CN114441415A - Micro-plugging hole identification method and sample analyzer - Google Patents

Micro-plugging hole identification method and sample analyzer Download PDF

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CN114441415A
CN114441415A CN202210355230.4A CN202210355230A CN114441415A CN 114441415 A CN114441415 A CN 114441415A CN 202210355230 A CN202210355230 A CN 202210355230A CN 114441415 A CN114441415 A CN 114441415A
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voltage
pulse signal
particle
hole
time period
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CN114441415B (en
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燕赛赛
方建伟
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Shenzhen Dymind Biotechnology Co Ltd
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Shenzhen Dymind Biotechnology Co Ltd
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    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/1031Investigating individual particles by measuring electrical or magnetic effects
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N15/14Optical investigation techniques, e.g. flow cytometry
    • GPHYSICS
    • G01MEASURING; TESTING
    • G01NINVESTIGATING OR ANALYSING MATERIALS BY DETERMINING THEIR CHEMICAL OR PHYSICAL PROPERTIES
    • G01N15/00Investigating characteristics of particles; Investigating permeability, pore-volume or surface-area of porous materials
    • G01N15/10Investigating individual particles
    • G01N2015/1026Recognising analyser failures, e.g. bubbles; Quality control for particle analysers

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Abstract

The application discloses a micro-plugging hole identification method and a sample analyzer, wherein the method comprises the following steps: obtaining a sample voltage pulse signal generated by an impedance detection channel in a first preset time period in the process of counting and detecting a current sample, and judging whether hole plugging occurs in the current time period based on the voltage pulse signal; judging whether an optical pulse signal generated by an optical detection channel in the preset time period in the process of counting and detecting the current sample is obtained or not; if yes, obtaining particle number difference information based on the particle number information obtained under the impedance detection channel and the particle number information obtained under the optical detection channel; and obtaining particle volume histogram information based on the voltage pulse signal, constructing a first scatter diagram based on the particle number difference information and the particle volume histogram information, and judging whether hole plugging occurs in the current time period based on the first scatter diagram. Through the mode, the recognition capability of the micro plugging hole can be improved.

Description

Micro-plugging hole identification method and sample analyzer
Technical Field
The application relates to the technical field of medical treatment, in particular to a micro-plugging hole identification method and a sample analyzer.
Background
In a blood cell analyzer, blood cell counting generally adopts an electrical impedance method, and a certain amount of blood sample is treated by a specific reagent and flows from a front pool of the analyzer to a rear pool through a jewel hole under the action of external power. However, in the detection process, because the aperture of the gem hole is very small, the gem hole is easily adhered by blood cell fragments, blood clots, proteins, puncture fragments caused by puncturing the test tube cap by the sampling needle and the like in blood, so that the gem hole is blocked, and the reliability of the detection function of the instrument and the accuracy of the performance are influenced. However, in the prior art, the judgment method for the gem hole blocking has the problem of high misjudgment rate.
Disclosure of Invention
The technical problem that this application mainly solved provides a little stifled hole identification method and sample analysis appearance, can promote the discernment ability in little stifled hole.
In order to solve the technical problem, the application adopts a technical scheme that: provided is a method for identifying micro-plugged holes, comprising the following steps: carrying out sample detection through an impedance detection channel and an optical detection channel to obtain a sample voltage pulse signal generated by the impedance detection channel in a preset time period in the process of counting and detecting a current sample, and judging whether hole plugging occurs in the current time period based on the voltage pulse signal; judging whether an optical pulse signal generated by an optical detection channel in the preset time period in the process of counting and detecting the current sample is obtained or not; if yes, obtaining particle number difference information based on the particle number information obtained under the impedance detection channel and the particle number information under the optical detection channel; and obtaining particle volume histogram information based on the voltage pulse signal, constructing a first scatter diagram based on the particle difference information and the particle volume histogram information, and judging whether hole plugging occurs in the current time period based on the first scatter diagram.
In order to solve the above technical problem, another technical solution adopted by the present application is: there is provided a sample analyzer comprising: the particle counting module is used for counting particles of a sample and generating a counting signal of the particles; the storage module is used for storing program data; and the control module is connected with the particle counting module and the storage module and is used for executing the program data to realize the micro-plugging hole identification method in the technical scheme.
The beneficial effect of this application is: different from the situation in the prior art, the method and the device construct the first scatter diagram based on the particle number difference information of the impedance detection channel and the optical detection channel in the counting detection process and the particle volume histogram information of the impedance detection channel, and can effectively identify whether micro-plugging occurs in the counting process based on the first scatter diagram, so that the accuracy of the impedance detection channel in counting cell particles is ensured.
Drawings
In order to more clearly illustrate the technical solutions in the embodiments of the present application, the drawings needed to be used in the description of the embodiments are briefly introduced below, and it is obvious that the drawings in the following description are only some embodiments of the present application, and it is obvious for those skilled in the art to obtain other drawings based on these drawings without creative efforts. Wherein:
FIG. 1 is a schematic flow chart of an embodiment of a method for identifying micro-plugged holes according to the present application;
FIG. 2 is a schematic flow chart illustrating an embodiment of determining whether hole plugging occurs in a current time period based on the effectiveness of particle flow in a voltage pulse signal;
FIG. 3a is a schematic diagram of a volume histogram of white blood cells when no hole blockage occurs;
FIG. 3b is a schematic diagram of a histogram of leukocyte volumes when hole blockage occurs;
FIG. 4 is a schematic flow chart of an embodiment of determining whether a hole blockage occurs based on a sudden change in voltage in a voltage pulse signal;
FIG. 5 is a schematic flow chart illustrating another embodiment of determining whether hole blockage occurs based on a sudden voltage change in a voltage pulse signal;
fig. 6 is a schematic flow chart of an embodiment of determining whether a hole is blocked in a current time period based on an initial voltage when a current sample is counted and detected;
FIG. 7 is a schematic illustration of a plurality of first scatter plots;
FIG. 8 is a schematic illustration of a plurality of third scatter plots;
FIG. 9 is a schematic diagram of the structure of an embodiment of the sample analyzer of the present application.
