Bio-Inspired Reduced TiO2 Nanotube Photocatalyst Modified with Polydopamine and Silk Fibroin Quantum Dots for Enhanced UV and Visible-Light Photocatalysis
Abstract
1. Introduction
2. Materials and Methods
3. Results and Discussion
3.1. Morphological Analysis
3.2. FT-IR Analysis
3.3. Wetting and Roughness Characteristics of Photocatalysts
3.4. Optical Parameters—The Bandgap Energy and Urbach Energy
3.5. XPS Characterization
3.6. Electrochemical Characterization
3.7. Photocatalytic Degradation Tests
4. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Abbasi, S.; Dastan, D.; Ţălu, Ş.; Tahir, M.B.; Elias, M.; Tao, L.; Li, Z. Evaluation of the dependence of methyl orange organic pollutant removal rate on the amount of titanium dioxide nanoparticles in MWCNTs-TiO2 photocatalyst using statistical methods and Duncan’s multiple range test. Int. J. Environ. Anal. Chem. 2024, 104, 2180–2194. [Google Scholar] [CrossRef] [Scilit]
- Imran, M.; Abdullah, A.Z.; Khan, M.E.; Kim, Y.-M.; Khan, F. Excellent successive photo-induced degradation of tetracycline using CuO/g-C3N4 nanocomposites: Synergistic effects of CuO integration and H2O2 in a photo-Fenton system. J. Taiwan Inst. Chem. Eng. 2025, 171, 106068. [Google Scholar] [CrossRef] [Scilit]
- Wang, W.; Yin, Y.; Gunasekaran, S. Nanozymatic degradation and simultaneous colorimetric detection of tetracycline. Food Chem. 2023, 426, 136607. [Google Scholar] [CrossRef] [Scilit]
- Sun, S.; Sun, M.; Ming, W.; Ma, Y.; Li, H.; Xu, G. Amorphous titanium dioxide with synergistic effect of nitrogen doping and oxygen vacancies by photoexcited sol-gel preparation for enhanced photodegradation of tetracycline. J. Photochem. Photobiol. A Chem. 2025, 461, 116165. [Google Scholar] [CrossRef] [Scilit]
- Bezerra, C.A.G.; Santos, J.P.T.d.S.; Bessegato, G.G.; de Paiva e Silva Zanta, C.L.; Colle, V.D.; Tremiliosi-Filho, G. Photo- and electro-oxidation of tetracycline hydrochloride on self-doped titanium dioxide nanotubes modified by Pt sub-monolayers. Electrochim. Acta 2022, 404, 139712. [Google Scholar] [CrossRef] [Scilit]
- Papoulis, D.; Panagiotaras, D.; Tsigrou, P.; Christoforidis, K.C.; Petit, C.; Apostolopoulou, A.; Stathatos, E.; Komarneni, S.; Koukouvelas, I. Halloysite and sepiolite–TiO2 nanocomposites: Synthesis characterization and photocatalytic activity in three aquatic wastes. Mater. Sci. Semicond. Process. 2018, 85, 1–8. [Google Scholar] [CrossRef] [Scilit]
- Wang, Q.; Cai, J.; Biesold-McGee, G.V.; Huang, J.; Ng, Y.H.; Sun, H.; Wang, J.; Lai, Y.; Lin, Z. Silk fibroin-derived nitrogen-doped carbon quantum dots anchored on TiO2 nanotube arrays for heterogeneous photocatalytic degradation and water splitting. Nano Energy 2020, 78, 105313. [Google Scholar] [CrossRef] [Scilit]
- Cui, W.; Wu, P.; An, B.; Fan, J.; Luo, S.; Wang, J.; Xu, M.; Ma, C.; Liu, S.; Li, W. Lignin-derived red carbon dots sensitized TiO2 photocatalysts for tetracycline degradation. Int. J. Biol. Macromol. 2025, 286, 138386. [Google Scholar] [CrossRef] [Scilit]
