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In This Article

  • Summary
  • Abstract
  • Introduction
  • Protocol
  • Results
  • Discussion
  • Disclosures
  • Acknowledgements
  • Materials
  • References
  • Reprints and Permissions

Summary

Here we introduce the principle, structure, and instruction of the intelligent high-throughput antimicrobial sensitivity testing/phage screening system. Its application is illustrated by using Salmonella isolated from poultry in Shandong, China, as an example. The Lar index is calculated, and its significance in evaluating antimicrobial resistance is discussed comprehensively.

Abstract

To improve the efficiency of antimicrobial susceptibility testing (AST) and phage high-throughput screening for resistant bacteria and to reduce the detection cost, an intelligent high-throughput AST/phage screening system, including a 96-dot matrix inoculator, image acquisition converter, and corresponding software, was developed according to AST criteria and the breakpoints of resistance (R) formulated by the Clinical & Laboratory Standards Institute (CLSI). AST and statistics of minimum inhibitory concentration (MIC) distributions (from R/8 to 8R) of 1,500 Salmonella strains isolated from poultry in Shandong, China, against 10 antimicrobial agents were carried out by the intelligent high-throughput AST/phage screening system. The Lar index, meaning "less antibiosis, less resistance and residual until little antibiosis", was obtained by calculating the weighted average of each MIC and dividing by R. This approach improves accuracy in comparison with using the prevalence of resistance to characterize the antimicrobial resistance (AMR) degree of highly resistant strains. For the strains of Salmonella with high AMR, lytic phages were efficiently screened from the phage library by this system, and the lysis spectrum was computed and analyzed. The results showed that the intelligent high-throughput AST/phage screening system was operable, accurate, highly efficient, inexpensive, and easy to maintain. Combined with the Shandong veterinary antimicrobial resistance monitoring system, the system was suitable for scientific research and clinical detection related to AMR.

Introduction

As antimicrobial agents have been widely used to prevent bacterial infectious diseases, antimicrobial resistance (AMR) has become a global public health problem1. Combating AMR is the current main mission of monitoring AMR of epidemiological pathogens and synergistic therapy of sensitive antimicrobial agents and lytic bacteriophages2.

In vitro antimicrobial sensitivity testing (AST) is the mainstay for monitoring therapy and detecting the level of AMR. It is an important part of antimicrobial pharmacology and the critical basis for clinical medication. The Clinical and Laboratory Standards Institute (CLSI) of the United States and the European Committee on Antimicrobial Susceptibility Testing (EUCAST) have formulated and revised international criteria of AST and continuously modified and supplemented AST methods and the breakpoints to determine the MIC of one certain "organism-antimicrobial agent" combination as sensitive (S), resistant (R) or intermediate (I)3,4.

From the 1980s to the 1990s, automatic micro broth dilution instruments were rapidly developed and applied to clinical practice, with examples including Alfred 60AST, VITEK System, PHOENIXTM, and Cobasbact5,6,7. However, these instruments were expensive, required high-cost consumables, and their detection ranges were designed for clinical patient medication5,6,7. For these reasons, they are not suitable for veterinary clinical examination and detection of large quantities of highly resistant strains. In this study, an intelligent high-throughput AST/phage screening system, including a 96-dot matrix inoculator (Figure 1), image acquisition converter (Figure 2), and corresponding software8, was developed to conduct AST for a batch of bacteria strains against multiple antimicrobial agents at one time by the agar dilution method. Moreover, the system was also used to detect and analyze the lysis patterns of phages against antimicrobial-resistant bacteria9, and lytic phages were selected efficiently from the phage library. This system was found to be efficient, affordable, and easy to operate.

figure-introduction-2657
Figure 1: Structural diagram of the 96-dot matrix inoculator. 1: Inoculation pin plate; 2: Mobile carrier; 3: Seed block; 4: Incubated plate; 5: Base; 6: Operating handle; 7: Limit pin. Please click here to view a larger version of this figure.

figure-introduction-3204
Figure 2: Structural diagram of the image acquisition converter. 1: Shell; 2: Display screen; 3: Image acquisition room; 4: Detection board base; 5: Detection board in and out of warehouse; 6: Control board; 7: Image acquisition conversion device; 8: Light source; 9: Image scanner. Please click here to view a larger version of this figure.

