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Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning

Clear cell renal cell carcinoma (ccRCC) is the most common histological type of kidney cancer and has high heterogeneity. Stratification of ccRCC is important since distinct subtypes differ in prognosis and treatment. Here, we applied a systems biology approach to stratify ccRCC into three molecular...

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Autores principales: Li, Xiangyu, Kim, Woonghee, Juszczak, Kajetan, Arif, Muhammad, Sato, Yusuke, Kume, Haruki, Ogawa, Seishi, Turkez, Hasan, Boren, Jan, Nielsen, Jens, Uhlen, Mathias, Zhang, Cheng, Mardinoglu, Adil
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8253978/
https://www.ncbi.nlm.nih.gov/pubmed/34258555
http://dx.doi.org/10.1016/j.isci.2021.102722
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author Li, Xiangyu
Kim, Woonghee
Juszczak, Kajetan
Arif, Muhammad
Sato, Yusuke
Kume, Haruki
Ogawa, Seishi
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Zhang, Cheng
Mardinoglu, Adil
author_facet Li, Xiangyu
Kim, Woonghee
Juszczak, Kajetan
Arif, Muhammad
Sato, Yusuke
Kume, Haruki
Ogawa, Seishi
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Zhang, Cheng
Mardinoglu, Adil
author_sort Li, Xiangyu
collection PubMed
description Clear cell renal cell carcinoma (ccRCC) is the most common histological type of kidney cancer and has high heterogeneity. Stratification of ccRCC is important since distinct subtypes differ in prognosis and treatment. Here, we applied a systems biology approach to stratify ccRCC into three molecular subtypes with different mRNA expression patterns and prognosis of patients. Further, we developed a set of biomarkers that could robustly classify the patients into each of the three subtypes and predict the prognosis of patients. Then, we reconstructed subtype-specific metabolic models and performed essential gene analysis to identify the potential drug targets. We identified four drug targets, including SOAT1, CRLS1, and ACACB, essential in all the three subtypes and GPD2, exclusively essential to subtype 1. Finally, we repositioned mitotane, an FDA-approved SOAT1 inhibitor, to treat ccRCC and showed that it decreased tumor cell viability and inhibited tumor cell growth based on in vitro experiments.
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spelling pubmed-82539782021-07-12 Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning Li, Xiangyu Kim, Woonghee Juszczak, Kajetan Arif, Muhammad Sato, Yusuke Kume, Haruki Ogawa, Seishi Turkez, Hasan Boren, Jan Nielsen, Jens Uhlen, Mathias Zhang, Cheng Mardinoglu, Adil iScience Article Clear cell renal cell carcinoma (ccRCC) is the most common histological type of kidney cancer and has high heterogeneity. Stratification of ccRCC is important since distinct subtypes differ in prognosis and treatment. Here, we applied a systems biology approach to stratify ccRCC into three molecular subtypes with different mRNA expression patterns and prognosis of patients. Further, we developed a set of biomarkers that could robustly classify the patients into each of the three subtypes and predict the prognosis of patients. Then, we reconstructed subtype-specific metabolic models and performed essential gene analysis to identify the potential drug targets. We identified four drug targets, including SOAT1, CRLS1, and ACACB, essential in all the three subtypes and GPD2, exclusively essential to subtype 1. Finally, we repositioned mitotane, an FDA-approved SOAT1 inhibitor, to treat ccRCC and showed that it decreased tumor cell viability and inhibited tumor cell growth based on in vitro experiments. Elsevier 2021-06-12 /pmc/articles/PMC8253978/ /pubmed/34258555 http://dx.doi.org/10.1016/j.isci.2021.102722 Text en © 2021 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Li, Xiangyu
Kim, Woonghee
Juszczak, Kajetan
Arif, Muhammad
Sato, Yusuke
Kume, Haruki
Ogawa, Seishi
Turkez, Hasan
Boren, Jan
Nielsen, Jens
Uhlen, Mathias
Zhang, Cheng
Mardinoglu, Adil
Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title_full Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title_fullStr Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title_full_unstemmed Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title_short Stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
title_sort stratification of patients with clear cell renal cell carcinoma to facilitate drug repositioning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8253978/
https://www.ncbi.nlm.nih.gov/pubmed/34258555
http://dx.doi.org/10.1016/j.isci.2021.102722
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