Our team designed an integrated four-in-one nanoflower system for ultra-sensitive, rapid, and low-cost bacterial detection. This platform combines specific recognition, catalytic signal generation, and dual signal amplification within a single nanostructure, enabling highly efficient pathogen identification. Our experimental part can mainly be divided into two parts:
•The first part is the preparation of Phage-derived Binding Proteins (PBP) through molecular biology.
•The second part is the preparation and performance testing of the four-in-one nano flowers.
| Name | Source | Genbank |
|---|---|---|
| TFP | tail fiber protein [Escherichia phage T7] | NP_042005.1 |
| gp17 | tail fiber protein [Enterobacteria phage T3] | NP_523342.1 |
| BSCBD | Bacillus phage B103 | NP_690649.1 |




Nanoflowers preparation






| LOD (CFU/mL) | RSD (%) | |
|---|---|---|
| HRP-TFP-CaHPO₄@AuPt | 19.4 | 3.07-5.23 |
| HRP-gp17-CaHPO₄@AuPt | 10.1 | 3.54-6.51 |



In this project, we successfully obtained four-in-one nanoflowers and conducted a detailed study on its detection performance. Compared with the traditional colorimetric method, this method has the following advantages (Table 3):
✧Short detection time: The entire detection process (bacterial binding + display) takes no more than 30 minutes.
✧High detection sensitivity: Even at low concentrations (as low as 10 CFU/mL), it can detect the signal value.
✧High detection specificity: It can also identify the target bacteria in complex matrices, avoiding false positives caused by environmental factors.
✧User-friendly: This detection method can be combined with a mini program in the future. Just by taking a photo with a mobile phone, it can intelligently analyze the RGB values and output the bacterial concentration.
| Methods | Device Structure | LOD (CFU/mL) | Time | Linear range | Ref |
|---|---|---|---|---|---|
| Phage-activated DNAzyme hydrogel sensor | Naked-eye detection, Smartphone | 10 CFU/mL | Not mentioned | 10¹–10⁷ CFU/mL | [4] |
| Phage lysis of β-gal/pH-CuO₂ nanoenzyme cascade | Smartphone, Microplate reader | 15 CFU/mL | >30 min | 10¹–10⁷ CFU/mL | [5] |
| Click-chemistry-mediated nanozyme colorimetric method | Microplate reader | 5 CFU/mL | 20 min | 5–10⁶ CFU/mL | [6] |
| Loop-mediated isothermal amplification colorimetric dual DNAzyme reaction | Naked-eye detection, Smartphone, LAMP | 100 CFU/mL | 1.5 h | 10¹–10⁹ CFU/mL | [7] |
| LAMP colorimetric method based on FTA card | Naked-eye detection, LAMP, FTA Card | 25 CFU/mL | 35 min | Not mentioned | [8] |
| Four-in-one Dual-Signal Amplifying Nanoflowers | Naked-eye detection, Smartphone | 10-20 CFU/mL | 30 min | 10¹–104 CFU/mL | Our project |
| LAMP: A colorimetric loop-mediated isothermal amplification | |||||
1.Increase the soluble expression of TFP and gp17
Although we successfully obtained two peptide-binding proteins that can bind to Escherichia coli, namely TFP and gp17, both of these proteins are expressed in an insoluble aggregate form. Therefore, additional denaturation and refolding steps are required to restore them to a soluble and functionally active form. This process involves dissolving the aggregate proteins using a strong denaturant (8M urea), and then gradually removing the denaturant under controlled buffer conditions to facilitate their proper folding. To improve the solubility and yield of functional folded proteins in future cycles, we propose the following evidence-based strategies:
✧Introduce Fusion Tags to Prevent Aggregation
Fuse the target proteins with solubility-enhancing partners such as MBP (Maltose-Binding Protein) or SUMO (Small Ubiquitin-like Modifier). These tags serve as chaperone-like carriers that improve proper folding, enhance stability, and maintain solubility during expression. MBP is particularly effective due to its high solubility and ability to promote correct folding in fusion constructs, as demonstrated in numerous recombinant protein production systems [3].