Protocol

The Salmonella strains used in this study were collected from poultry in Shandong, China, after obtaining approval from the Biosafety Committee of the Institute of Animal Sciences and Veterinary Medicine, Shandong Academy of Agricultural Sciences, China.

1. Application of the intelligent high-throughput AST system8

  1. Inoculum preparation
    1. Incubate the quality control organism Escherichia coli and 93 Salmonella strains to be tested for AST on Mueller-Hinton agar (MHA) plates for 16-18 h at 37 °C3.
    2. Prepare the inoculum of each strain to match 0.5 McFarland turbidity standard based on the method specified in the CLSI standard3and then dilute 10 times.
    3. Place 200 µL of sterile normal saline into the horizontal 1st well (A1) of the 96-well plate as the negative control, two suspensions of quality control organism into the horizontal 2nd and 3rd wells (A2 and A3) as the positive control, and quality control, respectively. Add 200 µL of the diluted inoculum suspensions of each tested stain into the corresponding 93 wells in the 96-well seed block.
  2. Preparation of antimicrobial agar plate
    1. Set the concentration ranges of different antibacterial agents tested according to the calculation range of the Lar index (from 0.125R to 8R). The concentrations range from the quality control range or 0.0625R (subject to the lower range) to 8R.
      NOTE: If the Lar index is not calculated, the range of antibiotic concentrations can be set according to the needs of AST.
    2. Execute a log2 doubling dilution scheme for antibiotic solution beginning with a suitable stock concentration based on the agar dilution method specified in the CLSI standard3.
    3. Sterilize 50 mL glass bottles containing 18 mL of Mueller-Hinton agar media. Add 2 mL of the appropriate dilutions of the antimicrobial solution to 18 mL of molten media cooled to 45-50 °C, mix thoroughly, and pour into the plates in the biosafety cabinet.
    4. Allow the agar to solidify at room temperature (RT), leave a gap under the lid of incubated plates and blow to dry the agar surface before inoculating.
    5. Label the types of antimicrobial agents and concentrations on the reverse side of the incubated plates. Arrange the multiple incubated plates of each antimicrobial agent in a stack in log2-doubling dilution order.
    6. Prepare two drug-free agar plates as the controls for each antimicrobial agent.
  3. Inoculation steps for 96-dot matrix inoculator
    1. Install the autoclaved inoculation pin plate on the support of a 96-dot matrix inoculator in the biosafety cabinet.
    2. Place the prepared seed block with tested strains and an agar incubated plate on the mobile carrier, with the same positioning angle for the two plates.
    3. Push the mobile carrier so the seed block is directly below the inoculation pin plate.
    4. Press the operating handle, move the inoculation pin plate down, and direct the 96 pins to the inocula in 96 wells of the seed block.
    5. Release the operating handle with control, then reset the inoculation pin plate under the action of the spring.
    6. Press the operating handle 2-3 times to stir each inoculum well and dip. Push and move the carrier plate so the incubated plate is directly below the inoculation pin plate.
    7. Press the operating handle, move the inoculation pin plate down, and stop for 1-2 s to make the inoculation pins contact the surface of the incubated plate fully.
    8. Release the operating handle. This completes one inoculation. Replace another incubated plate and continue the cycle until one group of antimicrobial agar plates is finished.
    9. Replace another inoculation pin plate and seed block, and inoculate another group of tested strains. Cycle until all inoculations are completed.
      NOTE: Inoculate a control agar plate (no antimicrobial agent) first, then the plate in order of drug concentration from low to high, and a second control agar plate last to ensure no contamination or antimicrobial agent carry-over. The inoculating volume relies on the volume of the natural deposition of each pin of approximately 2 µL.
  4. Incubating the antimicrobial agar plates
    1. Incubate the inoculated antimicrobial agar plates at RT until the moisture in the inoculum spots is absorbed into the agar.
    2. Invert the plates and incubate them for 16-20 h at 37 °C for the tested strains to ensure that the uninhibited bacteria form colonies.
  5. Image acquisition and data statistics
    1. Double-click on 96-dot matrix AST image acquisition system to open the program.
    2. Click on Test Information in the taskbar. Click on New to create a new test task, and fill in the information according to the prompts, including the code, name, source, bacteria, number of strains, antibiotics, and gradient.
    3. Click on Data Collection > Photograph > Test item to select the new task created. Click on Antibiotics to select the name of the antibiotic, and click on Gradient to select the initial concentration of this antibiotic.
    4. Click on Connect to connect with the image acquisition converter.
    5. Place the corresponding incubated plates on the detection plate base with the missing angle at the right front for orientation and push into the image acquisition converter.
    6. Click on Collection to obtain the images. The antibiotic gradient will automatically jump to the next gradient. Place the next plate in turn and continue to click on Collection until the plates for this antibiotic have been collected.
    7. Click on Antibiotics, and select the next set of incubated plates. Click on Gradient to select the starting gradient and proceed to the next round of image collection.
    8. After completing all collections, click on Submit. The program will automatically recognize the number of white pixels formatted at each inoculation point in the images, determine if there is colony formation and convert the images into MIC values.
    9. Click on Query to obtain all MIC results of the strains against the tested antibiotics.
      NOTE: The intelligent high throughput AST system is suitable for determining MICs of large batches of bacterial strains. The testing process, including preparation, inoculation, incubation, and result reading, takes 3 days. The types of antibiotics and MIC detection ranges can be set according to respective needs, and the main consumables can be reused.
  6. Calculation of the Lar index
    1. Determine the Lar index accurately with the formula: figure-protocol-7242, where:
      MICi: minimum inhibitory concentration.
      The range of MIC distributions from MIC-3 to MIC3 represents serial twofold concentrations centered on R: 0.125R, 0.25R, 0.5R, R, 2R, 4R, and 8R.
      figure-protocol-7593 is 2i, and the range of i is -3 to 3.
      R: the breakpoints of resistance of bacteria against antimicrobial agents standardized by CLSI.
      f: the MIC frequency distribution.
      NOTE: The general Lar index is the arithmetic mean of all Lar indices. After the Lar index is calculated, round off the final value to two significant digits after the decimal point.

