基于信息融合的中药多元色谱指纹图谱相似性计算方法

摘要用信息融合算法合并多张色谱指纹图谱, 解决中药多元指纹图谱相似性评价难题, 提出一种多元色谱指纹图谱相似度计算方法. 用该方法先对各单元指纹图谱进行串行或并行象素级信息融合, 再对融合了各指纹峰信息的多元色谱指纹图谱进行相似度评价. 计算机仿真和复方丹参滴丸多元HPLC指纹图谱应用结果表明, 该法能够评价中药多元色谱指纹图谱相似度, 定量表征中成药产品批次间质量波动情况.     

复方丹参提取物高效液相色谱-紫外-蒸发光散射检测指纹图谱的建立

采用紫外/蒸发光散射检测器(UV和ELSD)串联检测技术,建立了复方丹参提取物HPLC/UV/ELSD指纹图谱。运用指纹图谱相似度评价软件,对14批复方丹参提取物HPLC/UV/ELSD指纹图谱进行相似度计算,结果相似度良好。该指纹图谱能同时反映复方丹参提取物中丹参和三七的主要化学组分特征,可有效评价复方丹参提取物的质量稳定性。     

清开灵注射液HPLC/ELSD指纹图谱建立及质量相关性研究

运用高效液相色谱／蒸发光散射检测器(HPLC／ELSD)建立了复方清开灵注射液的指纹图谱。对其中7种有效成分进行了定量测定,方法学考察结果良好;通过指纹图谱相似度评价软件,对10批清开灵注射液的HPLC／ELSD指纹图谱进行了相似度计算,结果表明：10批样品相似度很好。该方法为中药质量控制提供了一种可以同时实现整体定性、指标成分定量且简便易行的方法模式。     

双定性双定量相似度法评价银杏达莫注射液的高效液相色谱指纹图谱

建立了色谱指纹图谱的双定性双定量相似度评价法,并应用于银杏达莫注射液的高效液相色谱（HPLC）指纹图谱的评价。采用反相HPLC,以芦丁为参照物峰,确定了41个共有峰,建立了银杏达莫注射液的对照指纹图谱。以双定性相似度S和S′、双定量相似度C和P评价银杏达莫注射液的HPLC指纹图谱,分别考察在大峰缺失和小峰缺失两种情况下,4个相似度指标的变化特征。S能反映化学成分的分布比例,受大峰影响严重,无法反映小峰的丢失; S′对所有指纹峰等权,反映小峰缺失灵敏,二者构成双定性相似度。C能反映样品共有峰的总体含量,但受大峰影响严重,无法反映小峰的缺失; P对所有峰积分值等权,能较好地反映小峰的变动,二者构成双定量相似度。因此,由S与S′、C与P构成的双定性双定量相似度法能同时监测大峰和小峰的变动与缺失,能准确地解决色谱指纹图谱的宏观定性和定量评价问题。同时还提出了方向余弦作为对照指纹图谱的特征指纹的概念和分解相似度的概念,以此考察了各指纹峰对相似度贡献的大小及其在不同程度缺失时4种相似度的变化情况。所建立的HPLC对照指纹图谱可用于银杏达莫注射液的质量控制。     

气相色谱-质谱指纹图谱在甄别真假卷烟上的应用

运用固相微萃取／气相色谱-质谱法建立卷烟挥发性和半挥发性物质的指纹图谱。通过指纹图谱相似度评价软件，对12批正品卷烟和1个假冒品卷烟的指纹图谱进行了相似度计算，结果表明：12批样品间相似度很好，而假冒品卷烟与正品卷烟的相似度很低，该方法为探讨卷烟质量稳定和甄别真假卷烟提供了一种简便易行的方法模式。     

北五味子的液相色谱指纹图谱的建立

利用反相高效液相色谱法建立中药材北五味子的指纹图谱,为科学评价及有效控制北五味子质量提供了新方法。实验分析了10个不同产地的北五味子样品,采用国家食品药品监督管理局推荐的“中药色谱指纹图谱相似度评价系统(2004 A版)”计算处理,建立了由26个指纹峰和19个共有峰组成的北五味子指纹图谱,确定了5个主要的指纹峰。通过夹角余弦法和相关系数法计算了北五味子10个样本与指纹图谱间的相似度,得到了满意的结果。所建立的指纹图谱可以用来区别不同产地北五味子药材的优劣,为进一步控制北五味子的质量提供依据。     