- Esmaeili, Y.; Toiserkani, F.; Qazanfarzadeh, Z.; Ghasemlou, M.; Naebe, M.; Barrow, C.J.; Timms, W.; Jafarzadeh, S. Unlocking the potential of green-engineered carbon quantum dots for sustainable packaging biomedical applications and water purification. Adv. Colloid Interface Sci. 2025, 338, 103414. [Google Scholar] [CrossRef] [Scilit]
- Xia, C.; Hai, X.; Chen, X.-W.; Wang, J.-H. Simultaneously fabrication of free and solidified N, S-doped graphene quantum dots via a facile solvent-free synthesis route for fluorescent detection. Talanta 2017, 168, 269–278. [Google Scholar] [CrossRef] [Scilit]
- Liu, H.; Zhang, Y.; Liu, J.H.; Hou, P.; Zhou, J.; Huang, C.Z. Preparation of nitrogen-doped carbon dots with high quantum yield from Bombyx mori silk for Fe(iii) ions detection. RSC Adv. 2017, 7, 50584–50590. [Google Scholar] [CrossRef] [Scilit]
- Ji, X.; Palui, G.; Avellini, T.; Na, H.B.; Yi, C.; Knappenberger, K.L., Jr.; Mattoussi, H. On the pH-Dependent Quenching of Quantum Dot Photoluminescence by Redox Active Dopamine. J. Am. Chem. Soc. 2012, 134, 6006–6017. [Google Scholar] [CrossRef] [Scilit]
- Vega-Arroyo, M.; LeBreton, P.R.; Zapol, P.; Curtiss, L.A.; Rajh, T. Quantum chemical study of TiO2/dopamine-DNA triads. Chem. Phys. 2007, 339, 164–172. [Google Scholar] [CrossRef] [Scilit]
- Qin, L.; Ji, C.; He, L.; Li, X.; Kang, S.; Mu, J. Interactions between quantum dots and dopamine coupled via a peptide bridge. RSC Adv. 2014, 4, 2143–2150. [Google Scholar] [CrossRef] [Scilit]
- Zhou, T.; Li, L.; Li, J.; Wang, J.; Bai, J.; Xia, L.; Xu, Q.; Zhou, B. Electrochemically reduced TiO2 photoanode coupled with oxygen vacancy-rich carbon quantum dots for synergistically improving photoelectrochemical performance. Chem. Eng. J. 2021, 425, 131770. [Google Scholar] [CrossRef] [Scilit]
- Wu, L.; Wu, X.; Wu, L.; Chen, D.; Zhang, T.; Zheng, H.; Xiao, X. Polydopamine-Modified Titanium Dioxide Nanotube Arrays Doped with Calcium as a Sustained Drug Delivery System. ACS Omega 2024, 9, 4949–4956. [Google Scholar] [CrossRef] [Scilit]
- Liu, N.; Tu, S.; Zhang, S.; Chen, D.; Xiao, X.; Zhang, T.; Zheng, H. A pH and near-infrared light dual-responsive drug delivery system based on TiO2 nanotube arrays modified with polydopamine and Fe3+. J. Drug Deliv. Sci. Technol. 2024, 99, 106003. [Google Scholar] [CrossRef] [Scilit]
- Kan, Z.; Chen, Y.; Zhang, Q.; Pan, L.; Chen, A.; Wang, D.; Wang, Y.; Wan, G.; He, B. Covalent bonding coating of quantum-sized TiO2 with polydopamine on catheter surface for synergistically enhanced antimicrobial and anticoagulant performances. Colloids Surf. B Biointerfaces 2025, 245, 114249. [Google Scholar] [CrossRef] [Scilit]
- Păun, A.G.; Butculescu, V.; Dumitriu, C.; Badea, N.; Popescu, S.; Ungureanu, C.; Pirvu, C. Biopolymers as intermediate layers for amoxicillin grafting on antibacterial surface. Surf. Interfaces 2022, 33, 102224. [Google Scholar] [CrossRef] [Scilit]
- Irodia, R.; Mîndroiu, M.; Bîru, I.; Ioniţă, G.; Mihai, G.V.; Enăchescu, M.; Orbeci, C.; Pîrvu, C. Double S-Scheme Polydopamine/TiO2/Chlorophyll as Stable and Efficient Green Photoelectrocatalyst. ChemElectroChem 2023, 10, e202300277. [Google Scholar] [CrossRef] [Scilit]
