Graphical abstract
Keywords: Escherichia coli, Plasmid pUC19, Ultrasound treatment, Genetic transformation
Highlights
-
•
The transfer method was optimized in ultrasound-mediated.
-
•
E. coli DH5α as the receptor, pUC19 as exogenous DNA.
-
•
The E. coli DH5α membrane permeability changed allowing exogenous DNA to entered the cytoplasm.
Abstract
As a basic technique of molecular cloning, bio-transformation has been successfully used in the fields of biomedicine and food processing. In this study, we established a transformation system of exogenous DNA into E. coli cells mediated by ultrasound. Under the optimal conditions (i.e. 35 °C, 40 W, 25 s, OD600 = 0.4–0.6) optimized by RSM, the transformation efficiency reached at 1.006 × 107 CFU/μg DNA. The results of membrane permeability, macromolecular substance and cell structure analysis before and after ultrasound treatment showed that the damage of host cells induced by lower (40 W) ultrasound and shorter ultrasound time (25 s) was reversible, and the transformation efficiency and cell survival rate were not significantly affected under this condition. In brief, proper changes in cell membrane and cell wall were the basic conditions for host cells to uptake exogenous DNA, while, whether exogenous DNA could be replicated and expressed in cells depends on the viability of host cells.
1. Introduction
As a fundamental technique of molecular cloning, bio-transformation was successfully used to produce desirable products such as industrial enzymes, bio-pharmaceuticals, etc. [1]. Efficient means by which to introduce DNA into bacteria is of great practical importance in bio-transformation. Previous studies have demonstrated that Bacillus subtilis [2], Haemophilus influenza and Streptococcus pneumonia [3]could uptake exogenous DNA naturally. However, the vast majority of prokaryotes (>99%) in natural environments are not culturable [4], and therefore could not show a natural transformation ability. Even if prokaryotes can be cultured in vitro, genetic manipulation is frequently impeded because of the lack of efficient, non-invasive and simple methods for DNA delivery. Therefore, artificial transformation such as biological methods (i.e.,conjugation, gene transformation and transduction), physical methods (i.e., microinjection, particle bombardment, electroporation, laser irradiation and sonoporation), chemical methods (i.e., calcium chloride, strontium chloride, polyethyleneglycol/dimethyl sulfoxide broth,etc.) is especially important to solve the above deficiencies.
Chemical method was first demonstrated by Mandel and Higa (1970)[5]. They found that Escherichia coli cells soaked in ice-cold calcium chloride solution were susceptible to uptake of bacteriophage DNA. Thereafter, several modifications had been expounded to simplify the process and improve the transformation efficiency. Chung et al. (1989)[1] introduced the method by using TSS, PEG, DMSO to prepare competent cells with only one step, and the efficiency was approximately 105 ~ 107 CFU/μg DNA. The cetyl trimethyl ammonium bromide (CTAB) was also used to prepare E. coli competent cells and routinely yielded 105–109 CFU/μg DNA [6]. Although these methods are effective in transferring exogenous DNA into bacterial competent cells, transformation in Gram-positive bacterial strains is a challenge, and little attention has been paid to the development of a universal method for prokaryotes and lower eukaryotes. To overcome these problems, ultrasound treatment was developed.
The cavitational effect produced by ultrasound, which physically generates reversible pores in the cell membrane [7], is the key for exogenous DNA transferring into host cells. Ultrasonic-mediated biotransformation was initially applied in eukaryotic cells [8] and gene therapy [9], and even tissue specific gene transformation in human cells can be achieved by artificially designed microvesicles [10] .Song et al., [11] reported that a standard low frequency (40 W) ultrasound clean bath can be used to successfully transferred plasmid pBBR1MCS2 to Pseudomonas putida UWC1, Escherichia coli DH5a and Pseudomonas fluorescens SBW25, and with a delivery efficiency of 9.8 ± 2.3 × 10-6 , 1.16 ± 0.13 × 10-6 and 4.33 ± 0.78 × 10-6 transformants per cell, respectively, which was significantly higher than the results of conjugation and even electroporation. Yang et al., [12] successfully deliver DNA/RNA, proteins(i.e. peptides, antigen, antibody, etc.), lipid, carbohydrate, viruses, small molecules (i.e. inorganic/organic small molecule compounds, molecular probe, gene therapy or medication) into bacillus, streptococcus, vinegar bacteria, clostridium, and successfully converted two or more kinds of Gram-positive bacteria mixed bacteria via ultrasound treatment. In brief, ultrasound is a well-established laboratory technique, in theory and practice, can deliver DNA/RNA to any type of host cells including bacteria [13], fungi, plants [14] and maungimmalian cells[15]. In addition, low frequency ultrasound can be used at room temperature and in a wide range of media, and allow for the application of ultrasound on large scales.
Response surface methodology (RSM) is a collection of statistical design and numerical optimization techniques used to optimize processes and product designs [16]. Since Box and Wilson developed RSM in 1950 s, it has been widely applied and developed, especially in chemical and biology fields. Guo et al., [17] reported that in the study of sodium alginate-polyethylene for enhancement of enzymatic hydrolysis of microcrystalline cellulose, the reducing sugar yield under the optimal conditions obtained via RSM was 133% of the original yield. In the study of extraction of flavonoids and phenolics from satsuma mandarin reported by Poyraz[18], RSM and particle swarm optimization (PSO) were respectively used to optimize experimental conditions to reduce the number of experiments and achieve optimum yield. The result showed that RSM gave higher satisfactory than PSO, and obtained the highest R-values for total flavonoids content (0.9825) and total phenolics content (0.9947). In addition, in the concrete industry, high-order RSM was used to develop a prediction model to accurately predict the compressive strength of high-strength concrete [19].
In this study, some basic ultrasound-mediated transformation conditions were speculated based on the physiological characteristics of E. coli DH5α, and optimized by response surface methodology (RSM). In addition, a novel mode of AFM based on PeakForce quantitative Nano-mechanics (PF-QNM) measurement was used to evaluate the morphological and mechanical properties changes in E. coli induced by ultrasound, which provided more meaningful data for bio-transformation research.
2. Material and methods
2.1. Plasmid and culture conditions
E. Coli DH5α and pUC19 were provided by laboratory of School Life Science Engineering, Lanzhou University of Technology, Gansu, China. The strain was cultured in Luria-Bertani (LB) medium at 37 °C. When cells carried plasmid pUC19, the growth medium was Super Optimal broth with Catabolite repression (SOC) supplemented and ampicillin (100 μg/mL).