✧Optimize Induction Conditions for Proper Folding
Lower induction temperature and reduce IPTG concentration to slow down protein synthesis rates. This minimizes misfolding and aggregation by allowing the cellular chaperone machinery more time to assist in proper folding.
These strategies are widely adopted in recombinant protein production to shift the equilibrium from inclusion body formation toward soluble expression, thereby reducing dependency on costly and inefficient refolding procedures.
2.Improve the expression strategy of BSCBD
The failure of BSCBD expression in E. coli is likely attributable to lysin-induced host cell toxicity and insufficient control of premature expression during the pre-induction phase. Lysins, such as BSCBD, are designed to hydrolyze bacterial cell walls. When produced intracellularly in E. coli, even low levels of leakage expression can compromise cell wall integrity, leading to reduced viability, poor growth, and ultimately failed protein production. This aligns with the observation that phage lysins often accumulate and damage E. coli's own cell walls when expressed recombinantly, resulting in bacterial death and low yields [3].
To address this, we propose employing specialized E. coli strains equipped with tighter transcriptional control mechanisms, such as BL21(DE3) pLysS or BL21(DE3) pLysE. These strains carry the pLys plasmid encoding T7 lysozyme, which inhibits basal expression by suppressing T7 RNA polymerase activity prior to induction. This minimizes premature lysin production, thereby reducing host toxicity and improving cell survival until induction. Additionally, optimizing induction conditions—such as lowering induction temperature, reducing inducer (IPTG) concentration, and delaying induction until high cell density is achieved—can further mitigate metabolic burden and enhance functional protein folding.
[1] Love, M. J., Abeysekera, G. S., Muscroft-Taylor, A. C., Billington, C., & Dobson, R. C. J. (2020). On the catalytic mechanism of bacteriophage endolysins: Opportunities for engineering. Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics, 1868(1), 140302.
[2] Hong, B., Qin, T., Wang, W., Luo, L., Li, Y., Ma, Y., & Wang, J. (2025). Rapid and ultrasensitive detection of Salmonella typhimurium based on dual signal amplification of four-in-one AuPt nanozyme coated enzyme-antibiotic-inorganic nanoflowers. Sensors and Actuators B: Chemical, 426, 137097.
[3] Raran-Kurussi S, Waugh DS. The ability to enhance the solubility of its fusion partners is an intrinsic property of maltose-binding protein but their folding is either spontaneous or chaperone-mediated. PLoS One. 2012;7(11): e49589.
[4] H. Mann, S. Khan, A. Prasad, F. Bayat, J. Gu, K. Jackson, Y. Li, Z. Hosseinidoust, T. F. Didar, C. D. M. Filipe, Bacteriophage-Activated DNAzyme Hydrogels Combined with Machine Learning Enable Point-of-Use Colorimetric Detection of Escherichia coli. Adv. Mater. 2024, 37, 2411173.
[5] Zeng, Q., Deng, T., Yang, Y., Wu, W., Jiang, Z., Wu, H., Deng, C. (2025). pH-Adaptable CuO2 photo-responsive oxidase with phage-lysed β-galactosidase based cascade reaction for colorimetric detection of Escherichia coli in drinking water with high specificity and sensitivity. Journal of Hazardous Materials, 492, 138295.
[6] Alzahrani A. A novel strategy for Escherichia coli detection in raw beef in combination with click chemistry. NPJ Sci Food. 2025 Apr 24;9(1):59.
[7] Sewid AH, Ramos JH, Dylewski HC, Castro GI, D'Souza DH, et al. (2025) Colorimetric dual DNAzyme reaction triggered by loop-mediated isothermal amplification for the visual detection of Shiga toxin-producing Escherichia coli in food matrices. PLOS ONE 20(4): e0320393.
[8] Fumin Chen, Junyu Wang and Weiguang Li et al. Visual and Rapid Detection of Escherichia coli O157:H7 in Stool Samples by FTA Card-based Loop-mediated Isothermal Amplification. Zoonoses. 2023. Vol. 3(1).