- Ruffolo, S.; La Russa, M. Nanostructured Coatings for Stone Protection: An Overview. Front. Mater. 2019, 6, 147. [Google Scholar] [CrossRef] [Scilit]
- Liu, Z.; Zhang, Q.; Qin, L.-C. Reduction in the electronic band gap of titanium oxide nanotubes. Solid State Commun. 2007, 141, 168–171. [Google Scholar] [CrossRef] [Scilit]
- Landi Júnior, S.; Rocha Segundo, I.; Afonso, C.; Lima, O., Jr.; Costa, M.; Freitas, E.; Carneiro, J.O. Evaluation of band gap energy of TiO2 precipitated from titanium sulphate. Phys. B Condens. Matter 2022, 639, 414008. [Google Scholar] [CrossRef] [Scilit]
- Derbali, A.; Attaf, A.; Saidi, H.; Benamra, H.; Nouadji, M.; Aida, M.S.; Attaf, N.; Ezzaouia, H. Investigation of structural, optical and electrical properties of ZnS thin films prepared by ultrasonic spray technique for photovoltaic applications. Optik 2018, 154, 286–293. [Google Scholar] [CrossRef] [Scilit]
- Irodia, R.; Ungureanu, C.; Sătulu, V.; Mîndroiu, V.M. Photocatalyst Based on Nanostructured TiO2 with Improved Photocatalytic and Antibacterial Properties. Materials 2023, 16, 7509. [Google Scholar] [CrossRef] [Scilit]
- Justicia, I.; Ordejón, P.; Canto, G.; Mozos, J.L.; Fraxedas, J.; Battiston, G.A.; Gerbasi, R.; Figueras, A. Designed Self-Doped Titanium Oxide Thin Films for Efficient Visible-Light Photocatalysis. Adv. Mater. 2002, 14, 1399–1402. [Google Scholar] [CrossRef] [Scilit]
- Zuo, F.; Wang, L.; Wu, T.; Zhang, Z.; Borchardt, D.; Feng, P. Self-Doped Ti3+ Enhanced Photocatalyst for Hydrogen Production Under Visible Light. J. Am. Chem. Soc. 2010, 132, 11856–11857. [Google Scholar] [CrossRef] [Scilit]
- Choudhury, B.; Choudhury, A. Oxygen defect dependent variation of band gap, Urbach energy and luminescence property of anatase, anatase–rutile mixed phase and of rutile phases of TiO2 nanoparticles. Phys. E Low-Dimens. Syst. Nanostruct. 2014, 56, 364–371. [Google Scholar] [CrossRef] [Scilit]
- Sun, M.; Ma, X.; Chen, X.; Sun, Y.; Cui, X.; Lin, Y. A nanocomposite of carbon quantum dots and TiO2 nanotube arrays: Enhancing photoelectrochemical and photocatalytic properties. RSC Adv. 2014, 4, 1120–1127. [Google Scholar] [CrossRef] [Scilit]
- Luo, H.; Gu, C.; Zheng, W.; Dai, F.; Wang, X.; Zheng, Z. Facile synthesis of novel size-controlled antibacterial hybrid spheres using silver nanoparticles loaded with poly-dopamine spheres. RSC Adv. 2015, 5, 13470–13477. [Google Scholar] [CrossRef] [Scilit]
- Zangmeister, R.A.; Morris, T.A.; Tarlov, M.J. Characterization of Polydopamine Thin Films Deposited at Short Times by Autoxidation of Dopamine. Langmuir 2013, 29, 8619–8628. [Google Scholar] [CrossRef] [Scilit]
- Ateş, Y.; Eroğlu, Z.; Açişli, Ö.; Metin, Ö.; Karaca, S. Exploring the efficiency of nitrogenated carbon quantum dots/TiO(2) S-scheme heterojunction in the photodegredation of ciprofloxacin in aqueous environments. Turk. J. Chem. 2024, 48, 550–567. [Google Scholar] [CrossRef] [Scilit]
