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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2021
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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. |
format | Online Article Text |
id | pubmed-8253978 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
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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