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Rapid Detection of Streptococcus mutans Using an Integrated Microfluidic System with Loop-Mediated Isothermal Amplification
1State Key Laboratory of Military Stomatology and National Clinical Research Center for Oral Diseases & Shaanxi Engineering Research Center for Dental Materials and Advanced Manufacture, Department of Cranio-facial Trauma and Orthognathic Surgery, School of Stomatology, The Fourth Military Medical University, Xi'an 710032, P.R.China
2Department of Stomatology, General Hospital of Northern Theater Command, 83 Wenhua Road, Shenyang 110016, P.R.China
3College of Information and Electrical Engineering, Shenyang Agricultural University, Shenyang 110866, P.R.China
4Outpatient Department, The Ninth Retired Cadres Retreat of Liaoning Military Command, 176 Dongbei Road, Shenyang 110044, P.R.China
5Department of Biochemistry and Molecular Biology, Fourth Military Medical University, Xi'an, P.R.China
J. Microbiol. Biotechnol. 2023; 33(8): 1101-1110
Published August 28, 2023 https://doi.org/10.4014/jmb.2304.04026
Copyright © The Korean Society for Microbiology and Biotechnology.
Abstract
Keywords
Graphical Abstract
Introduction
Caries is a bacterial disease with a high prevalence and widespread distribution, affecting more than one-third of the global population and 60–90% of school-aged children [1]. Thus, caries is a common oral condition and one of the most common illnesses in humans [2]. Along with cancer and cardiovascular illnesses, dental caries has been identified by the World Health Organization as one of the three major diseases that can be prevented and cured [3]. Caries can cause tooth defects and lead to tooth loss if left untreated, which seriously affects quality of life. Therefore, wide-range general surveys should be conducted to promote its early diagnosis and prevention.
Bacteria form biofilms by adhering to and aggregating on the tooth surface, which produce acid and break down carbohydrates. Indeed, biofilm formation by microorganisms is considered to be the initiating factor of caries. The gram-positive bacterium
Since it was first reported, the isothermal amplification technology has been widely used to enhance nucleic acid detection for different applications [11-14]. In particular, loop-mediated isothermal amplification (LAMP) is a simple, rapid, and specific method for nucleic acid amplification [15]. It employs a DNA polymerase from
A microfluidic system is an automated operating system composed of micropumps, valves, drainpipes, and channels for content analysis [21]. Microfluidic systems can combine various detection techniques, such as sample processing, reagent handling, bioreaction, and detection, on a single platform. These techniques are characterized by rapid detection, ease of use, cost-effectiveness, lack of expensive equipment and specialized personnel, lack of contamination risk, and high accuracy of pathogen detection [22, 23]. The miniaturized microfluidic technology has been rapidly developing since it was first described by Terry
In this study, a LAMP-based microfluidic detection platform for the rapid and quantitative detection of
Materials and Methods
Chemicals and Reagents
LAMP amplification and detection reagents were provided by HaiGene Biotech (China). LAMP primers were synthesized by Sangon Biotech (China). The lysis buffer for microorganisms was purchased from Takara Bio (Japan).
Bacterial Culture and CFU Test
Primer Design
DNA sequences of the target genes were obtained from the National Center for Biotechnology Information (http://www.ncbi.nlm.nih.gov). The gene sequences of
Microfluidic Chip Design and Fabrication
A schematic diagram of the microfluidic chip is shown in Fig. 1A. The chip had a size of 50 × 40 × 5 mm and included a serpentine channel (height × width, 1 × 0.8 mm) for the LAMP reaction, a valve, and a detection chamber (height × diameter, 1 × 5 mm) (21 μl lyophilized orange-green dye preloaded) to monitor the color (Fig. 1B).
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Fig. 1. Construction of the microfluidic detection system.
(A) Schematic diagram of the microfluidic chip. (B) Photograph of the microfluidic chip. (C) Photograph of the actuation system. (D) A PTC ceramic heater was placed under the serpentine channel of the microfluidic chip.
