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.     

基于化学识别模式的蒲公英指纹图谱的研究

建立蒲公英药材的指纹图谱,以中药色谱指纹图谱相似度评价软件(2012年版)确定共有峰及其归属,采用化学模式识别初步筛选其质量控制的4个指标性成分。结果表明,蒲公英药材的HPLC指纹图谱共标定出27个共有峰,并指认出其中14个色谱峰,15批蒲公英药材的相似度均0.93,且化学模式识别的结果具有相似性。本文建立的方法可应用于蒲公英药材的质量评价和其产地识别,为蒲公英药材质量控制与资源开发提供参考。     

大青叶的毛细管电泳指纹图谱研究

采用高效毛细管电泳法,紫外检测波长228nm,电压12．5kV,以硼酸(100mmol／L)：硼砂(50mmol／L)=11：10(调pH11)为背景电解质进行指纹图谱研究。建立了大青叶药材的电泳指纹图谱(CEFP)。以胞苷峰为参照物峰,确定了18个共有峰,测定了10个产地大青叶的CEFP与共有模式间具有良好的相似性,用色谱指纹图谱指数对其进行评价。所建立的CEFP具有较好的重现性,可用于大青叶药材的质量控制。     

复合有机底物化学振荡体系的中药非线性电化学指纹图谱研究

本文提出了BrO~-_3-Ce~(4+)-H_2SO_4-丙二酸/苹果酸复合有机底物化学振荡体系,并将其用于研究中药的电化学指纹图谱。考察了振荡体系中各组分的浓度、温度、中药加入量、浸泡时间等因素对振荡图谱特异性的影响,确定了最佳组成及测试条件。研究结果表明,非线性电化学指纹图谱可用于鉴别和评价中药的真伪、药效、道地性等。该方法快速、简便、准确。同时,探讨并验证了化学振荡反应的成因及其机理。     

丹皮药材的高效液相色谱-质谱/质谱研究

采用高效液相色谱．质谱／质谱建立了丹皮药材的指纹图谱方法。丹皮药材中的主要成分得到较好分离,指纹峰重现性好,通过多维联用技术获得各指纹峰的保留时间、分子量及结构信息,推测出15个指纹峰的可能组成。结果表明：所建立的丹皮指纹图谱信息量丰富,对丹皮药材的化学表征及质量评价有重要的参考价值。     

基于遗传算法的色谱指纹峰配对识别方法

指纹峰配对识别是色谱指纹图谱分析中的关键环节之一，本文提出一种基于遗传算法的色谱指纹峰配对识别方法。该法根据对照色谱指纹图谱的峰分布特性初选出若干标定蜂，将其存入一个候选标定蜂库；同时根据这些候选标定峰从待测指纹图谱中选出相应的候选标定峰，也存入候选标定峰库；再用遗传算法从库中选取一组标定峰用于校正待测指纹图谱中各峰的峰位，并自动识别出与对照色谱指纹图谱相对应的各指纹峰。仿真实验及实际分析实验结果均表明，该法识别指纹峰准确可靠，可用于色谱指纹图谱相似度的快速自动计算。     

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。     

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。     

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.     

茵陈挥发油GC-MS指纹图谱分析

建立了茵陈挥发油GC-MS指纹图谱,将正交投影算法用于不同样本中共有峰的提取,提高了共有峰的识别能力,降低了由于保留时间的漂移、质谱检索匹配度不高以及色谱峰重叠而引起的共有峰识别的难度.采用共有峰率、变异率及相似度等几个指标对4个不同产地的茵陈挥发油成分进行了评价,从共性、差异和整体性等多个方面全面表征茵陈挥发油的化学模式特征.结果表明,不同产地的茵陈挥发油成分大致相同,该指纹图谱可用于茵陈中挥发油成分的质量控制.     

基于三波长融合谱的系统指纹定量法鉴定龙胆泻肝丸的真实质量

建立了龙胆泻肝丸(Longdanxiegan pill,LDXGP)三波长融合高效液相色谱(HPLC)指纹图谱,以系统指纹定量法全面鉴定LDXGP的质量。采用反相高效液相色谱法(RP-HPLC),运用多波长融合指纹图谱技术对色谱图进行处理,以黄芩苷为参照物峰,确立了63个共有指纹峰,以宏定性相似度为参量对12个厂家的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的质量。结果鉴别出9批质量完全合格,1批含量明显偏高,2批化学成分数量和分布比例不合格。基于多波长融合技术的系统指纹定量法是评价中药真实质量的可靠方法。     

基于挥发性组分的气相色谱指纹图谱评价沉香化气片质量

建立了沉香化气片的气相色谱指纹图谱,并结合化学模式识别评价20批沉香化气片的质量。乙醇超声提取20批沉香化气片的挥发性成分,以正十八烷为内标,分析了3个主要组分的含量,且以内标计算其他各组分的相对峰面积,建立了沉香化气片的气相色谱指纹图谱,确定了11个共有峰,得到了各批次样品的相似度,并通过气相色谱-质谱法和对照品比对对10个共有峰进行了指认。将获得的峰面积指纹图谱采用系统聚类分析和主成分分析进行化学模式识别研究,实现了不同批次沉香化气片的区分,发现了造成不同批次样品差异的主要标记物。该方法有效且综合性强,为科学评价与有效控制沉香化气片的质量提供了可靠的参考。     

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。     

Principle of nonlinear chemical fingerprint by using dissipative components in samples as well as calculation and evaluation of similarity

