1.清华大学医学院医学系统生物学研究中心,北京市海淀区双清路30号 ,100084
2.生物芯片北京国家工程研究中心
3.中国中医科学院广安门医院
4.北京博奥晶方生物科技有限公司
5.成都中医药大学基础医学院
王阶,wangjie0103@126.com
程京,E-mail:jcheng@tsinghua.edu.cn
收稿:2022-11-16,
修回:2023-01-01,
纸质出版:2023-02-02
移动端阅览
乔连生,李军,谢兰等.基于靶向转录组、专家经验和人工智能研发守正创新中药的路径探索——以治疗慢性心力衰竭的中药新药研发为例[J].中医杂志,2023,64(03):217-224.
QIAO Liansheng,LI Jun,XIE Lan,et al.The Exploration of a New Approach for Developing Innovative Chinese Herbal Formulae by Combining Targeted Transcriptome, Expert Experience and Artificial Intelligence: Taking the Development of Anti-chronic Heart Failure Innovative Formula as an Example[J].Journal of Traditional Chinese Medicine,2023,64(03):217-224.
乔连生,李军,谢兰等.基于靶向转录组、专家经验和人工智能研发守正创新中药的路径探索——以治疗慢性心力衰竭的中药新药研发为例[J].中医杂志,2023,64(03):217-224. DOI: 10.13288/j.11-2166/r.2023.03.001.
QIAO Liansheng,LI Jun,XIE Lan,et al.The Exploration of a New Approach for Developing Innovative Chinese Herbal Formulae by Combining Targeted Transcriptome, Expert Experience and Artificial Intelligence: Taking the Development of Anti-chronic Heart Failure Innovative Formula as an Example[J].Journal of Traditional Chinese Medicine,2023,64(03):217-224. DOI: 10.13288/j.11-2166/r.2023.03.001.
传统药物研发通常针对单一靶点,对多环节失调的复杂性疾病不能提供最优解决方案。近年基于高通量测序的药物筛选方法逐渐兴起,通过大规模检测药物对多基因和多通路的调控作用,有望突破传统药物研发的瓶颈,研发针对复杂性疾病的新药。中药具有多成分、多靶点、多途径的特点,在治疗复杂性疾病方面具有优势。以治疗慢性心力衰竭的中药新药研发为例,结合高通量靶向转录组筛选(HT
3
S)和中医药专家共识,探索一条全新的新药研发路径。在总结慢性心力衰竭(CHF)病理机制和中医病机认识的基础上,以温阳补气、活血化瘀、化痰利水的中医治法为指导,通过靶向转录组检测和信号通路富集分析,计算能逆转CHF患者失调信号通路的组方,并结合中医专家经验进行加减化裁,最终选定治疗CHF的中药复方黑黄赤珠饮,研究证明其能逆转90%以上CHF失调的相关信号通路,为中药新药的研发开辟了新路径。
Traditional drug research and development is usually aimed at a single target, which fails to provide an optimal solution for complex diseases with multi-pathological disorders. In recent years, drug screening based on high-throughput sequencing has gradually emerged, and can detect the regulatory effect of multiple genes and signaling pathways in a large scale. It is expected to break through the bottleneck of traditional drug research and development, and to develop innovative drugs for complex diseases. Chinese herbal formulae has the characteristics of multiple components, targets and pathways and has advantages in the treatment of complex diseases. Therefore, this study aims to explore a new approach for the research and development of innovative Chinese formulae based on high-throughput targeted transcriptome screening (HT
3
S) and expert consensus. This study takes the development of an anti-heart failure innovative formula as an example. By summarizing the pathological mechanism of chronic heart fai-lure and understanding the pathogenesis from the perspective of traditional Chinese medicine (TCM), the treatment principle of warming yang and supplementing
qi
, activating blood and eliminating stasis, dissolving phlegm and promoting urination is identified as the guidance for the prescription. Formulae that reverse dysregulated signaling pathway of chronic heart failure are calculated through targeted transcriptome and pathway enrichment.
Heihuang Chizhu Yin
(黑黄赤珠饮, HCY) is selected for anti-chronic heart failure based on expert experience with modification of the calculated formulae. HCY can reverse more than 90% of the dysregulated pathways of chronic heart fai-lure patients. The research aims to provide a new approach for the research and development of innovative Chinese herbal medicine.
EDER J , SEDRANI R , WIESMANN C . The discovery of first-in-class drugs: origins and evolution [J]. Nat Rev Drug Discov , 2014 , 13 ( 8 ): 577 - 587 .
ANIGHORO A , BAJORATH J , RASTELLI G . Polypharmacology: challenges and opportunities in drug discovery [J]. J Med Chem , 2014 , 57 ( 19 ): 7874 - 7887 .
