A global profiling strategy for identification of the total constituents in Chinese herbal medicine based on online comprehensive two-dimensional liquid chromatography-quadrupole time-of-flight mass spectrometry combined with intelligentized chemical classification guidance

被引:11
作者
Du, Kunze [1 ,2 ]
Liu, Tianyu [1 ,2 ]
Ma, Wentao [1 ,2 ]
Guo, Jiading [1 ,2 ]
Chen, Shujing [1 ,2 ]
Wen, Jiake [1 ,2 ]
Zhou, Rui [1 ,2 ]
Cui, Yan [1 ,2 ]
Wang, Shuangqi [1 ,2 ]
Li, Li [1 ,2 ]
Li, Jin [1 ]
Chang, Yanxu [1 ,2 ,3 ]
机构
[1] Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin 301617, Peoples R China
[2] Tianjin Univ Tradit Chinese Med, Tianjin Key Lab Phytochem & Pharmaceut Anal, Tianjin 301617, Peoples R China
[3] Tianjin Univ Tradit Chinese Med, State Key Lab Component Based Chinese Med, Tianjin Key Lab Phytochem & Pharmaceut Anal, Tianjin 301617, Peoples R China
基金
中国国家自然科学基金;
关键词
2DLC-Q-TOF-MS/MS; Deep-learning algorithm; Mass loss filter; Naoxintong capsule; CARTHAMUS-TINCTORIUS L; PRODUCT IONS ANALYSIS; RAPID IDENTIFICATION; MAJOR CONSTITUENTS; COMPONENTS; SAPONINS; RADIX; TANG; MS; EXTRACTION;
D O I
10.1016/j.chroma.2023.464387
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
A comprehensive strategy for effective identification of total constituents in Chinese patent medicine has been advanced applying full scan-preferred parent ions capture-static and active exclusion (FS-PIC-SAE) acquisition coupled with intelligent deep-learning supported mass defect filter (MDF) process, with Naoxintong capsule (NXT) as a case. Online comprehensive two-dimensional liquid chromatography (2DLC) coupled with Q-TOFMS/MS system was established for obtaining the excellent separation and detection performance of total components, which could exhibit excellent peak capacity with 1052 and orthogonality with 0.69. In addition, a total of 901 unknown compounds could be classified into nine chemical classes rapidly and effectively, based on the intelligent deep-learning algorithm supported MDF model with 96.4% accuracy. Consequently, 276 compounds were successfully identified from NXT, especially including 44 flavonoids, 27 phenolic acids, 25 fatty acids, 17 saponins, 21 phthalocyanines, 20 triterpenes, 10 monoterpenes, 13 diterpenoid ketones, 14 amino acids, and others. It is concluded that the proposed program is an effective and practical strategy enabling the in-depth chemical profiling of complex herbal and biological samples.
引用
收藏
页数:11
相关论文
共 54 条
[1]   Chiral x achiral multidimensional liquid chromatography. Application to the enantioseparation of dintitrophenyl amino acids in honey samples and their fingerprint classification [J].
Acquaviva, A. ;
Siano, G. ;
Quintas, P. ;
Filgueira, M. R. ;
Castells, C. B. .
JOURNAL OF CHROMATOGRAPHY A, 2020, 1614 (1614)
[2]   Deep learning in bioinformatics and biomedicine [J].
Berrar, Daniel ;
Dubitzky, Werner .
BRIEFINGS IN BIOINFORMATICS, 2021, 22 (02) :1513-1514
[3]   Qualitative and Quantitative Analysis of the Major Constituents in Shexiang Tongxin Dropping Pill by HPLC-Q-TOF-MS/MS and UPLC-QqQ-MS/MS [J].
Chen, Daxin ;
Lin, Shan ;
Xu, Wen ;
Huang, Mingqing ;
Chu, Jianfeng ;
Xiao, Fei ;
Lin, Jiumao ;
Peng, Jun .
MOLECULES, 2015, 20 (10) :18597-18619
[4]   In Vitro Assessment of Cytochrome P450 2C19 Potential of Naoxintong [J].
Chen, Hui ;
Zhang, Ya ;
Wu, Xiaoying ;
Li, Candong ;
Wang, Huan .
EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2012, 2012
[5]   Identification and determination of the major constituents in Traditional Chinese Medicinal formula Danggui-Shaoyao-San by HPLC-DAD-ESI-MS/MS [J].
Chen, Linlin ;
Qi, Jin ;
Chang, Yan-xu ;
Zhu, Danni ;
Yu, Boyang .
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2009, 50 (02) :127-137
[6]   A Platelet/CMC coupled with offline UPLC-QTOF-MS/MS for screening antiplatelet activity components from aqueous extract of Danshen [J].
Chen, Ying ;
Zhang, Na ;
Ma, Jian ;
Zhu, Yan ;
Wang, Meng ;
Wang, Xiaoming ;
Zhang, Peng .
JOURNAL OF PHARMACEUTICAL AND BIOMEDICAL ANALYSIS, 2016, 117 :178-183
[7]   Ultrasonic/microwave assisted extraction and diagnostic ion filtering strategy by liquid chromatography-quadrupole time-of-flight mass spectrometry for rapid characterization of flavonoids in Spatholobus suberectus [J].
Cheng, Xiao-Lan ;
Wan, Jin-Yi ;
Li, Ping ;
Qi, Lian-Wen .
JOURNAL OF CHROMATOGRAPHY A, 2011, 1218 (34) :5774-5786
[8]   Classification and mutation prediction from non-small cell lung cancer histopathology images using deep learning [J].
Coudray, Nicolas ;
Ocampo, Paolo Santiago ;
Sakellaropoulos, Theodore ;
Narula, Navneet ;
Snuderl, Matija ;
Fenyo, David ;
Moreira, Andre L. ;
Razavian, Narges ;
Tsirigos, Aristotelis .
NATURE MEDICINE, 2018, 24 (10) :1559-+
[9]   Mass spectrometry in the structural analysis of flavonoids (vol 39, pg 1, 2004) [J].
Cuyckens, H ;
Claeys, M .
JOURNAL OF MASS SPECTROMETRY, 2004, 39 (04) :461-461
[10]   Comprehensive two-dimensional liquid chromatographic method (Chiral x Achiral) for the simultaneous resolution of pesticides [J].
Diaz Merino, Matias E. ;
Acquaviva, Agustin ;
Padro, Juan M. ;
Castells, Cecilia B. .
JOURNAL OF CHROMATOGRAPHY A, 2022, 1673