A positive temperature coefficient (PTC) ceramic heater (Sangni Electronics Co., China) was placed under the serpentine channel and heated to 65°C. The microfluidic chip was fabricated using a polydimethylsiloxane channel layer and a glass substrate using oxygen plasma bonding. The mold for the polydimethylsiloxane channel layer was first designed using SolidWorks software (Dassault Systèmes Solidworks Corp., USA) and then printed using a 3D printer (Form 3; FormLabs, USA). The elastomer and curing agent were mixed at a mass ratio of 10:1 and heated to 55°C for 4 h. The actuation system consisted of one microfluidic chip, one syringe pump, and one dual-output power supply (Figs. 1C and 1D). A dual-output power supply was used to provide voltage to the PTC ceramic heater. The syringe pump was set to push the mixture of the lysed sample and the LAMP reagent at a flow rate of 20 L/min. The Heat Transfer Module in COMSOL Multiphysics software (Comsol, USA) was used to simulate and analyze the heating process of the PTC heater. A moving plug was used as the valve in the microchannel to prevent backflow. Magenta and potassium chloride (KCl) solutions were used to evaluate the effects of the valve. The inlet and outlet of the microvalve chip were connected to the positive pole of the power supply (provided a 3.3 V constant voltage) and an oscilloscope, respectively (Fig. 2A). The oscilloscope recorded the voltage changes when the valve was opened and closed.
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Fig. 2. Capacity of the valve in the microfluidic detection system.
(A) Schematic of the system used to test the microvalve. The inlet and outlet of the chip were connected to the positive pole of a power supply (3.3 V constant voltage) and an oscilloscope, respectively. When the valve was open, the KCl solution formed a loop with the power supply system and the voltage was measured by the oscilloscope. When the valve was closed, the solution was blocked, the loop was broken, and the voltage value became 0. (B) Schematic and micrograph of the ON and OFF state of the valve. When the valve was opened, the magenta solution passed through and filled the microchannel. When the valve was closed, the magenta solution was blocked, and the red solution was detected in the downstream portion of the microchannel. Scale bar = 1 mm. (C) Voltage variation when the plug was ON and OFF. When the valve was pressed down, the voltage decreased to almost 0, which indicated the blocking capacity of the valve.
Construction of the Detection System
Python high-level scripts were used to program the OpenMV camera such that it possessed image acquisition and recognition functions. To guarantee the consistency of image capture and recognition of each result, the OpenMV camera was integrated into a 3D printed bracket (Fig. 3). A white light source and black light-absorbing fabric were inserted into the bracket to ensure consistency of the exterior circumstances throughout image acquisition and recognition.
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Fig. 3. Construction of the detection system.
(A) Photograph of the assembled detection system with a threedimensional- printed bracket, OpenMV camera, and black light-absorbing cloth. (B) Photograph of the OpenMV camera.
Benchtop LAMP Assay
For nucleic acid extraction, a simple lysis method was used. DNA lysis buffer (50 μl) and bacterial solution (2 μl) were mixed and incubated in an 80°C water bath for 15 min. For assay sensitivity, the bacterial solution was serially diluted 10-fold with double-distilled water (ddH2O) from 2.2 × 106 to 2.2 CFU/ml. Each reaction was performed in triplicate. To test the specificity of the LAMP assay, three common oral bacteria were used-
The LAMP reaction was performed in a 21 μl system containing 15 μl of LAMP OG reagent, 2 μl of LAMP primer mix, 2 μl of ddH2O, and 2 μl of lysed solution. The reaction was conducted in a 65°C water bath for 30 min. Afterward, the OG dye was added to the reaction, and the solution was gently mixed and shaken for 30 s. The tubes were then placed upright to observe the outcomes.
LAMP-Based Microfluidic System Protocol
The lysed bacteria were placed in a LAMP chamber that had already been preloaded with the LAMP reaction mixture. A PTC ceramic heater was used to increase and maintain the temperature at 65°C for 30 min. At this stage, the valve was closed to ensure that the mixture was not pushed into the detection chamber, thereby terminating the reaction. When the LAMP reaction was complete, the valve was opened so that the reaction solution could be transported to the detection chamber, which was preloaded with OG dye using a syringe pump system. After mixing, the microfluidic chip was observed and analyzed using the OpenMV camera, which was programmed to automatically segment the colored samples, convert the color signal to L*a*b* (lightness, red/green, and blue/yellow) color values (which is a mode for measuring colors based on the Commission International Eclairage [30]), and calculate the average Lab value of the region. Finally, the signal data were collected.
PCR Amplification
The PCR reaction system contained 2 μl of
Results and Discussion
Primer Design and Target Sequence
Detection effectiveness is significantly influenced by the melting temperature of the primers and GC content of the target sequence. Noteworthily, the amplification reaction is favored in sequences with GC concentrations within 40–60%. Hence, a
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Table 1 . Primers used for the LAMP assay.