2. Intelligent high-throughput phage screening system9

  1. Preparing the phage seed block and double-layer incubated plates containing bacteria.
    1. Use the double-layer agar method10 or liquid culture method11 for making different phages. Dilute to a suitable parallel concentration with a titer of 1 x 104-5 pfu/mL, and add 200 µL of the phage inoculum into the 96-well seed block.
    2. Make double-layered plates with bacteria (10 mL of bottom agar media [agar 12 g/L] and 6 mL of upper semi-agar media [6 g/L] with 100 µL of bacteria [0.5 McFarland]) to be tested.
    3. Make a double-layer incubated plate for each strain to be tested. Leave a gap under the lid of the double-layered plate and blow to dry the agar surface in the biosafety cabinet.
  2. Screening test
    1. Place the prepared phage seed block and double-layer plate on the mobile carrier of the 96-dot matrix inoculator, and transfer all phage inocula to the semi-agar surface. Continue the cycles until all tested strains are completed.
    2. Let the inoculated double-layer plates remain at RT until the moisture in the inoculum spots is absorbed fully into the semi-agar.
    3. Invert the plates and incubate under suitable conditions for the tested strains for 4-6 h to ensure that clear lytic spots are formed.
  3. Analyzing data
    1. Obtain and save the image of the experimental result of each double-layer plate by the image acquisition converter (steps 1.5.4-1.5.6).
    2. Record the number and morphologies of the different shapes of spots into a spreadsheet based on the obtained images, and calculate the respective proportions of the different kinds of phages.

Results

Following the protocol of the intelligent high-throughput AST system, its application was illustrated by Salmonella from poultry in Shandong, China, as an example.

