Hydrogel-Integrated MIM-SERS Platforms for In-Situ, Spatiotemporal Profiling of E. coli Biofilm Responses to Chemo-Physical Perturbation
| dc.contributor.author | Zong, Ze | en |
| dc.contributor.committeechair | Zhou, Wei | en |
| dc.contributor.committeemember | Jin, Ming | en |
| dc.contributor.committeemember | Zhu, Yizheng | en |
| dc.contributor.department | Electrical and Computer Engineering | en |
| dc.date.accessioned | 2026-05-19T19:32:28Z | en |
| dc.date.available | 2026-05-19T19:32:28Z | en |
| dc.date.issued | 2026-04-07 | en |
| dc.description.abstract | Monitoring biofilm responses to antimicrobial and physical interventions requires in situ, minimally perturbative sensing in tissue-like environments. Here, we present a hydrogel-integrated surface-enhanced Raman spectroscopy (SERS) platform in which Escherichia coli is cultured beneath an LB–agarose layer on a nanolaminated metal–insulator–metal (MIM) substrate, enabling label-free, spatiotemporal readouts under chemo-physical perturbations. Time-resolved spectra (785 nm) were acquired at 1, 11, 24, 24*h (immediately post-intervention), and 36 h over 4 mm² maps (~400 spectra per map), with electronic Raman scattering (ERS) used as an internal standard to reduce instrumental drift. Interventions introduced at 24 h included ampicillin (AMP), femtosecond (fs) laser-induced nanobubbles (950 nm), or their combination. Spectra consistently exhibited a band near 445 cm⁻¹, tentatively associated with carbohydrate-rich EPS components and a feature near 732 cm⁻¹ that is adenine-associated with a substantial hydrogel contribution. Principal component analysis (PCA) and linear discriminant analysis (LDA) discriminated timepoints and treatments with high apparent accuracy (leave-one-out cross-validation, LOOCV >95%), while 2D maps visualized treatment-dependent heterogeneity. Immediate global intensity increases at 24*h were consistent with transient hotspot re-exposure of plasmonic hotspots after fs excitation. Overall, this study provides a method-focused validation of hydrogel-integrated MIM-SERS for real-time biofilm profiling and motivates replicate-level validation, orthogonal biological readouts, and translation toward flexible device formats. | en |
| dc.description.abstractgeneral | Bacterial biofilms are communities of microorganisms that protect themselves within a matrix, making them difficult to treat in settings such as chronic wounds. To better understand how biofilms respond to different perturbations over time, this work develops a sensing platform that can monitor bacterial activity directly in a soft, tissue-like environment without adding labels or significantly disturbing the sample. In this system, Escherichia coli is grown beneath a thin hydrogel layer on a specially engineered plasmonic surface that enhances Raman signals, allowing chemical changes to be tracked across both space and time. Using this platform, spectral measurements were collected before and after perturbations with the antibiotic ampicillin, laser-induced nanobubbles, or both. The results showed that the system could detect perturbation-related changes. Statistical analysis further showed that spectral patterns at different time points and under different perturbation conditions could be distinguished with high apparent accuracy. A rapid signal increase immediately after laser excitation was also observed, which may reflect the temporary reopening of sensing “hotspots” on the plasmonic surface. Overall, this work provides the feasibility of using a hydrogel-integrated SERS sensing platform for real-time monitoring of biofilm behavior in a wound-like environment. | en |
| dc.description.degree | Master of Science | en |
| dc.format.medium | ETD | en |
| dc.format.mimetype | application/pdf | en |
| dc.identifier.uri | https://hdl.handle.net/10919/143110 | en |
| dc.publisher | Virginia Tech | en |
| dc.rights | In Copyright | en |
| dc.rights.uri | http://rightsstatements.org/vocab/InC/1.0/ | en |
| dc.subject | Surface-enhanced Raman spectroscopy (SERS) | en |
| dc.subject | hydrogel-integrated biosensing | en |
| dc.subject | E. coli biofilm | en |
| dc.subject | spatiotemporal monitoring | en |
| dc.title | Hydrogel-Integrated MIM-SERS Platforms for <i>In-Situ</i>, Spatiotemporal Profiling of <i>E. coli</i> Biofilm Responses to Chemo-Physical Perturbation | en |
| dc.type | Thesis | en |
| dc.type.dcmitype | Text | en |
| thesis.degree.discipline | Electrical Engineering | en |
| thesis.degree.grantor | Virginia Polytechnic Institute and State University | en |
| thesis.degree.level | masters | en |
| thesis.degree.name | Master of Science | en |