Primer name Tm (°C) GC rate Sequence (5′- 3′) Target gene SMspaP-F3 54.5 55.6% TTAGGCAGGGTCAAGGTG spaP SMspaP-B3 51.1 42.9% CAATTGCCATTGTAGGATCAG spaP SMspaP-FIP (F1c-F2) 69.0 50.0% GAGTTAGGCGCATCTGAACTATCCGGACCATGTATACCAGAGCT spaP SMspaP-BIP (B1c-B2) 68.3 48.8% GGTATGGTGCTGGTGCTATCCACAAACAAGTGTTGATGAGA spaP SMspaP-LoopF 58.1 64.7% CCAGATCCCGGTTCGCT spaP SMspaP-LoopB 54.8 45.8% GCTTGGTCCTAATAACAGTGTGAC spaP Tm, melting temperature
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Fig. 4. Schematic of the
Streptococcus mutans spaP gene and the corresponding location of each LAMP primer.
Performance of the Detection System and Microfluidic Chip
Validation of the chip. This LAMP-based microfluidic chip had two essential components for determining the effectiveness and efficiency of the reaction: the valve and the PTC heater. The LAMP assay needs to be performed at 65°C so that the reaction solution expands, causing the liquid to flow backward or into the reaction chamber. Therefore, a valve was incorporated into the chip to prevent the reaction liquid from refluxing. First, the channel of the chip was filled with a magenta solution to evaluate the ability of the valve to seal any leaks (Fig. 2B); when the plug was pressed down, the liquid did not flow through the channel. Additionally, a 0.1 M KCl solution was utilized to facilitate conduction (Fig. 2C), allowing the voltage to decrease from approximately 3.3 V to almost 0 V when the valve was closed. This experiment demonstrated that the valve successfully regulated fluid flow.
To assess the heating effects of the system, finite element analysis was performed to simulate the temperature distribution of the liquid in the chip. Overall, the temperature of the liquid in the serpentine tubes was evenly distributed and reached the reaction temperature; the longer the tube length and diameter were, the larger the surface area of the liquid in the serpentine tube was (Fig. 5). Therefore, a higher surface-to-volume ratio enabled a more efficient heat transfer to the LAMP mixture than could be achieved with regular microtubes, which was conducive for the rapid achievement of reaction conditions.
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Fig. 5. Heating effect of the PTC ceramic heater in the microfluidic chip.
(A) photograph of the PTC ceramic heater heating the serpentine tube. (B) Infrared thermal image of the system. (C) Finite element analysis of the microfluidic chip. (D) Simulation results of the heating effect of the PTC.
Validation of the detection system. Unlike most pathogens requiring rapid detection,
OpenMV is a microcamera embedded in a microcontroller, which has a small volume, low power consumption, and image processing function, and can be programmed using high-level Python scripts, making it convenient to manage the complex outputs of machine vision algorithms and high-level data structures. The OpenMV camera was initially programmed in Python to transform the light wavelength and intensity of the image captured by the camera into digital signals that the computer could recognize. The digital signal was then sent to a computer, which then processed the outcomes. In this study, the average Lab value was used as a quantitative measure of the experimental results. The Lab color model was composed of brightness (L*) and two-color channels (a* and b*). Channel a* contained three colors: red for high brightness, gray for medium brightness, and dark green for low brightness. Additionally, there were three hues in channel b*: blue for low brightness, gray for medium brightness, and yellow for high brightness [31]. The Lab color mode can lessen the impact of brightness on image recognition compared with the commonly used RGB mode or grayscale value, resulting in a better image processing outcome [32]. Hence, the OpenMV camera performed quantitative analysis of the experimental results through color image recognition generated by the LAMP reaction and successfully built a visual detection platform, laying foundations for rapid
Comparative Performance of the Benchtop LAMP and PCR
The LAMP assay allows colorimetric detection of the target output, with the color of samples changing from yellow to green. Calcein is a metal indicator. By adding manganese ion and calcein to LAMP system, it was found that the colorimetric change of metal indicator could monitor the process of LAMP reaction. When calcein combines with Mn2+, there is a quenching effect on the chelating dye. With the synthesis of a large number of DNA double strands, pyrophosphate ion byproducts produced in the reaction system make Mn2+ combine with phosphoric acid, calcein is released to complex free magnesium, resulting in bright green color. In visible light, a color change from orange to yellow-green can also be observed by the naked eye after successful amplification [33]. In the present study, 10-fold serial dilutions of
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Fig. 6. LAMP results.
NTC: non-target control; 1–7:
S. mutans samples with varying concentrations (2.2 × 100–2.2 × 106 CFU/ml).
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Fig. 7. LOD of the PCR of specific regions of the
S. mutans spaP gene using LAMP primers. Lanes 0–6: DNA ofS. mutans at different concentrations (2.2 × 100–2.2 × 106 CFU/ml); lane M: 500-base pair DNA marker ladder; NTC, nontarget control.