LAMB J , CRAWFORD ED , PECK D , et al . The connectivity map: using gene-expression signatures to connect small molecules, genes, and disease [J]. Science , 2006 , 313 ( 5795 ): 1929 - 1935 .
SUBRAMANIAN A , NARAYAN R , CORSELLO SM , et al . A next generation connectivity map: L1000 platform and the first 1,000,000 profiles [J]. Cell , 2017 , 171 ( 6 ): 1437 - 1452 .
LI H , ZHOU H , WANG D , et al . Versatile pathway-centric approach based on high-throughput sequencing to anticancer drug discovery [J]. Proc Natl Acad Sci U S A , 2012 , 109 ( 12 ): 4609 - 4614 .
YE C , HO DJ , NERI M , et al . DRUG-seq for miniatu-rized high-throughput transcriptome profiling in drug discovery [J]. Nat Commun , 2018 , 9 ( 1 ): 1 - 9 .
王吉耀 , 廖二元 , 黄从新 , 等 . 内科学 [M]. 2版 . 北京 : 人民卫生出版社 , 2011 : 189 - 207 .
JONES NR , ROALFE AK , ADOKI I , et al . Survival of patients with chronic heart failure in the community: a systematic review and meta-analysis [J]. Eur J Heart Fail , 2019 , 21 ( 11 ): 1306 - 1325 .
VIS A , ARFAEE M , KHAMBATI H , et al . The ongoing quest for the first total artificial heart as destination therapy [J]. Nat Rev Cardiol , 2022 , 19 ( 12 ): 813 - 828 .
HAO P , JIANG F , CHENG J , et al . Traditional Chinese medicine for cardiovascular disease: evidence and potential mechanisms [J]. J Am Coll Cardiol , 2017 , 69 ( 24 ): 2952 - 2966 .
HARTUPEE J , MANN D . Neurohormonal activation in heart failure with reduced ejection fraction [J]. Nat Rev Cardiol , 2017 , 14 ( 1 ): 30 - 38 .
DICKHOUT JG , CARLISLE RE , AUSTIN RC , et al . Interrelationship between cardiac hypertrophy, heart failure, and chronic kidney disease [J]. Circ Res , 2011 , 108 ( 5 ): 629 - 642 .
BERNARDO B , WEEKS K , PRETORIUS L , et al . Molecular distinction between physiological and pathological cardiac hypertrophy: experimental findings and therapeutic strategies [J]. Pharmacol Ther , 2010 , 128 ( 1 ): 191 - 227 .
SONG K , NAM Y , LUO X , et al . Heart repair by reprogramming non-myocytes with cardiac transcription factors [J]. Nature , 2012 , 485 ( 7400 ): 599 - 604 .
HE X , DU T , LONG T , et al . Signaling cascades in the failing heart and emerging therapeutic strategies [J]. Signal Transduct Target Ther , 2022 , 7 ( 1 ): 134 .
王迪浔 , 金惠铭 . 人体病理生理学 [M]. 3版 . 北京 : 人民卫生出版社 , 2008 : 840 .
SCHEFOLD J , FILIPPATOS G , HASENFUSS G , et al . Heart failure and kidney dysfunction: epidemiology, mechanisms and management [J]. Nat Rev Nephrol , 2016 , 12 ( 10 ): 610 - 623 .
SHIBA N , SHIMOKAWA H . Chronic kidney disease and heart failure:bidirectional close link and common therapeutic goal [J]. J Cardiol , 2011 , 57 ( 1 ): 8 - 17 .
HILLEGE H , NITSCH D , PFEFFER M , et al . Renal function as a predictor of outcome in a broad spectrum of patients with heart failure [J]. Circulation , 2006 , 113 ( 5 ): 671 - 678 .
林飞 , 王阶 . “心肾相交”在现代心血管疾病中的应用 [J]. 中华中医药杂志 , 2014 , 29 ( 9 ): 2867 - 2870 .
罗良涛 , 付帮泽 , 郭淑贞 , 等 . 中医古籍中的“心衰”及其与心力衰竭的关系 [J]. 中医杂志 , 2014 , 55 ( 6 ): 532 - 534 .
陈可冀 , 吴宗贵 , 朱明军 , 等 . 慢性心力衰竭中西医结合诊疗专家共识 [J]. 中国中西医结合杂志 , 2016 , 36 ( 2 ): 133 - 141 .