2.2. Transformation induced by ultrasound
2.2.1. Preparation of competent cells
The E. coli cells in logarithmic growth phase were centrifuged at 4500 rpm, 4 °C for 5 min to collect cell precipitation, then washed twice with saline and re-suspendend with precooled CaCl2 solution(0.1 mol/L) .
2.2.2. Establishment of ultrasound-mediated transformation process
Plasmid pUC19 (0.8 ng/μL) were added to the cell suspension and then treated with ultrasound, thereafter SOC medium was added and the mixture was incubated at 37 °C for 1 h. 100 μLof mixture was spread onto LB-Amp (100 μg/mL) agar plate and incubated overnight at 37 °C to score for transformants. Each point was the average of 5 plates and calculated the transformation efficiency, which was defined as the number of transformants per 1 μg of transforming DNA [11], [20].
2.2.3. Verification of ultrasound-mediated transformation process
Single-colony from the LB-Amp plate described in step 2.2.2 was randomly selected for colony polymerase chain reaction (PCR) to verify whether the plasmid pUC19 was successfully transfer to E.coli DH5α. The PCR product was detected by 1% agarose gel electrophoresis, and if the product size was consistent with the expectation, it could be proved that the transformation process in this experiment could be used for ultrasonic-mediated transformation of plasmid pUC19 into E. coli DH5α.The PCR condition was shown in Table S1.
2.3. Optimization of response surface methodology (RSM)
The transformation efficiency and host cells survival rates were affected by ultrasonic power (W), ultrasonic time (s), ultrasonic temperature (°C), concentration of recipient cells (OD600) [11].. To investigated above factors for this study, the following experiments were carried out.
-
1)
The temperature was set as 35 °C, the ultrasonic power was set as 40, 60, 80, 90, 100 W, respectively;
-
2)
The temperature was set as 35 °C, the ultrasonic power was set as 40 W, the ultrasonic time was set as 10, 30, 40, 60, 90 s, respectively;
-
3)
The temperature was set as 35 °C, the ultrasonic power was set as 40 W, the ultrasonic time was set as 30 s, concentration of recipient cells was 0 ~ 0.2, 0.2 ~ 0.4, 0.4 ~ 0.6, 0.6 ~ 0.8, 0.8 ~ 1.0 respectively;
-
4)
The ultrasonic power was set as 40 W, the ultrasonic time was set as 30 s, concentration of recipient cells was 0.4 ~ 0.6, the temperature was set as 25, 35, 45, 55, 65 °C, respectively. Three replicate experiments (samples) were conducted at each parameter.
Taking single factor experiments as index, the optimal ultrasound transformation efficiency of E. coli DH5α with plasmid pUC19 was determined by RSM which designed according to four factors and three levels orthogonal table. Transformation efficiency as response value calculated by Zi = (Xi -X0)/X, studied on four degrees of freedom such as: ultrasonic temperature (X1), ultrasonic time (X2), ultrasonic power (X3), concentration of bacterium (X4). Zi and Xi represent the variable of codes and actual values, X0 represents the center of the coding level, X represents the change of gradient between the actual adjacent levels. Each level sets three gradients −1, 0, 1 which represent the lowest, middle and highest respectively. Each factor and level are presented in Table 1. Five replicate experiments were conducted at the same circumstances and for the error analysis.
Table 1.
The factors and level of transformed with Escherichia coli DH5α and pUC19.
| Factors | Levels |
||
|---|---|---|---|
| −1 | 0 | 1 | |
| X1 Temperature (°C) | 30 | 35 | 40 |
| X2 Time (s) | 25 | 30 | 35 |
| X3 Power (W) | 40 | 50 | 60 |
| X4 Bacterium (OD600) | 0.35 | 0.45 | 0.55 |
The relationship between the transformation efficiency (Y) and independent variables was analyzed by the second-order polynomial equation which can be given as:
where parameters β0, βi, βii and βij are called the regression coefficients. The quality of the fitted model was expressed by the coefficient of determination (R2), and statistical significance was evaluated based on the p value and F value [21], [22].
2.4. Effect of different ultrasonic conditions on E. coli DH5α membrane permeability
2.4.1. The effect of outer membrane permeability
The N-phenyl-1-naphthylamine (NPN) assay [23] was used to analyzed the outer membrane (OM) permeation activity of E. coli DH5α under different ultrasound conditions. The E.coli DH5α cells with logarithmic phase were treated with ultrasound under the conditions described in 2.3. Thereafter, adding NPN solution with a final concentration of 10 μmol/L to the ultrasonic treatment solution, and then slight oscillation at 37 °C for 2 min. The fluorescence value was measured by fluorescence spectrophotometer with excitation and emission wavelengths of 350 nm and 420 nm. Three replicate experiments were used for all statistical analysis.
2.4.2. The effect of inner membrane permeability
The inner membrane (IM) permeation was determined by measuring the activity of the β-galactosidase [24] released by E. coli DH5α. The logarithmic phase E. coli DH5α cells, which had been cultured in LB medium containing 2% lactose, were harvested. Washed twice and re-suspended in 0.85% NaCl solution, then treated with ultrasound under the conditions described in 2.3. Thereafter, adding ONPG solution with a final concentration of 1.5 mmol/L to the ultrasonic treatment solution, and then slight oscillation at 37 °C for 2 min. The absorption value was measured by Spectrophotometer with 415 nm. Three replicate experiments were used for all statistical analysis.
2.4.3. Flow cytometry experiments
To verify the ultrasonic effect on membrane permeability of E. coli DH5α, flow cytometry (FCM) was used to evaluated cell viability and membrane permeability [25]. The tested E. coli cells were cultivated in LB medium to logarithmic-phase previously, then collected, washed twice with distilled water and re-suspended in distilled water. Cell suspensions without ultrasonic treated were used as controls, the experimental group was treated by ultrasound as the following conditions: 40 W, 35, 25 s, OD600 = 0.4 ~ 0.6. Thereafter, the samples were stained with a final concentration of 1 mg/mL of propidium iodide (PI), and left in the dark at room temperature for 10 min. FCM analysis was performed on a FACSAria II flow cytometer (BD, USA), the red fluorescence (PI) was captured through a 670 nm long-pass filter. Samples were acquired in a flow rate of 200 cells/min, with 10,000 events being acquired per sample. The software used for data acquisition and analysis was FACSAria II (BD, USA).