Detailed Description
The technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the drawings in the embodiments of the present application, and it is obvious that the described embodiments are only a part of the embodiments of the present application, and not all the embodiments. All other embodiments, which can be derived by a person skilled in the art from the embodiments given herein without making any creative effort, shall fall within the protection scope of the present application.
In the prior art, the method for judging the hole blockage of the gem hole mainly comprises the following three methods:
the first method is a volumetric method, in which a liquid volumetric sensor is added to the pipeline, and whether the hole is blocked during the measurement process is judged by the condition that the liquid reaches the position sensor within a specified time. This method cannot effectively judge whether the time point at which the clogging occurs is before or during counting because it is evaluated only by the volume of the liquid in the volumetric metering tube.
The second method is to judge whether the hole blockage occurs or not through the stability of the particle flow in the counting process, and the method has certain judgment capability on the hole blockage problem in the counting process, but the abnormal hole blockage situation that micro-blockage occurs before counting and the particle flow is in a stable state in the counting process is difficult to judge, namely, the situation of misjudgment exists.
The third method is to identify whether the voltage signal has sudden change or not by presetting the threshold value of the differential voltage signal and performing characteristic analysis on the voltage signal of the gem hole, and detect whether the gem hole is blocked or not by combining the time when the sudden change occurs when the voltage signal is identified to have sudden change, so that the severity of the hole blocking and the time point when the hole blocking occurs can be identified to a certain extent by the method, but obvious defects exist: firstly, the setting of the threshold of the differential voltage signal is greatly influenced by the concentration of the sample and whether the sample is an abnormal sample, namely, the voltage signal mutation characteristics of the samples with different concentrations under the condition that the hole plugging actually occurs are different, at the moment, the accuracy is difficult to evaluate by using the threshold of the differential voltage signal, and secondly, the voltage signal generated by the actual blood cell sample through the jewel hole is easily influenced by factors such as the conductivity, the temperature, the liquid flow of the solution, the physical parameters of the jewel hole and the like, and the defects can cause certain hole plugging misjudgment rate.
The three methods can not effectively identify the type of the micro-plugged hole by identifying and judging the type of the relatively serious plugged hole.
To solve at least some of the above problems, please refer to fig. 1, in which fig. 1 is a schematic flow chart of an embodiment of a method for identifying micro plugged holes of the present application, the method includes:
s101: and obtaining a sample voltage pulse signal generated by the impedance detection channel in a first preset time period in the process of counting and detecting the current sample, and judging whether hole blockage occurs in the current time period based on the voltage pulse signal.
Specifically, the sample can be counted and detected by an impedance method and an optical method in response to the sample analyzer, wherein the impedance method is to detect the sample by using an impedance detection channel of the sample analyzer, and the optical method is to detect the sample by using an optical detection channel of the sample analyzer. The step of obtaining a sample voltage pulse signal generated by the impedance detection channel within a preset time period in the process of counting and detecting the current sample in step S101 includes: the blood sample is processed by using a specific reagent, and the processed sample passes through the gem hole of the blood analyzer under the action of negative pressure suction. The two sides of the gem hole comprise positive and negative electrodes which are used for collecting voltage signals between the positive and negative electrodes at the two sides of the gem hole in a preset time period and recording a plurality of collected voltage signals to form voltage pulse signals. The first preset time period may be a time period corresponding to a complete counting detection process of the current sample, or may be a certain time period in the counting detection process. By acquiring the voltage pulse signal generated in the first preset time period, whether hole blockage occurs in the counting process is judged by the aid of the voltage pulse signal.
Further, the step of judging whether the hole plugging occurs in the current time period based on the voltage pulse signal includes: and judging whether the hole is blocked in the current time period or not based on the effective condition of the particle flow in the voltage pulse signal, the voltage abrupt change condition in the voltage pulse signal and the initial voltage during counting detection of the current sample. The accuracy of the hole plugging judgment in the counting process in the first preset time period is improved by combining a plurality of judgment methods. According to the practical situation, at least one of the three judgment methods can be combined to judge whether the hole is blocked in the current time period; for example, any one of the three determination methods may be selected as a basis for determining whether the hole is blocked in the current time period; or, two judging methods of the three judging methods may be combined to judge whether the hole plugging occurs in the current time period, and when both judging methods judge that the hole plugging does not occur in the current time period, a conclusion that the hole plugging does not occur in the current time period is given; otherwise, a conclusion that the hole is blocked in the current time period is given; or, the three judging methods may be combined to judge whether the hole plugging occurs in the current time period, and when all the three judging methods judge that the hole plugging does not occur in the current time period, a conclusion that the hole plugging does not occur in the current time period is given; otherwise, a conclusion that the hole blockage occurs in the current time period is given.
Specifically, referring to fig. 2, fig. 2 is a schematic flow chart of an embodiment for determining whether hole plugging occurs in a current time period based on an effective condition of particle flow in a voltage pulse signal, where the method includes:
s201: and determining the particle flow effective section and the particle flow ineffective section based on the voltage pulse signals.