Next, three common oral bacteria were used in the LAMP assay. Specificity tests revealed that after 40 min of reaction, no color change was observed in these bacteria (Fig. 8), demonstrating the specificity of the target DNA and primers. Because the three pairs of primers are required to hybridize with multiple regions of the target nucleic acid in the LAMP reaction, it has relatively high specificity [16, 37], which can prevent the influence of other common oral bacteria and achieve effective detection of
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Fig. 8. Specificity of the LAMP method.
Samples containing
S. mutans ,P. gingivalis ,P. endodontalis ,E. faecalis , and ddH2O were tested. (A) Visual results. (B) Average L*a*b* quantification of the LAMP results using the detection system. Since the Lab value varies for different color measurements, different colors were used in the quantization table. Error bars represent the standard deviation of triplicate experiments.
Performance of the LAMP-Based Microfluidic Detection Platform
Pathogen detection was performed using the microfluidic chip, and the results showed that the reaction products at various concentrations exhibited a green color, indicating that the LOD of the chip also reached 100 CFU/ml. To further investigate the relationship between the bacteria concentration and the color of the amplification products, the results of the benchtop LAMP and LAMP-based microfluidic chips were analyzed. Analysis of the L*a*b* values revealed that they increased with increasing bacterial concentration in both the LAMP assay (Fig. 9A) and microfluidic chip (Fig. 9B). The results showed a good linear relationship between L*a*b* values and bacterial concentration, which was better in the microfluidic chip than in the LAMP assay (
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Fig. 9. A LAMP amplification curve of
S. mutans using a benchtop system. Error bars represent the standard deviation of the triplicates. B LAMP amplification curve ofS. mutans using the microfluidic chip. The error bars represent the standard deviation of triplicate experiments.
This study has some limitations. First, the detection process requires bacterial lysis to be performed and does not allow for complete process detection. Second, in-chip detection requires manual valve closure and is not fully automated. Last, the detection of clinical samples is required to determine the clinical effectiveness of the system. Therefore, since the biofilm composed of mixed bacteria strains plays an important role in the formation of caries, we will use this system to detect the target pathogen in the biofilm in future work.
In conclusion, this study reports the successful development of a LAMP-based microfluidic system for the rapid and quantitative detection of
Supplemental Materials
Abbreviations
LAMP, loop-mediated isothermal amplification; CFU, colony-forming units; PTC, positive temperature coefficient; LOD, limit of detection; NTC; not-target control; PCR, polymerase chain reaction; ddH2O, double-distilled water
Author Contributions
Jingfu Wang: Conceptualization, Methodology, Writing – Original Draft Preparation, Writing – Review & Editing.
Jingyi Wang: Conceptualization, Methodology, Software, Writing – Review & Editing; Visualization, Supervision, Project Administration, Funding Acquisition.
Xin Chang: Investigation, Resources.
Qin Ma: Methodology, Investigation.
Jin Shang, Yuehui Wang: Validation, Formal Analysis, Investigation, Resources, Data Curation.
Liangliang Shen: Supervision, Project Administration.
Acknowledgments
This research was funded by the Department of Science and Technology of Liaoning Province, China (grant number: 2022-BS-175). The funding agency had no role in the collection, analysis and interpretation of data, writing of the report, or in the decision to submit the article for publication.
Conflict of Interest
The authors have no financial conflicts of interest to declare.
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Related articles in JMB
Article
Research article
J. Microbiol. Biotechnol. 2023; 33(8): 1101-1110
Published online August 28, 2023 https://doi.org/10.4014/jmb.2304.04026
Copyright © The Korean Society for Microbiology and Biotechnology.