2.4.4. Fluorescence microscope observation
The fluorescein diacetate (FDA) staining method was used to characterize the effect of ultrasound on cell membranes. FDA is a non-fluorescent hydrophilic substance, it will shows green fluorescence when it enters the cytoplasm and reacts with water molecules [26]. Logarithmic-phase E. coli DH5α cells were ultrasonic treated under the condition of 40 W, 35, 25 s, OD600 = 0.4 ~ 0.6. The cells were washed twice and re-suspended in 0.85% NaCl solution. Thereafter FDA solution with the final concentration was 0.25 mg/mL was added to the cell suspension according to the standard of 1 × 106 bacteria/mL, and then fluorescent imaging after incubated at 20 °C for 5 min.
2.5. The effect of ultrasound on the structure of E. Coli DH5α
2.5.1. Characterization of E . Coli DH5α cells structure before and after ultrasonic treatment by scanning electron microscopy
Logarithmic-phase E. coli cells were obtained at 37 °C, washed twice and re-suspended in PBS buffer. The cell suspensions were divided into two groups and treated by ultrasound or not, then collected by centrifugation and fixed in 2.5% glutaraldehyde for 2 h. Cell pellets were re-suspended in sterile water and washed with alcohol (30, 50, 70, 80, 90, 100%), tertiary butanol in turn, then re-suspended in tertiary butanol solution (105 CFU). Finally, the sample was dried, placed in the grid-chamber and stored in desiccators before observation by scanning electron microscope (SEM, JSM-6701F) [27].
2.5.2. Characterization of E. coli DH5α cells structure before and after ultrasonic treatment by atomic force microscope
To further evaluate the effects of ultrasound on bacterial cells, high-resolution imaging and mechanical measurement were carried out using atomic force microscope (AFM). Logarithmic-phase E. coli cells centrifuged at 4000 rpm for 5 min, washed with 10 mM phosphate buffer solution (PBS) in pH 7.0, and re-suspended in PBS, fixed in 2.5% glutaraldehyde for 1 h at room temperature. The E. coli DH5α were divided into two samples and treated by ultrasound or not, then transfered 20 μL solution to coverslip. Images of the cells were visualized by the AFM (AFM, Agilent 5500 ILM), the scanning areas were chosen as 5 μm × 5 μm. The height and size information was acquired by imaging software from Nova. The images were obtained in the deflection mode for all the samples [28].
2.6. Analysis of macromolecule content of E. coli DH5α cells before and after ultrasonic treatment
Macromolecules such as proteins, phospholipid, alkaline phosphatase are the material basis for maintaining the structural integrity and ensuring the physiological characteristics of cells. In order to research the effect of ultrasonic on cell inclusions, proteins, phospholipid and alkaline phosphatase content were analyzed of E. coli DH5α. The condition of ultrasound treatment was: a:untreated;b:35 °C,30 s,40 W;c:35 °C,30 s,100 W;d:35 °C,120 s,40 W;e:35 °C,120 s,100 W. Three replicate experiments were used for all statistical analysis, respectively.
2.6.1. Analysis of protein content of E. coli DH5α cells before and after ultrasonic treatment
Logarithmic-phase E. coli DH5α cells were washed thrice and re-suspended in sterile water and the suspension was treated according to the condition list as a-e. Protein concentration was determined by the Bradford protein assay which depends upon the binding of Coomassie brilliant blue G-250 dye to protein to produce a complex absorbing at 595 nm, and measured with BSA as standard [29]
2.6.2. Analysis of phospholipid content of E. coli DH5α cells before and after ultrasonic treatment
Samples were prepared as described in 2.7.1. Thereafter, 0.5 mM 1,6-Diphenyl-1,3,5- Hexatriene (DPH) was added into the suspension. The sample was diluted 15 times with 100 mM CaCl2, incubated in the dark at room temperature for 40 min, and the baseline fluorescence was measured using excitation and emission wavelengths of 350 nm and 440 nm, respectively [30].
2.6.3. Analysis of alkaline phosphatase content of E. coli DH5α cells before and after ultrasonic treatment
Enzyme activity was investigated using the chromogenic substrate p-nitrophenylphosphate (pNPP) [31]. Logarithmic-phase E. coli cells were grown in tris-glucose medium at 37 °C and centrifuged at 5000 × g for 10 min, washed thrice in non-phosphorus Tris-glucose, and incubated in non-phosphorus tris-glucose medium at 37 °C for 40 min. The sample was washed twice and re-suspended in sterile water, and treated as previously described. The reaction mixture containing 1.0 mL of sample and 2.0 mL of substrate (pNPP 200 mM, final concentration 40 mM in 100 μL) was pipetted in microtitre plates and incubated at 37 °C for 15 min. The formation of the yellow dephosphorylated product was monitored by measuring the absorbance at 420 nm.
3. Results and discussion
3.1. Verification of the presence of the transgenes by colony PCR
Any four single colonies on the LB-Amp plate (Fig. 1A)were identified by colony PCR. The PCR product sizes of the four single colonies were in the range of 1500–2000 bp (Fig. 1B), which were consistent with the expected size of 1760 bp, indicating that the single colony in the plate was the transformant of plasmid pUC19 to E. coli DH5α, which further proved that the ultrasonics-mediated transformation system in this study was effective.
Fig. 1.
The transformant on the LB agar medium with ampicillin (A) and verification of the amplified PCR product by agarose gel electrophoresis (B).
3.2. Effects under different processing conditions
3.2.1. Effect of the ultrasonic power on transformation effciency and host cells survival rates
Lower ultrasonic power (40 W) seemed to be more conducive to plasmid transformation and host cells survival (Fig. 2A). The effect of ultrasonic power on transformation efficiency and host cell survival rate are consistent, both decreased significantly with the gradual increasing of ultrasonic power. Whether exogenous DNA can enter the host cell depends on the cavitation formed on the cell surface by ultrasound [32].While the physical wave acts in the host cell, the permeability of the membrane changes, and it is reversible at low ultrasonic power with little or no damage, the host cell can be restored to its original state after brief repair. On the contrary, the damage is permanent while in strong physical wave generated by high ultrasonic power [33]. Meanwhile, the integrity of exogenous DNA could also be affected, which will further affect the transformation efficiency and the host cell survival rate[32], [34].
Fig. 2.