The step S201 includes: a differential curve is obtained based on the voltage pulse signal. Specifically, in one embodiment, a voltage smoothing curve is generated by smoothing a voltage pulse signal generated by a current sample within a first preset time period; and performing first-order difference processing on the voltage smooth curve to obtain a first-order difference curve and using the first-order difference curve as a difference curve to help determine the particle flow effective section or the particle flow ineffective section through the first-order difference curve. Optionally, in other embodiments, the voltage smoothing curve may be subjected to a second order difference or a third order difference according to actual conditions, and the second order difference curve or the third order difference curve obtained after the processing is used as a final difference curve.
Further, after obtaining the differential curve, step S201 further includes: and determining the particle flow effective section and the particle flow ineffective section from the differential curve. Specifically, a plurality of sub-regions may be obtained from the differential curve, and an integrated value of each sub-region is obtained. The voltage difference corresponding to the starting time and the ending time of each sub-area is 0, and the voltage difference corresponding to the middle time between the starting time and the ending time of each sub-area is greater than 0 or less than 0. Accumulating the integral values of the sub-regions in sequence to obtain a first sum, and determining the moment when the first sum is greater than a third threshold value for the first time as an initial change moment; and determining the moment when the first sum value is larger than the third threshold value for the last time in the first preset time period as the change termination moment. Further, the particle flow passing through the gem hole between the initial change time and the final change time is defined as a particle flow invalid section, and the rest are particle flow valid sections. The step S202 is facilitated by defining a particle flow valid segment and a particle flow invalid segment.
S202: and judging whether the hole is blocked in the current time period or not based on the particle flow effective section and the particle flow ineffective section.
Specifically, the implementation process of step S202 includes: and judging whether the duration range corresponding to the particle flow valid segment is smaller than the duration range corresponding to the particle flow invalid segment, and/or whether the absolute value of a first difference value between the duration range corresponding to the particle flow valid segment and the duration range corresponding to the particle flow invalid segment is larger than or equal to a first threshold value, and/or judging whether a second difference value between the voltage at the end change moment of a voltage smooth curve obtained after the voltage pulse signal is subjected to smoothing processing and the initial voltage is larger than or equal to a second threshold value. If the particle flow effective section is in the first preset time period, and the particle flow invalid section is in the second preset time period; otherwise, judging that the hole is not blocked in the first preset time period. Specifically, the duration range corresponding to the particle flow valid segment may be smaller than the duration range corresponding to the particle flow invalid segment as a first determination condition, an absolute value of a first difference between the duration range corresponding to the particle flow valid segment and the duration range corresponding to the particle flow invalid segment is greater than or equal to a first threshold as a second determination condition, and a second difference between the voltage at the termination change time and the initial voltage pair is greater than or equal to a second threshold as a third determination condition. Further, whether the hole is blocked in the current time period can be judged according to the actual situation by combining at least one judgment condition of the three judgment conditions; for example, one of the three judgment conditions may be selected as a judgment basis, and when the judgment condition is satisfied, a conclusion that the hole blockage occurs in the current time period is judged based on the particle flow valid segment and the particle flow invalid segment is given; or two judgment conditions of the three judgment conditions can be selected as judgment bases, and when the two judgment conditions are met, a conclusion that the hole blockage occurs in the current time period is judged based on the particle flow effective section and the particle flow invalid section is given; or, when the three judgment conditions are all satisfied, a conclusion that the hole blockage occurs in the current time period is judged based on the particle flow effective section and the particle flow invalid section is given. The first threshold and the second threshold may be obtained through estimation, or may be obtained through multiple experimental inversions. Step S202 may preliminarily determine whether the hole is blocked during the counting process by processing and analyzing the time corresponding to the particle flow valid segment and the time corresponding to the particle flow invalid segment, and analyzing the voltage corresponding to the time when the change is terminated. In addition, the initial voltage is the voltage when the test instrument is started, or the voltage after the diluent is replaced, or the voltage after the blockage removing operation is executed; specifically, the initial voltage may be one voltage value obtained at any one of the above-described timings, or may be an average value of the initial voltages obtained at the above-described timings. For example, the voltage when a certain test apparatus is started up may be used as the initial voltage, or an average value of the voltage when the test apparatus is started up a plurality of times and the voltage after the diluent is replaced a plurality of times may be calculated and used as the initial voltage.
Of course, in other embodiments, the above implementation process of determining whether the hole plugging occurs based on the effective condition of the particle flow in the voltage pulse signal may be other; for example, a histogram of cell volume per unit time during the counting test is obtained. Specifically, the cell volume histogram may be obtained by processing the voltage pulse signal generated during the first preset time period. The volume of each cell is obtained in response to the pulse height being proportional to the cell volume size, and is calculated to obtain a cell volume histogram. For example, in the present embodiment, a white blood cell volume histogram is obtained by a voltage pulse signal. When no pore blockage occurs in the gem pore, the leukocyte volume histogram is shown in fig. 3 a; when the gem hole is blocked, the white blood cell volume histogram fluctuates, as shown in fig. 3 b. In another embodiment, the cell volume histogram may be a volume histogram of other cells in the current sample. The cell volume histogram obtained can be used to compare with the corresponding cell volume histogram through the gem pore in the case of no pore blockage to help determine if a pore blockage occurs during the counting process.