LIN S , SHI Q , GE Z , et al . Efficacy and safety of traditional Chinese medicine injections for heart failure with reduced ejection fraction: a bayesian network meta-analysis of randomized controlled trials [J]. Front Pharmacol , 2021 , 12 : 659707 . doi: 10.3389/fphar. 2021. 659707 http://dx.doi.org/10.3389/fphar.2021.659707 .
吴晓博 , 李军 , 陈恒文 , 等 . 经方桂枝汤及其类方治疗心力衰竭的研究进展 [J]. 中华中医药学刊 , 2021 , 39 ( 11 ): 114 - 117 .
LI X , ZHANG J , HUANG J , et al . A multicenter, randomized, double-blind, parallel-group, placebo-controlled study of the effects of qili qiangxin capsules in patients with chronic heart failure [J]. J Am Coll Cardiol , 2013 , 62 ( 12 ): 1065 - 1072 .
HUANG L , YI X , YU X , et al . High-throughput strategies for the discovery of anticancer drugs by targeting transcriptional reprogramming [J]. Front Oncol , 2021 , 11 : 762023 . doi: 10.3389/fonc.2021.762023 http://dx.doi.org/10.3389/fonc.2021.762023 .
LITICHEVSKIY L , PECKNER R , ABELIN JG , et al . A Library of phosphoproteomic and chromatin signatures for characterizing cellular responses to drug perturbations [J]. Cell Syst , 2018 , 6 ( 4 ): 424 - 443 .
QIAO L , HUANG W , ZHANG X , et al . Evaluation of the immunomodulatory effects of anti-COVID-19 TCM formulae by multiple virus-related pathways [J]. Signal Transduct Target Ther , 2021 , 6 ( 3 ): 577 - 579 .
DAI Y , QIANG W , GUI Y , et al . A large-scale transcriptional study reveals inhibition of COVID-19 related cytokine storm by traditional Chinese medicines [J]. Sci Bull , 2021 , 66 ( 9 ): 884 - 888 .
国家药典委员会 . 中华人民共和国药典(2020年版):一部 [M]. 北京 : 中国医药科技出版社 , 2020 .
张柯 , 周晴 , 张智 , 等 . 一种电子药方生成方法、装置及电子设备 : CN202011577985.6 [P]. 2020-12-28 .
张柯 , 常玉俊 , 张智 , 等 . 药物组合物的筛选方法、筛选系统和电子设备 : CN202111656336.X [P]. 2021-12-30 .
王远平 , 熊杰 , 严夏 , 等 . 真武汤加减治疗充血性心力衰竭的Meta分析 [J]. 中国中药杂志 , 2016 , 41 ( 19 ): 3679 - 3685 .
陈丽名 , 刘绍永 , 张林 , 等 . 关于经方与当代处方的全方总药量比较 [J]. 中华中医药杂志 , 2015 , 30 ( 3 ): 735 - 738 .
YANG K , YAMADA K , PATEL A , et al . Deep RNA sequencing reveals dynamic regulation of myocardial noncoding RNAs in failing human heart and remodeling with mechanical circulatory support [J]. Circulation , 2014 , 129 ( 9 ): 1009 - 1021 .
GRAYSON P , EDDY S , TARONI J , et al . Metabolic pathways and immunometabolism in rare kidney diseases [J]. Ann Rheum Dis , 2018 , 77 ( 8 ): 1226 - 1233 .
SUBRAMANIAN A , TAMAYO P , MOOTHA V , et al . Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles [J]. Proc Natl Acad Sci U S A , 2005 , 102 ( 43 ): 15545 - 15550 .
IWATA M , HIROSE L , KOHARA H , et al . Pathway-based drug repositioning for cancers: computational prediction and experimental validation [J]. J Med Chem , 2018 , 61 ( 21 ): 9583 - 9595 .
FU M , WU M , WANG J , et al . Disruption of the intracellular Ca 2+ homeostasis in the cardiac excitation-contraction coupling is a crucial mechanism of arrhythmic toxicity in aconitine-induced cardiomyocytes [J]. Biochem Biophys Res Commun , 2007 , 354 ( 4 ): 929 - 936 .
SU H , SHAKER S , KUANG Y , et al . Phytochemistry and cardiovascular protective effects of huang-qi (Astragali Radix) [J]. Med Res Rev , 2021 , 41 ( 4 ): 1999 - 2038 .
LI W , LUO Z , LIU X , et al . Effect of Ginkgo Biloba extract on experimental cardiac remodeling [J]. BMC Complement Altern Med , 2015 , 15 ( 1 ): 277 .
王耘 , 史新元 , 张燕玲 , 等 . 系统生物学意义下的中药研发与药性理论 [J]. 世界科学技术-中医药现代化 , 2006 , 8 ( 1 ): 39 - 43 .
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