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Article

Low Cost Three-Dimensional Programmed Mini-Pump Used in PCR

1
National Engineering Research Center for Healthcare Devices, Guangdong Provincial Key Laboratory of Medical Electronic Instruments and Polymer Material Products, Institute of Biological and Medical Engineering, Guangdong Academy of Sciences, Guangzhou 510316, China
2
School of Mechanical and Electrical Engineering, Guangdong University of Technology, Guangzhou 510006, China
*
Author to whom correspondence should be addressed.
Micromachines 2022, 13(5), 772; https://doi.org/10.3390/mi13050772
Submission received: 27 April 2022 / Revised: 6 May 2022 / Accepted: 11 May 2022 / Published: 14 May 2022
(This article belongs to the Special Issue Microfluidic Technologies for Medical Diagnosis and Global Health)

Abstract

:
Programmed mini-pumps play a significant role in various fields, such as chemistry, biology, and medicine, to transport a measured volume of liquid, especially in the current detection of COVID-19 with PCR. In view of the cost of the current automatic pipetting pump being higher, which is difficult to use in a regular lab, this paper designed and assembled a three-dimensional programmed mini-pump with the common parts and components, such as PLC controller, motor, microinjector, etc. With the weighting calibration before and after pipetting operation, the error of the pipette in 10 μ L (0.2%), 2 μ L (1.8%), and 1 μ L (5.6%) can be obtained. Besides, the contrast test between three-dimensional programmed mini-pump and manual pipette was conducted with the ORF1ab and pGEM-3Zf (+) genes in qPCR. The results proved that the custom-made three-dimensional programmed mini-pump has a stronger reproducibility compared with manual pipette (ORF1ab: 24.06 ± 0.33 vs. 23.50 ± 0.58, p = 0.1014; pGEM-3Zf (+): 11.83.06 ± 0.24 vs. 11.50 ± 0.34, p = 0.8779). These results can lay the foundation for the functional, fast, and low-cost programmed mini-pump in PCR or other applications for trace measurements.

1. Introduction

The outbreak of coronavirus disease 2019 (COVID-19) has killed nearly 5 million people worldwide and infected more than 200 million since 2020, requiring thousands of people to undergo polymerase chain reaction (PCR) detection for the novel coronavirus every day, putting enormous pressure on the healthcare sector [1]. How to improve the efficiency and speed of PCR detection is of great significance for the timely feedback monitoring of the epidemic [2]. However, traditional PCR detection basically requires medical workers to manually complete reagent configuration, which has a series of disadvantages such as high human cost and being time-consuming. Although automated workstations can alleviate the above pressure to some extent, they cannot be widely promoted in remote and backward areas due to the high cost and other problems.
Mini-pumps play a significant role in microfluidic transport, and thus, they are widely used in various fields such as chemistry, biology, and medicine to transport a measured volume of liquid, often as a media dispenser [3]. Mini-pumps come in several designs for various purposes with differing levels of accuracy and precision, from single piece glass pipettes to more complex adjustable or electronic pipettes. Many mini-pump types work by creating a partial vacuum above the liquid-holding chamber and selectively releasing this vacuum to draw up and dispense liquid (e.g., syringe pump [4,5], peristaltic pump [6,7], and piezoelectric mini-pump [8,9]). Although these pumps have prominent advantages, it is high-cost to integrate these pumps into laboratory use or relevant equipment, especially in their fully automatic form.
Programmed mini-pumps are very important in the current rapid-development era, and can save much time during detection or operation, reduce the risk of repetitive strain error from humans, and ensure the reliability of pipetting results with high accuracy and can be used for special occasions, such as radioactive liquid, infectious fluid, or other environments not suitable for human operation [10,11,12]. As a result, with the huge demand of the detection market, more and more attention has been paid to highly automated pipetting systems. For example, as the important detection part of COVID-19, PCR test samples from detecting point need to be divided and mixed in the range of a few microliters to meet the PCR examination requirement [13,14,15,16]. A conventional manual pipette is difficult to meet the sudden outbreak detection and the number of samples tested could reach millions in a medium or large city. On the other hand, it is important to ensure the accuracy on the basis of rapid suction and discharge, especially in small doses [17,18,19].
In view of the high cost of the current pipetting pump, our group independently designed and assembled a three-dimensional programmed mini-pump with the common parts and components, such as programmable logic controller (PLC) controller, motor, microinjector, etc. Through the accuracy test and case comparison in quantitative PCR (qPCR) with manual pipette, it can lay the foundation for the functional, fast, and low-cost programmed mini-pump in PCR or other applications for trace measurements.

