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Chaparro D, Goudeli E. Design of engineered nanoparticles for biomedical applications by computational modeling. NANOSCALE 2025; 17:9705-9737. [PMID: 40190149 DOI: 10.1039/d4nr05199h] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/18/2025]
Abstract
Engineered nanoparticles exhibit superior physicochemical, antibacterial, optical, and sensing properties compared to their bulk counterparts, rendering them attractive for biomedical applications. However, given that nanoparticle properties are sensitive to their nanostructural characteristics and their chemical stability is largely affected by physiological conditions, nanoparticle behavior can be unpredictable in vivo, requiring careful surface modification to ensure biocompatibility, prevent rapid aggregation, and maintain functionality under biological environments. Therefore, understanding the mechanisms of nanoparticle formation and macroscopic behavior in physiological media is essential for the development of structure-property relationships and, their rational design for biomedical applications. Computational simulations provide insight into nanoscale phenomena and nanoparticle dynamics, expediting material discovery and innovation. This review provides an overview of the process design and characterization of metallic and metal oxide nanoparticles with an emphasis on atomistic and mesoscale simulations for their application in bionanomedicine.
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Affiliation(s)
- Diego Chaparro
- Department of Chemical Engineering, The University of Melbourne, Parkville 3010, Australia.
| | - Eirini Goudeli
- Department of Chemical Engineering, The University of Melbourne, Parkville 3010, Australia.
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2
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Zhang Q, Lu M, Ou R, Lin H, Xuan G, Wang X, Xu X, Zhang W, Wang G. Nanodot-Inspired Precise Bacterial Gene Suppression in a Smart Hydrogel Bandage for Underwater Wound Healing. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2025; 12:e2415169. [PMID: 39950874 PMCID: PMC11967816 DOI: 10.1002/advs.202415169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2024] [Revised: 01/19/2025] [Indexed: 04/05/2025]
Abstract
The complex and dynamic nature of aquatic ecosystems, particularly in marine environments, makes managing wound infections a significant challenge for individuals engaged in underwater activities and for aquatic organisms. Although antibiotics have played a critical role in safeguarding humans and aquatic health, their risk of drug resistance and environmental impact present substantial obstacles to long-term sustainability. Using fin rot disease in turbot (Scophthalmus maximus) caused by infection of Vibrio anguillarum (V. anguillarum) as a model, a new strategy is presented that employs a carbon dot (CD)-based antisense oligonucleotide (ASO) delivery system, combined with an adhesive hydrogel, to achieve targeted gene silencing of V. anguillarum for underwater healing. The CDs that cause enhanced cytoplasmic membrane permeability, efficiently deliver ASOs into V. anguillarum without requiring additional equipment or chemical facilitators. The specific design of the ASO sequence enables targeted silencing of empA, achieving efficiency as high as 71.2%. An adhesive hydrogel is applied to boost the local concentration of ASO/CDs at wound sites in seawater, effectively sealing the infected area and preventing fin rot disease in turbot. This study pioneer targeted bacterial gene regulation using CD-based delivery integrated with a hydrogel bandage, offering practical solutions for managing underwater bacterial diseases.