色谱指纹图谱组合相似度的算法

色谱指纹图谱相似度是评价中药质量稳定性的有效手段之一,其中向量夹角余弦相似度应用最为广泛。但是当色谱峰面积分布范围宽时,夹角余弦对数据的差异响应不灵敏。以土茯苓色谱指纹图谱数据为实例证实了当两样本数据间比例相差较大时,夹角余弦相似度对共有峰和非共有峰响应的灵敏程度相差很大。组合相似度在共有峰的夹角余弦相似度基础上纳入了非共有峰的影响,分别计算非共有峰和共有峰对相似度的贡献,并以最大峰比例同态性为指标,确定非共有峰的合适权重。基于样本峰面积数据建立的组合相似度模型能灵敏地反映待测样本与参照样本内在成分的峰比例变化,适合衡量多个药材样本间的相似程度,已成为评价药材质量相似度的新方法。     

五加生化胶囊的高效液相色谱指纹图谱研究

应用高效液相色谱(HPLC)法建立五加生化胶囊的指纹图谱。采用ANGLAVenusil XBP-C18色谱柱(250×4.6mm,5μm),以甲醇-0.1%磷酸溶液为流动相,梯度洗脱,检测波长为327nm,五加生化胶囊多数峰达到基线分离。采用2004A中药色谱指纹图谱相似度评价系统对11批样品的指纹图谱进行峰匹配,确定12个共有峰,11批五加生化胶囊指纹图谱的相似度均在0.90以上。结果表明:五加生化胶囊的HPLC指纹图谱特征性和专属性强,可较系统地用于五加生化胶囊的质量控制。     

利用样本成分耗散物的非线性化学指纹图谱原理及相似度计算与评价

在恒温恒压条件下,以丙酮和样本中底物作为主要耗散物的不同成分的样本对非线性化学反应机理产生不同影响,从而引起反应体系电位-时间曲线形状不同变化为特征的B-Z化学振荡体系为例,就非线性化学指纹图谱原理进行了详细研究和讨论,并提出了计算非线性化学指纹图谱系统相似度的通用方法.利用系统相似度和欧氏距离、相关系数及夹角余弦对不同生产批次古汉养生精和18种其他样本的非线性化学指纹图谱的相似度进行了计算与分析.结果表明,相关系数和夹角余弦都不能用来作为评价非线性化指纹图谱相似度的指标.利用欧氏距离公式计算指纹图谱的非参数型相似度时,能正确反映指纹图谱的特征差异,但用其计算参数型相似度时,则有时不能正确反映样本非线性化学指纹图谱特征差异的相对程度.系统相似度能最真实反映样本指纹图谱之间差异程度,是4种相似度计算方法中最好的,可用于非线性化学指纹图谱相似度计算与评价.成功提出了一种经济、简便、易行和有效的鉴别样本真伪与评价其质量的科学方法.     

一种基于DAD二极管阵列检测器技术的中药指纹图谱方法

用HPLC/DAD分别建立血府逐瘀口服液单波长指纹图谱和最大吸收指纹图谱, 对比两者峰数量和面积的变化情况, 采用药典委员会2004A版相似度软件评价两种方法的差异. 结果表明, 最大吸收指纹图谱比单波长指纹图谱或多波长指纹图谱更能全面地反映血府逐瘀口服液的色谱峰信息, 并且相似度结果差异明显. 该方法信息量大, 中药的整体性、宏观性及复杂性分析相适应.     

New approach on similarity analysis of chromatographic fingerprint of herbal medicine

A new approach to the construction and similarity analysis of chromatographic fingerprint for herbal medicine is presented in this paper. Samples of chuanxiong, a herbal medicine for headache, from three producing areas of China were used to evaluate the utility of this study. The samples were analyzed with high-performance liquid chromatography (HPLC) and the peak areas of the chromatograms were used to construct the fingerprints of the herbal medicines. A vector of differences was defined between the two fingerprints. The scalar mean of the difference vector was taken as a statistic and both the t-test and Bayesian hypothesis testing were implemented to provide a one-to-one comparison of the fingerprints. Compared with principal component analysis (PCA), correlation coefficient and vector cosine, the new method offers a better differentiation of the similarity or difference between the fingerprints from same sample of chuanxiong. When the new method was used in the similarity analysis of the fingerprints of chuanxiong from different production areas, a clear-cut signature was obtained that reveals the significant difference between them.     

