1
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Kuo MT, Reuel NF. Resolving the Kinetics of Single-Walled Carbon Nanotube-Polyester Polyurethane Nanoparticle Conjugate Fluorescence Sensors toward Polymer Degrading Enzymes. NANO LETTERS 2025; 25:715-721. [PMID: 39736022 DOI: 10.1021/acs.nanolett.4c04964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/31/2024]
Abstract
Single-walled carbon nanotubes (SWCNTs) are fluorescent materials that have been developed as sensors for measuring the activities of enzymes. However, most sensors to date rely on end-point measurement and empirical functions to correlate enzyme concentrations with fluorescence responses. Less emphasis is put on analyzing time-dependent fluorescence responses and their connections with enzymatic kinetics. Here, improved from our previous sensor design, we use trimethylchitosan-wrapped SWCNTs to measure the enzymatic degradation rate of Impranil nanoparticles, a polyester polyurethane model substrate. Through careful analysis of the characteristic time constant and saturation fluorescence, which are resolved from time-dependent brightening responses of the sensors, linear relations are found between fluorescence change rates and both enzyme concentrations and Impranil-to-SWCNT ratios, thus showing that the reaction is first-ordered toward both enzyme and substrate concentrations. The proposed sensor design and data analysis strategy can quantitively determine the relative enzymatic activity and provide insights into the kinetics of sensors and enzymatic reactions.
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Affiliation(s)
- Mei-Tsan Kuo
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
| | - Nigel F Reuel
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
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2
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Metternich JT, Patjoshi SK, Kistwal T, Kruss S. High-Throughput Approaches to Engineer Fluorescent Nanosensors. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2025; 37:e2411067. [PMID: 39533494 PMCID: PMC11707575 DOI: 10.1002/adma.202411067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Revised: 10/23/2024] [Indexed: 11/16/2024]
Abstract
Optical sensors are powerful tools to identify and image (biological) molecules. Because of their optoelectronic properties, nanomaterials are often used as building blocks. To transduce the chemical interaction with the analyte into an optical signal, the interplay between surface chemistry and nanomaterial photophysics has to be optimized. Understanding these aspects promises major opportunities for tailored sensors with optimal performance. However, this requires methods to create and explore the many chemical permutations. Indeed, many current approaches are limited in throughput. This affects the chemical design space that can be studied, the application of machine learning approaches as well as fundamental mechanistic understanding. Here, an overview of selection-limited and synthesis-limited approaches is provided to create and identify molecular nanosensors. Bottlenecks are discussed and opportunities of non-classical recognition strategies are highlighted such as corona phase molecular recognition as well as the requirements for high throughput and scalability. Fluorescent carbon nanotubes are powerful building blocks for sensors and their huge chemical design space makes them an ideal platform for high throughput approaches. Therefore, they are the focus of this article, but the insights are transferable to any nanosensor system. Overall, this perspective aims to provide a fresh perspective to overcome current challenges in the nanosensor field.
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Affiliation(s)
- Justus T. Metternich
- Fraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
- Department of ChemistryRuhr‐University BochumUniversitätsstrasse 15044801BochumGermany
| | - Sujit K. Patjoshi
- Department of ChemistryRuhr‐University BochumUniversitätsstrasse 15044801BochumGermany
| | - Tanuja Kistwal
- Department of ChemistryRuhr‐University BochumUniversitätsstrasse 15044801BochumGermany
| | - Sebastian Kruss
- Fraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
- Department of ChemistryRuhr‐University BochumUniversitätsstrasse 15044801BochumGermany
- Center for Nanointegration Duisburg‐Essen (CENIDE)Carl‐Benz‐Strasse 19947057DuisburgGermany
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3
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Elhambakhsh A, Abbasi M, Dutter CR, McDaniel MD, VanVeller B, Hillier A, Reuel N. Facile Mechanochemical Functionalization of Hydrophobic Substrates for Single-Walled Carbon Nanotube Based Optical Reporters of Hydrolase Activity. ACS APPLIED MATERIALS & INTERFACES 2024; 16:62547-62556. [PMID: 39474933 PMCID: PMC11730026 DOI: 10.1021/acsami.4c13800] [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] [Indexed: 11/15/2024]
Abstract
Single walled carbon nanotubes (SWCNT) have recently been demonstrated as modular, near-infrared (nIR) probes for reporting hydrolase activity; however, these have been limited to naturally amphipathic substrate targets used to noncovalently functionalize the hydrophobic nanoparticles. Many relevant substrate targets are hydrophobic (such as recalcitrant biomass) and pose a challenge for modular functionalization. In this work, a facile mechanochemistry approach was used to couple insoluble substrates, such as lignin, to SWCNT using l-lysine amino acid as a linker and tip sonication as the mechanochemical energy source. The proposed coupling mechanism is ion pairing between the lysine amines and lignin carboxylic acids, as evidenced by FTIR, NMR, SEM, and elemental analyses. The limits of detection for the lignin-lysine-SWCNT (LLS) probe were established using commercial enzymes and found to be 0.25 ppm (volume basis) of the formulated product. Real-world use of the LLS probes was shown by evaluating soil hydrolase activities of soil samples gathered from different corn root proximal locations and soil types. Additionally, the probes were used to determine the effect of storage temperature on the measured enzyme response. The modularity of this mechanochemical functionalization approach is demonstrated with other substrates such as zein and 9-anthracenecarboxylic acid, which further corroborate the mechanochemical mechanism.