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Affiliation(s)
- Qingsong Zhang
- MOE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine BiodiversityOcean University of China5 Yushan RoadQingdao266003China
- Laboratory for Marine Drugs and BioproductsQingdao Marine Science and Technology CenterQingdao266237China
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
| | - Menghan Lu
- MOE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine BiodiversityOcean University of China5 Yushan RoadQingdao266003China
- Laboratory for Marine Drugs and BioproductsQingdao Marine Science and Technology CenterQingdao266237China
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
| | - Richang Ou
- College of Materials Science and EngineeringOcean University of ChinaQingdao266100China
| | - Hong Lin
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
| | - Guanhua Xuan
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
| | - Xiudan Wang
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
| | - Xiaofeng Xu
- College of Materials Science and EngineeringOcean University of ChinaQingdao266100China
| | - Weiwei Zhang
- School of Marine SciencesNingbo University169 Qixingnan RoadNingbo315832China
| | - Guoqing Wang
- MOE Key Laboratory of Evolution & Marine Biodiversity and Institute of Evolution & Marine BiodiversityOcean University of China5 Yushan RoadQingdao266003China
- Laboratory for Marine Drugs and BioproductsQingdao Marine Science and Technology CenterQingdao266237China
- SKL of Marine Food Processing & Safety ControlCollege of Food Science and EngineeringOcean University of China1299 Sansha RoadQingdao266404China
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Maity A, Bagchi D, Tabassum H, Nath P, Sinha S, Chakraborty A. Diverse Role of Buffer Mediums and Protein Concentrations to Mediate the Multimodal Interaction of Phenylalanine-Functionalized Gold Nanoparticle and Lysozyme Protein at Same Nominal pH. J Phys Chem B 2024; 128:10625-10635. [PMID: 39440610 DOI: 10.1021/acs.jpcb.4c05463] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Abstract
Recently, buffer molecules have been known to affect intermolecular protein-protein interactions at physiological pH. However, the roles of buffer molecules and different monolayer protein concentrations remain elusive in controlling the interaction of gold nanoparticles (Au NPs) with protein molecules. Herein, for the first time taking phenylalanine functionalized gold nanoparticles (Au-Phe NPs) and lysozyme (Lyz) protein as model systems, we report that buffer molecules of different charges (at a particular pH) play diverse roles in protein-Au NPs interaction, particularly in protein induced Au NPs aggregation. Among different buffers, negatively charged buffer (citrate and phosphate) induces aggregation of both Au-Phe NPs and Lyz protein, whereas zwitterionic and positive buffer (HEPES, MOPS, and Tris) only cause the Au NPs aggregation. Taking the diverse role of buffer into account, we propose multimodal models for stability and protein induced aggregation mechanism of NPs at different monolayer (sub-, near-, and excess) concentrations of Lyz in different medium.
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Affiliation(s)
- Avijit Maity
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
| | - Debanjan Bagchi
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
| | - Huma Tabassum
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
| | - Priyanka Nath
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
| | - Saikat Sinha
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
| | - Anjan Chakraborty
- Indian Institute of Technology Indore, Department of Chemistry, Indore 453552, Madhya Pradesh, India
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4
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Bini M, Tozzini V, Brancolini G. Deconstructing Electrostatics of Functionalized Metal Nanoparticles from Molecular Dynamics Simulations. J Phys Chem B 2023; 127:8226-8241. [PMID: 37714525 PMCID: PMC10544014 DOI: 10.1021/acs.jpcb.3c03481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Revised: 08/31/2023] [Indexed: 09/17/2023]
Abstract
Gold nanoparticles (NPs) with different surface functionalizations can selectively interact with specific proteins, allowing a wide range of possible applications in biotechnology and biomedicine. To prevent their tendency to aggregate and to modulate their interaction with charged biomolecules or substrates (e.g., for biosensing applications), they can be functionalized with charged groups, introducing a mutual interaction which can be modulated by changing the ionic strength of the solvent. In silico modeling of these systems is often addressed with low-resolution models, which must account for these effects in the, often implicit, solvent representation. Here, we present a systematic conformational dynamic characterization of ligand-coated gold nanoparticles with different sizes, charges, and functionalizations by means of atomistic molecular dynamics simulations. Based on these, we deconstruct their electrostatic properties and propose a general representation of their average-long-range interactions extendable to different sizes, charges, and ionic strengths. This study clarifies in detail the role of the different features of the NP (charge, size, structure) and of the ionic strength in determining the details of the interparticle interaction and represents the first step toward a general strategy for the parametrization of NP coarse-grained models able to account for varying ionic strengths.
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Nie J, Sun Y, Cheng X, Wen G, Liu X, Cheng M, Zhao J, Li W. Plant Protein-Peptide Supramolecular Polymers with Reliable Tissue Adhesion for Surgical Sealing. Adv Healthc Mater 2023; 12:e2203301. [PMID: 36960795 DOI: 10.1002/adhm.202203301] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2022] [Revised: 03/08/2023] [Indexed: 03/25/2023]
Abstract
The fusion of protein science and peptide science opens up new frontiers in creating innovative biomaterials. Herein, a new kind of adhesive soft materials based on a natural occurring plant protein and short peptides via a simple co-assembly route are explored. The hydrophobic zein is supercharged by sodium dodecyl sulfate to form a stable protein colloid, which is intended to interact with charge-complementary short peptides via multivalent ionic and hydrogen bonds, forming adhesive materials at macroscopic level. The adhesion performance of the resulting soft materials can be fine-manipulated by customizing the peptide sequences. The adhesive materials can resist over 78 cmH2 O of bursting pressure, which is high enough to meet the sealing requirements of dural defect. Dural sealing and repairing capability of the protein-peptide biomaterials are further identified in rat and rabbit models. In vitro and in vivo assays demonstrate that the protein-peptide adhesive shows excellent anti-swelling property, low cell cytotoxicity, hemocompatibility, and inflammation response. In particular, the protein-peptide supramolecular biomaterials can in vivo dissociate and degrade within two weeks, which can well match with the time-window of the dural repairing. This work underscores the versatility and availability of the supramolecular toolbox in the easy-to-implement fabrication of protein-peptide biomaterials.