2. Materials and Methods

2.1. Basic Composition

The custom-made three-dimensional programmed mini-pump was mainly made of PC desktop (Lenovo, Shenzhen, China), PLC controller (Shenzhen Bianneng technology, Shenzhen, China), motor actuator (CNYOHO, Wenzhou, China), motor (CNYOHO, Wenzhou, China) for X/Y/Z axis and microinjector (Gaoge, Shanghai, China), and corresponding guide rail (Fanggong, Taizhou, China), as shown in Figure 1. The movement in X/Y/Z direction of the equipment is mainly driven by the screw rod connected the motor and screw rod drive slider. The guide rail in different directions was mounted on the slider and the pipette was mounted on the slider in Z direction. As the core component, the slider near the microinjector was replaced with a baffle for advancing or withdrawing the end of the microinjector. In the current experiment, the measurement range of the microinjector was 10 μ L . Before the experiments, program commands could be entered into the PLC controller from the PC desktop (there is a typical program command in the Appendix A as an example). The overall principle is that the suction or drainage of the microinjector occurred after the positions in three directions were determined.

2.2. Accuracy Verification

In order to verify the pipetting accuracy of the above custom-made three-dimensional precision automatic pipette, the relative verification experiment was carried out according to the weighing method [20]. Through measuring the weight of numbered containers before and after the experiment with a standard balance (precision 0.1 mg), the volume of the liquid can be obtained from the density (Figure 2). In the current experiment, the liquid used for accuracy verification was deionized water (1 g/mL in 4 °C) and there were three volume standards (10 μ L , 2 μ L , 1 μ L ). For the manual pipetting experiment of 10 μ L , the total of liquid was 50 μ L in a continuous pipette, namely 5 times, and the latter two was 20 μ L (10 times for 2 μ L and 20 times for 1 μ L ). All the accuracy verification experiments were repeated 10 times to avoid error. Besides, the comparison object was a commercially available equivalent system in order to reduce the cost. The related accuracy-defined formula is listed below:
E r r o r = V m e a s u r e d V d e s i g n e d V d e s i g n e d
where V m e a s u r e d and V d e s i g n e d both mean the single operation.

2.3. PCR Verification

In addition, to prove the three-dimensional precision automatic pipette which can be used in laboratories, fluorescence experiments were conducted in a commercial real-time qPCR (Connect, Bio Rad, Hercules, CA, USA) with a manual pipette (Pipet-Lite, Rainin, Oakland, CA, USA) as reference. By comparing the fluorescence intensity and the product of the two devices, the performance of the microdevice could be verified. PCR Reagents contained a buffer composed of 10   μ L premix, 1   μ L forward primer, 1   μ L reverse primers, 1   μ L eva green, 1   μ L DNA template, and 6   μ L DI water. There were two primer sequences were listed in Table 1:
The gene of ORF1ab and pGEM-3Zf (+) was inserted into pUC57 plasmid vector (Sangon Biotech, Shanghai, China) by recombinase, which was further used as the PCR target. Fluorinated oil (HFE 7500, 3M Novec, San Diego, CA, USA) was used as the oil phase, and agarose powder (V900510, Sigma-Aldrich, MO, USA) was used for agarose gel electrophoresis. Besides, the concentrations of the DNA template were changed (104, 105, 106, 107 copies/µL). Before the Eppendorf tubes were moved to the qPCR, centrifugal operation was conducted to mix up the above 6 liquids. The two-steps cyclic heating process in qPCR was 95 °C for 15 s and 60 °C for 35 s. The heating cycle was 40 times.

2.4. Statistics

In the tests of accuracy verification, the experimental data were presented by the mean and standard deviation. F test (analysis of variance) was used to determine the significant difference among different esophageal samples under the same test conditions. The level of statistical significance was set to p < 0.05.

