RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective

Adrenocortical carcinoma (ACC) and pheochromocytoma and paraganglioma (PPGL) are defined by clinicopathological criteria and can be further sub-divided based on different molecular features. Whether differences between these molecular subgroups are significant enough to re-challenge their current cl...

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Main Authors: Joakim Crona, Samuel Backman, Staffan Welin, David Taïeb, Per Hellman, Peter Stålberg, Britt Skogseid, Karel Pacak
Format: Article
Language:English
Published: MDPI AG 2018-12-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/10/12/518
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spelling doaj-d7776beac8f54440888436b51b9466fc2020-11-24T21:39:46ZengMDPI AGCancers2072-66942018-12-01101251810.3390/cancers10120518cancers10120518RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer PerspectiveJoakim Crona0Samuel Backman1Staffan Welin2David Taïeb3Per Hellman4Peter Stålberg5Britt Skogseid6Karel Pacak7Department of Medical Sciences, Uppsala University, Akademiska Sjukhuset ing 78, 75185 Uppsala, SwedenDepartment of Surgical Sciences, Uppsala University, Akademiska Sjukhuset ing 70, 75185 Uppsala, SwedenDepartment of Medical Sciences, Uppsala University, Akademiska Sjukhuset ing 78, 75185 Uppsala, SwedenDepartment of Nuclear Medicine, La Timone University Hospital, European Center for Research in Medical Imaging, Aix Marseille Université, 13385 Marseille, FranceDepartment of Surgical Sciences, Uppsala University, Akademiska Sjukhuset ing 70, 75185 Uppsala, SwedenDepartment of Surgical Sciences, Uppsala University, Akademiska Sjukhuset ing 70, 75185 Uppsala, SwedenDepartment of Medical Sciences, Uppsala University, Akademiska Sjukhuset ing 78, 75185 Uppsala, SwedenSection on Medical Neuroendocrinology, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, 10 Center Drive, Building 10, Room 1E-3140, Bethesda, MD 20892, USAAdrenocortical carcinoma (ACC) and pheochromocytoma and paraganglioma (PPGL) are defined by clinicopathological criteria and can be further sub-divided based on different molecular features. Whether differences between these molecular subgroups are significant enough to re-challenge their current clinicopathological classification is currently unknown. It is also not fully understood to which other cancers ACC and PPGL show similarity to. To address these questions, we included recent RNA-Seq data from the Cancer Genome Atlas (TCGA) and Therapeutically Applicable Research to Generate Effective Treatments (TARGET) datasets. Two bioinformatics pipelines were used for unsupervised clustering and principal components analysis. Results were validated using consensus clustering model and interpreted according to previous pan-cancer experiments. Two datasets consisting of 3319 tumors from 35 disease categories were studied. Consistent with the current classification, ACCs clustered as a homogenous group in a pan-cancer context. It also clustered close to neural crest derived tumors, including gliomas, neuroblastomas, pancreatic neuroendocrine tumors, and PPGLs. Contrary, some PPGLs mixed with pancreatic neuroendocrine tumors or neuroblastomas. Thus, our unbiased gene-expression analysis of PPGL did not overlap with their current clinicopathological classification. These results emphasize some importances of the shared embryological origin of these tumors, all either related or close to neural crest tumors, and opens for investigation of a complementary categorization based on gene-expression features.https://www.mdpi.com/2072-6694/10/12/518pheochromocytomaparagangliomaadrenocortical carcinomaadrenal tumorpan-cancer analysisneural crestneuroendocrine
collection DOAJ
language English
format Article
sources DOAJ
author Joakim Crona
Samuel Backman
Staffan Welin
David Taïeb
Per Hellman
Peter Stålberg
Britt Skogseid
Karel Pacak
spellingShingle Joakim Crona
Samuel Backman
Staffan Welin
David Taïeb
Per Hellman
Peter Stålberg
Britt Skogseid
Karel Pacak
RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
Cancers
pheochromocytoma
paraganglioma
adrenocortical carcinoma
adrenal tumor
pan-cancer analysis
neural crest
neuroendocrine
author_facet Joakim Crona
Samuel Backman
Staffan Welin
David Taïeb
Per Hellman
Peter Stålberg
Britt Skogseid
Karel Pacak
author_sort Joakim Crona
title RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
title_short RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
title_full RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
title_fullStr RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
title_full_unstemmed RNA-Sequencing Analysis of Adrenocortical Carcinoma, Pheochromocytoma and Paraganglioma from a Pan-Cancer Perspective
title_sort rna-sequencing analysis of adrenocortical carcinoma, pheochromocytoma and paraganglioma from a pan-cancer perspective
publisher MDPI AG
series Cancers
issn 2072-6694
publishDate 2018-12-01
description Adrenocortical carcinoma (ACC) and pheochromocytoma and paraganglioma (PPGL) are defined by clinicopathological criteria and can be further sub-divided based on different molecular features. Whether differences between these molecular subgroups are significant enough to re-challenge their current clinicopathological classification is currently unknown. It is also not fully understood to which other cancers ACC and PPGL show similarity to. To address these questions, we included recent RNA-Seq data from the Cancer Genome Atlas (TCGA) and Therapeutically Applicable Research to Generate Effective Treatments (TARGET) datasets. Two bioinformatics pipelines were used for unsupervised clustering and principal components analysis. Results were validated using consensus clustering model and interpreted according to previous pan-cancer experiments. Two datasets consisting of 3319 tumors from 35 disease categories were studied. Consistent with the current classification, ACCs clustered as a homogenous group in a pan-cancer context. It also clustered close to neural crest derived tumors, including gliomas, neuroblastomas, pancreatic neuroendocrine tumors, and PPGLs. Contrary, some PPGLs mixed with pancreatic neuroendocrine tumors or neuroblastomas. Thus, our unbiased gene-expression analysis of PPGL did not overlap with their current clinicopathological classification. These results emphasize some importances of the shared embryological origin of these tumors, all either related or close to neural crest tumors, and opens for investigation of a complementary categorization based on gene-expression features.
topic pheochromocytoma
paraganglioma
adrenocortical carcinoma
adrenal tumor
pan-cancer analysis
neural crest
neuroendocrine
url https://www.mdpi.com/2072-6694/10/12/518
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