CN103439440B - A kind of prediction method for retention time of high performance liquid chromatographic peak - Google Patents
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Abstract
本发明涉及一种高效液相色谱峰保留时间预测方法。该方法包括:测定各种样品的各种成分的标准保留时间,在每个样品的目标成分中选择两个成分作为该样品的双标对照成分,获得双标对照成分在待测样品的供试品溶液中的实测保留时间,获得其他目标成分的实测保留时间,进行两点验证和多点验证等步骤。采用本发明提供的高效液相色谱峰保留时间预测方法能够准确预测待测样品的各种成分的色谱峰的保留时间,进而对待测样品的色谱峰进行定性,进行待测样品的鉴别。本发明所提供的方法具有较高的预测精度,适用的色谱柱数量多,明显优于现有的相对保留时间法。
The invention relates to a method for predicting peak retention time of high performance liquid chromatography. The method includes: measuring the standard retention time of various components of various samples, selecting two components in the target components of each sample as the double-labeled reference components of the sample, and obtaining the test results of the double-labeled reference components in the sample to be tested. The measured retention time in the product solution is obtained, and the measured retention time of other target components is obtained, and two-point verification and multi-point verification are performed. The high performance liquid chromatography peak retention time prediction method provided by the present invention can accurately predict the retention time of the chromatographic peaks of various components of the sample to be tested, and then perform qualitative analysis on the chromatographic peaks of the sample to be tested and identify the sample to be tested. The method provided by the invention has high predictive accuracy and a large number of applicable chromatographic columns, which is obviously superior to the existing relative retention time method.
Description
技术领域technical field
本发明涉及一种高效液相色谱峰保留时间预测方法,属于高效液相色谱检测技术领域。The invention relates to a high performance liquid chromatography peak retention time prediction method, which belongs to the technical field of high performance liquid chromatography detection.
背景技术Background technique
中药多指标成分的含量测定、指纹图谱分析,化学药(或抗生素)的有关物质检查等工作中一个核心任务就是对数量众多的目标化合物进行定性,如果均使用纯的化学对照品,将给标准物质的制备和供应带来极大的困难,也会显著提高检测成本。因此使用少量化学对照品通过某种方法来对其他色谱峰进行定性,具有重要的意义和应用价值。One of the core tasks in the content determination of multi-index components of traditional Chinese medicine, fingerprint analysis, and related substance inspection of chemical drugs (or antibiotics) is to characterize a large number of target compounds. If pure chemical reference substances are used, the standard The preparation and supply of substances bring great difficulties and will also significantly increase the cost of testing. Therefore, it is of great significance and application value to use a small amount of chemical reference substances to characterize other chromatographic peaks by a certain method.
目前,使用一个化学对照品的相对保留时间法是最常用的色谱峰定性法,在欧美及中国药典中广泛用于有关物质检查,替代模式的多指标含量测定研究中也多使用。但由于色谱仪与色谱柱的差异,保留时间的预测值与实测值之间的偏差常常较大,实际应用中需限定色谱柱的型号,或选择同类型、分离性能相似的色谱柱,多有不便。At present, the relative retention time method using a chemical reference substance is the most commonly used chromatographic peak qualitative method, which is widely used in the inspection of related substances in European, American and Chinese pharmacopoeias, and is also often used in the multi-index content determination research of the alternative mode. However, due to the difference between the chromatographic instrument and the chromatographic column, the deviation between the predicted value of the retention time and the measured value is often large. In practical applications, it is necessary to limit the type of chromatographic column, or choose the same type of chromatographic column with similar separation performance. inconvenient.
发明内容Contents of the invention
为解决上述技术问题,本发明的目的在于提供一种高效液相色谱峰保留时间预测方法,通过两个化学对照品进行色谱峰定性,较之相对保留时间法,该方法能够显著减小定性的误差,增加使用的色谱柱数量。In order to solve the above-mentioned technical problems, the object of the present invention is to provide a method for predicting the peak retention time of high performance liquid chromatography, and carry out chromatographic peak qualitative by two chemical reference substances, compared with relative retention time method, this method can significantly reduce qualitative error, increase the number of columns used.