Effect of different treatment conditions on transformation efficiency and survival rate. ote: Fig. A denotes the effect of ultrasonic power (40 W, 50 W, 60 W, 80 W, 100 W) on transformation efficiency and survival rate; Fig. B denotes the effect of temperature (25, 35, 45, 55, 65 °C) on transformation efficiency and survival rate; Fig. C denotes the effect of time (10 s, 30 s,40 s, 60 s, 90 s) on transformation efficiency and survival rate; Fig. D denotes the effect of OD600 (0 ~ 0.2, 0.2 ~ 0.4, 0.4 ~ 0.6, 0.6 ~ 0.8, 0.8 ~ 1.0) on transformation efficiency and survival rate.
3.2.2. Effect of the ultrasonic temperature on transformation efficiency and host cells survival rates
In accordance with the growth of the strain, the transformation efficiency was the highest when the ultrasonic temperature was 35 °C (Fig. 2B). Obviously, at the high temperature of 65 °C, it would cause cell death due to exceed its own tolerance, and the ability of uptake exogenous DNA was significantly reduced.
3.2.3. Effect of the ultrasonic time on transformation efficiency and host cells survival rates
With the increase of ultrasonic time, the survival rate of host cells decreased obviously, while the transformation efficiency was presented inverted “V” state, and reaching the maximum at 30 s (Fig. 2C). Under the ultrasound was applied for 30 s, the host cell membrane permeability may only allow the exogenous DNA to enter the cystic and ensure the high replication and expression of pUC19 in host cells with little or no damage to the cell. While the ultrasonic time was<30 s, the change of host cell membrane permeability couldn’t provide ion channels for exogenous DNA to enter into cystolic, resulting in the decrease of transformation efficiency [34]. Obviously, longer ultrasonic time (>30 s) will lead to the death of host cells and the damage of plasmid DNA, thus reducing the transformation efficiency [7].
3.2.4. Effect of the concentration of bacterium on transformation efficiency and host cells survival rates
As shown in Fig. 2D, both the lower optical density (OD600 = 0–0.2) and the higher optical density (OD600 = 0.8–1.0) resulted in a decreased number of transformant, the effect of bacterial concentration on transformation efficiency is presented inverted “V” state with the highest transformation efficiency at OD600 = 0.4–0.6. Due to optimal metabolism and physiological function of logarithmic-phase (OD600 = 0.4–0.6) cells, the E. coli DH5α could uptake exogenous DNA with higher efficiency and provide a better environment for exogenous DNA to replicate and express [35]. On the contrary, when the concentration was higher than OD600 = 0.4–0.6, the cells were in stationary phase and gradually entered the decline phase, theirmetabolic and physiological functions gradually declined, and their ability to absorb nutrients also decreased, which resulted in the high-quality of exogenous DNA replication and affected the final expression.
3.3. Optimization of ultrasound-mediated transformation process by RSM
The experimental design matrix and the measurement responses were shown in Table 2, which were consisted of five repetitions at the central points and used in the second-order polynomial model. Through primary tests, the transformation efficiency was achieved 1.006 × 107 CFU/μg DNA at 35 °C, 40 W, OD600 = 0.4 ~ 0.6, 25 s. The purpose of ANOVA was to investigate whether process parameters and the interaction among these parameters had a significant impact on transformation efficiency, and to determine whether the model is meaningful [21].
Table 2.
Experimental design in terms of coded factors and results of the central composite design.
| Run number | Temperature(°C) | Ultrasonic time (s) | Ultrasonic power(W) | Concentration of bacterium (OD600) | Transformation efficiency (CFU/ μg DNA) |
|---|---|---|---|---|---|
| 1 | 0 | 0 | 1 | 1 | 0.99 × 106 |
| 2 | 0 | 0 | −1 | −1 | 1.04 × 106 |
| 3 | 0 | 1 | 0 | 1 | 2.17 × 106 |
| 4 | −1 | −1 | 0 | 0 | 3.78 × 106 |
| 5 | 1 | 0 | 1 | 0 | 2.88 × 106 |
| 6 | 1 | 0 | 0 | −1 | 1.06 × 106 |
| 7 | 0 | 1 | −1 | 0 | 7.28 × 106 |
| 8 | 1 | −1 | 0 | 0 | 5.08 × 106 |
| 9 | −1 | 0 | 0 | 1 | 4.47 × 106 |
| 10 | 0 | −1 | 1 | 0 | 3.11 × 106 |
| 11 | 0 | 0 | 1 | −1 | 0.76 × 106 |
| 12 | 0 | −1 | −1 | 0 | 1.006 × 107 |
| 13 | −1 | 0 | −1 | 0 | 7.88 × 106 |
| 14 | −1 | 1 | 0 | 0 | 5.28 × 106 |
| 15 | 0 | −1 | 0 | 1 | 7.2 × 106 |
| 16 | 0 | 1 | 0 | −1 | 1.08 × 106 |
| 17 | 0 | −1 | 0 | −1 | 0.94 × 106 |
| 18 | −1 | 0 | 0 | −1 | 0.84 × 106 |
| 19 | 1 | 0 | 0 | 1 | 4.7 × 106 |
| 20 | 1 | 0 | −1 | 0 | 6.01 × 106 |
| 21 | 0 | 0 | −1 | 1 | 9.02 × 106 |
| 22 | −1 | 0 | 1 | 0 | 2.88 × 106 |
| 23 | 0 | 1 | 1 | 0 | 1.19 × 106 |
| 24 | 1 | 1 | 0 | 0 | 3.11 × 106 |
| 25 | 0 | 0 | 0 | 0 | 7.29 × 106 |
| 26 | 0 | 0 | 0 | 0 | 7.2 × 106 |
| 27 | 0 | 0 | 0 | 0 | 7.17 × 106 |
| 28 | 0 | 0 | 0 | 0 | 7.36 × 106 |
| 29 | 0 | 0 | 0 | 0 | 8.15 × 106 |
The ANOVA of the proposed model and the corresponding p and F values for assessing the significance of the regression coefficients were shown in Table 3. A model is considered the most significant if the p (significance probability value) < 0.001, and the model terms are statistically significant if the associated 0.001 < p < 0.005[21]. The ANOVA study reveals that X3 (ultrasonic power) (p < 0.0001, SS = 72.42, F = 108.88) and X4 (concentration of bacterium) (p < 0.0001, SS = 43.43, F = 65.30) had the most significant effect on transformation efficiency; X2 (ultrasonic time) (p = 0.0031) had significant effect on transformation efficiency; X1 (temperature) (p = 0.4312) had comparatively less significant effect on transformation efficiency. Thus, it is necessary to control the value of X3, X4 to balance the relationship between the X3, X4.