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Affiliation(s)
- Abbas Elhambakhsh
- Department of Chemical and Biological Engineering, Iowa State University, 618 Bissell Rd., Ames, Iowa 50011, United States
| | - Mohaddeseh Abbasi
- Department of Chemistry, Iowa State University, Ames, Iowa 50011, United States
| | - Cole R. Dutter
- Department of Agronomy, Iowa State University, Ames, Iowa 50011, United States
| | | | - Brett VanVeller
- Department of Chemistry, Iowa State University, Ames, Iowa 50011, United States
| | - Andrew Hillier
- Department of Chemical and Biological Engineering, Iowa State University, 618 Bissell Rd., Ames, Iowa 50011, United States
| | - Nigel Reuel
- Department of Chemical and Biological Engineering, Iowa State University, 618 Bissell Rd., Ames, Iowa 50011, United States
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4
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Basu S, Hendler-Neumark A, Bisker G. Monitoring Enzyme Activity Using Near-Infrared Fluorescent Single-Walled Carbon Nanotubes. ACS Sens 2024; 9:2237-2253. [PMID: 38669585 PMCID: PMC11129355 DOI: 10.1021/acssensors.4c00377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Revised: 04/03/2024] [Accepted: 04/16/2024] [Indexed: 04/28/2024]
Abstract
Enzymes serve as pivotal biological catalysts that accelerate essential chemical reactions, thereby influencing a variety of physiological processes. Consequently, the monitoring of enzyme activity and inhibition not only yields crucial insights into health and disease conditions but also forms the basis of research in drug discovery, toxicology, and the understanding of disease mechanisms. In this context, near-infrared (NIR) fluorescent single-walled carbon nanotubes (SWCNTs) have emerged as effective tools for tracking enzyme activity and inhibition through diverse strategies. This perspective explores the physicochemical attributes of SWCNTs that render them well-suited for such monitoring. Additionally, we delve into the various strategies developed so far for successfully monitoring enzyme activity and inhibition, emphasizing the distinctive features of each principle. Furthermore, we contrast the benefits of SWCNT-based NIR probes with conventional gold standards in monitoring enzyme activity. Lastly, we highlight the current challenges faced in this field and suggest potential solutions to propel it forward. This perspective aims to contribute to the ongoing progress in biodiagnostics and seeks to engage the wider community in developing and applying enzymatic assays using SWCNTs.