Further, a particle flow mean and a particle flow variance of the effective particle flow in unit time are obtained. Specifically, the particle flow effective segment and the particle flow ineffective segment are determined in the manner of the step S201, the voltage pulse number in the voltage pulse signal corresponding to the particle flow effective segment is converted into the number of cells, and the number of particles passing through the gem hole in unit time in the particle flow effective segment is obtained, so as to calculate the particle flow mean value and the particle flow variance of the effective particle flow in unit time. The unit time may be set according to an actual situation, or other morphological parameters of the effective particle flow in the unit time may be acquired to be used as a basis for determining whether the hole blockage occurs, which is not limited herein.
Further, whether the particle flow mean value is greater than or equal to a fourth threshold value, whether the particle flow variance is greater than or equal to a fifth threshold value and whether the value of the cell volume histogram at the time corresponding to the particle flow invalid segment is greater than a sixth threshold value are judged. If the particle flow mean value is greater than or equal to a fourth threshold value, the particle flow variance is greater than or equal to a fifth threshold value, and the value of the cell volume histogram at the time corresponding to the particle flow invalid segment is greater than a sixth threshold value, determining that hole blocking occurs in a first preset time period; otherwise, judging that the hole is not blocked in the first preset time period. Judging whether the numerical value of the cell volume histogram at the time corresponding to the particle flow invalid segment is greater than a sixth threshold specifically comprises: and acquiring a cell volume histogram corresponding to the particle flow invalid segment, and comparing the number of particles corresponding to different volumes in the cell volume histogram with a sixth threshold value to judge whether the number of the corresponding particles is greater than the sixth threshold value. The fourth threshold value is the range of the mean value of the particle flow passing through the gem hole in unit time under the condition of no hole blockage, the fifth threshold value is the range of the variance of the particle flow passing through the gem hole under the condition of no hole blockage, and the sixth threshold value is the range of the number of particles corresponding to cells with different volumes in the particle flow under the condition of no hole blockage; the fourth threshold, the fifth threshold and the sixth threshold may be obtained through estimation or through inverse estimation of a plurality of test results. By comparing the particle flow mean, the particle flow variance and the corresponding numerical values of the cells with different volumes in the cell volume histogram with the set threshold value, the accuracy of hole blockage judgment can be improved, and the probability of misjudgment can be reduced.
Referring to fig. 4, fig. 4 is a schematic flow chart illustrating an embodiment of determining whether a hole blockage occurs based on a voltage abrupt change condition in a voltage pulse signal, the method including:
s301: a differential curve is obtained based on the voltage pulse signal.
Specifically, in an embodiment, the implementation process of step S301 includes: smoothing a voltage pulse signal generated by a current sample in a first preset time period to generate a voltage smoothing curve; the voltage smoothing curve is subjected to first order difference processing to obtain a first order difference curve and the first order difference curve is taken as a difference curve to facilitate execution of step S302. Optionally, in other embodiment modes, the voltage smoothing curve may be subjected to a second-order difference or a third-order difference according to an actual situation, and the second-order difference curve or the third-order difference curve obtained after the processing is used as the difference curve.
S302: a sub-region is obtained from the differential curve, and an integrated value of the sub-region is obtained.
Specifically, the implementation process of the step S302 includes: based on the difference curve obtained in step S301, one sub-region is obtained from the difference curve, and the integrated value of the sub-region is obtained. The voltage difference corresponding to the starting time and the ending time of the sub-region is 0, and the voltage difference corresponding to the intermediate time between the starting time and the ending time of the sub-region is greater than 0 or less than 0. In addition, in other embodiments, in response to that the difference curve may include a plurality of sub-regions, step S302 may be: a plurality of sub-regions are obtained from the differential curve, and an integrated value of each sub-region is obtained. By acquiring the sub-regions in the differential curve and calculating the integral value of the sub-regions, the analysis of the voltage sudden change condition in the counting process is facilitated.
It should be noted that, if the same differential curve is used when determining whether the hole is blocked based on the effective condition of the particle flow in the voltage pulse signal and when determining whether the hole is blocked based on the voltage sudden change condition in the voltage pulse signal, the process of obtaining the differential curve is only performed once and does not need to be repeatedly obtained.
S303: a second sum of the integrated values of all the sub-areas is obtained, and it is determined whether the second sum is greater than or equal to a seventh threshold.
Specifically, the specific implementation process of step S303 includes: the integrated values of all the sub-regions obtained in the above step S302 are obtained and added to obtain a second sum value, and it is determined whether the second sum value is greater than or equal to a seventh threshold value. If so, namely the second sum is greater than or equal to the seventh threshold, judging that hole plugging occurs in the first preset time period; otherwise, judging that the hole is not blocked in the first preset time period. The seventh threshold is a range of a sum of integral values of all sub-regions in the difference curve under the condition that no hole blockage occurs, and the seventh threshold may be obtained through estimation or through multiple experimental inversions. Whether the pore is blocked in the technical process or not is judged by calculating a second sum of the integral values of all the subregions in the differential curve and comparing the second sum with a seventh threshold value to help to analyze whether the voltage is suddenly changed in the counting process.
Referring to fig. 5, fig. 5 is a schematic flow chart of another embodiment for determining whether a hole blockage occurs based on a voltage abrupt change condition in a voltage pulse signal, the method including:
s401: and smoothing the voltage pulse signal to obtain a voltage smoothing curve, and obtaining the maximum voltage difference corresponding to two adjacent moments from the voltage smoothing curve.
Specifically, the implementation process of step S401 includes: smoothing the voltage pulse signal obtained in step S101 in fig. 1 to obtain a voltage smoothing curve; and calculating the voltage difference between two adjacent moments in the voltage smoothing curve, and acquiring the maximum voltage difference in all the voltage differences. The maximum voltage difference is calculated to facilitate the execution of step S403.