3. Results and Discussion

3.1. Verification of Pipetting Accuracy by Weight Methods

According to the measuring principle in Section 2.2, the accuracy can be calculated as shown in Figure 3. The average error volume of suction and discharge are 2.0 × 10 5   L , 3.6 × 10 5   L , and 5.6 × 10 5   L , namely, the corresponding accuracies are 0.2% (10 μ L ), 1.8% (2 μ L ), and 5.6% (1 μ L ). It can be found that the pipetting accuracy increases with the increasing measuring volume for a single injector (p < 0.05). On the one hand, for an air displacement pump, the smaller the volume, the more difficult its precision control is. On the other hand, as the volume decreases, the emptying of the injection pump becomes more difficult due to surface tension of DI water. In a word, sealing is a guarantee of accuracy of the pump and the influence of surface tension aggravate when the volume reduces to a certain degree. As a contrast, current publications paid more attention to the liquid volume range around 10 μ L for microfluidics, such as peristaltic pump [21] and pressure pump [22]. The current accuracy of commercial pipetting pumps at 1 μ L , 10 μ L are 5%, 1.5% respectively (https://craft-oem.s3.amazonaws.com/File-Uploads/695216-01_ZeusLT_SpecSheet_A4_EN_LR.PDF?v=1,557,757,671, accessed on 6 May 2022), such as ZEUS and ZEUS@LT (Hamilton, Switzerland), S1 pipetting workstation (Superh2, Foshan, China). As a result, the custom-made three-dimensional programmed mini-pump has a comparable pipetting accuracy. Furthermore, the expense of the custom-made three-dimensional programmed mini-pump, namely the assembly price, reduces to a large extent (250 US Dollar) under the condition of meeting basic pipetting accuracy, which was much less than the commercial equipment (4000 US Dollar for ZEUS or ZEUS@LT).

3.2. Typical Application in Virus Detection with qPCR

As the typical detected gene in COVID-19, ORF1ab was selected as the feature gene in the current experiment [23,24]. As shown in Figure 4a,b, SV4, SV5, SV6, and SV7 represent the different template DNA concentration (104, 105, 106, 107 copies/ μ L , respectively). The 5 repetitions of samples with a template DNA concentration of 104 copies/µL were tested for consistency and stability of PCR results, and the samples with gradually varied concentration can verify the correctness of suction or drainage. The fluorescence intensity of different reaction mixture increases gradually as the reaction proceeds. Compared to the manual pipette, the relative fluorescence intensity of the custom-made three-dimensional programmed mini-pump presents good coincidence performance at the template DNA concentration of copies/µL. Meanwhile, the differences are also obvious for different template DNA concentration. As can be seen from Figure 4c, the same template CT value has a stronger reproducibility for the custom-made three-dimensional programmed mini-pump compared with manual pipette (24.06 ± 0.33 vs. 23.50 ± 0.58, p = 0.1014), which shows a manual pipetting error for second sample with a concentration of 104 copies/µL. For current laboratory, manual pipettes are the main pipetting tools with a range of 1–1000 μ L . As a result, the custom-made three-dimensional programmed mini-pump can become one of pipetting options in an automatic mode. Besides, the similar fluorescent results of pGEM-3Zf (+) were shown in Figure 4d–f, and the template CT value shows similarities for the custom-made three-dimensional programmed mini-pump and manual pipette (11.83.06 ± 0.24 vs. 11.50 ± 0.34, p = 0.8779).

4. Conclusions

As a pipetting system, this paper describes a custom-made three-dimensional programmed mini-pump consisting of common PC desktop, PLC controller, motor actuator, motor for X\Y\Z axis, and pipettor and corresponding guide rail. Through a standard correction method for accuracy and PCR verification for application, the three-dimensional precision automatic pipette was verified. The conclusions can be summarized in two main parts:
  • A custom-made three-dimensional programmed mini-pump was assembled with an accuracy of 0.2% for 10 μ L , 1.8% for 2 μ L , and 5.6% for 1 μ L .
  • Relative to manual pipette, three-dimensional programmed mini-pump has a stronger reproducibility in PCR application (ORF1ab: 24.06 ± 0.33 vs. 23.50 ± 0.58, p = 0.1014; pGEM-3Zf (+): 11.83.06 ± 0.24 vs. 11.50 ± 0.34, p = 0.8779).
  • The current programmed mini-pumpscan be realized with low cost.