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Affiliation(s)
- Srestha Basu
- Department
of Biomedical Engineering, Faculty of Engineering, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Adi Hendler-Neumark
- Department
of Biomedical Engineering, Faculty of Engineering, Tel Aviv University, Tel Aviv 6997801, Israel
| | - Gili Bisker
- Department
of Biomedical Engineering, Faculty of Engineering, Tel Aviv University, Tel Aviv 6997801, Israel
- Center
for Physics and Chemistry of Living Systems, Tel Aviv University, Tel Aviv 6997801, Israel
- Center
for Nanoscience and Nanotechnology, Tel
Aviv University, Tel Aviv 6997801, Israel
- Center
for Light-Matter Interaction, Tel Aviv University, Tel Aviv 6997801, Israel
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5
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Branning JM, Faughnan KA, Tomson AA, Bell GJ, Isbell SM, DeGroot A, Jameson L, Kilroy K, Smith M, Smith R, Mottel L, Branning EG, Worrall Z, Anderson F, Panditaradyula A, Yang W, Abdelmalek J, Brake J, Cash KJ. Multifunction fluorescence open source in vivo/in vitro imaging system (openIVIS). PLoS One 2024; 19:e0299875. [PMID: 38498588 PMCID: PMC10947658 DOI: 10.1371/journal.pone.0299875] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2023] [Accepted: 02/18/2024] [Indexed: 03/20/2024] Open
Abstract
The widespread availability and diversity of open-source microcontrollers paired with off-the-shelf electronics and 3D printed technology has led to the creation of a wide range of low-cost scientific instruments, including microscopes, spectrometers, sensors, data loggers, and other tools that can be used for research, education, and experimentation. These devices can be used to explore a wide range of scientific topics, from biology and chemistry to physics and engineering. In this study, we designed and built a multifunction fluorescent open source in vivo/in vitro imaging system (openIVIS) system that integrates a Raspberry Pi with commercial cameras and LEDs with 3D printed structures combined with an acrylic housing. Our openIVIS provides three excitation wavelengths of 460 nm, 520 nm, and 630 nm integrated with Python control software to enable fluorescent measurements across the full visible light spectrum. To demonstrate the potential applications of our system, we tested its performance against a diverse set of experiments including laboratory assays (measuring fluorescent dyes, using optical nanosensors, and DNA gel electrophoresis) to potentially fieldable applications (plant and mineral imaging). We also tested the potential use for a high school biology environment by imaging small animals and tracking their development over the course of ten days. Our system demonstrated its ability to measure a wide dynamic range fluorescent response from millimolar to picomolar concentrations in the same sample while measuring responses across visible wavelengths. These results demonstrate the power and flexibility of open-source hardware and software and how it can be integrated with customizable manufacturing to create low-cost scientific instruments with a wide range of applications. Our study provides a promising model for the development of low-cost instruments that can be used in both research and education.
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Affiliation(s)
- John M. Branning
- Quantitative Biosciences and Engineering, Colorado School of Mines, Golden, Colorado, United States of America
- The MITRE Corporation, Bedford, Massachusetts, United States of America
| | - Kealy A. Faughnan
- Chemical and Biological Engineering Department, Colorado School of Mines, Golden, Colorado, United States of America
| | - Austin A. Tomson
- Mechanical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Grant J. Bell
- Quantitative Biosciences and Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Sydney M. Isbell
- Chemical and Biological Engineering Department, Colorado School of Mines, Golden, Colorado, United States of America
| | - Allen DeGroot
- Electrical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Lydia Jameson
- Electrical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Kramer Kilroy
- Mechanical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Michael Smith
- Mechanical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Robert Smith
- Electrical Engineering, Colorado School of Mines, Golden, Colorado, United States of America
| | - Landon Mottel
- Arvada West High School, Arvada, Colorado, United States of America
| | - Elizabeth G. Branning
- Colorado Early Colleges Castle Rock, Castle Rock, Colorado, United States of America
| | - Zoe Worrall
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - Frances Anderson
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - Ashrit Panditaradyula
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - William Yang
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - Joseph Abdelmalek
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - Joshua Brake
- Department of Engineering, Harvey Mudd College, Claremont, California, United States of America
| | - Kevin J. Cash
- Quantitative Biosciences and Engineering, Colorado School of Mines, Golden, Colorado, United States of America
- Chemical and Biological Engineering Department, Colorado School of Mines, Golden, Colorado, United States of America
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6
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Kallmyer NE, Agarwal S, Eeg D, Khor R, Roby N, Ramirez AV, Hillier AC, Reuel NF. Lipid-Functionalized Single-Walled Carbon Nanotubes as Probes for Screening Cell Wall Disruptors. ACS APPLIED MATERIALS & INTERFACES 2023; 15:44621-44630. [PMID: 37721709 PMCID: PMC11806933 DOI: 10.1021/acsami.3c06592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/19/2023]
Abstract
Membrane-active molecules are of great importance to drug delivery and antimicrobials applications. While the ability to prototype new membrane-active molecules has improved greatly with the advent of automated chemistries and rapid biomolecule expression techniques, testing methods are still limited by throughput, cost, and modularity. Existing methods suffer from feasibility constraints of working with pathogenic living cells and by intrinsic limitations of model systems. Herein, we demonstrate an abiotic sensor that uses semiconducting single-walled carbon nanotubes (SWCNTs) as near-infrared fluorescent transducers to report membrane interactions. This sensor is composed of SWCNTs aqueously suspended in lipid, creating a cylindrical, bilayer corona; these SWCNT probes are very sensitive to solvent access (changes in permittivity) and thus report morphological changes to the lipid corona by modulation of fluorescent signals, where binding and disruption are reported as brightening and attenuation, respectively. This mechanism is first demonstrated with chemical and physical membrane-disruptive agents, including ethanol and sodium dodecyl sulfate, and application of electrical pulses. Known cell-penetrating and antimicrobial peptides are then used to demonstrate how the dynamic response of these sensors can be deconvoluted to evaluate different parallel mechanisms of interaction. Last, SWCNTs functionalized in several different bacterial lipopolysaccharides (Pseudomonas aeruginosa, Klebsiella pneumoniae, and Escherichia coli) are used to evaluate a panel of known membrane-disrupting antimicrobials to demonstrate that drug selectivity can be assessed by suspension of SWCNTs with different membrane materials.
