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Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial

It’s a challenge for detecting the therapeutic targets of a polypharmacological drug from variations in the responsed networks in the differentiated populations with complex diseases, as stable coronary heart disease. Here, in an adaptive, 31-center, randomized, double-blind trial involving 920 pati...

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Autores principales: Liu, Jun, Li, Dan-Dan, Dong, Wei, Liu, Yu-Qi, Wu, Yang, Tang, Da-Xuan, Zhang, Fu-Chun, Qiu, Meng, Hua, Qi, He, Jing-Yu, Li, Jun, Du, Bai, Du, Ting-Hai, Niu, Lin-Lin, Jiang, Xue-Jun, Cui, Bo, Chen, Jiang-Bin, Wang, Yang-Gan, Wang, Hai-Rong, Yu, Qin, He, Jing, Mao, Yi-Lin, Bin, Xiao-Fang, Deng, Yue, Tian, Yu-Dan, Han, Qing-Hua, Liu, Da-Jin, Duan, Li-Qin, Zhao, Ming-Jun, Zhang, Cui-Ying, Dai, Hai-Ying, Li, Ze-Hua, Xiao, Ying, Hu, You-Zhi, Huang, Xiao-Yu, Xing, Kun, Jiang, Xin, Liu, Chao-Feng, An, Jing, Li, Feng-Chun, Tao, Tao, Jiang, Jin-Fa, Yang, Ying, Dong, Yao-Rong, Zhang, Lei, Fu, Guang, Li, Ying, Huang, Shu-Wei, Dou, Li-Ping, Sun, Lan-Jun, Zhao, Ying-Qiang, Li, Jie, Xia, Yun, Liu, Fan, He, Wen-Jin, Tan, Jian-Cong, Lin, Yang, Zhou, Ya-Bin, Yang, Jian-Fei, Ma, Guo-Qing, Chen, Hui-Jun, Liu, He-Ping, Liu, Zong-Wu, Liu, Jian-Xiong, Luo, Xiao-Jia, Bin, Xiao-Hong, Yu, Ya-Nan, Dang, Hai-Xia, Li, Bing, Teng, Fei, Qiao, Wang-Min, Zhu, Xiao-Long, Chen, Bing-Wei, Chen, Qi-Guang, Shen, Chun-Ti, Wang, Yong-Yan, Chen, Yun-Dai, Wang, Zhong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410855/
https://www.ncbi.nlm.nih.gov/pubmed/34471087
http://dx.doi.org/10.1038/s41392-021-00741-x
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author Liu, Jun
Li, Dan-Dan
Dong, Wei
Liu, Yu-Qi
Wu, Yang
Tang, Da-Xuan
Zhang, Fu-Chun
Qiu, Meng
Hua, Qi
He, Jing-Yu
Li, Jun
Du, Bai
Du, Ting-Hai
Niu, Lin-Lin
Jiang, Xue-Jun
Cui, Bo
Chen, Jiang-Bin
Wang, Yang-Gan
Wang, Hai-Rong
Yu, Qin
He, Jing
Mao, Yi-Lin
Bin, Xiao-Fang
Deng, Yue
Tian, Yu-Dan
Han, Qing-Hua
Liu, Da-Jin
Duan, Li-Qin
Zhao, Ming-Jun
Zhang, Cui-Ying
Dai, Hai-Ying
Li, Ze-Hua
Xiao, Ying
Hu, You-Zhi
Huang, Xiao-Yu
Xing, Kun
Jiang, Xin
Liu, Chao-Feng
An, Jing
Li, Feng-Chun
Tao, Tao
Jiang, Jin-Fa
Yang, Ying
Dong, Yao-Rong
Zhang, Lei
Fu, Guang
Li, Ying
Huang, Shu-Wei
Dou, Li-Ping
Sun, Lan-Jun
Zhao, Ying-Qiang
Li, Jie
Xia, Yun
Liu, Jun
Liu, Fan
He, Wen-Jin
Li, Ying
Tan, Jian-Cong
Lin, Yang
Zhou, Ya-Bin
Yang, Jian-Fei
Ma, Guo-Qing
Chen, Hui-Jun
Liu, He-Ping
Liu, Zong-Wu
Liu, Jian-Xiong
Luo, Xiao-Jia
Bin, Xiao-Hong
Yu, Ya-Nan
Dang, Hai-Xia
Li, Bing
Teng, Fei
Qiao, Wang-Min
Zhu, Xiao-Long
Chen, Bing-Wei
Chen, Qi-Guang
Shen, Chun-Ti
Wang, Yong-Yan
Chen, Yun-Dai
Wang, Zhong
author_facet Liu, Jun
Li, Dan-Dan
Dong, Wei
Liu, Yu-Qi
Wu, Yang
Tang, Da-Xuan
Zhang, Fu-Chun
Qiu, Meng
Hua, Qi
He, Jing-Yu
Li, Jun
Du, Bai
Du, Ting-Hai
Niu, Lin-Lin
Jiang, Xue-Jun
Cui, Bo
Chen, Jiang-Bin
Wang, Yang-Gan
Wang, Hai-Rong
Yu, Qin
He, Jing
Mao, Yi-Lin
Bin, Xiao-Fang
Deng, Yue
Tian, Yu-Dan