相似系统理论定量评价中药材色谱指纹图谱的相似度

研究相似系统理论定量评价中药材提取物液相色谱指纹图谱的相似度。以相似系统理论对栀子药材提取物高效液相色谱指纹图谱的相似度评价,发现相似系统理论对数据的差异比较敏感,而且相似度的计算结果能够反映样品的相对差异。相似系统理论可以作为一种评价中药色谱指纹图谱相似度的新方法。     

左金丸及类方HPLC指纹图谱与生物热活性的“谱-效”关系研究

HPLC法建立左金丸及类方水提液的特征指纹图谱, 计算各特征峰的相对峰面积, 并采用中药色谱指纹图谱相似度评价系统A版(2004 A)计算类方间的相似度; 微量热法测定大肠杆菌在左金丸及类方水提液作用下的热谱曲线, 得到相应的热动力学参数, 如生长速率常数k, 最大产热功率Pm, 最高峰的出峰时间tm和总产热量Qt等, 并对这些热动力学参数进行主成份分析. 典型相关分析法对左金丸及类方HPLC 指纹图谱中特征峰的相对峰面积与其类方作用下大肠杆菌生长代谢的主要热动力学参数相关联, 研究“谱-效”相关性. 结果表明, HPLC 指纹图谱与生物热活性存在很好的相关性, 类方中吴茱萸次碱、盐酸巴马汀、盐酸小檗碱的含量差异是导致其生物热活性不同的主要原因.     

系统指纹定量法鉴别龙胆泻肝丸质量

建立龙胆泻肝丸(Longdanxiegan pill,LDXGP)的高效液相色谱(HPLC)指纹图谱,以系统指纹定量法评价其质量.采用RP-HPLC法,以宏定性相似度为参量对12批LDXGP进行聚类分析,确定用其中10批生成对照指纹图谱(RFP),以此RFP为标准用系统指纹定量法评价12批LDXGP质量.以龙胆苦苷为参照物峰,确定60个共有指纹峰,建立了LDXGP的HPLC指纹图谱.用系统指纹定量法鉴别出8批质量合格,1批含量明显偏高,1批含量明显偏低,2批化学成分数量和分布比例不合格.系统指纹定量法将整体定性分析和整体定量分析密切结合,是评价中药质量的有效方法.     

Fingerprint analysis of Rhizoma chuanxiong by pressurized capillary electrochromatography and high-performance liquid chromatography

Pressurized capillary electrochromatography (pCEC) and high-performance liquid chromatography (HPLC) were used simultaneously to establish fingerprints of Rhizoma chuanxiong. Ten batches of Rhizoma chuanxiong collected from different regions in China were used to obtain the characteristic pCEC and HPLC fingerprints using a standardized procedure of sample preparation and analysis. A total of 22 common peaks were isolated within 60 min by pCEC and 16 common peaks by HPLC within 65 min. The fingerprints of Rhizoma chuanxiong were then used to identify the raw herbs from different sources in China. The two proposed methods demonstrated good stability and reproducibility with RSD less than 5% for retention time in pCEC and in HPLC, respectively. Finally, the data from the analyses of 10 batches of Rhizoma chuanxiong by pCEC and HPLC were all processed with similarity analysis with two mathematical methods, correlation coefficient and the included angle cosine. The fingerprints of Rhizoma chuanxiong established with pCEC and HPLC are suitable to identify samples from different sources and can be used to control the quality of raw herbs.     

Quality control and discrimination of pericarpium citri reticulatae and pericarpium citri reticulatae viride based on high-performance liquid chromatographic fingerprints and multivariate statistical analysis

High-performance liquid chromatographic (HPLC) fingerprints of Pericarpium Citri Reticulatae (PCR) and Pericarpium Citri Reticulatae Viride (PCRV) were firstly measured for deliberately collected 39 authentic samples and 21 commercial samples. Both correlation coefficients of similarity for chromatograms and absolute peak areas of characteristic compounds were calculated for quantitative expression of the HPLC fingerprints. After principal component analysis (PCA) successfully distinguished the ‘mixed peels’ samples from authentic samples, partial least squares-linear discrimination analysis (PLS-LDA) was then effectively applied to class separation between authentic PCR and PCRV. Furthermore, the unequivocally determined compounds, hesperidin, nobiletin and tangeretin, were screened out by loadings plots of PCA and PLS-LDA. The results indicated that they could be used as chemical markers for discrimination among different groups of samples. The proposed method shows an efficient strategy for quality control of PCR and PCRV, which cannot only distinguish the ‘mixed peels’ but also discriminate authentic PCR and PCRV. This method has potential perspective for quality control of traditional Chinese medicine (TCM).     

Selection and fingerprints of the control substances for plant drug Eucommia ulmodies Oliver by HPLC and LC-MS

Eucommia ulmodies Oliver (E. ulmodies) has been used as herbal medicine for thousands years in China. The selection of the control substances and their fingerprints of this plant medicine were investigated by using high performance liquid chromatography (HPLC) and liquid chromatography-mass spectrometry (LC-MS). The gradient elution mode was applied in chromatographic separation, and the data was analyzed by "Computer Aided Similarity Evaluation" software to compare the similarity of the E. ulmodies from different habitats. Low similarity was found in the samples from nonadjacent provinces, while high similarity was obtained in those from the adjacent provinces. The LC-MS fingerprints of E. ulmodies showed the main active constituents and could be used for its original identification and quality evaluation.