为达到上述目的,本发明提供了一种高效液相色谱(HPLC)峰保留时间预测方法,可以称为双标线性校正法,其包括以下步骤:In order to achieve the above object, the present invention provides a high performance liquid chromatography (HPLC) peak retention time prediction method, which can be called a double-standard linear correction method, which includes the following steps:
(1)利用高效液相色谱仪测定各种样品的各种成分在多根不同的色谱柱上的实测保留时间,对在不同色谱柱上测定的同一样品的各种成分的实测保留时间两组两组地进行线性拟合,分别绘制标准曲线并计算相关系数r,剔除(色谱柱测定的)r<0.995的实测保留时间、(色谱柱测定的)偏离较大的实测保留时间以及(色谱柱测定的)导致色谱峰顺序改变的实测保留时间,以剩下的色谱柱测定的实测保留时间的平均值作为各种成分的标准保留时间;(1) Use high-performance liquid chromatography to measure the actual retention time of various components of various samples on multiple different chromatographic columns. Perform linear fitting in two groups, draw the standard curve and calculate the correlation coefficient r, and eliminate the measured retention time (measured by the chromatographic column) r<0.995, the measured retention time (measured by the chromatographic column) with a large deviation and the measured retention time (measured by the chromatographic column) Measured) the actual measured retention time that leads to a change in the order of the chromatographic peaks, and the average value of the measured retention times measured by the remaining chromatographic columns is used as the standard retention time of various components;
或者,以在所有色谱柱上测定的同一样品的同一成分的实测保留时间的平均值为初拟标准保留时间,以所有成分的初拟标准保留时间与所有色谱柱上测定的同一样品的所有成分的实测保留时间分别进行线性拟合,分别绘制标准曲线并计算相关系数r,剔除(色谱柱测定的)r<0.995的实测保留时间、(色谱柱测定的)偏离较大的实测保留时间以及(色谱柱测定的)导致色谱峰顺序改变的实测保留时间,以剩下的色谱柱测定的实测保留时间的平均值作为各种成分的标准保留时间;Alternatively, the average of the measured retention times of the same component of the same sample measured on all chromatographic columns is used as the preliminary standard retention time, and the value of the preliminary standard retention time of all components is the same as that of all components of the same sample measured on all chromatographic columns. The measured retention times were linearly fitted, the standard curves were drawn and the correlation coefficient r was calculated, and the measured retention times (measured by the chromatographic column) r<0.995, the measured retention times (measured by the chromatographic column) with large deviations and ( chromatographic column) lead to the measured retention time of chromatographic peak sequence change, the average value of the measured retention time measured by the rest of the chromatographic column is used as the standard retention time of various components;
(2)在每一个样品的目标成分中选择两个成分作为该样品的双标对照成分;(2) Select two components among the target components of each sample as the double standard control components of the sample;
(3)在一根色谱柱上运行待测样品的供试品溶液和双标对照成分的对照品溶液并利用高效液相色谱仪进行检测,获得供试品溶液的色谱图,通过双标对照成分的对照品对所获得的色谱图中的色谱峰进行定性,获得双标对照成分在供试品溶液中的实测保留时间;(3) Run the test solution of the sample to be tested and the reference solution of the double-standard control component on a chromatographic column and use high-performance liquid chromatography to obtain the chromatogram of the test solution. The reference substance of the component is qualitative to the chromatographic peak in the obtained chromatogram, obtains the measured retention time of the double standard control component in need testing solution;
(4)以双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标建立线性曲线,并得到两点线性方程;(4) Establish a linear curve with the standard retention time of the double-labeled control component as the ordinate and the measured retention time as the abscissa, and obtain a two-point linear equation;
(5)将除双标对照成分之外的待测样品的目标成分的标准保留时间带入所述两点线性方程,获得相应目标成分的预测保留时间,根据该预测保留时间对供试品的色谱图中的其他色谱峰进行定性,得到相应目标成分的实测保留时间;(5) Bring the standard retention time of the target component of the test sample except the double-labeled control component into the two-point linear equation to obtain the predicted retention time of the corresponding target component. Other chromatographic peaks in the chromatogram were qualitatively obtained to obtain the measured retention time of the corresponding target component;
如果所有的除双标对照成分之外的待测样品的目标成分的标准保留时间和实测保留时间的偏差的绝对值均>t2,则预测失败,更换步骤(3)中的色谱柱,并重复步骤(3)-(5);If the absolute value of the deviation between the standard retention time and the measured retention time of all the target components of the test sample except the double standard control component is >t 2 , then the prediction fails, replace the chromatographic column in step (3), and Repeat steps (3)-(5);
如果除双标对照成分之外的待测样品的目标成分之中至少有一个目标成分的标准保留时间和实测保留时间的偏差的绝对值≤t2,则进入步骤(6);If the absolute value of the deviation between the standard retention time and the measured retention time of at least one target component among the target components of the test sample except the double-standard control component is ≤t 2 , proceed to step (6);
(6)以所有实测保留时间与预测保留时间的偏差的绝对值≤t2的目标成分与双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标建立多点关系曲线并得到多点线性方程;(6) With the standard retention time of all target components whose deviations between the measured retention time and the predicted retention time are ≤ t 2 and the standard retention time of the double-labeled control component as the ordinate, and the measured retention time as the abscissa, establish a multi-point relationship curve and obtain multiple point linear equation;
(7)将除双标对照成分之外的待测样品的目标成分的标准保留时间带入多点线性方程,计算得到相应目标成分的新的预测保留时间;(7) Bring the standard retention time of the target component of the sample to be tested except the double-labeled control component into the multi-point linear equation, and calculate the new predicted retention time of the corresponding target component;
(8)在供试品的色谱图中找到与新的预测保留时间最接近的色谱峰,得到相应目标成分的新的实测保留时间,并计算各个目标成分的新的实测保留时间与新的预测保留时间的偏差的绝对值,以判断多点线性方程是否包括了所有目标成分:如果所有的偏差的绝对值≤t2,则进入下一步骤,如果有偏差的绝对值>t2,则返回步骤(6),以步骤(8)中计算的所有偏差的绝对值≤t2的目标成分与双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标重新建立多点关系曲线并得到新的多点线性方程,重复步骤(6)-(8);(8) Find the chromatographic peak closest to the new predicted retention time in the chromatogram of the test product, obtain the new measured retention time of the corresponding target component, and calculate the new measured retention time and new predicted retention time of each target component The absolute value of the deviation of the retention time to judge whether the multi-point linear equation includes all the target components: if the absolute value of all deviations ≤ t 2 , go to the next step, if the absolute value of deviation > t 2 , return In step (6), the standard retention time of the target components whose absolute value of deviation ≤ t2 calculated in step (8) and the double-standard control component is used as the ordinate, and the measured retention time is used as the abscissa to re-establish a multi-point relationship curve and To get a new multi-point linear equation, repeat steps (6)-(8);
(9)检测所有目标成分的标准保留时间与新的预测保留时间的偏差的绝对值是否≤tm,其中tm<t2:如果是,则预测成功;如果不是,则预测失败;预测失败时,更换步骤(3)中的色谱柱,重复步骤(3)-(9)。(9) Check whether the absolute value of the deviation between the standard retention time of all target components and the new predicted retention time is ≤t m , where t m <t 2 : if yes, the prediction is successful; if not, the prediction fails; prediction fails , replace the chromatographic column in step (3), and repeat steps (3)-(9).