Table 3.
Regression coefficients of the predicated quadratic polynomial model.
| Term | Sum ofsquares | Degrees offreedom | Meansquare | F value | P valueProbe>F | Significance |
|---|---|---|---|---|---|---|
| Model | 229.28 | 14 | 16.38 | 24.62 | <0.0001 | *** |
| X1 | 0.44 | 1 | 0.44 | 0.66 | 0.4312 | |
| X2 | 8.43 | 1 | 8.43 | 12.68 | 0.0031 | * |
| X3 | 72.42 | 1 | 72.42 | 108.88 | <0.0001 | *** |
| X4 | 43.43 | 1 | 43.43 | 65.30 | <0.0001 | *** |
| X1X2 | 3.01 | 1 | 3.01 | 4.53 | 0.0516 | |
| X1X3 | 0.87 | 1 | 0.87 | 1.31 | 0.2708 | |
| X1X4 | 3.31 | 1 | 3.31 | 7.26 | 0.9952 | |
| X2X3 | 0.18 | 1 | 0.18 | 0.28 | 0.6063 | |
| X2X4 | 6.68 | 1 | 6.68 | 10.05 | 0.0068 | * |
| X3X4 | 15.02 | 1 | 15.02 | 22.57 | 0.0003 | ** |
| X12 | 16.33 | 1 | 16.33 | 24.56 | 0.0002 | ** |
| X22 | 10.93 | 1 | 10.93 | 16.43 | 0.0012 | * |
| X32 | 5.80 | 1 | 5.80 | 8.72 | 0.0015 | * |
| X42 | 70.61 | 1 | 70.61 | 106.16 | <0.0001 | *** |
| residual | 9.31 | 14 | 0.67 | |||
| Lack of fit | 8.65 | 10 | 0.86 | 5.19 | 0.0633 | |
| Pure error | 0.67 | 4 | 0.17 | |||
| Cor total | 238.59 | 28 |
The interaction effect of temperature, duration of exposure (s), ultrasonic power (W), concentration of bacterium (OD600) on the transformation efficiency was shown in Fig. 3. The inclination of the surface reflects the influence of the interaction of two factors, and the shape of the contour can reflects the intensity of the interaction. Oval represents the interaction of the two factors is significant, while circular instead [17], [21]. The interaction between the duration of exposure and the concentration of bacterium or with the ultrasonic power, the ultrasonic power and the concentration of bacterium all have a significant effect on the transformation efficiency. In contrast, the interaction between temperature and duration of exposure or with ultrasonic power or with concentration of bacterium has little effect on transformation efficiency.
Fig. 3.
Interaction effect of temperature (°C), duration of exposure (s), ultrasonic power(W), concentration of bacterium (OD600) on the transformation efficiency. Note: A denotes the effect of time and temperature on the transformation efficiency; B denotes the effect of ultrasonic power and temperature on the transformation efficiency; C denotes the OD600 and temperature on the transformation efficiency; D denotes the effect of ultrasonic power and time on the transformation efficiency; E denotes the effect of OD600 and time on the transformation efficiency; F denotes the effect of OD600 and ultrasonic power on the transformation efficiency.
3.4. Analysis of changes in E. Coli DH5α cell membrane permeability under ultrasonic treatment
3.4.1. The changes of OM permeability of E. Coli cell under different ultrasonic treatment
The fluorescence intensity of hydrophobic fluorescence reagent NPN is very low in aqueous solution. Once it reaches the hydrophobic environment of the outer membrane of cells, its fluorescence value will surge [23], [36]. The change of OM permeability and the corresponding transformation efficiency under different ultrasonic treatment conditions were shown in Fig. 4. Obviously, the increased OM permeability of the cells was one of the conditions for exogenous DNA to enter the host cells, but it did not mean that the more exogenous DNA were uptaked, the stronger the replication and expression ability of exogenous DNA. Although a large number of NPN enter into the hydrophobic environment of the OM of the cell will show strong fluorescence under the longer ultrasonic time(>30 s) and the higher frequency (>40 W), the structural integrity of the cells has been irreversibly damaged in this case. Even if more exogenous DNA could enter the cells, its replication and expression in the host cell were limited, so it shown a low transformation efficiency (Fig. 4A&4C). There was no significant effect of temperature on the permeability of the OM of cells, but the transformation ability reached the maximum under the optimal growth temperature (Fig. 4B).The higher of OD600 value, the higher of the number of cells per unit volume, and the more obvious of the change of the permeability of OM of the cell, but the transformation efficiency was the highest only in the logarithmic growth phase, which depends on the growth and metabolism process of E. coli (Fig. 4D).
Fig. 4.
The Change of outer membrane permeabilization of E. coli cell under the different treatments (Note: Fig. A denotes the effect of temperature on the outer membrane permeabilization of E. coli cell; Fig. B denotes the effect of ultrasonic power on the outer membrane permeabilization of E. coli cell; Fig. C denotes the effect of time on the outer membrane permeabilization of E. coli cell; Fig. D denotes the effect of the OD600 on the outer membrane permeabilization of E. coli cell.)
3.4.2. The changes of inner membrane (IM) permeability of E. Coli cell under different ultrasonic treatment
ONPG as a colorless but chromogenic substrate, when action with β-galactosidase, its product ONP appears yellow and has a strong absorption peak at 415 nm[24]. β-galactosidase exists inside the cells of E. coli with intact IM. Once the IM structure is broken, β-galactosidase will leak into the surrounding media [37].Similar to the change trend of OM, both the time and frequency of ultrasound had significant effects on the integrity of cell IM (Fig. 5A and C). The reason why temperature and cells concentration had no significant effect is that they are the necessary factors for cell growth and the embodiment of metabolic capacity (Fig. 5B and D). Furthermore, there was no correlation between the change of membrane permeability and transformation efficiency, which may be because the effect of ultrasound on host cells to mediate the entry of exogenous DNA into the body is not only the result of the change of membrane permeability, but also the change of membrane permeability to remove the obstacle and barrier for the entry of exogenous DNA into host cells [11].
Fig. 5.
Inner membrane permeabilization change of E. coli cell under the various treatments. (Note: Fig. A denotes the effect of temperature on IM permeabilization change of E. coli cell; Fig. B denotes the effect of ultrasonic power on IM permeabilization change of E. coli cell; Fig. C denotes the effect of time on IM permeabilization change of E. coli cell; Fig. D denotes the effect of the OD600 on IM permeabilization change of E. coli cell.).
