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Morla-Folch J, Ranzenigo A, Fayad ZA, Teunissen AJP. Nanotherapeutic Heterogeneity: Sources, Effects, and Solutions. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2024; 20:e2307502. [PMID: 38050951 PMCID: PMC11045328 DOI: 10.1002/smll.202307502] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 10/30/2023] [Indexed: 12/07/2023]
Abstract
Nanomaterials have revolutionized medicine by enabling control over drugs' pharmacokinetics, biodistribution, and biocompatibility. However, most nanotherapeutic batches are highly heterogeneous, meaning they comprise nanoparticles that vary in size, shape, charge, composition, and ligand functionalization. Similarly, individual nanotherapeutics often have heterogeneously distributed components, ligands, and charges. This review discusses nanotherapeutic heterogeneity's sources and effects on experimental readouts and therapeutic efficacy. Among other topics, it demonstrates that heterogeneity exists in nearly all nanotherapeutic types, examines how nanotherapeutic heterogeneity arises, and discusses how heterogeneity impacts nanomaterials' in vitro and in vivo behavior. How nanotherapeutic heterogeneity skews experimental readouts and complicates their optimization and clinical translation is also shown. Lastly, strategies for limiting nanotherapeutic heterogeneity are reviewed and recommendations for developing more reproducible and effective nanotherapeutics provided.
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Affiliation(s)
- Judit Morla-Folch
- Biomedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Anna Ranzenigo
- Biomedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Zahi Adel Fayad
- Biomedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
| | - Abraham Jozef Petrus Teunissen
- Biomedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA
- Cardiovascular Research Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
- Icahn Genomics Institute, Icahn School of Medicine at Mount Sinai, New York, NY, 10029, USA
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Zhou X, Liu X, Zhao H, Guo G, Jiang X, Liu S, Sun X, Yang H. Research advances in microfluidic collection and detection of virus, bacterial, and fungal bioaerosols. Mikrochim Acta 2024; 191:132. [PMID: 38351367 DOI: 10.1007/s00604-024-06213-7] [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: 09/20/2023] [Accepted: 01/14/2024] [Indexed: 02/16/2024]
Abstract
Bioaerosols are airborne suspensions of fine solid or liquid particles containing biological substances such as viruses, bacteria, cellular debris, fungal spores, mycelium, and byproducts of microbial metabolism. The global Coronavirus disease 2019 (COVID-19) pandemic and the previous emergence of severe acute respiratory syndrome (SARS), Middle East respiratory syndrome (MERS), and influenza have increased the need for reliable and effective monitoring tools for bioaerosols. Bioaerosol collection and detection have aroused considerable attention. Current bioaerosol sampling and detection techniques suffer from long response time, low sensitivity, and high costs, and these drawbacks have forced the development of novel monitoring strategies. Microfluidic technique is considered a breakthrough for high performance analysis of bioaerosols. In recent years, several emerging methods based on microfluidics have been developed and reported for collection and detection of bioaerosols. The unique advantages of microfluidic technique have enabled the integration of bioaerosol collection and detection, which has a higher efficiency over conventional methods. This review focused on the research progress of bioaerosol collection and detection methods based on microfluidic techniques, with special attention on virus aerosols and bacterial aerosols. Different from the existing reviews, this work took a unique perspective of the targets to be collected and detected in bioaerosols, which would provide a direct index of bioaerosol categories readers may be interested in. We also discussed integrated microfluidic monitoring system for bioaerosols. Additionally, the application of bioaerosol detection in biomedicine was presented. Finally, the current challenges in the field of bioaerosol monitoring are presented and an outlook given of future developments.
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Affiliation(s)
- Xinyue Zhou
- Department of Respiratory Medicine, The Fourth Hospital of China Medical University, No. 4, Chongshan East Road, Huanggu District, Shenyang, 110032, Liaoning, China
| | - Xin Liu
- Department of Respiratory Medicine, The Fourth Hospital of China Medical University, No. 4, Chongshan East Road, Huanggu District, Shenyang, 110032, Liaoning, China
| | - Haiyang Zhao
- Teaching Center for Basic Medical Experiment, China Medical University, No.77, Puhe Road, Shenyang, 110122, Liaoning Province, China
| | - Guanqi Guo
- Teaching Center for Basic Medical Experiment, China Medical University, No.77, Puhe Road, Shenyang, 110122, Liaoning Province, China
| | - Xiran Jiang
- School of Intelligent Medicine, China Medical University, No.77, Puhe Road, Shenyang, 110122, Liaoning Province, China.
| | - Shuo Liu
- Department of Respiratory Medicine, The Fourth Hospital of China Medical University, No. 4, Chongshan East Road, Huanggu District, Shenyang, 110032, Liaoning, China.
| | - Xiaoting Sun
- School of Forensic Medicine, China Medical University, No.77, Puhe Road, Shenyang, 110122, Liaoning Province, China.
| | - Huazhe Yang
- School of Intelligent Medicine, China Medical University, No.77, Puhe Road, Shenyang, 110122, Liaoning Province, China.
