1 Department of Pharmaceutical Analysis, China Pharmaceutical University, Nanjing, 211198, China;
2 Gansu Institute for Drug Control, Lanzhou, Gansu, 730000, China;
3 School of Pharmacy, Nanjing Medical University, Nanjing, 211166, China;
4, School of Chemistry, University of Manchester, Manchester, M13 9PL, UK;
5 Zhejiang Center for Safety Study of Drug Substances (Industrial Technology Innovation Platform), Hangzhou, 310018, China
Funds:
This work was financially supported by the National Natural Science Foundation of China (Grant Nos.: 82204340, 82173954, and 82073815), the Natural Science Foundation of Jiangsu Province, China (Grant No.: BK20221048), the Jiangsu Funding Program for Excellent Postdoctoral Talent, China (Grant No.: 2022ZB295), and Key Laboratory Project of Quality Control of Chinese Herbal Medicines and Decoction Pieces, Gansu Institute for Drug Control, China (Grant No.: 2024GSMPA-KL02).
Bacterial infection is a major threat to global public health, and can cause serious diseases such as bacterial skin infection and foodborne diseases. It is essential to develop a new method to rapidly diagnose clinical multiple bacterial infections and monitor food microbial contamination in production sites in real-time. In this work, we developed a 4-mercaptophenylboronic acid gold nanoparticles (4-MPBA-AuNPs)-functionalized hydrogel microneedle (MPBA-MN) for bacteria detection in skin interstitial fluid. MPBA-MN could conveniently capture and enrich a variety of bacteria within 5 min. Surface enhanced Raman spectroscopy (SERS) detection was then performed and combined with machine learning technology to distinguish and identify a variety of bacteria. Overall, the capture efficiency of this method exceeded 50%. In the concentration range of 1×107 to 1×1010 colony-forming units/mL (CFU/mL), the corresponding SERS intensity showed a certain linear relationship with the bacterial concentration. Using rank forest-based machine learning, bacteria were effectively distinguished with an accuracy of 97.87%. In addition, the harmless disposal of used microneedles by photothermal ablation was convenient, environmentally friendly and inexpensive. This technique provided a potential method for rapid and real-time diagnosis of multiple clinical bacterial infections and for monitoring microbial contamination of food in production sites.