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Affiliation(s)
- Nathaniel E. Kallmyer
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Sparsh Agarwal
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Danielle Eeg
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Rachel Khor
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Nathan Roby
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Alma Vela Ramirez
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Andrew C. Hillier
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
| | - Nigel F. Reuel
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States of America
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7
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Kuo MT, Raffaelle JF, Waller EM, Varaljay VA, Wagner D, Kelley-Loughnane N, Reuel NF. Screening Enzymatic Degradation of Polyester Polyurethane with Fluorescent Single-walled Carbon Nanotube and Polymer Nanoparticle Conjugates. ACS NANO 2023; 17:17021-17030. [PMID: 37606935 DOI: 10.1021/acsnano.3c04347] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/23/2023]
Abstract
Enzymatic biodegradation is a promising method to reclaim plastic materials. However, to date, a high-throughput method for screening potential enzyme candidates for biodegradation is still lacking. Here, we propose a single-walled carbon nanotube (SWCNT) fluorescence sensor for screening the enzymatic degradation of polyester polyurethane nanoparticles. Through wrapping the SWCNT with cationic chitosan, an electrostatic bond is formed between the SWCNT and Impranil, a widely applied model substrate of polyester polyurethane. As Impranil is being degraded by the enzymes, a characteristic quenching at a short reaction time followed by a brightening at a longer reaction time in the fluorescence signal is observed. The time-dependent fluorescence response is compared with turbidity measurement, and we conclude that the brightening in fluorescence results from the binding of the degradation product with the SWCNT. The proposed SWCNT sensor design has the potential to screen enzyme candidates for selective degradation of other plastic particles.
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Affiliation(s)
- Mei-Tsan Kuo
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
| | - Jack F Raffaelle
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
| | - Ellise McKenna Waller
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
| | - Vanessa A Varaljay
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Dayton, Ohio 45433, United States
| | | | - Nancy Kelley-Loughnane
- Materials and Manufacturing Directorate, Air Force Research Laboratory, Wright-Patterson AFB, Dayton, Ohio 45433, United States
| | - Nigel F Reuel
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa 50011, United States
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8
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Guirguis N, Machuca-Parra AI, Matoori S. Portable Near-Infrared Fluorometer for a Liposomal Blood Lactate Assay. ACS Pharmacol Transl Sci 2023; 6:907-912. [PMID: 37325442 PMCID: PMC10262319 DOI: 10.1021/acsptsci.3c00055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Indexed: 06/17/2023]
Abstract
In sepsis, plasma lactate is a key biomarker of disease severity, prognosis, and treatment success. However, the median time to result for clinical lactate tests is 3 h. We recently reported a near-infrared fluorescent (NIRF) blood lactate assay that relies on a two-step enzymatic reaction in a liposomal reaction compartment. This assay was optimized in human blood and was capable of quantifying lactate in fresh capillary blood from human volunteers at clinically relevant concentrations in 2 min. However, these studies were performed with a tabletop fluorescence plate reader. For translation to the point of care, the liposomal lactate assay needs to be combined with a small portable NIR fluorometer. Portable NIR fluorometers were successfully used for the analysis of skin and soil samples, but reports for blood metabolite assays are scarce. We aimed at testing the performance of the liposomal lactate assay in combination with a commercial small portable NIR fluorometer. First, we tested the fluorophore of the liposomal lactate assay using the NIR dye sulfo-cyanine 7; we observed strong fluorescence signals and high linearity. Second, we performed the liposomal lactate assay in lactate-spiked human arterial blood using the portable fluorometer as the detector and observed strong and highly linear lactate sensing at clinically relevant lactate concentrations after 2 min. Finally, spiking fresh mouse blood with three clinically relevant lactate concentrations led to a significantly different response to all three concentrations after 5 min. These results highlight the usefulness of the tested portable NIR fluorometer for the liposomal lactate assay and motivate a clinical evaluation of this rapid and easy-to-use lactate assay.