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Baker M, Gollier F, Melzer JE, McLeod E. Lensfree Air-Quality Monitoring of Fine and Ultrafine Particulate Matter Using Vapor-Condensed Nanolenses. ACS APPLIED NANO MATERIALS 2023; 6:11166-11174. [PMID: 37744874 PMCID: PMC10516119 DOI: 10.1021/acsanm.3c01154] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/15/2023] [Accepted: 05/31/2023] [Indexed: 09/26/2023]
Abstract
Current commercial air-quality monitoring devices lack a large dynamic range, especially at the small, ultrafine size scale. Furthermore, there is a low density of air-quality monitoring stations, reducing the precision with which local particulate matter hazards can be tracked. Here, we show a low-cost, lensfree, and portable air-quality monitoring device (LPAQD) that can detect and measure micron-sized particles down to 100 nm-sized particles, with the capability to track and measure particles in real time throughout a day and the ability to accurately measure particulate matter densities as low as 3 μg m-3. A vapor-condensed film is deposited onto the coverslip used to collect particles before the LPAQD is deployed at outdoor monitoring sites. The vapor-condensed film increases the scattering cross section of particles smaller than the pixel size, enabling the sub-pixel and sub-diffraction-limit-sized particles to be detected. The high dynamic range, low cost, and portability of this device can enable citizens to monitor their own air quality to hopefully impact user decisions that reduce the risk for particulate matter-related diseases.
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Affiliation(s)
- Maryam Baker
- University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona 85721, United States
| | - Florian Gollier
- University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona 85721, United States
| | - Jeffrey E. Melzer
- University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona 85721, United States
| | - Euan McLeod
- University of Arizona, Wyant College of Optical Sciences, Tucson, Arizona 85721, United States
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Chen X, Lv H. Intelligent control of nanoparticle synthesis on microfluidic chips with machine learning. NPG ASIA MATERIALS 2022; 14:69. [DOI: 10.1038/s41427-022-00416-1] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/14/2022] [Revised: 07/05/2022] [Accepted: 07/07/2022] [Indexed: 01/12/2025]
Abstract
AbstractNanoparticles play irreplaceable roles in optoelectronic sensing, medical therapy, material science, and chemistry due to their unique properties. There are many synthetic pathways used for the preparation of nanoparticles, and different synthetic pathways can produce nanoparticles with different properties. Therefore, it is crucial to control the properties of nanoparticles precisely to impart the desired functions. In general, the properties of nanoparticles are influenced by their sizes and morphologies. Current technology for the preparation of nanoparticles on microfluidic chips requires repeated experimental debugging and significant resources to synthesize nanoparticles with precisely the desired properties. Machine learning-assisted synthesis of nanoparticles is a sensible choice for addressing this challenge. In this paper, we review many recent studies on syntheses of nanoparticles assisted by machine learning. Moreover, we describe the working steps of machine learning, the main algorithms, and the main ways to obtain datasets. Finally, we discuss the current problems of this research and provide an outlook.
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Li L, Chen A, Deng T, Zeng J, Xu F, Yan S, Wang S, Cheng W, Zhu M, Xu W. A Simple Optical Aerosol Sensing Method of Sauter Mean Diameter for Particulate Matter Monitoring. BIOSENSORS 2022; 12:436. [PMID: 35884239 PMCID: PMC9312855 DOI: 10.3390/bios12070436] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/16/2022] [Revised: 06/15/2022] [Accepted: 06/17/2022] [Indexed: 06/15/2023]
Abstract
Mass concentration is a commonly used but insufficient metric to evaluate the particulate matter (PM) exposure hazard. Recent studies have declared that small particles have more serious impacts on human health than big particles given the same mass concentration. However, state-of-the-art PM sensors cannot provide explicit information of the particle size for further analysis. In this work, we adopt Sauter mean diameter (SMD) as a key metric to reflect the particle size besides the mass concentration. To measure SMD, an effective optical sensing method and a proof-of-concept prototype sensor are proposed by using dual wavelengths technology. In the proposed method, a non-linear conversion model is developed to improve the SMD measurement accuracy for aerosol samples of different particle size distributions and reflective indices based on multiple scattering channels. In the experiment of Di-Ethyl-Hexyl-Sebacate (DEHS) aerosols, the outputs of our prototype sensor demonstrated a good agreement with existing laboratory reference instruments with maximum SMD measurement error down to 7.04%. Furthermore, the simplicity, feasibility and low-cost features of this new method present great potential for distributed PM monitoring, to support sophisticated human exposure hazard assessment.
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Affiliation(s)
- Liangbo Li
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Ang Chen
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Tian Deng
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
- Hubei Key Laboratory of Smart Internet Technology, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Jin Zeng
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Feifan Xu
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Shu Yan
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Shu Wang
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
| | - Wenqing Cheng
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
- Hubei Key Laboratory of Smart Internet Technology, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Ming Zhu
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
- Hubei Key Laboratory of Smart Internet Technology, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Wenbo Xu
- School of Electronic Information and Communications, Huazhong University of Science and Technology, Wuhan 430074, China; (L.L.); (A.C.); (T.D.); (J.Z.); (F.X.); (S.Y.); (S.W.); (W.C.); (M.Z.)