- Liu, Z.; Qu, S.; Zheng, X.; Xiong, X.; Fu, R.; Tang, K.; Zhong, Z.; Weng, J. Effect of polydopamine on the biomimetic mineralization of mussel-inspired calcium phosphate cement in vitro. Mater. Sci. Eng. C 2014, 44, 44–51. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Nawaz, R.; Kait, C.F.; Chia, H.Y.; Isa, M.H.; Huei, L.W.; Sahrin, N.T.; Khan, N. Manipulation of the Ti3+/Ti4+ ratio in colored titanium dioxide and its role in photocatalytic degradation of environmental pollutants. Surf. Interfaces 2022, 32, 102146. [Google Scholar] [CrossRef] [Scilit]
- Chi, M.; Sun, X.; Sujan, A.; Davis, Z.; Tatarchuk, B.J. A quantitative XPS examination of UV induced surface modification of TiO2 sorbents for the increased saturation capacity of sulfur heterocycles. Fuel 2019, 238, 454–461. [Google Scholar] [CrossRef] [Scilit]
- Zhou, B.-X.; Ding, S.-S.; Zhang, B.-J.; Xu, L.; Chen, R.-S.; Luo, L.; Huang, W.-Q.; Xie, Z.; Pan, A.; Huang, G.-F. Dimensional transformation and morphological control of graphitic carbon nitride from water-based supramolecular assembly for photocatalytic hydrogen evolution: From 3D to 2D and 1D nanostructures. Appl. Catal. B Environ. 2019, 254, 321–328. [Google Scholar] [CrossRef] [Scilit]
- Wang, S.; Chen, P.; Yun, J.-H.; Hu, Y.; Wang, L. An Electrochemically-Treated BiVO4 Photoanode for Efficient Photoelectrochemical Water Splitting. Angew. Chem. 2017, 129, 8620–8624. [Google Scholar] [CrossRef] [Scilit]
- Zhou, T.; Wang, J.; Chen, S.; Bai, J.; Li, J.; Zhang, Y.; Li, L.; Xia, L.; Rahim, M.; Xu, Q.; et al. Bird-nest structured ZnO/TiO2 as a direct Z-scheme photoanode with enhanced light harvesting and carriers kinetics for highly efficient and stable photoelectrochemical water splitting. Appl. Catal. B Environ. 2020, 267, 118599. [Google Scholar] [CrossRef] [Scilit]
- Gelderman, K.; Lee, L.; Donne, S. Flat-Band Potential of a Semiconductor: Using the Mott Schottky Equation. J. Chem. Educ. 2007, 84, 685. [Google Scholar] [CrossRef] [Scilit]
- Wang, S.; He, T.; Chen, P.; Du, A.; Ostrikov, K.; Huang, W.; Wang, L. In Situ Formation of Oxygen Vacancies Achieving Near-Complete Charge Separation in Planar BiVO4 Photoanodes. Adv. Mater. 2020, 32, 2001385. [Google Scholar] [CrossRef] [Scilit]
- Pandey, U.; Singh, A.K.; Sharma, C. Development of anti-corrosive novel nickel-graphene oxide-polypyrrole composite coatings on mild steel employing electrodeposition technique. Synth. Met. 2022, 290, 117135. [Google Scholar] [CrossRef] [Scilit]
- Păun, A.G. TiO2 Surfaces Modification for Amoxicillin Release Used in Dental Implantology. UPB Sci. Bull. Ser. B 2023, 85, 71–84. [Google Scholar]
- Schalenbach, M.; Selmert, V.; Kretzschmar, A.; Raijmakers, L.; Durmus, Y.E.; Tempel, H.; Eichel, R.-A. How microstructures, oxide layers, and charge transfer reactions influence double layer capacitances. Part 1: Impedance spectroscopy and cyclic voltammetry to estimate electrochemically active surface areas (ECSAs). Phys. Chem. Chem. Phys. 2024, 26, 14288–14304. [Google Scholar] [CrossRef] [Scilit]
- Juodkazytė, J.; Šebeka, B.; Savickaja, I.; Selskis, A.; Jasulaitienė, V.; Kalinauskas, P. Evaluation of electrochemically active surface area of photosensitive copper oxide nanostructures with extremely high surface roughness. Electrochim. Acta 2013, 98, 109–115. [Google Scholar] [CrossRef] [Scilit]