The growth of Salmonella strains on agar plates with ampicillin (R of 32 µg/mL) at concentrations from 2 to 256 µg/mL determined by the image acquisition converter is shown in Figure 3. The horizontal 1st well A1 was the negative control and showed no colony growth...

Discussion

The agar dilution method has been well-established and used widely. The principle of the high-throughput AST system was that of the agar dilution method. One of the critical steps within the protocol was the accurate high throughput transfer of 96 inocula at one time, which was performed multiple times in a row. To complete this critical step, the pins of the 96-dot matrix inoculator were uniform and very smooth. The natural deposition of each pin was a volume of approximately 2 µL, which aggregated into small dropl...

Disclosures

Yuqing Liu et al. have filed Chinese patents for the 96-dot matrix inoculator and image acquisition converter and their applications (Patent number ZL 201610942866.3 and Patent number ZL 201910968255.X).

Acknowledgements

This work was supported by the National Key Research and Development Project (2019YFA0904003); Modern Agricultural Industrial System in Shandong Province (SDAIT-011-09); International Cooperation Platform Optimization Project (CXGC2023G15); Major Innovation tasks of agricultural Science and technology innovation project of Academy of Agricultural Sciences Shandong, China (CXGC2023G03).

Materials

NameCompanyCatalog NumberComments
96 well  culture plateBeijing lanjieke Technology Co., Ltd11510
96-dot matrix AST image acquisition systemInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
96-dot matrix inoculator Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesN/APatented product
AgarQingdao hi tech Industrial Park Haibo Biotechnology Co., LtdHB8274-1
Amikacin Shanghai McLean Biochemical Technology Co., LtdA857053
AmoxicillinShanghai McLean Biochemical Technology Co., LtdA822839
AmpicillinShanghai McLean Biochemical Technology Co., LtdA830931
Analytical balanceSartoriusBSA224S
Automated calculation software for Lar index of AMRInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
Bacteria Salmonella strainsInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesN/AAnimal origin
Bacterial resistance Lar index certification management system V1.0Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
CeftiofurShanghai McLean Biochemical Technology Co., LtdC873619
CiprofloxacinShanghai McLean Biochemical Technology Co., LtdC824343
Clavulanic acidShanghai McLean Biochemical Technology Co., LtdC824181
Clean worktableSuzhou purification equipment Co., LtdSW-CJ-2D
Colistin sulfateShanghai McLean Biochemical Technology Co., LtdC805491
Culture plateInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesN/APatented product
DoxycyclineShanghai McLean Biochemical Technology Co., LtdD832390
EnrofloxacinShanghai McLean Biochemical Technology Co., LtdE809130
Filter 0.22 μmMilliporeSLGP033RB
FlorfenicolShanghai McLean Biochemical Technology Co., LtdF809685
GentamicinShanghai McLean Biochemical Technology Co., LtdG810322
Glass bottle 50 mLXuzhou Qianxing Glass Technology Co., LtdQX-7
High-throughput resistance detection system V1.0Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
Image acquisition converterInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesN/APatented product
MeropenemShanghai McLean Biochemical Technology Co., LtdM861173
Mueller-Hinton agarQingdao hi tech Industrial Park Haibo Biotechnology Co., LtdHB6232
Petri dish 60 mm x 15 mmQingdao Jindian biochemical equipment Co., Ltd16021-1
Petri dish 90 mm x 15 mmQingdao Jindian biochemical equipment Co., Ltd16001-1
Salmonella phagesInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesN/A
Shaker incubatorShanghai Minquan Instrument Co., LtdMQD-S2R
TurbidimeterShanghai XingBai Biotechnology Co., LtdF-TC2015
Varms base type library system V1.0Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
Vertical high-pressure steam sterilizerShanghai Shen'an medical instrument factoryLDZX-75L
Veterinary pathogen resistance testing management systemInstitute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright
Veterinary resistance cloud monitoring and phage control platform V1.0Institute of Animal Science and Veterinary Medicine, Shandong Academy of Agricultural SciencesIn-house software copyright

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