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Affiliation(s)
- Natalie Guirguis
- Faculté de Pharmacie, Université de Montréal, 2940 Chemin de Polytechnique, Montreal, Quebec H3T 1J4, Canada
| | - Arturo Israel Machuca-Parra
- Faculté de Pharmacie, Université de Montréal, 2940 Chemin de Polytechnique, Montreal, Quebec H3T 1J4, Canada
| | - Simon Matoori
- Faculté de Pharmacie, Université de Montréal, 2940 Chemin de Polytechnique, Montreal, Quebec H3T 1J4, Canada
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9
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Selvaggio G, Herrmann N, Hill B, Dervişoğlu R, Jung S, Weitzel M, Dinarvand M, Stalke D, Andreas L, Kruss S. Covalently Functionalized Egyptian Blue Nanosheets for Near-Infrared Bioimaging. ACS APPLIED BIO MATERIALS 2023; 6:309-317. [PMID: 36538701 DOI: 10.1021/acsabm.2c00872] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Fluorophores emitting in the near-infrared (NIR) wavelength region present optimal characteristics for photonics and especially bioimaging. Unfortunately, only few NIR fluorescent materials are known, and even fewer are biocompatible. For this reason, the scientific interest in designing NIR fluorophores is very high. Egyptian Blue (CaCuSi4O10, EB) is an NIR fluorescent layered silicate that can be exfoliated into fluorescent nanosheets (EB-NS). So far, its surface chemistry has not been tailored, but this is crucial for colloidal stability and biological targeting. Here, we demonstrate covalent surface functionalization of EB nanosheets (EBfunc) via Si-H activation using hydrosilanes with variable functionalities. In the first part of this work, EB-NS are grafted with the visible fluorescent pyrene (Pyr) moieties to demonstrate conjugation by colocalization of the Vis/NIR fluorescence on the (single) EB-NS level. Next, the same grafting procedure was repeated and validated with carboxyl group (COOH)-containing hydrosilanes. These groups serve as a generic handle for further (bio)functionalization of the EB-NS surface. In this way, folic acid (FA) could be conjugated to EB-NS, allowing the targeting of folic acid receptor-expressing cancer cells. These results highlight the potential of this surface chemistry approach to modify EB-NS, enabling targeted NIR imaging for biomedical applications.
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Affiliation(s)
- Gabriele Selvaggio
- Department of Chemistry, Bochum University, Bochum 44801, Germany.,Institute of Physical Chemistry, University of Göttingen, Göttingen 37077, Germany
| | - Niklas Herrmann
- Institute of Physical Chemistry, University of Göttingen, Göttingen 37077, Germany
| | - Björn Hill
- Department of Chemistry, Bochum University, Bochum 44801, Germany
| | - Rıza Dervişoğlu
- Max-Planck-Institute for Multidisciplinary Sciences, Göttingen 37077, Germany
| | - Sebastian Jung
- Department of Chemistry, Bochum University, Bochum 44801, Germany
| | - Milan Weitzel
- Institute of Physical Chemistry, University of Göttingen, Göttingen 37077, Germany
| | - Meshkat Dinarvand
- Department of Chemistry, Bochum University, Bochum 44801, Germany.,Institute of Physical Chemistry, University of Göttingen, Göttingen 37077, Germany
| | - Dietmar Stalke
- Institute of Inorganic Chemistry, University of Göttingen, Göttingen 37077, Germany
| | - Loren Andreas
- Max-Planck-Institute for Multidisciplinary Sciences, Göttingen 37077, Germany
| | - Sebastian Kruss
- Department of Chemistry, Bochum University, Bochum 44801, Germany.,Institute of Physical Chemistry, University of Göttingen, Göttingen 37077, Germany.,Fraunhofer Institute for Microelectronic Circuits and Systems, Duisburg 47057, Germany.,Center for Nanointegration Duisburg-Essen (CENIDE), Duisburg 47057, Germany
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10
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Chen J, Liu S, Yin L, Cao H, Xi G, Zhang Z, Liu J, Luo R, Han L, Yin Y, Guo J. Non-destructive preservation state estimation of waterlogged archaeological wooden artifacts. SPECTROCHIMICA ACTA. PART A, MOLECULAR AND BIOMOLECULAR SPECTROSCOPY 2023; 285:121840. [PMID: 36115308 DOI: 10.1016/j.saa.2022.121840] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 09/01/2022] [Accepted: 09/02/2022] [Indexed: 06/15/2023]
Abstract