- Hubei Key Laboratory of Smart Internet Technology, Huazhong University of Science and Technology, Wuhan 430074, China
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Fattahi Z, Hasanzadeh M. Nanotechnology-assisted microfluidic systems platform for chemical and bioanalysis. Trends Analyt Chem 2022. [DOI: 10.1016/j.trac.2022.116637] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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Ling X, Yan Z, Liu Y, Lu G. Transport of nanoparticles in porous media and its effects on the co-existing pollutants. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2021; 283:117098. [PMID: 33857878 DOI: 10.1016/j.envpol.2021.117098] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 03/17/2021] [Accepted: 04/04/2021] [Indexed: 06/12/2023]
Abstract
Nanomaterials are widely used in daily life owing to their superior characteristics. The release and transport of nanoparticles (NPs) in the environment is inevitable during their entire life cycle, posing a risk to the aquatic environment. Thus, considerable attention has been focused on the fate and behavior of NPs in porous media, as well as the co-transport of NPs with other pollutants. In this review, current knowledge about the retention and transport behavior of NPs in porous media is summarized. NP transport in porous media is dominated by various internal and external factors, including the characteristics of NPs, porous media, and water flow. Generally, NPs with high density, small particle size, and surface coating are easily transported in porous media with the characteristics of large size, smooth surface, and low water saturation. Meanwhile, high pH and velocity, low temperature, and natural organic matter-containing fluids are also conducive to NP transport. Aggregation, adsorption, straining, and blocking are the primary mechanisms by which NPs affect the transport of co-existing pollutants in porous media. Current research on NP transport has been performed predominantly using modal porous media (e.g., sand and glass beads); however, there is a large gap between simulated and natural porous media. Further studies should focus on the transport, fate, and interaction of NPs and coexistent pollutants in natural porous media, as well as the coupling mechanisms under actual environmental conditions.
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Affiliation(s)
- Xin Ling
- Key Laboratory of Integrated Regulation and Resources Development on Shallow Lakes of Ministry of Education, College of Environment, Hohai University, Nanjing, 210098, China
| | - Zhenhua Yan
- Key Laboratory of Integrated Regulation and Resources Development on Shallow Lakes of Ministry of Education, College of Environment, Hohai University, Nanjing, 210098, China.
| | - Yuxuan Liu
- Key Laboratory of Integrated Regulation and Resources Development on Shallow Lakes of Ministry of Education, College of Environment, Hohai University, Nanjing, 210098, China
| | - Guanghua Lu
- Key Laboratory of Integrated Regulation and Resources Development on Shallow Lakes of Ministry of Education, College of Environment, Hohai University, Nanjing, 210098, China
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Bertke M, Kirsch I, Uhde E, Peiner E. Ultrafine Aerosol Particle Sizer Based on Piezoresistive Microcantilever Resonators with Integrated Air-Flow Channel. SENSORS (BASEL, SWITZERLAND) 2021; 21:3731. [PMID: 34072041 PMCID: PMC8199094 DOI: 10.3390/s21113731] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 05/21/2021] [Accepted: 05/24/2021] [Indexed: 01/11/2023]
Abstract
To monitor airborne nano-sized particles (NPs), a single-chip differential mobility particle sizer (DMPS) based on resonant micro cantilevers in defined micro-fluidic channels (µFCs) is introduced. A size bin of the positive-charged fraction of particles herein is separated from the air stream by aligning their trajectories onto the cantilever under the action of a perpendicular electrostatic field of variable strength. We use previously described µFCs and piezoresistive micro cantilevers (PMCs) of 16 ng mass fabricated using micro electro mechanical system (MEMS) technology, which offer a limit of detection of captured particle mass of 0.26 pg and a minimum detectable particulate mass concentration in air of 0.75 µg/m3. Mobility sizing in 4 bins of a nebulized carbon aerosol NPs is demonstrated based on finite element modelling (FEM) combined with a-priori knowledge of particle charge state. Good agreement of better than 14% of mass concentration is observed in a chamber test for the novel MEMS-DMPS vs. a simultaneously operated standard fast mobility particle sizer (FMPS) as reference instrument. Refreshing of polluted cantilevers is feasible without de-mounting the sensor chip from its package by multiply purging them alternately in acetone steam and clean air.
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Affiliation(s)
- Maik Bertke
- Institute for Semiconductor Technology and Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Hans-Sommer-Str. 66/Langer Kamp 6a, 38106 Braunschweig, Germany;
| | - Ina Kirsch
- Fraunhofer Wilhelm-Klauditz-Institut (WKI), Bienroder Weg 54E, 38106 Braunschweig, Germany; (I.K.); (E.U.)
| | - Erik Uhde
- Fraunhofer Wilhelm-Klauditz-Institut (WKI), Bienroder Weg 54E, 38106 Braunschweig, Germany; (I.K.); (E.U.)
| | - Erwin Peiner
- Institute for Semiconductor Technology and Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Hans-Sommer-Str. 66/Langer Kamp 6a, 38106 Braunschweig, Germany;
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