Han, Qing-Hua
Liu, Da-Jin
Duan, Li-Qin
Zhao, Ming-Jun
Zhang, Cui-Ying
Dai, Hai-Ying
Li, Ze-Hua
Xiao, Ying
Hu, You-Zhi
Huang, Xiao-Yu
Xing, Kun
Jiang, Xin
Liu, Chao-Feng
An, Jing
Li, Feng-Chun
Tao, Tao
Jiang, Jin-Fa
Yang, Ying
Dong, Yao-Rong
Zhang, Lei
Fu, Guang
Li, Ying
Huang, Shu-Wei
Dou, Li-Ping
Sun, Lan-Jun
Zhao, Ying-Qiang
Li, Jie
Xia, Yun
Liu, Jun
Liu, Fan
He, Wen-Jin
Li, Ying
Tan, Jian-Cong
Lin, Yang
Zhou, Ya-Bin
Yang, Jian-Fei
Ma, Guo-Qing
Chen, Hui-Jun
Liu, He-Ping
Liu, Zong-Wu
Liu, Jian-Xiong
Luo, Xiao-Jia
Bin, Xiao-Hong
Yu, Ya-Nan
Dang, Hai-Xia
Li, Bing
Teng, Fei
Qiao, Wang-Min
Zhu, Xiao-Long
Chen, Bing-Wei
Chen, Qi-Guang
Shen, Chun-Ti
Wang, Yong-Yan
Chen, Yun-Dai
Wang, Zhong
author_sort Liu, Jun
collection PubMed
description It’s a challenge for detecting the therapeutic targets of a polypharmacological drug from variations in the responsed networks in the differentiated populations with complex diseases, as stable coronary heart disease. Here, in an adaptive, 31-center, randomized, double-blind trial involving 920 patients with moderate symptomatic stable angina treated by 14-day Danhong injection(DHI), a kind of polypharmacological drug with high quality control, or placebo (0.9% saline), with 76-day following-up, we firstly confirmed that DHI could increase the proportion of patients with clinically significant changes on angina-frequency assessed by Seattle Angina Questionnaire (ΔSAQ-AF ≥ 20) (12.78% at Day 30, 95% confidence interval [CI] 5.86–19.71%, P = 0.0003, 13.82% at Day 60, 95% CI 6.82–20.82%, P = 0.0001 and 8.95% at Day 90, 95% CI 2.06–15.85%, P = 0.01). We also found that there were no significant differences in new-onset major vascular events (P = 0.8502) and serious adverse events (P = 0.9105) between DHI and placebo. After performing the RNA sequencing in 62 selected patients, we developed a systemic modular approach to identify differentially expressed modules (DEMs) of DHI with the Z(summary) value less than 0 compared with the control group, calculated by weighted gene co-expression network analysis (WGCNA), and sketched out the basic framework on a modular map with 25 functional modules targeted by DHI. Furthermore, the effective therapeutic module (ETM), defined as the highest correlation value with the phenotype alteration (ΔSAQ-AF, the change in SAQ-AF at Day 30 from baseline) calculated by WGCNA, was identified in the population with the best effect (ΔSAQ-AF ≥ 40), which is related to anticoagulation and regulation of cholesterol metabolism. We assessed the modular flexibility of this ETM using the global topological D value based on Euclidean distance, which is correlated with phenotype alteration (r(2): 0.8204, P = 0.019) by linear regression. Our study identified the anti-angina therapeutic module in the effective population treated by the multi-target drug. Modular methods facilitate the discovery of network pharmacological mechanisms and the advancement of precision medicine. (ClinicalTrials.gov identifier: NCT01681316).