S402: and acquiring the minimum voltage in the voltage pulse signal, and calculating a first ratio of the time occupied by the voltage exceeding the eighth threshold of the minimum voltage to a preset time period.
Specifically, the implementation process of the step S402 includes: and acquiring the minimum voltage in the voltage pulse signal, acquiring all voltages of which the difference with the minimum voltage is greater than an eighth threshold value in the voltage pulse signal, and calculating a first ratio of the time occupied by all the voltages of which the difference with the minimum voltage is greater than the eighth threshold value to a first preset time period. Wherein, the voltage whose difference with the minimum voltage is larger than the eighth threshold value is determined as the abnormal voltage, and the eighth threshold value can be obtained by estimation or through many times of experimental recursions. The proportion of the abnormal voltage value in the counting process can be obtained by calculating the first ratio, so that whether hole blockage occurs in the counting process is judged.
S403: and judging whether the maximum voltage difference is greater than or equal to a ninth threshold value and whether the first ratio is greater than or equal to a tenth threshold value.
Specifically, the implementation process of step S403 includes: it is determined whether the maximum voltage difference obtained in step S401 is greater than or equal to the ninth threshold value and whether the first ratio obtained in step S402 is greater than or equal to the tenth threshold value. If so, namely the maximum voltage difference is greater than or equal to a ninth threshold value and the first ratio is greater than or equal to a tenth threshold value, judging that hole plugging occurs in a first preset time period; otherwise, judging that the hole is not blocked in the first preset time period. The ninth threshold is a range of a maximum voltage difference corresponding to two adjacent moments in the voltage smooth curve under the condition that no hole blockage occurs, the tenth threshold is a range of a ratio of abnormal voltage to all voltages under the condition that no hole blockage occurs, and the ninth threshold and the tenth threshold can be obtained through estimation or can be obtained through multiple times of experimental reverse deduction. The obtained maximum voltage difference and the first ratio are compared with the maximum voltage difference and the first ratio in the state that the hole is not blocked, and whether the hole is blocked in the jewel hole in the counting detection process in the first preset time period can be effectively judged.
Referring to fig. 6, fig. 6 is a schematic flow chart of an embodiment of determining whether a hole blockage occurs in a current time period based on an initial voltage during counting detection of a current sample, where the method includes:
s501: carrying out sectional processing on the voltage pulse signals according to a second preset time period, and calculating the voltage average value of each section of voltage pulse signals; and the second preset time period is less than the first preset time period.
Specifically, the implementation process of step S501 includes: and performing segmentation processing on the voltage pulse signals within the first preset time period obtained in the step S101 according to a second preset time period to obtain voltage pulse signals with the same multi-segment time span, and calculating a voltage average value in each segment of voltage pulse signals. The second preset time period may be determined according to actual conditions, and is not limited herein. By dividing the voltage pulse signal into a plurality of small segments according to a second preset time period, the calculated average value can represent the voltage of the gem hole in the corresponding time period, the influence caused by a small amount of interference data can be reduced, and the probability of misjudgment when the hole blockage is judged is reduced.
S502: and obtaining a third difference value between the current voltage average value and the initial voltage according to each voltage average value, and judging whether the absolute value of the third difference value is greater than an eleventh threshold value.
Specifically, if the absolute value of the third difference is greater than the eleventh threshold, it is determined that hole blocking occurs in the counting process corresponding to the second preset time period; otherwise, judging that no hole blockage occurs in the counting process corresponding to the second preset time period. Wherein the initial voltage is the voltage when the test instrument is started, or the voltage after the diluent is replaced, or the voltage after the blockage removing operation is executed; specifically, the initial voltage may be one voltage value obtained at any one of the above-described timings, or may be an average value of the initial voltages obtained at the above-described timings. For example, the voltage when a certain test apparatus is started up may be used as the initial voltage, or an average value of the voltage when the test apparatus is started up a plurality of times and the voltage after the diluent is replaced a plurality of times may be calculated and used as the initial voltage. In addition, the eleventh threshold is a range of the third difference value in the case where no hole blockage occurs, and the eleventh threshold may be obtained through estimation or through a plurality of experimental inversions. And responding to the normal voltage when the initial voltage is not blocked, and when the hole blocking occurs, the voltage signal between the positive electrode and the negative electrode on the two sides of the diamond hole changes, and comparing the average voltage value with the initial voltage to analyze and judge whether the hole blocking occurs in the corresponding time period of the average voltage value.
S102: it is judged whether an optical pulse signal is obtained.
Step S102 includes: and judging whether an optical pulse signal generated by the optical detection channel in a first preset time period in the process of counting and detecting the current sample is obtained or not. Specifically, the blood cells may be counted by impedance or optical methods in response to the blood cell analyzer. Among them, the optical method is to count blood cells by using an optical detection channel in a blood cell analyzer. Specifically, the diluted sample is irradiated with laser light and light scattering by each cell is acquired, and is processed and analyzed to acquire an optical pulse signal. The specific implementation process of step S102 includes: judging whether an optical pulse signal generated by an optical detection channel in a first preset time period in the process of counting and detecting the current sample is obtained or not; if yes, executing step S103; otherwise, finishing the identification of the micro-plugging hole.
S103: obtaining particle number difference information based on the particle number information obtained under the impedance detection channel and the particle number information obtained under the optical detection channel; and obtaining particle volume histogram information based on the voltage pulse signals, constructing a first scatter diagram based on the particle number difference information and the particle volume histogram information, and judging whether micro-plugging occurs in the current time period based on the first scatter diagram.