Author Contributions

Conceptualization, C.L. and W.W.; methodology, C.L.; software, C.L.; validation, Y.W., Z.H. and Y.G.; formal analysis, C.L.; investigation, C.L. resources, W.W.; data curation, Y.W., Z.H. and Y.G.; writing—original draft preparation, C.L.; writing—review and editing, W.W.; visualization, C.L.; supervision, W.W.; project administration, W.W.; funding acquisition, C.L. and W.W. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by Guangdong Regional joint Funds (2021A1515110572), Guangdong Basic and Applied Basic Research Foundation (2022A1515011996), China Post-doctoral Science Foundation (2020M682631), Guangdong Academy of Sciences (2022GDASZH-2022010110).

Conflicts of Interest

The authors declare no conflict of interest.

Appendix A. Supplementary Data

Table A1. The typical program command for the three-dimensional automatic pipette.
Table A1. The typical program command for the three-dimensional automatic pipette.
Program Command=
>001: N1;
>002: Z-30;
>003: F2000;
>004: A-@1;
>005: F1200;
>006: L2000;
>007: Z+30;
>008:X+60;
>009: Z-30;
>010: F2000;
>011: A+@1;
>012: F1200;
>013: L2000;
>014: Z+30;
>015: X-60;
>016: N2=@2;
>017: END;
Note: @ can be used for an External adjustable window for different volume of pipetting and cycle index.

