Signal Transduction and Targeted Therapy (Sep 2021)
Detection of an anti-angina therapeutic module in the effective population treated by a multi-target drug Danhong injection: a randomized trial
- Jun Liu,
- Dan-Dan Li,
- Wei Dong,
- Yu-Qi Liu,
- Yang Wu,
- Da-Xuan Tang,
- Fu-Chun Zhang,
- Meng Qiu,
- Qi Hua,
- Jing-Yu He,
- Jun Li,
- Bai Du,
- Ting-Hai Du,
- Lin-Lin Niu,
- Xue-Jun Jiang,
- Bo Cui,
- Jiang-Bin Chen,
- Yang-Gan Wang,
- Hai-Rong Wang,
- Qin Yu,
- Jing He,
- Yi-Lin Mao,
- Xiao-Fang Bin,
- Yue Deng,
- Yu-Dan Tian,
- Qing-Hua Han,
- Da-Jin Liu,
- Li-Qin Duan,
- Ming-Jun Zhao,
- Cui-Ying Zhang,
- Hai-Ying Dai,
- Ze-Hua Li,
- Ying Xiao,
- You-Zhi Hu,
- Xiao-Yu Huang,
- Kun Xing,
- Xin Jiang,
- Chao-Feng Liu,
- Jing An,
- Feng-Chun Li,
- Tao Tao,
- Jin-Fa Jiang,
- Ying Yang,
- Yao-Rong Dong,
- Lei Zhang,
- Guang Fu,
- Ying Li,
- Shu-Wei Huang,
- Li-Ping Dou,
- Lan-Jun Sun,
- Ying-Qiang Zhao,
- Jie Li,
- Yun Xia,
- Jun Liu,
- Fan Liu,
- Wen-Jin He,
- Ying Li,
- Jian-Cong Tan,
- Yang Lin,
- Ya-Bin Zhou,
- Jian-Fei Yang,
- Guo-Qing Ma,
- Hui-Jun Chen,
- He-Ping Liu,
- Zong-Wu Liu,
- Jian-Xiong Liu,
- Xiao-Jia Luo,
- Xiao-Hong Bin,
- Ya-Nan Yu,
- Hai-Xia Dang,
- Bing Li,
- Fei Teng,
- Wang-Min Qiao,
- Xiao-Long Zhu,
- Bing-Wei Chen,
- Qi-Guang Chen,
- Chun-Ti Shen,
- Yong-Yan Wang,
- Yun-Dai Chen,
- Zhong Wang
Affiliations
- Jun Liu
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- Dan-Dan Li
- Department of Cardiology, Chinese PLA General Hospital
- Wei Dong
- Department of Cardiology, Chinese PLA General Hospital
- Yu-Qi Liu
- Department of Cardiology, Chinese PLA General Hospital
- Yang Wu
- Department of Cardiology, Dongfang Hospital Affiliated to Beijing University of Chinese Medicine
- Da-Xuan Tang
- Department of Cardiology, Dongfang Hospital Affiliated to Beijing University of Chinese Medicine
- Fu-Chun Zhang
- Department of Geratology, Peking University Third Hospital
- Meng Qiu
- Department of Geratology, Peking University Third Hospital
- Qi Hua
- Department of Cardiology, Xuan Wu Hospital, Capital Medical University
- Jing-Yu He
- Department of Cardiology, Xuan Wu Hospital, Capital Medical University
- Jun Li
- Department of Cardiology, Guang’anmen Hospital, China Academy of Chinese Medical Sciences
- Bai Du
- Department of Cardiology, Guang’anmen Hospital, China Academy of Chinese Medical Sciences
- Ting-Hai Du
- Department of Cardiology, First Affiliated Hospital of Henan University of Chinese Medicine
- Lin-Lin Niu
- Department of Cardiology, First Affiliated Hospital of Henan University of Chinese Medicine
- Xue-Jun Jiang
- Department of Cardiology, Wuhan University Renmin Hospital
- Bo Cui
- Department of Cardiology, Wuhan University Renmin Hospital
- Jiang-Bin Chen
- Department of Cardiology, Wuhan University Renmin Hospital
- Yang-Gan Wang
- Department of Cardiology, Wuhan University Zhongnan Hospital
- Hai-Rong Wang
- Department of Cardiology, Wuhan University Zhongnan Hospital
- Qin Yu
- Affiliated Zhongshan Hospital of Dalian University
- Jing He
- Affiliated Zhongshan Hospital of Dalian University
- Yi-Lin Mao
- Department of Cardiology, Second Affiliated Hospital to Hunan University of Chinese Medicine
- Xiao-Fang Bin
- Department of Cardiology, Second Affiliated Hospital to Hunan University of Chinese Medicine
- Yue Deng
- Department of Cardiology, First Affiliated Hospital to Changchun University of Chinese Medicine
- Yu-Dan Tian
- Department of Cardiology, First Affiliated Hospital to Changchun University of Chinese Medicine
- Qing-Hua Han
- Department of Cardiology, First Affiliated Hospital to Shanxi Medical University
- Da-Jin Liu
- Department of Cardiology, First Affiliated Hospital to Shanxi Medical University
- Li-Qin Duan
- Department of Cardiology, First Affiliated Hospital to Shanxi Medical University
- Ming-Jun Zhao
- Department of Cardiology, Affiliated Hospital of Shanxi University of Chinese Medicine
- Cui-Ying Zhang
- Department of Cardiology, Affiliated Hospital of Shanxi University of Chinese Medicine
- Hai-Ying Dai
- Department of Cardiology, Changsha Central Hospital
- Ze-Hua Li
- Department of Cardiology, Changsha Central Hospital
- Ying Xiao