Specifically, step S103 includes: the sample is detected through the impedance detection channel and the optical detection channel to obtain first particle number information under the impedance detection channel and second particle number information under the optical detection channel, and particle number difference information is obtained based on the first particle number information and the second particle number information. The particle number difference information may be obtained by subtracting or dividing the first particle number information and the second particle number information. And converting the number of voltage pulses in the voltage pulse signal obtained under the impedance detection channel into the number of particles, and performing calculation processing to obtain particle volume histogram information. Processing the voltage pulse signals to obtain particle volume histogram information is a common technical means in the art and is not described herein again. Further, a first scatter plot is constructed based on the particle number difference information and the particle volume histogram information.
Before judging whether micro-plugging occurs in the current time period based on the first scatter diagram, the method comprises the following steps: and obtaining the contrast particle number difference information under the impedance detection channel and the optical detection channel under the condition of non-blocked holes. And obtaining a contrast voltage pulse signal under the condition of no hole blockage, and obtaining contrast particle volume histogram information based on the contrast voltage pulse signal. And constructing a second scatter diagram based on the contrast particle number difference information and the contrast particle volume histogram information, and obtaining the first contrast position area under the condition of no hole blockage from the second scatter diagram.
And further, judging whether micro-pore blocking occurs in the current time period based on the first scatter diagram. Specifically, whether the actual sample position in the first scatter diagram is located outside the first control position area or not is judged, and if yes, micro-plugging is judged to occur; otherwise, judging that no hole blockage occurs. For example, referring to fig. 7, fig. 7 is a schematic diagram of a plurality of first scatter diagrams. In order to facilitate the intuitive determination of whether a hole blockage occurs during the counting process corresponding to each sample, a straight line a is added in fig. 7. The area enclosed by the abscissa, the ordinate and the straight line A is a first contrast position area. And judging that the samples in the first control position area are a large number of samples, and the micro-plugging of the holes does not occur in the counting process. And judging that the sample outside the first control position area is a discrete sample, and micro-plugging occurs in the counting process. It should be noted that the straight line a in fig. 7 is merely schematic, and the first control area in the actual test is an irregular area obtained through a plurality of experiments.
Optionally, in this embodiment, the voltage pulse signal obtained under the impedance detection channel may also be processed to obtain an average leukocyte volume parameter, a ghost parameter, an eosinophil parameter, and the like in the sample, and the first scattergram may be constructed based on one of the parameters and the particle number difference information under the impedance detection channel and the optical detection channel. Further, a first control position area under the condition of non-hole blocking is obtained, and whether micro-hole blocking occurs in the current time period is judged based on the first scatter diagram.
S104: and finishing the identification of the micro-plugging holes.
Specifically, step S104 includes: and finishing the identification of the micro-plugging holes and outputting the identification result of the micro-plugging holes. Step S101 can effectively identify whether the jewel hole is blocked or not within a first preset time period, and give a result whether the hole is blocked or not; when the optical pulse signal is obtained, step S103 can effectively identify whether micro-plugging occurs in the gemstone hole within a first preset time period, and give a result of whether micro-plugging occurs.
According to the method and the device, the first scatter diagram is constructed based on the particle number difference information of the impedance detection channel and the optical detection channel in the counting detection process and the particle volume histogram information under the impedance detection channel, and whether micro-plugging occurs in the counting process can be effectively identified based on the first scatter diagram, so that the accuracy of the impedance detection channel for counting cell particles is ensured.
In another embodiment, the step of constructing a first scatter diagram based on the particle number difference information and the particle volume histogram information in step S103, and the step of determining whether hole plugging occurs in the current time period based on the first scatter diagram includes: two preset peak characteristics of each pulse are obtained based on the voltage pulse signal. Wherein the preset peak characteristics include full peak width, front peak width, back peak width, or peak height. The change characteristic of the voltage pulse signal can be analyzed through the preset peak value characteristic of each pulse. Further, a third scatter diagram is constructed based on the preset peak characteristics of all the pulses, and the pulse curve characteristics of the sample can be analyzed more intuitively by obtaining the third scatter diagram.
And further, whether micro-plugging occurs in the current time period is judged based on the third scatter diagram. Specifically, a reference voltage pulse signal in the case of non-plugged wells was obtained. Two comparison preset peak characteristics of each pulse are obtained based on the comparison voltage pulse signal. And constructing a fourth scatter diagram based on the preset peak value characteristics of all pulses, and obtaining a second contrast position area under the condition of non-hole blocking from the fourth scatter diagram. Judging whether the position of the actual sample in the third scatter diagram is outside the second control position area, and if so, judging that micro-plugging occurs; otherwise, judging that no hole blockage occurs. Whether micro-plugging occurs in the first preset time period can be analyzed more visually by obtaining the second control position area. For example, the full peak width feature and the front peak width feature of each pulse are obtained based on the voltage pulse signals of the samples, and a third scatter diagram is constructed based on the full peak width feature and the front peak width feature of all the pulses, please refer to fig. 8, where fig. 8 is a schematic diagram of a plurality of third scatter diagrams. In order to facilitate visual determination of whether a hole blockage occurs during the counting process corresponding to each sample, a straight line B is added in fig. 8. And the area surrounded by the abscissa, the ordinate and the straight line B is a second contrast position area. And judging that the samples in the second control position area are a large number of samples and the holes are not blocked in the counting process. And judging that the sample outside the second control position area is a discrete sample, and micro-plugging occurs in the counting process. It should be noted that the straight line B in fig. 8 is merely schematic, and the second control area in the actual test is an irregular area obtained through a plurality of experiments.