- Kumar, A.; Pandey, G. A review on the factors affecting the photocatalytic degradation of hazardous materials. Mater. Sci. Eng. Int. J. 2017, 1, 106–114. [Google Scholar] [CrossRef] [Scilit]
- Prasad, K.R.; Munichandraiah, N. Electrocatalytic efficiency of polyaniline by cyclic voltammetry and electrochemical impedance spectroscopy studies. Synth. Met. 2002, 126, 61–68. [Google Scholar] [CrossRef] [Scilit]
- Cancelliere, R.; Albano, D.; Brugnoli, B.; Buonasera, K.; Leo, G.; Margonelli, A.; Rea, G. Electrochemical and morphological layer-by-layer characterization of electrode interfaces during a label-free impedimetric immunosensor build-up: The case of ochratoxin A. Appl. Surf. Sci. 2021, 567, 150791. [Google Scholar] [CrossRef] [Scilit]
- Pãun, A.G.; Popescu, S.; Ungureanu, A.I.; Trusca, R.; Popp, A.; Dumitriu, C.; Buica, G.-O. Anti-Tissue-Transglutaminase IgA Antibodies Presence Determination Using Electrochemical Square Wave Voltammetry and Modified Electrodes Based on Polypyrrole and Quantum Dots. Biosensors 2025, 15, 42. [Google Scholar] [CrossRef] [Scilit]
- Trachioti, M.G.; Lazanas, A.C.; Prodromidis, M.I. Shedding light on the calculation of electrode electroactive area and heterogeneous electron transfer rate constants at graphite screen-printed electrodes. Microchim. Acta 2023, 190, 251. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Jamila, G.S.; Sajjad, S.; Leghari, S.A.K.; Long, M. Nitrogen doped carbon quantum dots and GO modified WO3 nanosheets combination as an effective visible photo catalyst. J. Hazard. Mater. 2020, 382, 121087. [Google Scholar] [CrossRef] [Scilit]
- Tian, J.; Leng, Y.; Zhao, Z.; Xia, Y.; Sang, Y.; Hao, P.; Zhan, J.; Li, M.; Liu, H. Carbon quantum dots/hydrogenated TiO2 nanobelt heterostructures and their broad spectrum photocatalytic properties under UV, visible, and near-infrared irradiation. Nano Energy 2015, 11, 419–427. [Google Scholar] [CrossRef] [Scilit]
- Xiong, L.-B.; Li, J.-L.; Yang, B.; Yu, Y. Ti3+ in the surface of titanium dioxide: Generation, properties and photocatalytic application. J. Nanomater. 2012, 2012, 831524. [Google Scholar] [CrossRef] [Scilit]
- Mîndroiu, V.M.; Stoian, A.B.; Irodia, R.; Trușcă, R.; Vasile, E. Titanium Dioxide Thin Films Produced on FTO Substrate Using the Sol–Gel Process: The Effect of the Dispersant on Optical, Surface and Electrochemical Features. Materials 2023, 16, 3147. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dumitriu, C.; Ungureanu, C.; Popescu, S.; Tofan, V.; Popescu, M.; Pirvu, C. Ti surface modification with a natural antioxidant and antimicrobial agent. Surf. Coat. Technol. 2015, 276, 175–185. [Google Scholar] [CrossRef] [Scilit]
- Challagulla, S.; Tarafder, K.; Ganesan, R.; Roy, S. Structure sensitive photocatalytic reduction of nitroarenes over TiO (2). Sci. Rep. 2017, 7, 8783. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Elugoke, S.E.; Fayemi, O.E.; Adekunle, A.S.; Ganesh, P.-S.; Kim, S.-Y.; Ebenso, E.E. Sensitive and selective neurotransmitter epinephrine detection at a carbon quantum dots/copper oxide nanocomposite. J. Electroanal. Chem. 2023, 929, 117120. [Google Scholar] [CrossRef] [Scilit]