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Affiliation(s)
- Junlian Nie
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, Qianjin Avenue 2699, Changchun, 130012, P. R. China
| | - Yingchuan Sun
- Department of Orthopedics, The Second Hospital of Jilin University, 218 Ziqiang Street, Nanguan District, Changchun, Jilin Province, 130014, P. R. China
| | - Xueliang Cheng
- Department of Orthopedics, The Second Hospital of Jilin University, 218 Ziqiang Street, Nanguan District, Changchun, Jilin Province, 130014, P. R. China
| | - Guang Wen
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, Qianjin Avenue 2699, Changchun, 130012, P. R. China
| | - Xiaohuan Liu
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, Qianjin Avenue 2699, Changchun, 130012, P. R. China
| | - Meng Cheng
- Department of Orthopedics, The Second Hospital of Jilin University, 218 Ziqiang Street, Nanguan District, Changchun, Jilin Province, 130014, P. R. China
| | - Jianwu Zhao
- Department of Orthopedics, The Second Hospital of Jilin University, 218 Ziqiang Street, Nanguan District, Changchun, Jilin Province, 130014, P. R. China
| | - Wen Li
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, Qianjin Avenue 2699, Changchun, 130012, P. R. China
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Jiang M, Gupta A, Zhang X, Chattopadhyay AN, Fedeli S, Huang R, Yang J, Rotello VM. Identification of Proteins Using Supramolecular Gold Nanoparticle-Dye Sensor Arrays. ANALYSIS & SENSING 2023; 3:e202200080. [PMID: 37250385 PMCID: PMC10211330 DOI: 10.1002/anse.202200080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Indexed: 05/31/2023]
Abstract
The rapid detection of proteins is very important in the early diagnosis of diseases. Gold nanoparticles (AuNPs) can be engineered to bind biomolecules efficiently and differentially. Cross-reactive sensor arrays have high sensitivity for sensing proteins using differential interactions between sensor elements and bioanalytes. A new sensor array was fabricated using surface-charged AuNPs with dyes supramolecularly encapsulated into the AuNP monolayer. The fluorescence of dyes is partially quenched by the AuNPs and can be restored or further quenched due to the differential interactions between AuNPs with proteins. This sensing system enables the discrimination of proteins in both buffer and human serum, providing a potential tool for real-world disease diagnostics.
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Affiliation(s)
- Mingdi Jiang
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Aarohi Gupta
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Xianzhi Zhang
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Aritra Nath Chattopadhyay
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Stefano Fedeli
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Rui Huang
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Junwhee Yang
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
| | - Vincent M Rotello
- Department of Chemistry, University of Massachusetts Amherst, 710 North Pleasant Street, Amherst, Massachusetts 01003, United States
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Monti M, Brancolini G, Coccia E, Toffoli D, Fortunelli A, Corni S, Aschi M, Stener M. The Conformational Dynamics of the Ligands Determines the Electronic Circular Dichroism of the Chiral Au 38(SC 2H 4Ph) 24 Cluster. J Phys Chem Lett 2023; 14:1941-1948. [PMID: 36787099 PMCID: PMC9940292 DOI: 10.1021/acs.jpclett.2c03923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Accepted: 02/10/2023] [Indexed: 06/18/2023]
Abstract
Effects of the conformational dynamics of 2-PET protective ligands on the electronic circular dichroism (ECD) of the chiral Au38(SC2H4Ph)24 cluster are investigated. We adopt a computational protocol in which ECD spectra are calculated via the first principle polTDDFT approach on a series of conformations extracted from MD simulations by using Essential Dynamics (ED) analysis, and then properly weighted to predict the final spectrum. We find that the experimental spectral features are well reproduced, whereas significant discrepancies arise when the spectrum is calculated using the experimental X-ray structure. This result unambiguously demonstrates the need to account for the conformational effects in the ECD modeling of chiral nanoclusters. The present procedure proved to be able of capturing the essential conformational features of the dynamic Au38(SC2H4Ph)24 system, opening the possibility to model the ECD of soluble chiral nanoclusters in a realistic way.
