, Lukasz M.
Titus, Linda
Thompson, Cheryl L.
Vierkant, Robert A.
Winham, Stacey J.
Zheng, Wei
Doherty, Jennifer A.
Berchuck, Andrew
Lawrenson, Kate
Im, Hae Kyung
Manichaikul, Ani W.
Pharoah, Paul D.P.
Gayther, Simon A.
Schildkraut, Joellen M.
Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title_full Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title_fullStr Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title_full_unstemmed Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title_short Pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
title_sort pleiotropy-guided transcriptome imputation from normal and tumor tissues identifies candidate susceptibility genes for breast and ovarian cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8312632/
https://www.ncbi.nlm.nih.gov/pubmed/34317694
http://dx.doi.org/10.1016/j.xhgg.2021.100042
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