Rapid Detection of Streptococcus mutans Using an Integrated Microfluidic System with Loop-Mediated Isothermal Amplification
Jingfu Wang1,2, Jingyi Wang3*, Xin Chang4, Jin Shang2, Yuehui Wang2, Qin Ma1, and Liangliang Shen5*
1State Key Laboratory of Military Stomatology and National Clinical Research Center for Oral Diseases & Shaanxi Engineering Research Center for Dental Materials and Advanced Manufacture, Department of Cranio-facial Trauma and Orthognathic Surgery, School of Stomatology, The Fourth Military Medical University, Xi'an 710032, P.R.China
2Department of Stomatology, General Hospital of Northern Theater Command, 83 Wenhua Road, Shenyang 110016, P.R.China
3College of Information and Electrical Engineering, Shenyang Agricultural University, Shenyang 110866, P.R.China
4Outpatient Department, The Ninth Retired Cadres Retreat of Liaoning Military Command, 176 Dongbei Road, Shenyang 110044, P.R.China
5Department of Biochemistry and Molecular Biology, Fourth Military Medical University, Xi'an, P.R.China
Correspondence to:Jingyi Wang, wangjingyi@syau.edu.cn
Liangliang Shen, bioliangshen@fmmu.edu.cn
Abstract
Streptococcus mutans is the primary causative agent of caries, which is one of the most common human diseases. Thus, rapid and early detection of cariogenic bacteria is critical for its prevention. This study investigated the combination of loop-mediated isothermal amplification (LAMP) and microfluid technology to quantitatively detect S. mutans. A low-cost, rapid microfluidic chip using LAMP technology was developed to amplify and detect bacteria at 2.2–2.2 × 106 colony-forming units (CFU)/ml and its detection limits were compared to those of standard polymerase chain reaction. A visualization system was established to quantitatively determine the experimental results, and a functional relationship between the bacterial concentration and quantitative results was established. The detection limit of S. mutans using this microfluidic chip was 2.2 CFU/ml, which was lower than that of the standard approach. After quantification, the experimental results showed a good linear relationship with the concentration of S. mutans, thereby confirming the effectiveness and accuracy of the custom-made integrated LAMP microfluidic system for the detection of S. mutans. The microfluidic system described herein may represent a promising simple detection method for the specific and rapid testing of individuals at risk of caries.
Keywords: Streptococcus mutans, biosensor, loop-mediated isothermal amplification, rapid detection, dental caries
Introduction
Caries is a bacterial disease with a high prevalence and widespread distribution, affecting more than one-third of the global population and 60–90% of school-aged children [1]. Thus, caries is a common oral condition and one of the most common illnesses in humans [2]. Along with cancer and cardiovascular illnesses, dental caries has been identified by the World Health Organization as one of the three major diseases that can be prevented and cured [3]. Caries can cause tooth defects and lead to tooth loss if left untreated, which seriously affects quality of life. Therefore, wide-range general surveys should be conducted to promote its early diagnosis and prevention.
Bacteria form biofilms by adhering to and aggregating on the tooth surface, which produce acid and break down carbohydrates. Indeed, biofilm formation by microorganisms is considered to be the initiating factor of caries. The gram-positive bacterium
Since it was first reported, the isothermal amplification technology has been widely used to enhance nucleic acid detection for different applications [11-14]. In particular, loop-mediated isothermal amplification (LAMP) is a simple, rapid, and specific method for nucleic acid amplification [15]. It employs a DNA polymerase from
A microfluidic system is an automated operating system composed of micropumps, valves, drainpipes, and channels for content analysis [21]. Microfluidic systems can combine various detection techniques, such as sample processing, reagent handling, bioreaction, and detection, on a single platform. These techniques are characterized by rapid detection, ease of use, cost-effectiveness, lack of expensive equipment and specialized personnel, lack of contamination risk, and high accuracy of pathogen detection [22, 23]. The miniaturized microfluidic technology has been rapidly developing since it was first described by Terry
In this study, a LAMP-based microfluidic detection platform for the rapid and quantitative detection of
Materials and Methods
Chemicals and Reagents
LAMP amplification and detection reagents were provided by HaiGene Biotech (China). LAMP primers were synthesized by Sangon Biotech (China). The lysis buffer for microorganisms was purchased from Takara Bio (Japan).
Bacterial Culture and CFU Test
Primer Design
DNA sequences of the target genes were obtained from the National Center for Biotechnology Information (http://www.ncbi.nlm.nih.gov). The gene sequences of
Microfluidic Chip Design and Fabrication
A schematic diagram of the microfluidic chip is shown in Fig. 1A. The chip had a size of 50 × 40 × 5 mm and included a serpentine channel (height × width, 1 × 0.8 mm) for the LAMP reaction, a valve, and a detection chamber (height × diameter, 1 × 5 mm) (21 μl lyophilized orange-green dye preloaded) to monitor the color (Fig. 1B).
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Figure 1. Construction of the microfluidic detection system.
(A) Schematic diagram of the microfluidic chip. (B) Photograph of the microfluidic chip. (C) Photograph of the actuation system. (D) A PTC ceramic heater was placed under the serpentine channel of the microfluidic chip.
