The present invention relates to a data processing system for a chromatograph, such as a gas chromatograph or liquid chromatograph.
The performance or efficiency of a chromatographic apparatus can be judged by various indices, such as the theoretical plate number or the resolution (the degree of separation of the peaks). The theoretical plate number is an index representing the separation performance of a column, which is calculated from the retention time and the peak width of a component on a chromatogram.
According to the United States Pharmacopeia (USP), which is published under the jurisdiction of the U.S. Food and Drug Administration (FDA), the peak width is defined as follows (Non-Patent Document 1): As shown in
N=16×(Tr/W)2 (1)
In the Japanese Pharmacopeia (JP), which is published under the jurisdiction of the Ministry of Health, Labor and Welfare, the peak width is defined as follows: As shown in
N=5.54×(Tr/W0.5)2 (2)
Both equations (1) and (2) yield the same value of the theoretical plate number N if the peak shape of the chromatogram is an ideal Gaussian distribution (normal distribution).
The peak widths W and W0.5 are also used for calculating the resolution or other indices as well as the theoretical plate number. It is also common to calculate a peak width W0.5 or W0.1 at a height of 5% or 10% from the baseline BL to determine the symmetry factor or other indices.
Although the aforementioned calculation method according to the Japanese Pharmacopeia is intended for calculating the peak width at the 50% height level from the baseline BL, the peak widths at different heights (e.g. 5% or 10%) can also be calculated by similar procedures. Accordingly, in the following description, such methods are collectively referred to as the “peak width calculation method of the Japanese Pharmacopeia.”
Non-Patent Document 1: “Reviewer Guidance—Validation of Chromatographic Methods”, [online], Center for Drug Evaluation and Research (CDER), [searched on Jun. 11, 2012], the Internet <URL: http://www.fda.gov/downloads/Drugs/GuidanceComplianceRegulatoryInformation/Guidanc es/ucm072974.pdf>
Non-Patent Document 2: “Dai Juugo Kaisei Nihon Yakkyokuhou (The Japanese Pharmacopeia, Fifteenth Edition)”, the Ministry of Health, Labor and Welfare, [searched on Jun. 11, 2012], the Internet <URL: http://jpdb.nihs.gojp/jp15/YAKKYOKUHOU15.pdf>
Calculating a peak width in the previously described manner is frequently required in a data processing system for a chromatograph in order to compute the theoretical plate number, the degree of separation or other indices. However, when there are two adjacent peaks overlapping each other as shown in
In the previously described cases, it is possible to calculate the peak width after separating the peaks by deconvolution computing. However, such a method requires an additional processing time for the peak separation and yet can yield no more than a speculated value.
The problem to be solved by the present invention is to provide a data processing system for a chromatograph, which is capable of more reliably calculating a peak width, without performing complex processing, even if the point of inflection or intersection in one of the front and rear parts of the peak cannot be appropriately obtained due to an overlapping of the peak with another one.
The first mode of the data processing system for a chromatograph according to the present invention aimed at solving the previously described problem includes:
a) a baseline determiner for determining a baseline of a chromatogram;
b) a peak top detector for detecting a peak top of the chromatogram; and
c) a peak width calculator for calculating a peak width of a peak by detecting an inflection point in a front part or a rear part of the peak divided at the peak top, by detecting an intersection point at which a tangent to the peak at the inflection point intersects with the baseline as well as an intersection point at which a perpendicular drawn from the peak top to the baseline intersects with the baseline, by determining the distance between the two intersection points, and by calculating, as the peak width of the peak, a value which equals two times the aforementioned distance.
The second mode of the data processing system for a chromatograph according to the present invention aimed at solving the previously described problem includes:
a) a baseline determiner for determining a baseline of a chromatogram;
b) a peak top detector for detecting a peak top of the chromatogram; and
c) a peak width calculator for calculating a peak width of a peak by drawing a straight line parallel to the baseline at a height of M-% of the height of the peak top from the baseline, by detecting an intersection point at which the straight line intersects with the peak in a front part or a rear part of the peak divided at the peak top, by detecting an intersection point at which a perpendicular drawn from the peak top to the straight line intersects with the straight line, by determining the distance between the two intersection points, and by calculating, as the peak width of the peak, a value which equals two times the aforementioned distance.
Calculation equations for the theoretical plate number or other indices for a chromatogram are formulated on the assumption that the peak shape of the chromatogram originally follows the Gaussian distribution. If the peak shape of the chromatogram is an ideal Gaussian distribution, the front and rear parts of the peak will be symmetrical with respect to the peak top. The basic idea of the present invention is to suppose this symmetry and calculate the peak width by doubling the width of the front or rear part of the peak, whichever computable, without performing the process of separating the peaks by deconvolution computing or other calculations.