3.4.3. The membrane integrity detection by FCM
The PI single staining is mainly based on the characteristic changes that occur at the cellular, subcellular and molecular levels during apoptosis [25]. These changes included changes in the nucleus, organelles, cell membrane composition and cell morphology, among which the changes in the nucleus were the most characteristic [38]. During cell apoptosis, due to the degradation of chromosomes and the formation of nuclei during apoptosis, intracellular particles tend to increase, the side scattered light of apoptotic cells often increased[25]. Obviously, the intensity of side scattered light of cells treated with ultrasound is significantly higher than that of cells without ultrasonic treatment (Fig. 6A&6D; Fig. 6C & 6F), which showed by green fluorescence. In addition, small fragments of DNA will be lost through the membrane when the cell membrane permeability increased, which lead to the intracellular DNA content decreased, and resulted in a decrease of fluorescence intensity. The peak fluorescence intensity of cells (×600) (Fig. 6E) treated with ultrasound was significantly lower than that of untreated cells (×800) (Fig. 6B), which was fully proved that the permeability of the cell membrane was significantly increased after ultrasonic treatment.
Fig. 6.
The result of the reaction between PI and nucleic acid (Note: Fig. A-C denote cell without ultrasonic treatment; Fig. D-F denote cell with ultrasonic treatment).
3.4.4. Analysis of membrane permeability with fluorescence microscope
Fluorescein diacetate (FDA) is a polar substance with fluorescence due to the decomposition of lipase after entering the protoplast, which can be detected by fluorescence microscopy[29].Obviously, FDA successfully enter the cytoplasm and decompose into a polar fluorescent after ultrasonic treatment of cells (Fig. 7B), which was opposite with the control (Fig. 7A).
Fig. 7.
The result of the reaction between FDA and E. coli DH5α (A&B, 40 × ), Scanning Electron Microscope images (C&D) and Atomic Force Microscope images of cell with different treatments (E&F&G&H) (A denotes cell without ultrasonic treatment; B denotes cell with ultrasonic treatment; C denotes cell without ultrasonic treatment; D denotes cell with ultrasonic treatment; E, F denotes cell without ultrasonic treatment; G, H denotes cell with ultrasonic treatment).
3.5. E. Coli cell structure observation by SEM and AFM
The structure of untreated cells were intact and well-defined, showing a smooth and dense surface, few notable ruptures or pores on the cell surface, without releasing intracellular components (Fig. 7C). While, the ultrasonic treated cells exhibits the significant abnormalities, the surface of the cells was deeply rough and collapsed, the cell brightness dimmed (Fig. 7D).This might due to the destruction of the cell wall structure by ultrasound, which causing wrinkles and bumps on the cell surface, changes of the permeability, and overflow of intracellular substances such as water and macromolecular substances [36], [39]. The results of AFM observation were shown in Fig. 7E-H. The 3D images of AFM were described in Fig. 7E&G, and the height mode images were described in Fig. 7F&H, respectively. The results showed that untreated E. coli DH5α cells had a smooth and featureless surface morphology (Fig. 7E), and the corresponding refraction height was low (Fig. 7F). After the ultrasonic treatment, because of the change in the membrane permeability, a large amount of intracellular substances such as proteins, phospholipids, AP were released, the surface morphology changed seriously (Fig. 7F,H), it is sparse and uneven, with corresponding low height protrusion.
3.6. Effect of ultrasound on the content of bioactive macromolecules in E. coli cells
The effects of different ultrasonic treatments on protein, phospholipid and alkaline phosphatase (AP) of E. coli DH5α were shown in Fig. 8. The protein, phospholipid and AP were almost undetectable in culture medium without ultrasonic treatment, while when the cells were stimulated by ultrasound, three macromolecules released rapidly from the inside to the outside of the cells (Fig. 8).Similar to the changes of the permeability of the inner and outer membrane of cells (Fig. 4&Fig. 5), ultrasound frequency and time had significant effects on cell membrane and cell wall, resulting in the release of protein, phospholipid and AP. But this was contrary to the efficiency of exogenous DNA transformation(Fig. 4&Fig. 5), because lower degree of ultrasonic treatment (i.e. 30 s, 40 W) could not only cause less damage to host cells and exogenous DNA, but also make the damaged host cells easier to repair themselves[30], [39], [40].
Fig. 8.
Protein content, Phospholipid, Alkaline Phosphatase of E. coli DH5α under different ultrasonic conditions. (Note: 1. without treatment; 2. 35 °C, 30 s, 40 W; 3. 35 °C, 30 s, 100 W; 4. 35 °C, 120 s, 40 W; 5. 35, 120 s, 100 W).
4. Conclusion
In this study, we optimized a universal and efficient method of ultrasound-mediated DNA transfer using E. coli DH5α as receptor and pUC19 as exogenous DNA. Under the optimum conditions (35 °C, 40 W, OD600 = 0.4 ~ 0.6, 30 s), the transformation efficiency can reach 1.006 × 107CFU/μg DNA. The effect of ultrasound on cell membrane and cell wall provides nano-channels for exogenous DNA to enter host cells successfully. However, only under mild ultrasound conditions (40w, 25 s), exogenous DNA could be highly expressed in host cells, because harsh ultrasound conditions will cause permanent damage to host cells and destroy exogenous DNA, which was consistent with the results of Song [11].The results of this study have important theoretical and practical significance for the biological effects of sonic, and provide evidence for the wide application of sonic.
5. CRediT author statement
YG Wang, FF Leng and JZ Ma planned and designed the experiments. SC Sun and LM Yu performed the experiments. YG Wang, SC Sun, LM Yu, S Hu and WG Fan analyzed the data. YG Wang, SC Sun, and LM Yu wrote the manuscript and passed the revision of FF Leng and JZ Ma. All authors have carefully read and approved the final manuscript.
Declaration of Competing Interest
The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.
Acknowledgements
This study was financially supported by National Natural Science Foundations of China (No. 31760028), Youth Talent Support Program of Lanzhou University of Technology (No. 2018), Key Project of Tibet Science and Technology Department (No. YDZX20195400004489), and Lhasa City Key Project (No. SCKJ004).
Footnotes
Supplementary data to this article can be found online at https://doi.org/10.1016/j.ultsonch.2021.105552.
Contributor Information
Yonggang Wang, Email: wangyg@lut.cn.
