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...

Full description

Bibliographic Details
Main Authors: Ze-Jia Cui, Min Gao, Yuan Quan, Bo-Min Lv, Xin-Yu Tong, Teng-Fei Dai, Xiong-Hui Zhou, Hong-Yu Zhang
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Cancers
Subjects:
Online Access:https://www.mdpi.com/2072-6694/13/14/3586
id doaj-6489d01a344341d0923469bdfbc0b089
record_format Article
spelling 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
work_keys_str_mv AT zejiacui systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT mingao systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT yuanquan systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT bominlv systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT xinyutong systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT tengfeidai systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT xionghuizhou systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
AT hongyuzhang systemspharmacologybasedprecisiontherapyanddrugcombinationdiscoveryforbreastcancer
_version_ 1721289109880700928