本发明所提供的上述方法的目的是为了获得待测样品的各种成分的色谱峰的保留时间,并对色谱峰进行定性,利用两个化学对照品达到对待测样品中多个目标成分的定性,所适用的样品可以为中药、天然植物药、化学药、食品(例如保健食品)或者抗生素等,但不限于此,任何需要通过HPLC进行多成分定性的领域均可以适用。The purpose of the above-mentioned method provided by the present invention is to obtain the retention time of the chromatographic peaks of the various components of the sample to be tested, and to qualitatively carry out the chromatographic peaks, and utilize two chemical reference substances to achieve the qualitative determination of multiple target components in the sample to be tested. , the applicable samples can be traditional Chinese medicine, natural plant medicine, chemical medicine, food (such as health food) or antibiotics, etc., but not limited to this, any field that requires multi-component qualitative analysis by HPLC can be applied.
在上述方法中,优选地,在利用高效液相色谱仪测定各种样品的各种成分在多根色谱柱上的实测保留时间时,在每一根色谱柱均至少进样3次,并且所得到的实测保留时间的RSD应≤2%。In the above method, preferably, when utilizing a high performance liquid chromatograph to measure the actual retention time of various components of various samples on multiple chromatographic columns, each chromatographic column is injected at least 3 times, and the obtained The RSD of the obtained measured retention time should be ≤2%.
在上述方法中,优选地,所选择的双标对照品成分的标准保留时间靠近对应的样品的目标成分的保留时间段的两端。这里的保留时间段是指各种成分的色谱峰的保留时间范围。In the above method, preferably, the standard retention time of the selected components of the double standard reference substance is close to both ends of the retention time period of the target component of the corresponding sample. The retention time period here refers to the retention time range of the chromatographic peaks of various components.
在上述方法中,优选地,将样品的目标成分的保留时间段等分为四段,所选择的双标对照品成分的标准保留时间位于第一个分界点和第三个分界点附近。In the above method, preferably, the retention time period of the target component of the sample is equally divided into four segments, and the standard retention time of the selected double standard reference substance component is located near the first cut-off point and the third cut-off point.
在上述方法中,优选地,选择双标对照品成分的标准保留时间时,不选择在色谱柱拟合过程中偏离较大的成分,并且优选廉价易得的成分。In the above method, preferably, when selecting the standard retention time of the components of the double-standard reference substance, components that deviate greatly during the fitting process of the chromatographic column are not selected, and components that are cheap and easy to obtain are preferred.
在上述方法中,优选地,t2<1min,tm<1min;更优选地,t2为0.7min,tm为0.5min。In the above method, preferably, t 2 <1 min, t m <1 min; more preferably, t 2 is 0.7 min, and t m is 0.5 min.
在上述方法中,采用越多的色谱柱进行测定,可以获得更多的数据,而加入的数据越多,误差就越小,但也有一个收益递减效应,优选地,在步骤(1)中,各种成分的标准保留时间时采用的10-20根色谱柱测定的实测保留时间进行计算,由此获得的标准保留时间具有足够的代表性,在一开始选择色谱柱进行实测保留时间测定时应选择较多的色谱柱,以满足这里计算时采用10-20根色谱柱测得的数据的这一要求。In the above method, the more chromatographic columns are used for determination, the more data can be obtained, and the more data added, the smaller the error, but there is also an effect of diminishing returns. Preferably, in step (1), The standard retention time of various components is calculated from the measured retention time measured by 10-20 chromatographic columns. The standard retention time thus obtained is representative enough. When selecting the chromatographic column for the measurement of the measured retention time at the beginning, it should be Choose more chromatographic columns to meet this requirement of the data measured by using 10-20 chromatographic columns in the calculation here.
根据本发明的具体实施方案,上述高效液相色谱峰保留时间预测方法可以按照以下方式进行,其具体流程可以如图1所示:According to a specific embodiment of the present invention, the above-mentioned high performance liquid chromatography peak retention time prediction method can be carried out in the following manner, and its specific process can be as shown in Figure 1:
1、色谱柱拟合1. Column fitting
(1)利用高效液相色谱仪测定各种样品的各种成分在多根不同的色谱柱上的实测保留时间(至少保留3位小数),该检测可以采用优化的色谱条件(包括柱温、流速和流动相的种类、比例,可以根据药典的记载进行选择)进行,在检测过程中至少要进样三次,并且要满足保留时间的RSD≤2%,以控制采集数据的误差;(1) Use high-performance liquid chromatography to measure the measured retention time of various components of various samples on multiple different chromatographic columns (reserve at least 3 decimal places), and the detection can use optimized chromatographic conditions (including column temperature, The type and ratio of flow rate and mobile phase can be selected according to the records of the Pharmacopoeia), and the sample should be injected at least three times during the detection process, and the RSD of the retention time should be satisfied≤2%, so as to control the error of the collected data;
对在不同色谱柱上测定的同一样品的各种成分的实测保留时间两组两组地进行线性拟合,分别绘制标准曲线并计算相关系数r,剔除偏离较大的色谱柱甚至导致色谱峰顺序改变的色谱柱,一般来说,这些色谱柱与其他色谱柱的拟合效果都不佳,表现为r<0.995或者某个(或某些)点明显偏离拟合的直线;剔除这些数据可以使获得的标准保留时间等数据更加准确;在剔除的时候,可以对色谱柱进行分类,将相互之间拟合比较好的放在一起,然后进行选择,尽量选择数量较多的一组;Carry out linear fitting for the measured retention time of various components of the same sample measured on different chromatographic columns in two groups, draw the standard curve and calculate the correlation coefficient r, and eliminate the chromatographic column with large deviation and even cause the chromatographic peak sequence Changed columns, in general, these columns do not fit well with other columns, as shown by r < 0.995 or a certain (or some) points deviate significantly from the fitted line; removing these data can make The obtained standard retention time and other data are more accurate; when eliminating, you can classify the chromatographic columns, put together the ones that fit better with each other, and then select, try to choose a group with a large number;
剔除之后,以未被剔除的色谱柱测定的实测保留时间的平均值作为各种成分的标准保留时间(standard retention time,简称SRT),以该标准保留时间作为预测的基准值,计算时应采用10-20根色谱柱测定的数据进行。After the elimination, the average retention time measured by the un-eliminated chromatographic column is used as the standard retention time (SRT for short) of each component, and the standard retention time is used as the predicted reference value, which should be calculated using The data measured by 10-20 chromatographic columns are carried out.