Feifan Leng, Email: lff0978@sina.com.
Jianzhong Ma, Email: majz@lut.cn.
Appendix A. Supplementary data
The following are the Supplementary data to this article:
References
- 1.C. T. Chung, S. L. Niemela, R. H. Miller, One-step Preparation of Competent Escherichia coli: Transformation and Storage of Bacterial Cells in the Same Solution, Proceed. Natl. Acad. Sci. USA 86(1989) 2172-2175. Doi: 10.1073/pnas.86.7.2172. [DOI] [PMC free article] [PubMed]
- 2.Mandel M., Higa A. Calcium-dependent bacteriophage DNA infection. J. Mol. Biol. 1970;53:159–162. doi: 10.1016/0022-2836(70)90051-3. [DOI] [PubMed] [Google Scholar]
- 3.Macfadyen L.P., Chen D., Hung C.V., David L., Ryan S., Rosemary J.R. Competence development by Haemophilus influenzae is regulated by the availability of nucleic acid precursors. Mol. Microbiol. 2001;40:700–707. doi: 10.1046/j.1365-2958.2001.02419.x. [DOI] [PubMed] [Google Scholar]
- 4.Amann R.I., Ludwig W., Schleifer K.H. Phylogenetic identification and in situ detection of individual microbial-cells without cultivation. Microbiol. Rev. 1995;59:143–169. doi: 10.1016/S0882-4010(95)90076-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Margulis M.A., Margulis I.M. Calorimetric method for measurement of acoustic power absorbed in a volume of a liquid. Ultrason. Sonochem. 2003;10(6):343–345. doi: 10.1016/S1350-4177(03)00100-7. [DOI] [PubMed] [Google Scholar]
- 6.Rajagopal K., Singh P.K., Kumar R., Siddiqui K.F. CTAB-mediated, single-step preparation of competent Escherichia coli, Bifidobacterium sp. and Kluyveromyces lactis cells, Meta. Gene. 2014;2:807–818. doi: 10.1016/j.mgene.2014.10.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Tang H., Wang C.C.J., Blankschtein D., Langer R. An investigation of the role of cavitation in low-frequency ultrasound-mediated transdermal drug transport. Pharm. Res. 2002;19:1160–1169. doi: 10.1023/A:1019898109793. [DOI] [PubMed] [Google Scholar]
- 8.Manome Y., Nakayama N., Nakayama K., Furuhata H. Insonation facilitates plasmid DNA transfection into the central nervous system and microbubbles enhance the effect. Ultrasound Med. Biol. 2005;31(5):693–702. doi: 10.1016/j.ultrasmedbio.2005.01.015. [DOI] [PubMed] [Google Scholar]
- 9.Niidome T., Huang L. Gene therapy progress and prospects: nonviral vectors. Gene Ther. 2002;9(24):1647–1652. doi: 10.1038/sj.gt.3301923. [DOI] [PubMed] [Google Scholar]
- 10.Taniyama Y., Tachibana K., Hiraoka K., Aoki M., Yamamoto S., Matsumoto K., Nakamura T., Ogihara T., Kaneda Y., Morishita R. Development of safe and efficient novel nonviral gene transfer using ultrasound: enhancement of transfection efficiency of naked plasmid DNA in skeletal muscle. Gene Ther. 2002;9(6):372–380. doi: 10.1038/sj.gt.3301678. [DOI] [PubMed] [Google Scholar]
- 11.Song Y., Hahn T., Thompson I.P., Mason T.J., Preston G.M., Li G., Paniwnyk L., Huang W.E. Ultrasound-mediated DNA transfer for bacteria. Nucleic Acids Res. 2007;35(19) doi: 10.1093/nar/gkm710. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Y. F. Yang, Y. C .Li, Transformation of Gram positive bacteria by sonoporation, USA, 2010.
- 13.Han Y.W., Ikegami A., Rajanna C., Kawsar H.I., Zhou Y., Li M., Sojar H.T., Genco R.J., Kuramitsu H.K. Identification and characterization of a novel adhesin unique to oral fusobacteria. J. Bacteriol. 2005;187:5330–5340. doi: 10.1002/mbo3.444. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Liu Y., Yang H., Sakanishi A. Ultrasound: mechanical gene transfer into plant cells by sonoporation. Biotechnol. Adv. 2006;24(1):1–16. doi: 10.1016/j.biotechadv.2005.04.002. [DOI] [PubMed] [Google Scholar]
- 15.Huber R., Huber H., Stetter K.O. Towards the ecology of hyperthermophiles: biotopes, new isolation strategies and novel metabolic properties. FEMS Microbiol. Rev. 2000;24(5):615–623. doi: 10.1111/j.1574-6976.2000.tb00562.x. [DOI] [PubMed] [Google Scholar]
- 16.Myers R.H., Montgomery D.C., Vining G.G., Borror C.M., Kowalski S.M. Response Surface Methodology: A Retrospective and Literature Survey. J. Qual. Technol. 2004;36(1):53–77. doi: 10.1080/00224065.2004.11980252. [DOI] [Google Scholar]
- 17.Guo R.X., Zheng X.S., Wang Y., Yang Y.W., Ma Y.F., Zou D.X., Liu Y.P. Optimization of Cellulase Immobilization with Sodium Alginate-Polyethylene for Enhancement of Enzymatic Hydrolysis of Microcrystalline Cellulose Using Response Surface Methodology. Appl. Biochem. Biotechnol. 2021;1 doi: 10.1007/S12010-021-03517-9. [DOI] [PubMed] [Google Scholar]
- 18.Poyraz Ç., Küçükyıldız G., Kırbaşlar Ş.İ., Ciğeroğlu Z., Şahin S. Valorization of Citrus unshiu biowastes to value-added products: an optimization of ultrasound-assisted extraction method using response surface methodology and particle swarm optimization. Biomass Convers. Biorefin. 2021 doi: 10.1007/S13399-021-01329-9. [DOI] [Google Scholar]
- 19.Kahrobaee S., Hejazi T.H. A RSM-based predictive model to characterize heat treating parameters of D2 steel using combined Barkhausen noise and hysteresis loop methods. J. Magn. Magn. Mater. 2017;433:131–140. doi: 10.1016/j.jmmm.2017.03.015. [DOI] [Google Scholar]