A positive temperature coefficient (PTC) ceramic heater (Sangni Electronics Co., China) was placed under the serpentine channel and heated to 65°C. The microfluidic chip was fabricated using a polydimethylsiloxane channel layer and a glass substrate using oxygen plasma bonding. The mold for the polydimethylsiloxane channel layer was first designed using SolidWorks software (Dassault Systèmes Solidworks Corp., USA) and then printed using a 3D printer (Form 3; FormLabs, USA). The elastomer and curing agent were mixed at a mass ratio of 10:1 and heated to 55°C for 4 h. The actuation system consisted of one microfluidic chip, one syringe pump, and one dual-output power supply (Figs. 1C and 1D). A dual-output power supply was used to provide voltage to the PTC ceramic heater. The syringe pump was set to push the mixture of the lysed sample and the LAMP reagent at a flow rate of 20 L/min. The Heat Transfer Module in COMSOL Multiphysics software (Comsol, USA) was used to simulate and analyze the heating process of the PTC heater. A moving plug was used as the valve in the microchannel to prevent backflow. Magenta and potassium chloride (KCl) solutions were used to evaluate the effects of the valve. The inlet and outlet of the microvalve chip were connected to the positive pole of the power supply (provided a 3.3 V constant voltage) and an oscilloscope, respectively (Fig. 2A). The oscilloscope recorded the voltage changes when the valve was opened and closed.
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Figure 2. Capacity of the valve in the microfluidic detection system.
(A) Schematic of the system used to test the microvalve. The inlet and outlet of the chip were connected to the positive pole of a power supply (3.3 V constant voltage) and an oscilloscope, respectively. When the valve was open, the KCl solution formed a loop with the power supply system and the voltage was measured by the oscilloscope. When the valve was closed, the solution was blocked, the loop was broken, and the voltage value became 0. (B) Schematic and micrograph of the ON and OFF state of the valve. When the valve was opened, the magenta solution passed through and filled the microchannel. When the valve was closed, the magenta solution was blocked, and the red solution was detected in the downstream portion of the microchannel. Scale bar = 1 mm. (C) Voltage variation when the plug was ON and OFF. When the valve was pressed down, the voltage decreased to almost 0, which indicated the blocking capacity of the valve.
Construction of the Detection System
Python high-level scripts were used to program the OpenMV camera such that it possessed image acquisition and recognition functions. To guarantee the consistency of image capture and recognition of each result, the OpenMV camera was integrated into a 3D printed bracket (Fig. 3). A white light source and black light-absorbing fabric were inserted into the bracket to ensure consistency of the exterior circumstances throughout image acquisition and recognition.
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Figure 3. Construction of the detection system.
(A) Photograph of the assembled detection system with a threedimensional- printed bracket, OpenMV camera, and black light-absorbing cloth. (B) Photograph of the OpenMV camera.
Benchtop LAMP Assay
For nucleic acid extraction, a simple lysis method was used. DNA lysis buffer (50 μl) and bacterial solution (2 μl) were mixed and incubated in an 80°C water bath for 15 min. For assay sensitivity, the bacterial solution was serially diluted 10-fold with double-distilled water (ddH2O) from 2.2 × 106 to 2.2 CFU/ml. Each reaction was performed in triplicate. To test the specificity of the LAMP assay, three common oral bacteria were used-
The LAMP reaction was performed in a 21 μl system containing 15 μl of LAMP OG reagent, 2 μl of LAMP primer mix, 2 μl of ddH2O, and 2 μl of lysed solution. The reaction was conducted in a 65°C water bath for 30 min. Afterward, the OG dye was added to the reaction, and the solution was gently mixed and shaken for 30 s. The tubes were then placed upright to observe the outcomes.
LAMP-Based Microfluidic System Protocol
The lysed bacteria were placed in a LAMP chamber that had already been preloaded with the LAMP reaction mixture. A PTC ceramic heater was used to increase and maintain the temperature at 65°C for 30 min. At this stage, the valve was closed to ensure that the mixture was not pushed into the detection chamber, thereby terminating the reaction. When the LAMP reaction was complete, the valve was opened so that the reaction solution could be transported to the detection chamber, which was preloaded with OG dye using a syringe pump system. After mixing, the microfluidic chip was observed and analyzed using the OpenMV camera, which was programmed to automatically segment the colored samples, convert the color signal to L*a*b* (lightness, red/green, and blue/yellow) color values (which is a mode for measuring colors based on the Commission International Eclairage [30]), and calculate the average Lab value of the region. Finally, the signal data were collected.
PCR Amplification
The PCR reaction system contained 2 μl of
Results and Discussion
Primer Design and Target Sequence
Detection effectiveness is significantly influenced by the melting temperature of the primers and GC content of the target sequence. Noteworthily, the amplification reaction is favored in sequences with GC concentrations within 40–60%. Hence, a
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Table 1 . Primers used for the LAMP assay..