(2)在每一个样品的目标成分中选择两个成分作为该样品的双标对照成分;理论上,目标物中的任意两个成分作为双标的效果应该都是一样的,但实际上由于色谱柱和色谱仪的差异、成分间结构的差异、洗脱条件的复杂程度和色谱分析的偶然误差,双标的选择还是会造成差别的,此外,还要兼顾该对照品获得的难易程度和价格因素。以下是双标选择应该遵循和兼顾的原则:双标应尽量分布在目标化合物保留时间段的两端,最优位置是将保留时间段均分成4段后,第一和第三两个分界点附近;双标成分尽量不要选择在色谱柱拟合过程中偏离较大的成分;双标成分尽量选择价廉易得的成分。(2) Select two components among the target components of each sample as the double-standard control components of the sample; theoretically, any two components in the target should have the same effect as double standards, but in fact due to the chromatographic Differences in columns and chromatographs, structural differences between components, complexity of elution conditions, and occasional errors in chromatographic analysis, the choice of double standards will still cause differences. In addition, the difficulty and price of the reference substance must be taken into account. factor. The following are the principles that should be followed and taken into account in the selection of double standards: The double standards should be distributed at both ends of the retention time period of the target compound as much as possible. Nearby; try not to choose components that deviate greatly during the fitting process of the chromatographic column for double-standard components; try to choose cheap and easy-to-obtain components for double-standard components.
获得各种样品的各种成分的SRT和各种样品的双标对照成分之后,可以将其汇总在一起作为标准集或者药典,当需要对某一样品的色谱峰的保留时间进行预测时,可以从该标准集或者药典中查询其对应的SRT和双标对照成分,然后按照以下步骤进行预测:After obtaining the SRT of various components of various samples and the double-labeled reference components of various samples, they can be collected together as a standard set or pharmacopoeia. When it is necessary to predict the retention time of a chromatographic peak of a certain sample, you can Query the corresponding SRT and double-standard reference components from the standard set or pharmacopoeia, and then follow the steps below to predict:
2、两点预测:2. Two predictions:
(3)在一根色谱柱(可以是任意的色谱柱,不一定是建立上述标准集或药典时采用的色谱柱)上运行待测样品的供试品溶液和双标对照成分的对照品溶液并利用高效液相色谱仪进行检测,获得供试品溶液的色谱图,通过双标对照成分的对照品对所获得的色谱图中的色谱峰进行定性,获得双标对照成分在供试品溶液中的实测保留时间;(3) Run the test solution of the sample to be tested and the reference solution of the double-standard reference component on a chromatographic column (it can be any chromatographic column, not necessarily the chromatographic column used when establishing the above-mentioned standard set or pharmacopoeia) And utilize the high-performance liquid chromatograph to detect, obtain the chromatogram of need testing solution, carry out qualitative to the chromatographic peak in the acquired chromatogram by the reference substance of double standard contrast composition, obtain double mark contrast composition in need testing solution The measured retention time in
(4)以双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标建立线性曲线,并得到两点线性方程;(4) Establish a linear curve with the standard retention time of the double-labeled control component as the ordinate and the measured retention time as the abscissa, and obtain a two-point linear equation;
(5)将除双标对照成分之外的待测样品的目标成分的标准保留时间带入所述两点线性方程,获得相应目标成分的预测保留时间,根据该预测保留时间对供试品的色谱图中的其他色谱峰进行定性,得到相应目标成分的实测保留时间;(5) Bring the standard retention time of the target component of the test sample except the double-labeled control component into the two-point linear equation to obtain the predicted retention time of the corresponding target component. Other chromatographic peaks in the chromatogram were qualitatively obtained to obtain the measured retention time of the corresponding target component;
如果除双标对照成分之外,待测样品所有的目标成分的标准保留时间和实测保留时间的偏差的绝对值均>t2,则预测失败,更换步骤(3)中的色谱柱,并重复步骤(3)-(5);If the absolute value of the deviation between the standard retention time and the measured retention time of all the target components in the test sample is >t 2 , except for the double standard control component, the prediction fails, replace the chromatographic column in step (3), and repeat Steps (3)-(5);
如果除双标对照成分之外,待测样品的目标成分之中至少有一个目标成分的标准保留时间和实测保留时间的偏差的绝对值≤t2,则进入步骤(6)。If the absolute value of the deviation between the standard retention time and the measured retention time of at least one target component in the sample to be tested is ≤t 2 , proceed to step (6) except for the double-standard control component.