- Li, H.; Zhang, Y.; Ding, J.; Wu, T.; Cai, S.; Zhang, W.; Cai, R.; Chen, C.; Yang, R. Synthesis of carbon quantum dots for application of alleviating amyloid-β mediated neurotoxicity. Colloids Surf. B Biointerfaces 2022, 212, 112373. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Liu, A.-W.; Liu, J.-X.; Chen, M.-Y.; Tseng, C.-H.; Wen, Y.-J.; Chen, Y.-C.; Kuo, C.-Y. Electrospun silk fibroin nanofibers with fluorescent carbon quantum dots for efficient photo-degradation of environmental pollutants. J. Taiwan Inst. Chem. Eng. 2025, 106351. [Google Scholar] [CrossRef] [Scilit]
- Chen, J.; Xia, Z.; Li, H.; Li, Q.; Zhang, Y. Preparation of highly capacitive polyaniline/black TiO2 nanotubes as supercapacitor electrode by hydrogenation and electrochemical deposition. Electrochim. Acta 2015, 166, 174–182. [Google Scholar] [CrossRef] [Scilit]










| Sample | Contact Angle (°) | SFE (mJ/m2) | Molec. Attraction | ||
|---|---|---|---|---|---|
| Water | EG | DMSO | |||
| NT | 33.94 + 0.25 | 25.09 + 1.04 | 20.87 + 0.81 | 60.20 | Strong |
| rNT | 33.15 + 0.68 | 17.53 + 0.25 | 12.86 + 0.23 | 60.52 | Strong |
| rNT/PD/QD | 30.28 + 0.74 | 14.44 + 0.15 | 11.03 + 0.23 | 62.74 | Strong |
| Sample | Parameter | |||||||
|---|---|---|---|---|---|---|---|---|
| Rs (Ω) | R1 (Ω) | CPE1 | R2 (Ω) | CPE2 | χ2 | |||
| Yo1 (S·sn) | N1 | Yo2 (S·sn) | N2 | |||||
| NT | 124.7 | 955.0 | 3.5 × 10−4 | 0.570 | 22.7 × 104 | 2.5 × 10−4 | 0.909 | 0.014 |
| rNT | 126.4 | 711.1 | 71.6 × 10−4 | 0.915 | 6.7 × 104 | 10.9 × 10−4 | 0.985 | 5.3 × 10−4 |
| rNT/PD/QD | 133.6 | 678.42 | 50.0 × 10−4 | 0.990 | 5.42 × 104 | 8.6 × 10−4 | 0.955 | 0.06361 |
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Dumitriu, C.; Popescu, S.; Miftode, R.; Păun, A.G.; Pandele, A.M.; Kuncser, A.; Mîndroiu, M. Bio-Inspired Reduced TiO2 Nanotube Photocatalyst Modified with Polydopamine and Silk Fibroin Quantum Dots for Enhanced UV and Visible-Light Photocatalysis. Materials 2026, 19, 358. https://doi.org/10.3390/ma19020358
Dumitriu C, Popescu S, Miftode R, Păun AG, Pandele AM, Kuncser A, Mîndroiu M. Bio-Inspired Reduced TiO2 Nanotube Photocatalyst Modified with Polydopamine and Silk Fibroin Quantum Dots for Enhanced UV and Visible-Light Photocatalysis. Materials. 2026; 19(2):358. https://doi.org/10.3390/ma19020358
Chicago/Turabian StyleDumitriu, Cristina, Simona Popescu, Roberta Miftode, Angela Gabriela Păun, Andreea Mădălina Pandele, Andrei Kuncser, and Mihaela Mîndroiu. 2026. "Bio-Inspired Reduced TiO2 Nanotube Photocatalyst Modified with Polydopamine and Silk Fibroin Quantum Dots for Enhanced UV and Visible-Light Photocatalysis" Materials 19, no. 2: 358. https://doi.org/10.3390/ma19020358
APA StyleDumitriu, C., Popescu, S., Miftode, R., Păun, A. G., Pandele, A. M., Kuncser, A., & Mîndroiu, M. (2026). Bio-Inspired Reduced TiO2 Nanotube Photocatalyst Modified with Polydopamine and Silk Fibroin Quantum Dots for Enhanced UV and Visible-Light Photocatalysis. Materials, 19(2), 358. https://doi.org/10.3390/ma19020358