Non-destructive preservation state estimation is an essential prerequisite for the preservation and conservation of waterlogged archaeological wooden artifacts. Herein, Near Infrared (NIR) spectroscopy coupled with orthogonal partial least squares discriminant analysis (OPLS-DA) were applied to assess sixty-four waterlogged archaeological woods collected from seven excavation sites in the period range of 2900 BCE-1912 CE, aiming at developing a non-destructive, accurate and rapid preservation state estimation methodology. The role of non-decayed recent wood of relevant species on preservation state estimation was studied in prior, showing the use of non-decayed recent wood could not improve the predictive ability. Besides, the high variability in terms of chemical structure between archaeological softwoods and archaeological hardwoods did affect the preservation state estimation. Thus, a simple OPLS-DA model of non-destructively distinguishing archaeological hardwoods from softwoods, R2Xcum of 0.659, R2Ycum of 0.836 and Q2cum of 0.763, was established to avoid and overcome destructive approach for wood identification. Then, the well-defined three grouped separations of slightly-decayed, moderately-decayed and severely-decayed waterlogged archaeological woods were revealed in OPLS-DA models, providing R2Xcum of 0.793, R2Ycum of 0.738, Q2cum of 0.680, and R2Xcum of 0.780, R2Ycum of 0.901, Q2cum of 0.870, for waterlogged archaeological hardwoods and waterlogged archaeological softwoods respectively. Potential predictive wood spectral bands were screened and tentatively identified as hydroxyls of crystalline cellulose, acetyl groups of hemicelluloses, C-H bands of lignin, which guaranteed the elimination of non-structural compounds, such as water and inorganic components interference. Furthermore, the developed NIR methodology was validated by an extensively used destructive method consisting of anatomical characteristics, maximum water content and basic density analyses. The results indicated that NIR coupled to chemometrics could non-destructively and accurately predict the preservation states of waterlogged archaeological wooden artifacts and avoid the interference of water and inorganic deposits.
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Affiliation(s)
- Jiabao Chen
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China; Wood Collection of Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China
| | - Shoujia Liu
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China; Wood Collection of Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China
| | - Lijuan Yin
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China; Wood Collection of Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China
| | - Huimin Cao
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China
| | - Guanglan Xi
- National Center of Archaeology, Heping Road No. 21, Beijing 100031, China; Institute of Cultural Heritage and History of Science and Technology, University of Science and Technology Beijing, Xueyuan Road No.30, Beijing 100083, China
| | - Zhiguo Zhang
- National Center of Archaeology, Heping Road No. 21, Beijing 100031, China
| | - Jian'an Liu
- Zhejiang Provincial Institute of Cultural Relics and Archaeology, Jiaogong Road No.71, Hangzhou 310012, Zhejiang, China
| | - Rupeng Luo
- Zhejiang Provincial Institute of Cultural Relics and Archaeology, Jiaogong Road No.71, Hangzhou 310012, Zhejiang, China
| | - Liuyang Han
- Institute of Cultural Heritage and History of Science and Technology, University of Science and Technology Beijing, Xueyuan Road No.30, Beijing 100083, China
| | - Yafang Yin
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China; Wood Collection of Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China
| | - Juan Guo
- Research Institute of Wood Industry, Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China; Wood Collection of Chinese Academy of Forestry, Dongxiaofu No.1, Beijing 100091, China.
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11
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Selvaggio G, Kruss S. Preparation, properties and applications of near-infrared fluorescent silicate nanosheets. NANOSCALE 2022; 14:9553-9575. [PMID: 35766334 DOI: 10.1039/d2nr02967g] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
The layered silicates Egyptian Blue (CaCuSi4O10, EB), Han Blue (BaCuSi4O10, HB) and Han Purple (BaCuSi2O6, HP) are known as historic pigments, but they also possess novel optoelectronic properties with great potential for fundamental research and technology. They fluoresce in the near-infrared (NIR) range and can be exfoliated into two-dimensional (2D) nanomaterials (i.e. nanosheets, NS) which retain the photophysical properties of the bulk materials. These and other characteristics fuel the growing excitement of the scientific community about these materials. EB-, HB- and HP-NS have been used in various applications ranging from smart inks, energy storage, bioimaging, to phototherapy and more. In this review article, we report the fundamental properties of these low-dimensional silicate nanomaterials, discuss applications and outline perspectives for the future.