3、多点预测:3. Multi-point prediction:
(6)以所有实测保留时间与预测保留时间的偏差的绝对值≤t2的目标成分与双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标建立多点关系曲线并得到多点线性方程;(6) With the standard retention time of all target components whose deviations between the measured retention time and the predicted retention time are ≤ t 2 and the standard retention time of the double-labeled control component as the ordinate, and the measured retention time as the abscissa, establish a multi-point relationship curve and obtain multiple point linear equation;
(7)将除双标对照成分之外的待测样品的目标成分的标准保留时间带入多点线性方程,计算得到相应目标成分的新的预测保留时间;(7) Bring the standard retention time of the target component of the sample to be tested except the double-labeled control component into the multi-point linear equation, and calculate the new predicted retention time of the corresponding target component;
(8)在供试品的色谱图中找到与新的预测保留时间最接近的色谱峰,得到相应目标成分的新的实测保留时间,并计算各个目标成分的新的实测保留时间与新的预测保留时间的偏差的绝对值,以判断多点线性方程是否包括了所有目标成分:如果所有的偏差的绝对值≤t2,则进入下一步骤,如果有偏差的绝对值>t2,则返回步骤(6),即使只有一个绝对值>t2也要返回步骤(6),以步骤(8)中计算的所有偏差的绝对值≤t2的目标成分与双标对照成分的标准保留时间为纵坐标、实测保留时间为横坐标重新建立多点关系曲线并得到新的多点线性方程,重复步骤(6)-(8),直到建立的多点线性方程能够包括所有的点;(8) Find the chromatographic peak closest to the new predicted retention time in the chromatogram of the test product, obtain the new measured retention time of the corresponding target component, and calculate the new measured retention time and new predicted retention time of each target component The absolute value of the deviation of the retention time to judge whether the multi-point linear equation includes all the target components: if the absolute value of all deviations ≤ t 2 , enter the next step, if the absolute value of deviation > t 2 , return Step (6), even if there is only one absolute value > t 2 , return to step (6), and the standard retention time between the target component and the double-standard control component whose absolute value of all deviations ≤ t 2 calculated in step (8) is The ordinate and the measured retention time are the abscissa to re-establish a multi-point relationship curve and obtain a new multi-point linear equation, repeat steps (6)-(8) until the established multi-point linear equation can include all points;
在步骤(6)一开始建立多点线性方程时,可能会有部分的目标成分的数据因为偏差的绝对值>t2而没有用到,当在步骤(7)中将其带入多点线性方程时,所计算得到的新的预测保留时间与标准保留时间的差值的绝对值有可能会变为≤t2,因此,当有偏差的绝对值>t2而返回步骤(6)之后,建立新的多点线性方程时所采用的数据会与之前的不同,后续的过程也会有不同,当所有的数据都能够满足偏差的绝对值≤t2之后,就可以进入后续的步骤(9)。When the multi-point linear equation is established at the beginning of step (6), there may be part of the data of the target component that is not used because the absolute value of the deviation>t 2 , when it is brought into the multi-point linear equation in step (7) When using the equation, the absolute value of the difference between the calculated new predicted retention time and the standard retention time may become ≤ t 2 , therefore, when the absolute value of the deviation > t 2 and return to step (6), The data used when establishing a new multi-point linear equation will be different from the previous ones, and the subsequent process will also be different. When all the data can satisfy the absolute value of the deviation ≤ t 2 , you can enter the subsequent steps (9 ).
(9)检测所有目标成分的标准保留时间与新的预测保留时间的偏差的绝对值是否≤tm,且tm<t2:如果是,则预测成功;如果不是,则预测失败;预测失败时,更换步骤(3)中的色谱柱,重复步骤(3)-(9)。(9) Check whether the absolute value of the deviation between the standard retention time of all target components and the new predicted retention time is ≤t m , and t m <t 2 : if yes, the prediction is successful; if not, the prediction fails; prediction fails , replace the chromatographic column in step (3), and repeat steps (3)-(9).
通过后面的多点预测可以提高预测的精度。另外,t2>tm可以达到宽进严出的效果,一方面提高适用柱的数量,另一方面也保证了预测的准确度,至于上述t2、tm的具体数值,可以根据情况进行调整,一般不大于1min。The accuracy of prediction can be improved through subsequent multi-point prediction. In addition, t 2 >t m can achieve the effect of wide entry and strict exit. On the one hand, it increases the number of applicable columns, and on the other hand, it also ensures the accuracy of prediction. As for the specific values of t 2 and t m above, it can be adjusted according to the situation. Adjustment, generally not more than 1min.
采用本发明提供的高效液相色谱峰保留时间预测方法能够准确预测待测样品的各种成分的色谱峰的保留时间,进而对待测样品的色谱峰进行定性,进行待测样品的鉴别。本发明所提供的方法具有较高的预测精度,适用的色谱柱数量多,明显优于现有的相对保留时间法。The high performance liquid chromatography peak retention time prediction method provided by the present invention can accurately predict the retention time of the chromatographic peaks of various components of the sample to be tested, and then perform qualitative analysis on the chromatographic peaks of the sample to be tested and identify the sample to be tested. The method provided by the invention has high predictive accuracy and a large number of applicable chromatographic columns, which is obviously superior to the existing relative retention time method.
附图说明Description of drawings
图1为本发明提供的高效液相色谱峰保留时间预测方法的流程图。Fig. 1 is a flow chart of the method for predicting peak retention time of high performance liquid chromatography provided by the present invention.
图2为两根色谱柱的拟合直线图。Figure 2 is the fitted line graph of the two chromatographic columns.