References

  1. Humphrey, L.; Thommes, E.W.; Fields, R.; Coudeville, L.; Cojocaru, M.G. Large-scale frequent testing and tracing to supplement control of Covid-19 and vaccination rollout constrained by supply. Infect. Dis. Model. 2021, 1, 955–974. [Google Scholar] [CrossRef] [PubMed]
  2. Broeders, S.; Huber, I.; Grohmann, L.; Berben, G.; Taverniers, I.; Mazzara, M.; Roosens, N.; Morisset, D. Guidelines for validation of qualitative real-time pcr methods. Trends Food Sci. 2014, 37, 115–126. [Google Scholar] [CrossRef]
  3. Li, Y.M.; Jiang, Y.Y.; Wang, K.N.; Wu, W. Passive Micropump for Highly Stable, Long-Termed, and Large Volume of Droplet Generation/Transport Inside 3D Microchannels Capable of Surfactant-Free and Droplet-Based Thermocycled Reverse Transcription-Polymerase Chain Reactions Based on a Single Thermost. Anal. Chem. 2018, 90, 11925–11932. [Google Scholar] [CrossRef] [PubMed]
  4. Zhang, H.; Li, W.; Jin, M.; Zeng, J.; Yu, T.; Yang, D.; Xia, Y. Controlling the morphology of rhodium nanocrystals by manipulating the growth kinetics with a syringe pump. Nano Lett. 2011, 11, 898–903. [Google Scholar] [CrossRef] [PubMed]
  5. Wijnen, B.; Hunt, E.J.; Anzalone, G.C.; Pearce, J.M. Open-Source Syringe Pump Library. PLoS ONE 2014, 9, e107216. [Google Scholar] [CrossRef] [PubMed] [Green Version]
  6. Dey, N.; Mondal, U.; Sengupta, A. Adaptive Repetitive Control of Peristaltic Pump Flow Rate with an Optical Flow Sensing System; CRC Press: Boca Raton, FL, USA, 2021. [Google Scholar]
  7. Abe, T.; Oh-Hara, S.; Ukita, Y. Adoption of reinforcement learning for the intelligent control of a microfluidic peristaltic pump. Biomicrofluidics 2021, 15, 034101. [Google Scholar] [CrossRef] [PubMed]
  8. Vante, A.B.; Ramakrishnan, R. A Fluid-Structure Interaction Based Simulation Study Of Piezoelectric Micropump For Drug Delivery Application. IOP Conf. Ser. Mater. Sci. Eng. 2021, 1123, 012001. [Google Scholar] [CrossRef]
  9. Wu, X.; He, L.; Hou, Y.; Tian, X.; Zhao, X. Advances in passive check valve piezoelectric pumps. Sens. Actuators A Phys. 2021, 323, 112647. [Google Scholar] [CrossRef]
  10. Frdrich, C.; Renko, K.; Wiese, N.; Fischbach, A.; Seyffarth, C.; Neuenschwander, M.; von Kries, J.P.; Köhrle, J. A semi-automatic, non-radioactive 384-well high throughput screening DIO2 assay. Endocr. Abstr. 2021, 73. [Google Scholar] [CrossRef]
  11. Kumar, A.; Walia, V.; Mogili, S.; Fu, C.-C. Improved semi automatic approach to count the tracks on LR-115 film for monitoring of radioactive elements. Appl. Radiat. Isot. 2021, 176, 109863. [Google Scholar] [CrossRef]
  12. Panackal, A.A.; Tsui, F.C.; Mcmahon, J.; Wagner, M.M.; Dixon, B.W.; Zubieta, J.; Phelan, M.; Mirza, S.; Morgan, J.; Jernigan, D.; et al. Automatic electronic laboratory-based reporting of notifiable infectious diseases at a large health system. Emerg. Infect. Dis. 2002, 8, 685. [Google Scholar] [CrossRef] [PubMed]
  13. Kock, R.D.; Baselmans, M.; Scharnhorst, V.; Deiman, B. Sensitive detection and quantification of SARS-CoV-2 by multiplex droplet digital RT-PCR. Eur. J. Clin. Microbiol. Infect. Dis. 2021, 40, 807–813. [Google Scholar] [CrossRef]
  14. Dong, L.; Zhou, J.; Niu, C.; Wang, Q.; Fang, X.J.T. Highly accurate and sensitive diagnostic detection of SARS-CoV-2 by digital PCR-ScienceDirect. Talanta 2020, 224, 121726. [Google Scholar] [CrossRef] [PubMed]
  15. Luethy, P.M.; Kristie, J.J. Comparison of Three Sample-to-Answer RT–PCR Testing Platforms for the Detection of SARS-CoV-2 RNA in Positive Nasopharyngeal and Nasal Swabs. J. Appl. Lab. Med. 2021, 6, 1635–1639. [Google Scholar] [CrossRef]
  16. Takeshita, K. RT-PCR diagnosis of COVID-19 from exhaled breath condensate: A clinical study. J. Breath Res. 2021, 15, 037103. [Google Scholar]
  17. Rajabi, F.; Bakhshi, A.; Kazemi, G. Drug delivery applications of mechanical micropumps. In Proceedings of the International Conference on Applied Researches in Science & Engineering, Vienna, Austria, 19–21 February 2021. [Google Scholar]
  18. Peng, X.; Peng, L.; Guo, Y. A Highly Programmable Magnetic Micropump. Adv. Mater. Technol. 2021, 6, 2100150. [Google Scholar] [CrossRef]
  19. Uvarov, I.; Shlepakov, P.; Melenev, A.; Ma, K.; Krijnen, G.J.A. A Peristaltic Micropump Based on the Fast Electrochemical Actuator: Design, Fabrication, and Preliminary Testing. Actuators 2021, 10, 62. [Google Scholar] [CrossRef]