If there are no peaks overlapping each other, or if an overlapping of two peaks does not affect the calculation of the peak width as in the case of the peak 1 in
With the data processing system for a chromatograph according to the present invention, the width of a target peak can be easily calculated as long as the width of one of the front and rear parts of the peak can be calculated. Furthermore, if the peak shape is adequately symmetrical, the calculated peak width will be more reliable than in the case where the peaks are separated by deconvolution computing.
One embodiment of the data processing system for a chromatograph according to the present invention is hereinafter described with reference to
The substance of the data processing system 16 is a dedicated or multi-purpose computer, with a predetermined processing program running on it so as to make this computer function as a chromatogram creator 161, a baseline determiner 162, a peak detector 163, and a peak width calculator 164, and to make it perform data processing for various kinds of analyses.
A procedure of calculating the theoretical plate number N in the data processing system 16 is shown in the flowchart of
The data processing according to the present invention is characterized by the peak width calculation process in Step S4. Accordingly, this process will be hereinafter described in detail. As explained earlier, there are two major methods for the peak width calculation, i.e. the method of the U.S. Pharmacopeia and the method of the Japanese Pharmacopeia. The following description initially deals with the procedure of calculating the peak width W according to the U.S. Pharmacopeia.
In the first mode of the peak width calculation process according to the present embodiment, a target peak spread over a range of time from its peak starting time to its peak ending time is initially searched for an inflection point in each of the front and rear parts of the peak divided at the peak top P (Step S11). A commonly used algorithm for searching for an inflection point is as follows:
Starting from the peak top P and moving backward in time, the first and second differential values are calculated at each point on the peak curve, and it is determined whether or not the second differential value is zero and the first differential value is greater than zero (i.e. a positive value). The point on the chromatogram which satisfies this condition is adopted as the inflection point Cl in the front part. The inflection point C2 in the rear part can be found in a similar way, except for the searching point moving from the peak top P forward in time and the first differential value being tested as to whether or not it is less than zero (e.g. a negative value). The search for the inflection point may be initiated from the base of the peak (the beginning and ending points of the peak) instead of the peak top P. For the calculation of the first and second differential values, commonly known algorithms can be used, such as the Savitzky-Golay method.
Subsequently, it is determined whether or not the inflection points have been appropriately detected in both the front and rear parts of the peak (Step S12). It is known that, if the peak shape is an ideal Gaussian distribution, the inflection point is located at a height equal to 1/e0.5 times the peak height Hp, where e is the base of the natural logarithm (see JP-A 2004-184148). Accordingly, for example, whether or not the detected inflection points are appropriate can be determined by examining whether or not the heights of the detected inflection points from the baseline are within a predetermined range from 1/e0.5 Hp,
In Step S12, if it has been confirmed that the inflection points C1 and C2 have been appropriately detected in both the front and rear parts of the peak as in
On the other hand, as in
Thus, even if one of the inflection points cannot be appropriately detected, the peak width W can be calculated by the processes of Steps S13-S15.
A procedure of calculating the peak width W0.5 at a height of 50% of the peak height according to the method of the Japanese Pharmacopeia is hereinafter described by means of the flowchart of
In the second mode of the peak width calculation process according to the present embodiment, a straight line PL parallel to the baseline BL of the target peak is drawn at a height of 50% of the height of the peak top P from the baseline BL, and the points at each of which this line PL intersects with the peak are detected (Step S21). Subsequently, it is determined whether or not the intersection points detected in Step S21 have been obtained in both the front and rear parts of the peak (Step S22).
In Step S22, when the intersection point of the peak and the straight line PL exists in both the front and rear parts of the peak, the peak width W0.5 is calculated by determining the distance between the two intersection points D1 and D2, as shown in
On the other hand, as in the case of
Thus, even if one of the intersection points of the target peak and the straight line PL cannot be detected, the peak width W0.5 can be calculated by the processes performed in Steps S23 and S24.
It should be noted that the previously described embodiment is a mere example of the present invention and can evidently be changed or modified appropriately within the spirit of the present invention in aspects other than the previously described ones. For example, although the second mode of the peak width calculation process in the previously described embodiment was the case of calculating the peak width at a height of 50% of the height of the peak top from the baseline, it is possible to more generally calculate a peak width at a height of M % (0<M<100) by a similar procedure.
In a method described in the Japanese Unexamined Patent Application Publication No. 2004-184148, the points on the peak at a height equal to 1/e0.5 times the peak height from the baseline are defined as virtual inflection points, and the distance between the two points at which the tangents to the peak at the virtual inflection points in the front and rear parts of the peak respectively intersect with the baseline is calculated as the peak width W. In such a calculation method, the detection of the virtual inflection points and the determination on the detected virtual inflection points can be performed by a process similar to Steps S21 and S22 in
Number | Date | Country | Kind |
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2011-151433 | Jul 2011 | JP | national |
Filing Document | Filing Date | Country | Kind | 371c Date |
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PCT/JP2012/066068 | 6/22/2012 | WO | 00 | 1/7/2014 |