图3a-图3c为大黄中的5种蒽醌在10根色谱柱上的拟合结果。Fig. 3a-Fig. 3c are the fitting results of 5 kinds of anthraquinones in rhubarb on 10 chromatographic columns.
图4a-图4c为不同色谱柱上测定的大黄五种成分的保留时间的线性关系图。Figures 4a-4c are linear relationship diagrams of the retention times of the five components of rhubarb measured on different chromatographic columns.
图5为供试品溶液的色谱图。Fig. 5 is the chromatogram of need testing solution.
具体实施方式Detailed ways
为了对本发明的技术特征、目的和有益效果有更加清楚的理解,现对本发明的技术方案进行以下详细说明,但不能理解为对本发明的可实施范围的限定。In order to have a clearer understanding of the technical features, purposes and beneficial effects of the present invention, the technical solution of the present invention is described in detail below, but it should not be construed as limiting the scope of implementation of the present invention.
实施例Example
本实施例提供了一种高效液相色谱峰保留时间预测方法,其对大黄进行色谱峰保留时间的预测,包括以下步骤:This embodiment provides a high performance liquid chromatography peak retention time prediction method, which performs prediction of the chromatographic peak retention time of rhubarb, including the following steps:
1、色谱柱拟合:1. Column fitting:
按照优化的色谱条件(根据《中国药典》2010年版一部大黄的含量测定项(第22页)确定,具体参数为流动相为甲醇-0.1%磷酸水溶液(85:15),检测波长254nm,柱温30℃,流速1.0mL·min-1),在11根的不同品牌、型号的C18柱上进样混合对照品或供试品溶液,获得五种成分(芦荟大黄素、大黄酸、大黄素、大黄酚、大黄素甲醚)在不同色谱柱上的实测保留时间,至少进样三次并且要保留三位小数,去除RSD大于2%的色谱柱;所采用的色谱柱有12根,分别为:Kromasil C18*,Sunfire C18**,AgilentTC-C18*,Inertsil C18**,Hyperisil C18*,Vensil MP C18**,Shimadzu VP C18**,Phenomen luna C18**,Agilent HC-C18*,Agilent Zorbax SB-C18*,Shiseido AQ C18*,Shiseido MG C18*,以上C18柱简称为C1至C12(*.4.6mm×250mm×5μm,**.4.6mm×150mm×5μm),其中C1至C11用于色谱柱拟合,C12作为未知柱用于方法验证(未参与SRT的计算);According to the optimized chromatographic conditions (according to the "Chinese Pharmacopoeia" 2010 edition a rhubarb content determination items (page 22), the specific parameters are methanol-0.1% phosphoric acid aqueous solution (85:15), detection wavelength 254nm, column temperature 30°C, flow rate 1.0mL·min -1 ), inject mixed reference substance or test solution on 11 C18 columns of different brands and models, and obtain five components (aloe-emodin, rhein, emodin , chrysophanol, emodin methyl ether) measured retention time on different chromatographic columns, inject samples at least three times and keep three decimal places, and remove chromatographic columns with RSD greater than 2%; there are 12 chromatographic columns used, respectively : Kromasil C18*, Sunfire C18**, AgilentTC-C18*, Inertsil C18**, Hyperisil C18*, Vensil MP C18**, Shimadzu VP C18**, Phenomen luna C18**, Agilent HC-C18*, Agilent Zorbax SB-C18*, Shiseido AQ C18*, Shiseido MG C18*, the above C18 columns are referred to as C1 to C12 (*.4.6mm×250mm×5μm, **.4.6mm×150mm×5μm), of which C1 to C11 are used for Column fitting, C12 is used as an unknown column for method validation (not involved in the calculation of SRT);
将C1至C11色谱柱测定的上述五种成分的实测保留时间进行线性拟合(两两组合),绘制标准曲线,计算相关系数r,然后剔除偏离较大甚至导致色谱峰顺序改变的色谱柱(例如r<0.995的色谱柱,以及个别点明显偏离拟合直线的色谱柱);例如图2所示,其为C2、C11两根色谱柱的拟合直线,可以看出,C11色谱柱的第二个点(大黄酸)处与C2色谱柱偏离较大,这两根色谱柱不能够放在一起,应剔除一个;通过拟合,保留了C1至C10,C11剔除。Perform linear fitting (two-two combination) of the measured retention times of the above five components measured by the C1 to C11 chromatographic columns, draw a standard curve, calculate the correlation coefficient r, and then eliminate the chromatographic columns that deviate greatly or even cause the order of the chromatographic peaks to change ( For example, the chromatographic column with r<0.995, and the chromatographic column whose individual points obviously deviate from the fitting line); for example, as shown in Figure 2, it is the fitting line of the two chromatographic columns C2 and C11. The two points (rhein) deviate greatly from the C2 chromatographic column. The two chromatographic columns cannot be put together, and one should be eliminated; through fitting, C1 to C10 are retained, and C11 is eliminated.