In response to the blood cell analyzer having an impedance detection channel and an optical detection channel, in another embodiment, the method for identifying a micro plugged hole further comprises: and when the hole blockage is judged to occur, correcting the number of the particles in the counting and detecting process and calculating the number of different types of cells in the particle flow. Specifically, in response to the relationship between the particle number information obtained under the impedance detection channel and the optical detection channel when no hole blockage occurs, the particle number information of the impedance detection channel when the hole blockage occurs is corrected by using the particle number information obtained under the optical detection channel, the number of different types of cells is calculated by using the corrected particle number information, and the corrected particle number information and the number of the different types of cells are displayed. By correcting the particle number, the accuracy of the sample counting result can be improved, and the probability of invalid results is reduced. Wherein the different kinds of cells include white blood cells, red blood cells, etc.
Referring to fig. 9, fig. 9 is a schematic structural diagram of a sample analyzer according to the present application. The sample analyzer of the present embodiment includes a particle counting module 20, a storage module 30, and a control module 40, and the control module 40 is connected to the counting module 20 and the storage module 30, respectively.
The particle counting module 20 is configured to count particles of the sample and generate a counting signal of the particles; the storage module 30 is used for storing program data, and the control module 40 is used for executing the program data of the storage module 30 to implement the micro plugged hole identification method disclosed in the above embodiment.
In one embodiment, the particle counting module 20 may include a sampling module 21, a sample preparation module 22, and a detection module 23, wherein the sampling module 21 is configured to aspirate a quantitative blood cell sample and dispense the aspirated blood cell sample to the sample preparation module 22; the sample preparation module 22 is configured to dilute and mix the distributed blood cell samples to obtain blood cell samples to be tested; the detection module 23 detects the blood cell sample to be detected by using an impedance method to obtain a counting signal of the particles.
In one embodiment, the storage module 30 and the control module 40 may be combined into a storage and computation module.
In an embodiment, the sample analyzer further includes an output module 24 connected to the control module 40, where the output module 24 is configured to output a counting result and/or an abnormality determination result, and output an abnormality alarm and/or an abnormality prompt message when it is determined that the counting of the sample analyzer is abnormal.
In one embodiment, the sample analyzer may be a blood cell analyzer.
In the several embodiments provided in the present application, it should be understood that the disclosed apparatus may be implemented in other manners. For example, the above-described device embodiments are merely illustrative, and for example, the division of the modules or units is only one logical division, and other divisions may be realized in practice, for example, a plurality of units or components may be combined or integrated into another system, or some features may be omitted, or not executed.
The units described as separate parts may or may not be physically separate, and parts displayed as units may or may not be physical units, may be located in one position, or may be distributed on multiple network units. Some or all of the units can be selected according to actual needs to achieve the purpose of the embodiment.
In addition, functional units in the embodiments of the present application may be integrated into one processing unit, or each of the units may exist alone physically, or two or more units may be integrated into one unit. The integrated unit can be realized in a form of hardware, and can also be realized in a form of a software functional unit.
The above description is only for the purpose of illustrating embodiments of the present application and is not intended to limit the scope of the present application, and all modifications of equivalent structures and equivalent processes, which are made by the contents of the specification and the drawings of the present application or are directly or indirectly applied to other related technical fields, are also included in the scope of the present application.

Claims (14)

1. A method for identifying micro-plugged holes, comprising:
obtaining a sample voltage pulse signal generated by an impedance detection channel in a first preset time period in the process of counting and detecting a current sample, and judging whether hole blockage occurs in the current time period based on the voltage pulse signal;
judging whether an optical pulse signal generated by an optical detection channel in the first preset time period in the process of counting and detecting the current sample is obtained or not;
if yes, obtaining particle number difference information based on the particle number information obtained under the impedance detection channel and the particle number information obtained under the optical detection channel; and acquiring particle volume histogram information based on the voltage pulse signals, constructing a first scatter diagram based on the particle number difference information and the particle volume histogram information, and judging whether micro-plugging occurs in the current time period based on the first scatter diagram.
2. The method of claim 1, wherein the step of determining whether plugging occurs in a current time period based on the voltage pulse signal comprises:
and judging whether hole blockage occurs in the current time period based on the effective condition of the particle flow in the voltage pulse signal, the voltage abrupt change condition in the voltage pulse signal and the initial voltage during counting detection of the current sample.
3. The method of claim 1, wherein the micro-plugging hole is identified,
before the step of judging whether micro-plugging occurs in the current time period based on the first scatter diagram, the method comprises the following steps of: obtaining contrast particle number difference information under the impedance detection channel and the optical detection channel under the condition of non-blocked holes; obtaining a contrast voltage pulse signal under the condition of non-hole blockage; obtaining contrast particle volume histogram information based on the contrast voltage pulse signal, constructing a second scatter diagram based on the contrast particle number difference information and the contrast particle volume histogram information, and obtaining a first contrast position area under the condition of no hole blockage from the second scatter diagram;
the step of judging whether micro-plugging occurs in the current time period based on the first scatter diagram includes: judging whether the actual sample position in the first scatter diagram is outside the first control position area; if yes, judging that micro-plugging occurs.
4. The method according to claim 1, wherein the step of constructing a first scattergram based on the particle number difference information and the particle volume histogram information and determining whether or not micro-plugging has occurred in a current time period based on the first scattergram is followed by the step of:
obtaining two preset peak characteristics of each pulse based on the voltage pulse signal;
constructing a third scatter diagram based on the preset peak characteristics of all the pulses;
and judging whether the hole is blocked in the current time period or not based on the third scatter diagram.