Under the conditions of constant temperature and pressure,different influences of samples with different chemical components on the mechanism of nonlinear chemical reaction will cause different changes of the potential-time relationship curve of the nonlinear chemical reaction system.Using it as the character,and using the B-Z nonlinear chemical system to use acetone and substrates in samples as main dissipative substances qua an example,the principle of nonlinear chemical fingerprint has been researched and discussed in detail.At the same time,the general method for calculating the system similarity about nonlinear chemical fingerprint was also put forward,and similarities of nonlinear chemistry fingerprints of different batches of Guhan Yangshengjing and 18 sorts of other samples were calculated by Euclidean distance,correlation coefficient,included angle cosine and system similarity,at the same time,the various similarities were analyzed.The results showed that,both of correlation coefficient and included angle cosine are unable to be used as the criterion for quantitatively evaluating the similarity of nonlinear chemistry fingerprint;as non-parametric similarity,Euclidean distance can accurately reflect the feature differences in the fingerprints,but as parametric similarity,sometimes,Euclidean distance can not accurately reflect the relative extent of characteristic difference in the nonlinear chemical fingerprints;system similarity can most truthfully reflect the characteristic difference in the nonlinear chemical fingerprints,and is the best evaluating method among the four ones.Therefore,system similarity can be used to quantitatively calculate the similar extent between the nonlinear chemical fingerprints.An economical,simple and convenient,easy pushing and effective method for identifying and evaluating complicated samples has successfully been put forward.     

高效液相色谱法考察60Co-γ射线照射天麻其化学成分的稳定性

用高效液相色谱法研究60Co-γ照射天麻后其主要指纹峰的变化,评价经60Co-γ照射后天麻化学成分的稳定性,以便正确选择60Co-γ照射灭菌剂量.采用高效液相色谱分析了8批照射不同剂量60Co-γ射线的天麻样品,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(2004A版)”计算处理,匹配了 14个共...     

基于牛舌草指纹图谱的多指标成分相对定量与鉴别方法

色谱指纹图谱法在中草药产地鉴别或中成药鉴别中发挥着重要作用,然而色谱峰强度和位置易受目标物提取和分离条件的影响,发展更加准确的指纹图谱具有重要意义。该文以色谱峰中某一个常见组分（芦丁）作为内标,分析其他组分的相对含量,以相对含量作为指纹图谱信息,结合化学模式识别可以精确给出产地的相似度。以牛舌草的液相色谱指纹图谱指纹峰为例,以其中芦丁的组分峰作为基准峰,其他指纹峰以芦丁为参照,计算每个指纹峰以芦丁计的含量,建立了牛舌草的指纹图谱。将获得的相对含量指纹图谱采用系统聚类分析和主成分分析进行化学模式识别研究,实现了不同产地牛舌草的区分。该方法建立了牛舌草多指标成分的相对定量与鉴别方法,既节省资源,又具有可操作性,对于其他中药或中成药的质量控制具有一定的借鉴意义。     

Fingerprint Analysis of Euonymus alatus (Thuhb) siebold by LC–DAD and LC–ESI–MS

A liquid chromatography coupled with photodiode array detection and electrospray ionization tandem mass spectrometry method was first developed for a chemical fingerprint analysis of Euonymus alatus (Thuhb) siebold (EAS) and rapid identification of major compounds in the fingerprints. Fingerprint profiles were found to be consistent for the herbs acquired from different locations, but the relative abundance of peaks was varied. Twelve peaks were chosen as the common peaks. Quercetin and rutin were detected by comparing the retention times, MS and UV spectra with the standards. The relative retention time and relative peak area of the 12 peaks in the fingerprint were calculated by setting the quercetin as the reference peak. The experimental data were used for similarity calculation and hierarchical clustering analysis. By comparing the UV and MS spectra data with those of the authentic standards and literature, five main peaks in the fingerprints were identified. Finally, five medicinal portions of the herb (leaf, fruit, stem, pterygium and root) were also analyzed by this method. It was found that there were similar chemical components in different parts of this herb but the contents were very different. The developed fingerprint assay was specific and could be readily utilized for comprehensive evaluation of EAS, as well as to distinguish different medicinal portions.     

Assessment of quality consistency in traditional Chinese medicine using multi‐wavelength fusion profiling by integrated quantitative fingerprint method: Niuhuang Jiedu pill as an example

Under the wave of the revival of traditional Chinese medicine, there is a quite imperative duty to study an integrated and comprehensive method of fingerprint data processing and analysis on the quality consistency of traditional Chinese medicine. So, we proposed six parameters from two aspects (qualitative and quantitative), three levels (biased to strong peaks, biased to weak peaks, no obvious bias), to comprehensively evaluate the similarity of the two fingerprints. On this basis, another five parameters were proposed to evaluate the integrated effects (consistency, volatility, and similarity). This method was applied to 22 batches of Niuhuang Jiedu pill samples. Next, a practical and convenient multi‐wavelength fusion method was designed to provide more information, and the generated fusion profilings were used for subsequent evaluation. The characteristics of the parameters were confirmed by correlation analysis. The results of both hierarchical clustering analysis and principal component analysis for raw data and standardized data were consistent with integrated quantitative fingerprint method results. At the same time, this method gave a reasonable explanation for abnormal and dissimilar samples. This work illustrated that the proposed method was particularly suitable for similarity analysis of fingerprints and capable of ensuring the quality consistency in traditional Chinese medicine.