  20. Mcgenity, T.J.; Timmis, K.N.; Fernandez, B.N. Hydrocarbon and Lipid Microbiology Protocols; Springer Protocols Handbooks; Springer Nature: London, UK, 2016. [Google Scholar]
  21. Behrens, M.R.; Fuller, H.C.; Swist, E.R.; Wu, J.; Islam, M.M.; Long, Z.; Ruder, W.C.; Steward, R.J.S.R. Open-source, 3D-printed Peristaltic Pumps for Small Volume Point-of-Care Liquid Handling. Sci. Rep. 2020, 10, 1543. [Google Scholar] [CrossRef] [Green Version]
  22. Gao, R.Z.; Hébert, M.; Huissoon, J.; Ren, C.L. µPump: An Open-Source Pressure Pump for Precision Fluid Handling in Microfluidics. HardwareX 2020, 7, e00096. [Google Scholar] [CrossRef]
  23. Li, C.; Zhao, C.; Bao, J.; Tang, B.; Gu, B. Laboratory Diagnosis of Coronavirus Disease-2019 (COVID-19). Clin. Chim. Acta 2020, 510, 35–46. [Google Scholar] [CrossRef]
  24. Lippi, G.; Simundic, A.M.; Plebani, M. Potential preanalytical and analytical vulnerabilities in the laboratory diagnosis of coronavirus disease 2019 (COVID-19). Clin. Chem. Lab. Med. (CCLM) 2020, 58, 1070–1076. [Google Scholar] [CrossRef] [PubMed] [Green Version]
Figure 1. The three-dimensional precision automatic pipette: (a) picture of real products, (b) schematic diagram for total equipment, (c) schematic diagram for mini-pump.
Figure 1. The three-dimensional precision automatic pipette: (a) picture of real products, (b) schematic diagram for total equipment, (c) schematic diagram for mini-pump.
Micromachines 13 00772 g001
Figure 2. The process of suction and discharge from (ad), (e) is the Eppendorf tubes used for collecting liquid, (f) is the basic principle of the equipment.
Figure 2. The process of suction and discharge from (ad), (e) is the Eppendorf tubes used for collecting liquid, (f) is the basic principle of the equipment.
Micromachines 13 00772 g002
Figure 3. The measurement results of the three-dimensional precision automatic pipette in 10 μ L , 2 μ L , 1 μ L : (a) Overall results, (b) Average results.
Figure 3. The measurement results of the three-dimensional precision automatic pipette in 10 μ L , 2 μ L , 1 μ L : (a) Overall results, (b) Average results.
Micromachines 13 00772 g003
Figure 4. The qPCR results of different template DNA concentration: (a) relative fluorescence intensity of the custom-made three-dimensional automatic pipette for ORF1ab, (b) relative fluorescence intensity of the manual pipette for ORF1ab, (c) initial template DNA concentration for ORF1ab, (d) relative fluorescence intensity of the custom-made three-dimensional automatic pipette for pGEM-3Zf (+), (e) relative fluorescence intensity of the manual pipette for pGEM-3Zf (+), (f) initial template DNA concentration for pGEM-3Zf (+). The x-axis in (c,f) means different samples (SV 4, SV 5, SV 6, SV 7).
Figure 4. The qPCR results of different template DNA concentration: (a) relative fluorescence intensity of the custom-made three-dimensional automatic pipette for ORF1ab, (b) relative fluorescence intensity of the manual pipette for ORF1ab, (c) initial template DNA concentration for ORF1ab, (d) relative fluorescence intensity of the custom-made three-dimensional automatic pipette for pGEM-3Zf (+), (e) relative fluorescence intensity of the manual pipette for pGEM-3Zf (+), (f) initial template DNA concentration for pGEM-3Zf (+). The x-axis in (c,f) means different samples (SV 4, SV 5, SV 6, SV 7).
Micromachines 13 00772 g004
Table 1. Primer sequences in PCR verification experiment.
Table 1. Primer sequences in PCR verification experiment.
ORF1abpGEM-3Zf (+)
Forward5′ CCCTGTGGGTTTTACACTTAA 3′5′ GGAGAGGCGGTTTGCGTATTGGG 3′
Reverse5′ ACGATTGTGCATCAGCTGA 3′5′ TTTGTGATGCTCGTCAGGGGGGC 3′
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Lin, C.; Wang, Y.; Huang, Z.; Guo, Y.; Wu, W. Low Cost Three-Dimensional Programmed Mini-Pump Used in PCR. Micromachines 2022, 13, 772. https://doi.org/10.3390/mi13050772

AMA Style

Lin C, Wang Y, Huang Z, Guo Y, Wu W. Low Cost Three-Dimensional Programmed Mini-Pump Used in PCR. Micromachines. 2022; 13(5):772. https://doi.org/10.3390/mi13050772

Chicago/Turabian Style

Lin, Chengxiong, Yaocheng Wang, Zhengyu Huang, Yu Guo, and Wenming Wu. 2022. "Low Cost Three-Dimensional Programmed Mini-Pump Used in PCR" Micromachines 13, no. 5: 772. https://doi.org/10.3390/mi13050772

APA Style

Lin, C., Wang, Y., Huang, Z., Guo, Y., & Wu, W. (2022). Low Cost Three-Dimensional Programmed Mini-Pump Used in PCR. Micromachines, 13(5), 772. https://doi.org/10.3390/mi13050772

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