5. The method according to claim 4, wherein the step of determining whether plugging occurs in a current time period based on the third scattergram is preceded by the step of: obtaining a contrast voltage pulse signal under the condition of non-hole blockage; obtaining two comparison preset peak characteristics of each pulse based on the comparison voltage pulse signals, constructing a fourth scatter diagram based on the comparison preset peak characteristics of all the pulses, and obtaining a second comparison position area under the condition of non-hole blocking from the fourth scatter diagram;
the step of judging whether micro-plugging occurs in the current time period based on the third scattergram includes: judging whether the actual sample position in the third scatter diagram is outside the second control position area; if yes, judging that micro-plugging occurs.
6. The method of claim 4, wherein the micro-plugging is detected by a micro-plugging detection device,
the preset peak characteristics include full peak width, front peak width, rear peak width or peak height.
7. The method for identifying the micro plugged hole according to claim 2, wherein the step of determining whether the hole plugging occurs in the current time period based on the effective condition of the particle flow in the voltage pulse signal comprises:
determining a particle flow effective section and a particle flow ineffective section based on the voltage pulse signal;
judging whether the time corresponding to the particle flow valid segment is less than the time corresponding to the particle flow invalid segment, and/or judging whether the absolute value of a first difference value between the time corresponding to the particle flow valid segment and the time corresponding to the particle flow invalid segment is greater than or equal to a first threshold value, and/or judging whether a second difference value between the voltage at the end change moment of a voltage smooth curve obtained after the voltage pulse signal is subjected to smoothing processing and the initial voltage is greater than or equal to a second threshold value;
and if so, judging that hole plugging occurs.
8. The method of claim 7, wherein the step of determining the particle flux active segment and the particle flux inactive segment based on the voltage pulse signal comprises:
obtaining a differential curve based on the voltage pulse signal;
determining a particle flow effective section and a particle flow ineffective section from the differential curve; obtaining a plurality of sub-regions from the difference curve, and obtaining an integral value of each sub-region; the voltage difference corresponding to the starting time and the ending time of each sub-region is 0, and the voltage difference corresponding to the intermediate time between the starting time and the ending time of each sub-region is greater than 0 or less than 0;
accumulating the integral values of the sub-regions in sequence to obtain a first sum, and determining the moment when the first sum is greater than a third threshold value for the first time as an initial change moment; determining the moment when the first sum value is larger than a third threshold value for the last time in the counting process as the change termination moment;
and defining the particle flow passing through the gem hole between the initial change moment and the termination change moment as a particle flow invalid section, and the rest are particle flow valid sections.
9. The method according to claim 7, wherein the step of determining whether the pore is blocked in the current segment based on the effective condition of the particle flow in the voltage pulse signal comprises:
acquiring a cell volume histogram in a unit time in a counting detection process;
acquiring a particle number mean value and a particle number variance of the effective particle flow in unit time, and judging whether the particle number mean value is greater than or equal to a fourth threshold value, whether the particle number variance is greater than or equal to a fifth threshold value, and whether a numerical value of the cell volume histogram at the time corresponding to the particle flow invalid segment is greater than a sixth threshold value;
and if so, judging that hole plugging occurs.
10. The method for identifying the micro plugged hole according to claim 2, wherein the step of determining whether the plugged hole occurs in the current time period based on the abrupt voltage change condition in the voltage pulse signal comprises:
obtaining a differential curve based on the voltage pulse signal;
obtaining a plurality of sub-regions from the differential curve, and obtaining an integral value of each sub-region; the voltage difference corresponding to the starting time and the ending time of each sub-region is 0, and the voltage difference corresponding to the intermediate time between the starting time and the ending time of each sub-region is greater than 0 or less than 0;
obtaining a second sum of the integral values of all the sub-areas, and judging whether the second sum is greater than or equal to a seventh threshold value;
and if so, judging that hole plugging occurs.
11. The method for identifying micro-plugged holes according to claim 2, wherein the step of determining whether the holes are plugged in the current time period based on the voltage abrupt change condition in the voltage pulse signal comprises:
smoothing the voltage pulse signal to obtain a voltage smoothing curve, and obtaining the maximum voltage difference corresponding to two adjacent moments from the voltage smoothing curve; acquiring the minimum voltage in the voltage pulse signal, and calculating a first ratio of the time occupied by the voltage with the difference between the minimum voltage and the minimum voltage being greater than an eighth threshold to the first preset time period;
judging whether the maximum voltage difference is greater than or equal to a ninth threshold value and whether the first ratio is greater than or equal to a tenth threshold value;
and if so, judging that hole plugging occurs.
12. The method of claim 2, wherein the step of determining whether the pore is blocked in the current time period based on the initial voltage of the current sample during counting detection comprises:
carrying out sectional processing on the voltage pulse signals according to a second preset time period, and calculating the voltage average value of each section of the voltage pulse signals;
comparing and analyzing the voltage average value and the initial voltage to judge whether the absolute value of a third difference value of the voltage average value and the initial voltage is greater than an eleventh threshold value;
and if so, judging that hole plugging occurs.
13. The method of identifying a micro-plugged hole according to claim 2,
the initial voltage is the voltage when the test instrument is started, or the voltage after the diluent is replaced, or the voltage after the blockage removing operation is executed.
14. A sample analyzer, comprising:
the particle counting module is used for counting particles of a sample and generating a counting signal of the particles;
the storage module is used for storing program data;
a control module, connected to the particle counting module and the storage module, for executing the program data to implement the micro-plugged hole identification method according to any one of claims 1-13.
CN202210355230.4A 2022-04-06 2022-04-06 Micro-plugging hole identification method and sample analyzer Active CN114441415B (en)

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