- Department of Cardiology, Changsha Central Hospital
- You-Zhi Hu
- Department of Cardiology, Hubei Provincial Hospital of Traditional Chinese Medicine
- Xiao-Yu Huang
- Department of Cardiology, Hubei Provincial Hospital of Traditional Chinese Medicine
- Kun Xing
- Department of Cardiology, Shanxi Provincial People’s Hospital
- Xin Jiang
- Department of Cardiology, Shanxi Provincial People’s Hospital
- Chao-Feng Liu
- Department of Cardiology, Shanxi Province Hospital of Traditional Chinese Medicine
- Jing An
- Department of Cardiology, Shanxi Province Hospital of Traditional Chinese Medicine
- Feng-Chun Li
- Department of Cardiology, Xi’an City Hospital of Traditional Chinese Medicine
- Tao Tao
- Department of Cardiology, Xi’an City Hospital of Traditional Chinese Medicine
- Jin-Fa Jiang
- Department of Cardiology, Shanghai Tongji Hospital
- Ying Yang
- Department of Cardiology, Shanghai Tongji Hospital
- Yao-Rong Dong
- Department of Cardiology, Shanghai Municipal Hospital of Traditional Chinese Medicine
- Lei Zhang
- Department of Cardiology, Shanghai Municipal Hospital of Traditional Chinese Medicine
- Guang Fu
- Department of Cardiology, The First Hospital of Changsha
- Ying Li
- Department of Cardiology, The First Hospital of Changsha
- Shu-Wei Huang
- Department of Cardiology, Xinhua Hospital of Zhejiang Province
- Li-Ping Dou
- Department of Cardiology, Xinhua Hospital of Zhejiang Province
- Lan-Jun Sun
- Department of Cardiology, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine
- Ying-Qiang Zhao
- Department of Cardiology, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine
- Jie Li
- Department of Cardiology, Second Affiliated Hospital of Tianjin University of Traditional Chinese Medicine
- Yun Xia
- Department of Chinese medicine, Shanghai Tenth People’s Hospital
- Jun Liu
- Department of Chinese medicine, Shanghai Tenth People’s Hospital
- Fan Liu
- Department of Cardiology, Chongqing City Hospital of Traditional Chinese Medicine
- Wen-Jin He
- Department of Cardiology, Chongqing City Hospital of Traditional Chinese Medicine
- Ying Li
- Department of Cardiology, Chongqing City Hospital of Traditional Chinese Medicine
- Jian-Cong Tan
- Department of Cardiology, Third People’s Hospital of Chongqing
- Yang Lin
- Department of Cardiology, Third People’s Hospital of Chongqing
- Ya-Bin Zhou
- Department of Cardiology, First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine
- Jian-Fei Yang
- Department of Cardiology, First Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine
- Guo-Qing Ma
- Department of Cardiology, Second Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine
- Hui-Jun Chen
- Department of Cardiology, Second Affiliated Hospital of Heilongjiang University of Traditional Chinese Medicine
- He-Ping Liu
- Department of Cardiology, Jilin Province People’s Hospital
- Zong-Wu Liu
- Department of Cardiology, Jilin Province People’s Hospital
- Jian-Xiong Liu
- Department of Cardiology, Chengdu Second People’s Hospital
- Xiao-Jia Luo
- Department of Cardiology, Chengdu Second People’s Hospital
- Xiao-Hong Bin
- Department of Cardiology, Chengdu Second People’s Hospital
- Ya-Nan Yu
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- Hai-Xia Dang
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- Bing Li
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- Fei Teng
- Beijing Genomics Institute (Shenzhen)
- Wang-Min Qiao
- Beijing Genomics Institute (Shenzhen)
- Xiao-Long Zhu
- Beijing Genomics Institute (Shenzhen)
- Bing-Wei Chen
- School of Public Health, Southeast University
- Qi-Guang Chen
- School of Public Health, Southeast University
- Chun-Ti Shen
- Changzhou Hospital of Traditional Chinese Medicine
- Yong-Yan Wang
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- Yun-Dai Chen
- Department of Cardiology, Chinese PLA General Hospital
- Zhong Wang
- Institute of Basic Research in Clinical Medicine, China Academy of Chinese Medical Sciences
- DOI
- https://doi.org/10.1038/s41392-021-00741-x
- Journal volume & issue
-
Vol. 6,
no. 1
pp. 1 – 10
Abstract
Abstract 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 Zsummary 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).