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spelling pubmed-84108552021-09-22 Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial Liu, Jun Li, Dan-Dan Dong, Wei Liu, Yu-Qi Wu, Yang Tang, Da-Xuan Zhang, Fu-Chun Qiu, Meng Hua, Qi He, Jing-Yu Li, Jun Du, Bai Du, Ting-Hai Niu, Lin-Lin Jiang, Xue-Jun Cui, Bo Chen, Jiang-Bin Wang, Yang-Gan Wang, Hai-Rong Yu, Qin He, Jing Mao, Yi-Lin Bin, Xiao-Fang Deng, Yue Tian, Yu-Dan Han, Qing-Hua Liu, Da-Jin Duan, Li-Qin Zhao, Ming-Jun Zhang, Cui-Ying Dai, Hai-Ying Li, Ze-Hua Xiao, Ying Hu, You-Zhi Huang, Xiao-Yu Xing, Kun Jiang, Xin Liu, Chao-Feng An, Jing Li, Feng-Chun Tao, Tao Jiang, Jin-Fa Yang, Ying Dong, Yao-Rong Zhang, Lei Fu, Guang Li, Ying Huang, Shu-Wei Dou, Li-Ping Sun, Lan-Jun Zhao, Ying-Qiang Li, Jie Xia, Yun Liu, Jun Liu, Fan He, Wen-Jin Li, Ying Tan, Jian-Cong Lin, Yang Zhou, Ya-Bin Yang, Jian-Fei Ma, Guo-Qing Chen, Hui-Jun Liu, He-Ping Liu, Zong-Wu Liu, Jian-Xiong Luo, Xiao-Jia Bin, Xiao-Hong Yu, Ya-Nan Dang, Hai-Xia Li, Bing Teng, Fei Qiao, Wang-Min Zhu, Xiao-Long Chen, Bing-Wei Chen, Qi-Guang Shen, Chun-Ti Wang, Yong-Yan Chen, Yun-Dai Wang, Zhong Signal Transduct Target Ther Article It’s a challenge for detecting the therapeutic targets of a polypharmacological drug from variations in the responsed networks in the differentiated populations with complex diseases, as stable coronary heart disease. Here, in an adaptive, 31-center, randomized, double-blind trial involving 920 patients with moderate symptomatic stable angina treated by 14-day Danhong injection(DHI), a kind of polypharmacological drug with high quality control, or placebo (0.9% saline), with 76-day following-up, we firstly confirmed that DHI could increase the proportion of patients with clinically significant changes on angina-frequency assessed by Seattle Angina Questionnaire (ΔSAQ-AF ≥ 20) (12.78% at Day 30, 95% confidence interval [CI] 5.86–19.71%, P = 0.0003, 13.82% at Day 60, 95% CI 6.82–20.82%, P = 0.0001 and 8.95% at Day 90, 95% CI 2.06–15.85%, P = 0.01). We also found that there were no significant differences in new-onset major vascular events (P = 0.8502) and serious adverse events (P = 0.9105) between DHI and placebo. After performing the RNA sequencing in 62 selected patients, we developed a systemic modular approach to identify differentially expressed modules (DEMs) of DHI with the Z(summary) value less than 0 compared with the control group, calculated by weighted gene co-expression network analysis (WGCNA), and sketched out the basic framework on a modular map with 25 functional modules targeted by DHI. Furthermore, the effective