Primer name Tm (°C) GC rate Sequence (5′- 3′) Target gene SMspaP-F3 54.5 55.6% TTAGGCAGGGTCAAGGTG spaP SMspaP-B3 51.1 42.9% CAATTGCCATTGTAGGATCAG spaP SMspaP-FIP (F1c-F2) 69.0 50.0% GAGTTAGGCGCATCTGAACTATCCGGACCATGTATACCAGAGCT spaP SMspaP-BIP (B1c-B2) 68.3 48.8% GGTATGGTGCTGGTGCTATCCACAAACAAGTGTTGATGAGA spaP SMspaP-LoopF 58.1 64.7% CCAGATCCCGGTTCGCT spaP SMspaP-LoopB 54.8 45.8% GCTTGGTCCTAATAACAGTGTGAC spaP Tm, melting temperature.
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Figure 4. Schematic of the
Streptococcus mutans spaP gene and the corresponding location of each LAMP primer.
Performance of the Detection System and Microfluidic Chip
Validation of the chip. This LAMP-based microfluidic chip had two essential components for determining the effectiveness and efficiency of the reaction: the valve and the PTC heater. The LAMP assay needs to be performed at 65°C so that the reaction solution expands, causing the liquid to flow backward or into the reaction chamber. Therefore, a valve was incorporated into the chip to prevent the reaction liquid from refluxing. First, the channel of the chip was filled with a magenta solution to evaluate the ability of the valve to seal any leaks (Fig. 2B); when the plug was pressed down, the liquid did not flow through the channel. Additionally, a 0.1 M KCl solution was utilized to facilitate conduction (Fig. 2C), allowing the voltage to decrease from approximately 3.3 V to almost 0 V when the valve was closed. This experiment demonstrated that the valve successfully regulated fluid flow.
To assess the heating effects of the system, finite element analysis was performed to simulate the temperature distribution of the liquid in the chip. Overall, the temperature of the liquid in the serpentine tubes was evenly distributed and reached the reaction temperature; the longer the tube length and diameter were, the larger the surface area of the liquid in the serpentine tube was (Fig. 5). Therefore, a higher surface-to-volume ratio enabled a more efficient heat transfer to the LAMP mixture than could be achieved with regular microtubes, which was conducive for the rapid achievement of reaction conditions.
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Figure 5. Heating effect of the PTC ceramic heater in the microfluidic chip.
(A) photograph of the PTC ceramic heater heating the serpentine tube. (B) Infrared thermal image of the system. (C) Finite element analysis of the microfluidic chip. (D) Simulation results of the heating effect of the PTC.
Validation of the detection system. Unlike most pathogens requiring rapid detection,
OpenMV is a microcamera embedded in a microcontroller, which has a small volume, low power consumption, and image processing function, and can be programmed using high-level Python scripts, making it convenient to manage the complex outputs of machine vision algorithms and high-level data structures. The OpenMV camera was initially programmed in Python to transform the light wavelength and intensity of the image captured by the camera into digital signals that the computer could recognize. The digital signal was then sent to a computer, which then processed the outcomes. In this study, the average Lab value was used as a quantitative measure of the experimental results. The Lab color model was composed of brightness (L*) and two-color channels (a* and b*). Channel a* contained three colors: red for high brightness, gray for medium brightness, and dark green for low brightness. Additionally, there were three hues in channel b*: blue for low brightness, gray for medium brightness, and yellow for high brightness [31]. The Lab color mode can lessen the impact of brightness on image recognition compared with the commonly used RGB mode or grayscale value, resulting in a better image processing outcome [32]. Hence, the OpenMV camera performed quantitative analysis of the experimental results through color image recognition generated by the LAMP reaction and successfully built a visual detection platform, laying foundations for rapid
Comparative Performance of the Benchtop LAMP and PCR
The LAMP assay allows colorimetric detection of the target output, with the color of samples changing from yellow to green. Calcein is a metal indicator. By adding manganese ion and calcein to LAMP system, it was found that the colorimetric change of metal indicator could monitor the process of LAMP reaction. When calcein combines with Mn2+, there is a quenching effect on the chelating dye. With the synthesis of a large number of DNA double strands, pyrophosphate ion byproducts produced in the reaction system make Mn2+ combine with phosphoric acid, calcein is released to complex free magnesium, resulting in bright green color. In visible light, a color change from orange to yellow-green can also be observed by the naked eye after successful amplification [33]. In the present study, 10-fold serial dilutions of
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Figure 6. LAMP results.