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Affiliation(s)
| | - Sebastian Kruss
- Department of Chemistry, Bochum University, Bochum, 44801, Germany.
- Fraunhofer Institute for Microelectronic Circuits and Systems, Duisburg, 47057, Germany
- Center for Nanointegration Duisburg-Essen (CENIDE), Duisburg, 47057, Germany
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12
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Nißler R, Ackermann J, Ma C, Kruss S. Prospects of Fluorescent Single-Chirality Carbon Nanotube-Based Biosensors. Anal Chem 2022; 94:9941-9951. [PMID: 35786856 DOI: 10.1021/acs.analchem.2c01321] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Semiconducting single-wall carbon nanotubes (SWCNTs) fluoresce in the near-infrared (NIR), and the emission wavelength depends on their structure (chirality). Interactions with other molecules affect their fluorescence, which has successfully been used for SWCNT-based molecular sensors. So far, most such sensors are assembled from crude mixtures of different SWCNT chiralities, which causes polydisperse sensor responses as well as spectral congestion and limits their performance. The advent of chirality-pure SWCNTs is about to overcome this limitation and paves the way for the next generation of biosensors. Here, we discuss the first examples of chirality-pure SWCNT-based fluorescent biosensors. We introduce routes to such sensors via aqueous two-phase extraction-assisted purification of SWCNTs and highlight the critical interplay between purification and surface modification procedures. Applications include the NIR detection and imaging of neurotransmitters, reactive oxygen species, lipids, bacterial motives, and plant metabolites. Most importantly, we outline a path toward how such monodisperse (chirality-pure) sensors will enable advanced multiplexed sensing with enhanced bioanalytical performance.
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Affiliation(s)
- Robert Nißler
- Nanoparticle Systems Engineering Lab, ETH Zurich, Sonneggstrasse 3, 8092 Zurich, Switzerland.,Laboratory for Particles-Biology Interactions, Swiss Federal Laboratories for Materials Science and Technology, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland.,Department of Chemistry, Bochum University, Universitätsstrasse 150, 44801 Bochum, Germany
| | - Julia Ackermann
- Fraunhofer Institute of Microelectronic Circuits and Systems, Finkenstrasse 61, 47057 Duisburg, Germany
| | - Chen Ma
- Department of Chemistry, Bochum University, Universitätsstrasse 150, 44801 Bochum, Germany
| | - Sebastian Kruss
- Department of Chemistry, Bochum University, Universitätsstrasse 150, 44801 Bochum, Germany.,Fraunhofer Institute of Microelectronic Circuits and Systems, Finkenstrasse 61, 47057 Duisburg, Germany
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13
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Ackermann J, Metternich JT, Herbertz S, Kruss S. Biosensing with Fluorescent Carbon Nanotubes. Angew Chem Int Ed Engl 2022; 61:e202112372. [PMID: 34978752 PMCID: PMC9313876 DOI: 10.1002/anie.202112372] [Citation(s) in RCA: 93] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2021] [Revised: 12/28/2021] [Indexed: 12/23/2022]
Abstract
Biosensors are powerful tools for modern basic research and biomedical diagnostics. Their development requires substantial input from the chemical sciences. Sensors or probes with an optical readout, such as fluorescence, offer rapid, minimally invasive sensing of analytes with high spatial and temporal resolution. The near-infrared (NIR) region is beneficial because of the reduced background and scattering of biological samples (tissue transparency window) in this range. In this context, single-walled carbon nanotubes (SWCNTs) have emerged as versatile NIR fluorescent building blocks for biosensors. Here, we provide an overview of advances in SWCNT-based NIR fluorescent molecular sensors. We focus on chemical design strategies for diverse analytes and summarize insights into the photophysics and molecular recognition. Furthermore, different application areas are discussed-from chemical imaging of cellular systems and diagnostics to in vivo applications and perspectives for the future.