therapeutic module (ETM), defined as the highest correlation value with the phenotype alteration (ΔSAQ-AF, the change in SAQ-AF at Day 30 from baseline) calculated by WGCNA, was identified in the population with the best effect (ΔSAQ-AF ≥ 40), which is related to anticoagulation and regulation of cholesterol metabolism. We assessed the modular flexibility of this ETM using the global topological D value based on Euclidean distance, which is correlated with phenotype alteration (r(2): 0.8204, P = 0.019) by linear regression. Our study identified the anti-angina therapeutic module in the effective population treated by the multi-target drug. Modular methods facilitate the discovery of network pharmacological mechanisms and the advancement of precision medicine. (ClinicalTrials.gov identifier: NCT01681316). Nature Publishing Group UK 2021-09-01 /pmc/articles/PMC8410855/ /pubmed/34471087 http://dx.doi.org/10.1038/s41392-021-00741-x Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Liu, Jun
Li, Dan-Dan
Dong, Wei
Liu, Yu-Qi
Wu, Yang
Tang, Da-Xuan
Zhang, Fu-Chun
Qiu, Meng
Hua, Qi
He, Jing-Yu
Li, Jun
Du, Bai
Du, Ting-Hai
Niu, Lin-Lin
Jiang, Xue-Jun
Cui, Bo
Chen, Jiang-Bin
Wang, Yang-Gan
Wang, Hai-Rong
Yu, Qin
He, Jing
Mao, Yi-Lin
Bin, Xiao-Fang
Deng, Yue
Tian, Yu-Dan
Han, Qing-Hua
Liu, Da-Jin
Duan, Li-Qin
Zhao, Ming-Jun
Zhang, Cui-Ying
Dai, Hai-Ying
Li, Ze-Hua
Xiao, Ying
Hu, You-Zhi
Huang, Xiao-Yu
Xing, Kun
Jiang, Xin
Liu, Chao-Feng
An, Jing
Li, Feng-Chun
Tao, Tao
Jiang, Jin-Fa
Yang, Ying
Dong, Yao-Rong
Zhang, Lei
Fu, Guang
Li, Ying
Huang, Shu-Wei
Dou, Li-Ping
Sun, Lan-Jun
Zhao, Ying-Qiang
Li, Jie
Xia, Yun
Liu, Jun
Liu, Fan
He, Wen-Jin
Li, Ying
Tan, Jian-Cong
Lin, Yang
Zhou, Ya-Bin
Yang, Jian-Fei
Ma, Guo-Qing
Chen, Hui-Jun
Liu, He-Ping
Liu, Zong-Wu
Liu, Jian-Xiong
Luo, Xiao-Jia
Bin, Xiao-Hong
Yu, Ya-Nan
Dang, Hai-Xia
Li, Bing
Teng, Fei
Qiao, Wang-Min
Zhu, Xiao-Long
Chen, Bing-Wei
Chen, Qi-Guang
Shen, Chun-Ti
Wang, Yong-Yan
Chen, Yun-Dai
Wang, Zhong
Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title_full Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title_fullStr Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title_full_unstemmed Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title_short Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
title_sort detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug danhong injection: a randomized trial
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8410855/
https://www.ncbi.nlm.nih.gov/pubmed/34471087
http://dx.doi.org/10.1038/s41392-021-00741-x
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