NTC: non-target control; 1–7:
S. mutans samples with varying concentrations (2.2 × 100–2.2 × 106 CFU/ml).
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Figure 7. LOD of the PCR of specific regions of the
S. mutans spaP gene using LAMP primers. Lanes 0–6: DNA ofS. mutans at different concentrations (2.2 × 100–2.2 × 106 CFU/ml); lane M: 500-base pair DNA marker ladder; NTC, nontarget control.
Next, three common oral bacteria were used in the LAMP assay. Specificity tests revealed that after 40 min of reaction, no color change was observed in these bacteria (Fig. 8), demonstrating the specificity of the target DNA and primers. Because the three pairs of primers are required to hybridize with multiple regions of the target nucleic acid in the LAMP reaction, it has relatively high specificity [16, 37], which can prevent the influence of other common oral bacteria and achieve effective detection of
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Figure 8. Specificity of the LAMP method.
Samples containing
S. mutans ,P. gingivalis ,P. endodontalis ,E. faecalis , and ddH2O were tested. (A) Visual results. (B) Average L*a*b* quantification of the LAMP results using the detection system. Since the Lab value varies for different color measurements, different colors were used in the quantization table. Error bars represent the standard deviation of triplicate experiments.
Performance of the LAMP-Based Microfluidic Detection Platform
Pathogen detection was performed using the microfluidic chip, and the results showed that the reaction products at various concentrations exhibited a green color, indicating that the LOD of the chip also reached 100 CFU/ml. To further investigate the relationship between the bacteria concentration and the color of the amplification products, the results of the benchtop LAMP and LAMP-based microfluidic chips were analyzed. Analysis of the L*a*b* values revealed that they increased with increasing bacterial concentration in both the LAMP assay (Fig. 9A) and microfluidic chip (Fig. 9B). The results showed a good linear relationship between L*a*b* values and bacterial concentration, which was better in the microfluidic chip than in the LAMP assay (
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Figure 9. A LAMP amplification curve of
S. mutans using a benchtop system. Error bars represent the standard deviation of the triplicates. B LAMP amplification curve ofS. mutans using the microfluidic chip. The error bars represent the standard deviation of triplicate experiments.
This study has some limitations. First, the detection process requires bacterial lysis to be performed and does not allow for complete process detection. Second, in-chip detection requires manual valve closure and is not fully automated. Last, the detection of clinical samples is required to determine the clinical effectiveness of the system. Therefore, since the biofilm composed of mixed bacteria strains plays an important role in the formation of caries, we will use this system to detect the target pathogen in the biofilm in future work.
In conclusion, this study reports the successful development of a LAMP-based microfluidic system for the rapid and quantitative detection of
Supplemental Materials
Abbreviations
LAMP, loop-mediated isothermal amplification; CFU, colony-forming units; PTC, positive temperature coefficient; LOD, limit of detection; NTC; not-target control; PCR, polymerase chain reaction; ddH2O, double-distilled water
Author Contributions
Jingfu Wang: Conceptualization, Methodology, Writing – Original Draft Preparation, Writing – Review & Editing.
Jingyi Wang: Conceptualization, Methodology, Software, Writing – Review & Editing; Visualization, Supervision, Project Administration, Funding Acquisition.
Xin Chang: Investigation, Resources.
Qin Ma: Methodology, Investigation.
Jin Shang, Yuehui Wang: Validation, Formal Analysis, Investigation, Resources, Data Curation.
Liangliang Shen: Supervision, Project Administration.
Acknowledgments
This research was funded by the Department of Science and Technology of Liaoning Province, China (grant number: 2022-BS-175). The funding agency had no role in the collection, analysis and interpretation of data, writing of the report, or in the decision to submit the article for publication.
Conflict of Interest
The authors have no financial conflicts of interest to declare.
Fig 1.
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Fig 6.
Fig 7.
Fig 8.
Fig 9.
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Table 1 . Primers used for the LAMP assay..
Primer name Tm (°C) GC rate Sequence (5′- 3′) Target gene SMspaP-F3 54.5 55.6% TTAGGCAGGGTCAAGGTG spaP SMspaP-B3 51.1 42.9% CAATTGCCATTGTAGGATCAG spaP SMspaP-FIP (F1c-F2) 69.0 50.0% GAGTTAGGCGCATCTGAACTATCCGGACCATGTATACCAGAGCT spaP SMspaP-BIP (B1c-B2) 68.3 48.8% GGTATGGTGCTGGTGCTATCCACAAACAAGTGTTGATGAGA spaP SMspaP-LoopF 58.1 64.7% CCAGATCCCGGTTCGCT spaP SMspaP-LoopB 54.8 45.8% GCTTGGTCCTAATAACAGTGTGAC spaP Tm, melting temperature.
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