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Affiliation(s)
- M. Monti
- Dipartimento
di Scienze Chimiche e Farmaceutiche, Università
di Trieste, Via L. Giorgieri 1, 34127 Trieste, Italy
| | - G. Brancolini
- Istituto
Nanoscienze, CNR-NANO, Center S3, Via G. Campi 213/A, 41100 Modena, Italy
| | - E. Coccia
- Dipartimento
di Scienze Chimiche e Farmaceutiche, Università
di Trieste, Via L. Giorgieri 1, 34127 Trieste, Italy
| | - D. Toffoli
- Dipartimento
di Scienze Chimiche e Farmaceutiche, Università
di Trieste, Via L. Giorgieri 1, 34127 Trieste, Italy
| | - A. Fortunelli
- CNR-ICCOM, Consiglio Nazionale delle Ricerche, via G. Moruzzi 1, 56124, Pisa, Italy
| | - S. Corni
- Istituto
Nanoscienze, CNR-NANO, Center S3, Via G. Campi 213/A, 41100 Modena, Italy
- Dipartimento
di Scienze Chimiche, Università di
Padova, Via Francesco Marzolo 1, 35131 Padova, Italy
| | - M. Aschi
- Dipartimento
di Scienze Fisiche e Chimiche, Università
dell’Aquila, Via Vetoio, 67100, l’Aquila, Italy
| | - M. Stener
- Dipartimento
di Scienze Chimiche e Farmaceutiche, Università
di Trieste, Via L. Giorgieri 1, 34127 Trieste, Italy
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Brancolini G, Rotello VM, Corni S. Role of Ionic Strength in the Formation of Stable Supramolecular Nanoparticle-Protein Conjugates for Biosensing. Int J Mol Sci 2022; 23:ijms23042368. [PMID: 35216496 PMCID: PMC8874478 DOI: 10.3390/ijms23042368] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 02/11/2022] [Accepted: 02/14/2022] [Indexed: 11/16/2022] Open
Abstract
Monolayer-protected gold nanoparticles (AuNPs) exhibit distinct physical and chemical properties depending on the nature of the ligand chemistry. A commonly employed NP monolayer comprises hydrophobic molecules linked to a shell of PEG and terminated with functional end group, which can be charged or neutral. Different layers of the ligand shell can also interact in different manners with proteins, expanding the range of possible applications of these inorganic nanoparticles. AuNP-fluorescent Green Fluorescent Protein (GFP) conjugates are gaining increasing attention in sensing applications. Experimentally, their stability is observed to be maintained at low ionic strength conditions, but not at physiologically relevant conditions of higher ionic strength, limiting their applications in the field of biosensors. While a significant amount of fundamental work has been done to quantify electrostatic interactions of colloidal nanoparticle at the nanoscale, a theoretical description of the ion distribution around AuNPs still remains relatively unexplored. We perform extensive atomistic simulations of two oppositely charged monolayer-protected AuNPs interacting with fluorescent supercharged GFPs co-engineered to have complementary charges. These simulations were run at different ionic strengths to disclose the role of the ionic environment on AuNP–GFP binding. The results highlight the capability of both AuNPs to intercalate ions and water molecules within the gold–sulfur inner shell and the different tendency of ligands to bend inward allowing the protein to bind not only with the terminal ligands but also the hydrophobic alkyl chains. Different binding stability is observed in the two investigated cases as a function of the ligand chemistry.
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Affiliation(s)
- Giorgia Brancolini
- Institute of Nanoscience, CNR-NANO S3, via G. Campi 213/A, 41125 Modena, Italy;
- Correspondence: ; Tel.: +39-059-2055333
| | - Vincent M. Rotello
- Department of Chemistry, University of Massachusetts, 710 North Pleasant Street, Amherst, MA 01003, USA;
| | - Stefano Corni
- Institute of Nanoscience, CNR-NANO S3, via G. Campi 213/A, 41125 Modena, Italy;
- Department of Chemical Sciences, University of Padova, via Marzolo 1, 35131 Padova, Italy
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