- 20.Sun J.X., Luo H.X., Li X.H., Li X.S., Lu Y.Y., Bai W.B. Effects of low power ultrasonic treatment on the transformation of cyanidin-3-O-glucoside to methylpyranocyanidin-3-O-glucoside and its stability evaluation. Food Chem. 2019;276:240–246. doi: 10.1016/j.foodchem.2018.10.038. [DOI] [PubMed] [Google Scholar]
- 21.Sadhukhan B., Mondal N.K., Chattoraj S. Biosorptive removal of cationic dye from aqueous system: a response surface methodological approach. Clean Technol. Environ. Policy. 2014;16(6):1015–1025. doi: 10.1007/s10098-013-0701-8. [DOI] [Google Scholar]
- 22.Dinesh Babu P., Buvanashekaran G., Balasubramanian K.R. Experimental investigation of laser transformation hardening of low alloy steel using response surface methodology. Int. J. Adv. Manuf. Technol. 2013;67(5-8):1883–1897. doi: 10.1007/s00170-012-4616-z. [DOI] [Google Scholar]
- 23.Loh B., Grant C., Hancock R.E. Use of the fluorescent Probe 1-N-phenylnaphthylamine to study the interactions of aminoglycoside antibiotics with the outer membrane of Pseudomonas aeruginosa. Antimicrob. Agents Chemother. 1984;26(4):546–551. doi: 10.1128/AAC.26.4.546. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Liu H., Du Y., Wang X., Sun L. Chitosan kills bacteria through cell membrane damage. Int. J. Food Microbiol. 2004;95(2):147–155. doi: 10.1016/j.ijfoodmicro.2004.01.022. [DOI] [PubMed] [Google Scholar]
- 25.Hwang M.-G., Oh J.-W., Katayama H., Ohgaki S., Cho J.-K. Application of multiparametric flow cytometry (FCM) to enumerate the diagnosis of Pseudomonas aeruginosa and Escherichia coli. Environ. Eng. Res. 2012;17(1):35–39. doi: 10.4491/eer.2012.17.1.035. [DOI] [Google Scholar]
- 26.J. Sophie, B. Florence, A. Mariah, W. Chaari, N. Grosset, M. F. Cochet, M. Gautier, Biochemical and Micrographic Evidence of Escherichia coli Membrane Damage during Incubation in Egg White under Bactericidal Conditions, Journal of Food Protection. 9 (2013) 1523-1529. Doi: 10.4315/0362-028X.JFP-12-418. [DOI] [PubMed]
- 27.S.V. Lewis, I. C. Potter, A scanning electron microscopic study of the gills of lamprey. Lamporetra fluniatilis(L.), Micron. 7(1976)205-211. Doi: 10.1016/0047-7206(76)90004-2.
- 28.Kuznetsov Y.G., McPherson A. Atomic force microscopy in imaging of viruses and virus-infected cells. Microbiol. Mol. Biol. Rev. 2011;75(2):268–285. doi: 10.1128/MMBR.00041-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Panja S., Aich P., Jana B., Basu T. How does plasmid DNA penetrate cell membranes in artificial transformation process of Escherichia coli? Mol. Membr. Biol. 2008;25(5):411–422. doi: 10.1080/09687680802187765. [DOI] [PubMed] [Google Scholar]
- 30.Waschuk S.A., Elton E.A., Darabie A.A., Fraser P.E., McLaurin J.A. Cellular membrane composition defines A beta-lipid interactions. J. Biol. Chem. 2001;276:33561–33568. doi: 10.1074/jbc.m103598200. [DOI] [PubMed] [Google Scholar]
- 31.Schlesinger M.J., Levinthal C. Molecular Biology. Elsevier; 1989. pp. 210–222. [DOI] [Google Scholar]
- 32.Kumon R.E., Aehle M., Sabens D., Parikh P., Han Y.W., Kourennyi D., Deng C.X. Spatiotemporal effects of sonoporation measured by real-time calcium imaging. Ultrasound Med. Biol. 2009;35(3):494–506. doi: 10.1016/j.ultrasmedbio.2008.09.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 33.Deng C.X., Sieling F., Pan H., Cui J. Ultrasound-induced cell membrane porosity. Ultrasound Med. Biol. 2004;30(4):519–526. doi: 10.1016/j.ultrasmedbio.2004.01.005. [DOI] [PubMed] [Google Scholar]
- 34.Joyce E., Al-Hashimi A., Mason T.J. Assessing the effect of different ultrasonic frequencies on bacterial viability using flow cytometry. J. Appl. Microbiol. 2011;110:862–870. doi: 10.1111/j.1365-2672.2011.04923.x. [DOI] [PubMed] [Google Scholar]
- 35.Schläfer O., Sievers M., Klotzbücher H., Onyeche T.I. Improvement of biological activity by low energy ultrasound assisted bioreactors. Ultrasonics. 2000;38(1-8):711–716. doi: 10.1016/S0041-624X(99)00132-8. [DOI] [PubMed] [Google Scholar]
- 36.van Wamel A., Kooiman K., Emmer M., ten Cate F.J., Versluis M., de Jong N. Ultrasound microbubble induced endothelial cell permeability. J. Control. Release. 2006;116(2):e100–e102. doi: 10.1016/j.jconrel.2006.09.071. [DOI] [PubMed] [Google Scholar]
- 37.Valentina G., Debora S., Boyana A., Bojidar G., Isabel V., Miguel A.R. Electroinduced release of recombinant β-galactosidase from Saccharomyces cerevisiae. J. Biotechnol. 2015;211:12–19. doi: 10.1016/j.jbiotec.2015.06.418. [DOI] [PubMed] [Google Scholar]
- 38.Cox R.S., Dunlop M.J., Elowitz M.B. A synthetic three-color scaffold for monitoring genetic regulation and noise. J. Biol. Eng. 2010;4:449–453. doi: 10.1186/1754-1611-4-10. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.S. A. Hoffmann, C. Wohltat, K. M. Mu, K. M. Arndt, A user-friendly, low-cost turbidostat with versatile growth rate estimation based on an extended Kalman filter, PLoS ONE. 12(2017) e0181923. Doi: 10.1371/journal.pone.0181923. [DOI] [PMC free article] [PubMed]
- 40.R. K. Schlincher, H. Radhakrishna, T. P. Tolentino, R. P. Apkarian, V. Zarnitsyn, M. R. Prausnitz, Mechanism of intracellular delivery by acoustic cavitation, Ultrasound Med Biol. 32(2006)915-924. Doi: 10.1016/j.ultrasmedbio.2006.02.1416. [DOI] [PubMed]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.