2、SRT的确定:2. Determination of SRT:
在2个色谱系统上采用《中国药典》2010年版大黄项下的含量测定方法,同时测定其中的芦荟大黄素、大黄酸、大黄素、大黄酚和大黄素甲醚5种游离蒽醌成分(以上5种成分按保留时间从小到大排序),系统1:岛津2010A(对应柱1、2);系统2:waterse2695(对应柱3、4)和4根不同品牌和型号的色谱柱,柱1:kromasil C18(250mm×4.6mm×5μm);柱2:waters sunfire C18(150mm×4.6mm×5μm);柱3:agilentTC-C18(250mm×4.6mm×5μm);柱4:inertsil C18(150mm×4.6mm×5μm),以验证该结论的准确性和适用性,结果见图4a-图4c,其中,横、纵坐标分别为5种成分在任意两根色谱柱上的保留时间。On the two chromatographic systems, the content determination method under the rhubarb item of the "Chinese Pharmacopoeia" 2010 edition was used to simultaneously determine the five free anthraquinone components of aloe-emodin, rhein, emodin, chrysophanol and emodin methyl ether (above The 5 components are sorted by retention time from small to large), system 1: Shimadzu 2010A (corresponding to columns 1 and 2); system 2: waterse2695 (corresponding to columns 3 and 4) and 4 different brands and models of chromatographic columns, column 1 : kromasil C18 (250mm×4.6mm×5μm); Column 2: waters sunfire C18 (150mm×4.6mm×5μm); Column 3: agilentTC-C18 (250mm×4.6mm×5μm); Column 4: inertial C18 (150mm× 4.6mm×5μm), to verify the accuracy and applicability of the conclusion, the results are shown in Figure 4a-Figure 4c, where the horizontal and vertical coordinates are the retention times of the five components on any two chromatographic columns.
图3a-图3c为大黄5种蒽醌在10根色谱柱上的拟合结果,横坐标为5种蒽醌的SRT,纵坐标为各色谱柱上的实测保留时间,各色谱柱的线性方程和相关系数见表1。Fig. 3a-Fig. 3c are the fitting results of 5 kinds of anthraquinones of rhubarb on 10 chromatographic columns, the abscissa is the SRT of 5 kinds of anthraquinones, the ordinate is the measured retention time on each chromatographic column, and the linear equation of each chromatographic column and correlation coefficients are shown in Table 1.
表1不同色谱柱上保留时间的线性方程及相关系数Table 1 Linear equation and correlation coefficient of retention time on different chromatographic columns
对比图3a-图3c以及图4a-图4c可以看出,C2的r从0.9976(r2=0.9951)提高到了0.9998,C4的r从0.9974(r2=0.9947)提高到了0.9985,C3的r从0.9977(r2=0.9954)降低到了0.9962,属于小概率事件,从整体的数据来看,使用SRT的优势明显。Comparing Figure 3a-Figure 3c and Figure 4a-Figure 4c, it can be seen that the r of C2 increased from 0.9976 (r 2 =0.9951) to 0.9998, the r of C4 increased from 0.9974 (r 2 =0.9947) to 0.9985, and the r of C3 increased from 0.9977 (r 2 =0.9954) decreased to 0.9962, which is a small probability event. From the overall data point of view, the advantage of using SRT is obvious.
以未被剔除的上述10根色谱柱测定的实测保留时间的平均值作为各种成分的SRT,以该SRT作为预测的基准值,五种成分的SRT分别为:芦荟大黄素4.081min、大黄酸4.979min、大黄素7.380min、大黄酚9.385min和大黄素甲醚12.715min,双标选择保留时间最短的芦荟大黄素和最长的大黄素甲醚。The average value of the measured retention time measured by the above-mentioned 10 chromatographic columns that has not been excluded is used as the SRT of various components, and the SRT is used as the predicted reference value. The SRTs of the five components are respectively: aloe-emodin 4.081min, rhein 4.979min, emodin 7.380min, chrysophanol 9.385min and emodin methyl ether 12.715min, double standard selection aloe-emodin with the shortest retention time and emodin methyl ether with the longest retention time.
3、两点预测3. Two-point prediction
首先,在一个C18柱(C12,Shiseido MG C18*)上运行双标对照品溶液(即芦荟大黄素对照品溶液和大黄素甲醚对照品)和供试品溶液(即待测样品的溶液),通过对照品对供试品色谱图(如图5所示)中的色谱峰进行定性,从而获得双标成分在供试品中的实测保留时间:芦荟大黄素4.970min,大黄素甲醚16.000min;First, run the double standard reference solution (i.e. aloe-emodin reference solution and emodin reference substance) and the test solution (i.e. the solution of the sample to be tested) on a C18 column (C12, Shiseido MG C18*) , the chromatographic peaks in the chromatogram of the test product (as shown in Figure 5) were qualified by the reference substance, so as to obtain the measured retention time of the double-labeled components in the test product: aloe-emodin 4.970min, emodin methyl ether 16.000 min;
然后,以SRT为纵坐标、实测保留时间为横坐标,得到两点:芦荟大黄素(4.970,4.081)和大黄素甲醚(16.000,12.715),进而得到两点线性方程:Y=0.7828X+0.1903;Then, with SRT as the vertical axis and the measured retention time as the horizontal axis, two points are obtained: aloe-emodin (4.970, 4.081) and emodin methyl ether (16.000, 12.715), and then a two-point linear equation is obtained: Y=0.7828X+ 0.1903;
将其余3种蒽醌的SRT值(对应Y值)代入上述方程,得到预测保留时间:大黄酸6.117min、大黄素9.185min、大黄酚11.746min;Substitute the SRT values (corresponding Y values) of the other three anthraquinones into the above equation to obtain the predicted retention time: 6.117 min for rhein, 9.185 min for emodin, and 11.746 min for chrysophanol;
最后,在供试品色谱图中寻找与预测值最接近的色谱峰(a为对照品溶液色谱图,b为大黄供试品溶液色谱图,1、5为双标,2、3、4为目标峰),并得到实测保留时间,依次为:大黄酸5.978min、大黄素9.218min和大黄酚11.843min,实测保留时间和预测保留时间的偏差的绝对值依次为0.139min、0.033min和0.097min。Finally, look for the chromatographic peak closest to the predicted value in the chromatogram of the test product (a is the chromatogram of the reference substance solution, b is the chromatogram of the rhubarb test solution, 1 and 5 are double standards, 2, 3, and 4 are target peak), and obtained the measured retention time, which are: rhein 5.978min, emodin 9.218min and chrysophanol 11.843min, the absolute value of the deviation between the measured retention time and predicted retention time is 0.139min, 0.033min and 0.097min in turn .