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Affiliation(s)
- Julia Ackermann
- Biomedical NanosensorsFraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
- Department EBSUniversity Duisburg-EssenBismarckstrasse 8147057DuisburgGermany
| | - Justus T. Metternich
- Physical ChemistryRuhr-University BochumUniversitätsstrasse 15044801BochumGermany
- Biomedical NanosensorsFraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
| | - Svenja Herbertz
- Biomedical NanosensorsFraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
| | - Sebastian Kruss
- Physical ChemistryRuhr-University BochumUniversitätsstrasse 15044801BochumGermany
- Biomedical NanosensorsFraunhofer Institute for Microelectronic Circuits and SystemsFinkenstrasse 6147057DuisburgGermany
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14
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Ackermann J, Metternich JT, Herbertz S, Kruss S. Biosensing with Fluorescent Carbon Nanotubes. Angew Chem Int Ed Engl 2022. [DOI: 10.1002/ange.202112372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Julia Ackermann
- Biomedical Nanosensors Fraunhofer Institute for Microelectronic Circuits and Systems Finkenstrasse 61 47057 Duisburg Germany
- Department EBS University Duisburg-Essen Bismarckstrasse 81 47057 Duisburg Germany
| | - Justus T. Metternich
- Physical Chemistry Ruhr-University Bochum Universitätsstrasse 150 44801 Bochum Germany
- Biomedical Nanosensors Fraunhofer Institute for Microelectronic Circuits and Systems Finkenstrasse 61 47057 Duisburg Germany
| | - Svenja Herbertz
- Biomedical Nanosensors Fraunhofer Institute for Microelectronic Circuits and Systems Finkenstrasse 61 47057 Duisburg Germany
| | - Sebastian Kruss
- Physical Chemistry Ruhr-University Bochum Universitätsstrasse 150 44801 Bochum Germany
- Biomedical Nanosensors Fraunhofer Institute for Microelectronic Circuits and Systems Finkenstrasse 61 47057 Duisburg Germany
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15
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Agarwal S, Kallmyer NE, Vang DX, Ramirez AV, Islam MM, Hillier AC, Halverson L, Reuel NF. Single-Walled Carbon Nanotube Probes for the Characterization of Biofilm-Degrading Enzymes Demonstrated against Pseudomonas aeruginosa Extracellular Matrices. Anal Chem 2022; 94:856-865. [PMID: 34939783 PMCID: PMC9150823 DOI: 10.1021/acs.analchem.1c03633] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Hydrolase co-therapies that degrade biofilm extracellular polymeric substances (EPS) allow for a better diffusion of antibiotics and more effective treatment; current methods for quantitatively measuring the enzymatic degradation of EPS are not amendable to high-throughput screening. Herein, we present biofilm EPS-functionalized single-walled carbon nanotube (SWCNT) probes for rapid screening of hydrolytic enzyme selectivity and activity on EPS. The extent of biofilm EPS degradation is quantified by monitoring the quenching of the SWCNT fluorescence. We used this platform to screen 16 hydrolases with varying bond breaking selectivity against a panel of wild-type Pseudomonas aeruginosa and mutants deficient or altered in one or more EPS. Next, we performed concentration-dependent studies of six enzymes on two common strains found in cystic fibrosis (CF) environments and, for each enzyme, extracted three first-order rate constants and their relative contributions by fitting a parallel, multi-site degradation model, with a good model fit (R2 from 0.65 to 0.97). Reaction rates (turnover rates) are dependent on the enzyme concentration and range from 6.67 × 10-11 to 2.80 × 10-3 *s-1 per mg/mL of enzymes. Lastly, we confirmed findings from this new assay using an established crystal-violet staining assay for a subset of hydrolase panels. In summary, our work shows that this modular sensor is amendable to the high-throughput screening of EPS degradation, thereby improving the rate of discovery and development of novel hydrolases.
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Affiliation(s)
- Sparsh Agarwal
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States
| | - Nathaniel E Kallmyer
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States
| | - Dua X Vang
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, Iowa, 50011, United States,Interdepartmental Microbiology Graduate Program, Iowa State University, Ames, Iowa 50011, United States
| | - Alma V Ramirez
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States
| | - Md Monirul Islam
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States
| | - Andrew C Hillier
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States
| | - Larry Halverson
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, Iowa, 50011, United States,Interdepartmental Microbiology Graduate Program, Iowa State University, Ames, Iowa 50011, United States
| | - Nigel F Reuel
- Department of Chemical and Biological Engineering, Iowa State University, Ames, Iowa, 50011, United States,Interdepartmental Microbiology Graduate Program, Iowa State University, Ames, Iowa 50011, United States,Corresponding Author: Prof. Nigel F Reuel, 2114 Sweeney Hall, 618 Bissell Rd, Iowa State University, Ames, IA, 50011, United States, , Ph: 515-294-4592
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