Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer
Breast cancer (BC) is a common disease and one of the main causes of death in females worldwide. In the omics era, researchers have used various high-throughput sequencing technologies to accumulate massive amounts of biomedical data and reveal an increasing number of disease-related mutations/genes...
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doaj-6489d01a344341d0923469bdfbc0b0892021-07-23T13:33:51ZengMDPI AGCancers2072-66942021-07-01133586358610.3390/cancers13143586Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast CancerZe-Jia Cui0Min Gao1Yuan Quan2Bo-Min Lv3Xin-Yu Tong4Teng-Fei Dai5Xiong-Hui Zhou6Hong-Yu Zhang7Hubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaAtaGenix Laboratory, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaHubei Key Laboratory of Agricultural Bioinformatics, College of Informatics, Huazhong Agricultural University, Wuhan 430070, ChinaBreast cancer (BC) is a common disease and one of the main causes of death in females worldwide. In the omics era, researchers have used various high-throughput sequencing technologies to accumulate massive amounts of biomedical data and reveal an increasing number of disease-related mutations/genes. It is a major challenge to use these data effectively to find drugs that may protect human health. In this study, we combined the GeneRank algorithm and gene dependency network to propose a precision drug discovery strategy that can recommend drugs for individuals and screen existing drugs that could be used to treat different BC subtypes. We used this strategy to screen four BC subtype-specific drug combinations and verified the potential activity of combining gefitinib and irinotecan in triple-negative breast cancer (TNBC) through in vivo and in vitro experiments. The results of cell and animal experiments demonstrated that the combination of gefitinib and irinotecan can significantly inhibit the growth of TNBC tumour cells. The results also demonstrated that this systems pharmacology-based precision drug discovery strategy effectively identified important disease-related genes in individuals and special groups, which supports its efficiency, high reliability, and practical application value in drug discovery.https://www.mdpi.com/2072-6694/13/14/3586precision drug discoverybreast cancerbreast cancer subtypesdrug combinationsystems pharmacology |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Ze-Jia Cui Min Gao Yuan Quan Bo-Min Lv Xin-Yu Tong Teng-Fei Dai Xiong-Hui Zhou Hong-Yu Zhang |
spellingShingle |
Ze-Jia Cui Min Gao Yuan Quan Bo-Min Lv Xin-Yu Tong Teng-Fei Dai Xiong-Hui Zhou Hong-Yu Zhang Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer Cancers precision drug discovery breast cancer breast cancer subtypes drug combination systems pharmacology |
author_facet |
Ze-Jia Cui Min Gao Yuan Quan Bo-Min Lv Xin-Yu Tong Teng-Fei Dai Xiong-Hui Zhou Hong-Yu Zhang |
author_sort |
Ze-Jia Cui |
title |
Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer |
title_short |
Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer |
title_full |
Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer |
title_fullStr |
Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer |
title_full_unstemmed |
Systems Pharmacology-Based Precision Therapy and Drug Combination Discovery for Breast Cancer |
title_sort |
systems pharmacology-based precision therapy and drug combination discovery for breast cancer |
publisher |
MDPI AG |
series |
Cancers |
issn |
2072-6694 |
publishDate |
2021-07-01 |
description |
Breast cancer (BC) is a common disease and one of the main causes of death in females worldwide. In the omics era, researchers have used various high-throughput sequencing technologies to accumulate massive amounts of biomedical data and reveal an increasing number of disease-related mutations/genes. It is a major challenge to use these data effectively to find drugs that may protect human health. In this study, we combined the GeneRank algorithm and gene dependency network to propose a precision drug discovery strategy that can recommend drugs for individuals and screen existing drugs that could be used to treat different BC subtypes. We used this strategy to screen four BC subtype-specific drug combinations and verified the potential activity of combining gefitinib and irinotecan in triple-negative breast cancer (TNBC) through in vivo and in vitro experiments. The results of cell and animal experiments demonstrated that the combination of gefitinib and irinotecan can significantly inhibit the growth of TNBC tumour cells. The results also demonstrated that this systems pharmacology-based precision drug discovery strategy effectively identified important disease-related genes in individuals and special groups, which supports its efficiency, high reliability, and practical application value in drug discovery. |
topic |
precision drug discovery breast cancer breast cancer subtypes drug combination systems pharmacology |
url |
https://www.mdpi.com/2072-6694/13/14/3586 |
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