4、多点预测:4. Multi-point prediction:
(1)偏差判定:上述得到的大黄酸、大黄素、大黄酚的偏差的绝对值均小于0.7min,因此,预测效果良好,这三种目标物均参与拟合多点线性方程;(1) Deviation judgment: The absolute values of the deviations of rhein, emodin, and chrysophanol obtained above are all less than 0.7min, so the prediction effect is good, and these three target substances are all involved in fitting multi-point linear equations;
(2)拟合多点线性方程:以SRT为纵坐标,实测保留时间为横坐标,得到5个点:芦荟大黄素(4.970,4.081)、大黄酸(5.978,4.979)、大黄素(9.218,7.380)、大黄酚(11.843,9.385)和大黄素甲醚(16.000,12.715),进而得到5点线性方程:Y=0.7759X+0.2580;(2) Fitting a multi-point linear equation: take SRT as the ordinate, and the measured retention time as the abscissa, and get 5 points: aloe-emodin (4.970, 4.081), rhein (5.978, 4.979), emodin (9.218, 7.380), chrysophanol (11.843, 9.385) and emodin methyl ether (16.000, 12.715), and then get a 5-point linear equation: Y=0.7759X+0.2580;
(3)将其余3种蒽醌(大黄酸、大黄素、大黄酚)的SRT值重新代入方程,得到新的预测保留时间:大黄酸6.085min、大黄素9.179min、大黄酚11.763min;(3) Substitute the SRT values of the remaining three anthraquinones (rhein, emodin, and chrysophanol) into the equation again to obtain new predicted retention times: 6.085 min for rhein, 9.179 min for emodin, and 11.763 min for chrysophanol;
(4)在供试品的色谱图中重新寻找与3种蒽醌(大黄酸、大黄素、大黄酚)的新的预测保留时间最接近的色谱峰,仍旧是2、3、4号峰,并得到3种蒽醌(大黄酸、大黄素、大黄酚)的新的实测保留时间:大黄酸5.978min、大黄素9.218min和大黄酚11.843min;(4) Re-search for the chromatographic peaks closest to the new predicted retention times of the three anthraquinones (rhein, emodin, and chrysophanol) in the chromatogram of the test product, which are still peaks 2, 3, and 4. And get the new measured retention time of three kinds of anthraquinones (rhein, emodin, chrysophanol): rhein 5.978min, emodin 9.218min and chrysophanol 11.843min;
(5)检查多点线性方程的拟合是否包括了所有目标物,即检查是否所有的目标物预测偏差的绝对值均≤0.5min,3种蒽醌(大黄酸、大黄素、大黄酚)的预测偏差绝对值依次为0.107min、0.033min和0.080min,均小于0.5min,因此,预测成功。(5) Check whether the fitting of the multi-point linear equation includes all targets, that is, check whether the absolute values of the prediction deviations of all targets are ≤0.5min, and the three kinds of anthraquinones (rhein, emodin, chrysophanol) The absolute values of prediction deviations are 0.107min, 0.033min and 0.080min in turn, all less than 0.5min, therefore, the prediction is successful.
双标线性校正法与相对保留时间法预测效果的比较Comparison of prediction effect between double standard linear correction method and relative retention time method
以大黄中5种蒽醌分析为例比较两种预测方法的优劣。表2、3为两法在10根色谱柱上的比较结果(相对保留时间法的预测以大黄素为参照物,相对保留时间的均值为0.556、0.678、1.266和1.709),其中,表3中第二列是预测保留时间与实测保留时间的最大绝对偏差;第三列是对应的最大相对偏差;第四列是绝对偏差小于等于0.5min的数目占总数的百分比;第五列为适用柱的总数(当某色谱柱上各成分预测值的绝对偏差都小于等于0.5min时,认为该柱适用);第六列和第七列为对应的相对偏差的百分比和适用柱数目。Taking the analysis of five anthraquinones in rhubarb as an example, the advantages and disadvantages of the two prediction methods were compared. Tables 2 and 3 are the comparison results of the two methods on 10 chromatographic columns (the prediction of the relative retention time method takes emodin as a reference, and the average values of the relative retention times are 0.556, 0.678, 1.266 and 1.709), among which, in Table 3 The second column is the maximum absolute deviation between the predicted retention time and the measured retention time; the third column is the corresponding maximum relative deviation; the fourth column is the percentage of the total number of absolute deviations less than or equal to 0.5min; the fifth column is the applicable column Total number (when the absolute deviation of the predicted values of each component on a chromatographic column is less than or equal to 0.5min, the column is considered applicable); the sixth and seventh columns are the corresponding relative deviation percentage and the number of applicable columns.
表2保留时间预测值的绝对偏差/minTable 2 Absolute deviation/min of predicted value of retention time
表3两种方法预测结果比较Table 3 Comparison of the prediction results of the two methods
由表2和表3所示的结果可以看出,双标线性校正法的预测精度更高,适用的色谱柱数量更多,明显优于相对保留时间法。From the results shown in Table 2 and Table 3, it can be seen that the prediction accuracy of the double-standard linear calibration method is higher, and the number of applicable chromatographic columns is larger, which is obviously better than the relative retention time method.
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