Previous studies have shown that DOT-MGA can achieve the best detection performance with 6 µL droplet volume [9, 11]. In our previous experiments, we compared 4 µL, 6 µL, and 8 µL droplet volume. We found that the growth of bacteria was impeded if the droplet volume was not sufficient. While if the droplet volume exceeded 6 µL, samples may overflow the target wells, causing cross-contamination. With a droplet volume of 6 µL, the samples could be retained in the wells to obtain the best growth condition. Therefore, 6 µL droplet volume was used to explore the best incubation volume for DOT-MGA in this study.
To explore the best incubation time, we randomly selected 13 tigecycline-susceptible strains and 13 tigecycline-non-susceptible strains, and incubated them for 3 h, 4 h, 6 h, and 8 h, respectively. The results of this pilot study showed that after culturing for 3 h, the effective rate of bacterial growth was 88.46%, and the classification agreement rate was 73.91%. Under this condition, the growth condition was not good and the bacteria could not be detected correctly. After 4 h incubation, the effective rate of bacterial growth was 100%, the classification agreement rate was 96.15%. The sensitivity, specificity, positive predictive value, and negative predictive value were 92.31%, 100%, 100%, and 92.86%, respectively (Table 1, Appendix Table 1, Appendix Table 2). The 4 h incubation time showed the optimal condition for bacteria growth. When the incubation time was further extended to 6h and 8h, the detection performance was not significantly improved. Therefore, 4 h was determined as the best incubation time. All the collected 54 strains were incubated with 6 µL droplets for 4 hours, and were detected by MALDI-TOF mass spectrometer. By comparing to micro-broth dilution method, the effective rate, classification agreement rate, sensitivity, specificity, positive predictive value, and negative predictive value were 100%, 98.15%, 96.30%, 100%, 100%, and 98.15%, respectively. These results were better than the detection performance of the pilot study using 4 h incubation, which suggests a good consistency in the identification of tigecycline-non-susceptible strains (Table 1, Appendix Table 3).
Table 1
Identification performance of DOT-MGA method for tigecycline-insensitive strains
Incubation time | Effective rate | Classification agreement rate | Sensitivity | Specificity | Positive predictive value | Negative predictive value |
3h (13S,13NS) | 88.46% | 73.91% | 45.45% | 100% | 100% | 66.67% |
4h (13S,13NS) | 100% | 96.15% | 92.31% | 100% | 100% | 92.86% |
6h (13S,13NS) | 100% | 96.15% | 100% | 92.31% | 92.86% | 100% |
8h (13S,13NS) | 96.15% | 96% | 100% | 92.31% | 92.31% | 100% |
4h (27S,27NS) | 100% | 98.15% | 96.30% | 100% | 100% | 98.15% |
NS(I/R): tigecycline- intermediate or resistant strains, S: tigecycline-susceptible strains |
A total of 13 polymyxin B-non-susceptible strains and 13 polymyxin B-susceptible strains were collected for DOT-MGA experiment. Our results showed that the growth efficiency of growth control wells was 96.15% under the incubation time of 3 h. Under the incubation time of 4 h, 6 h, and 8 h, the growth efficiency was 100%, the strains could be effectively identified under these incubation times. After incubation for 4h, DOT-MGA showed the best identification performance, under which the classification agreement rate, sensitivity, specificity, positive predictive value, and negative predictive value were 96.15%, 92.31%, 100%, 100%, and 92.86%, respectively. Further prolonged the incubation time to 6 h and 8 h did not significantly improve the performance (Table 2, Appendix Table 1, Appendix Table 4). In conclusion, the DOT-MGA can accurately identify polymyxin-susceptible and non-susceptible strains in only 4 h incubation time, which has good consistency compared with the micro-broth dilution method.
Table 2
Identification performance of DOT-MGA for polymyxin B-non-susceptible strains
Incubation time | Effective rate | Classification agreement rate | Sensitivity | Specificity | Positive predictive value | Negative predictive value |
3h (13S,13NS) | 96.15% | 88% | 75% | 100% | 100% | 81.25% |
4h (13S,13NS) | 100% | 96.15% | 92.31% | 100% | 100% | 92.86% |
6h (13S,13NS) | 100% | 96.15% | 92.31% | 100% | 100% | 92.86% |
8h (13S,13NS) | 100% | 96.15% | 92.31% | 100% | 100% | 92.86% |
NS(I/R): polymyxin B- intermediate or resistant strains, S: polymyxin B-susceptible strains |