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1.
Phys Fluids (1994) ; 33(8): 087118, 2021 Aug.
Article En | MEDLINE | ID: mdl-34552314

The COVID-19 pandemic has led to many countries oscillating between various states of lock-down as they seek to balance keeping the economy and essential services running and minimizing the risk of further transmission. Decisions are made about which activities to keep open across a range of social settings and venues guided only by ad hoc heuristics regarding social distancing and personal hygiene. Hence, we propose the dual use of computational fluid dynamic simulations and surrogate aerosol measurements for location-specific assessment of risk of infection across different real-world settings. We propose a 3-tiered risk assessment scheme to facilitate classification of scenarios into risk levels based on simulations and experiments. Threshold values of <54 and >840 viral copies and <5% and >40% of original aerosol concentration are chosen to stratify low, medium, and high risk. This can help prioritize allowable activities and guide implementation of phased lockdowns or re-opening. Using a public bus in Singapore as a case study, we evaluate the relative risk of infection across scenarios such as different activities and passenger positions and demonstrate the effectiveness of our risk assessment methodology as a simple and easily interpretable framework. For example, this study revealed that the bus's air-conditioning greatly influences dispersion and increases the risk of certain seats and that talking can result in similar relative risk to coughing for passengers around an infected person. Both numerical and experimental approaches show similar relative risk levels with a Spearman's correlation coefficient of 0.74 despite differing observables, demonstrating applicability of this risk assessment methodology to other scenarios.

2.
Research (Wash D C) ; 2021: 2173642, 2021.
Article En | MEDLINE | ID: mdl-33655212

Small-sized droplets/aerosol transmission is one of the factors responsible for the spread of COVID-19, in addition to large droplets and surface contamination (fomites). While large droplets and surface contamination can be relatively easier to deal with (i.e., using mask and proper hygiene measures), aerosol presents a different challenge due to their ability to remain airborne for a long time. This calls for mitigation solutions that can rapidly eliminate the airborne aerosol. Pre-COVID-19, air ionizers have been touted as effective tools to eliminate small particulates. In this work, we sought to evaluate the efficacy of a novel plant-based ionizer in eliminating aerosol. It was found that factors such as the ion concentration, humidity, and ventilation can drastically affect the efficacy of aerosol removal. The aerosol removal rate was quantified in terms of ACH (air changes per hour) and CADR- (clean air delivery rate-) equivalent unit, with ACH as high as 12 and CADR as high as 141 ft3/minute being achieved by a plant-based ionizer in a small isolated room. This work provides an important and timely guidance on the effective deployment of ionizers in minimizing the risk of COVID-19 spread via airborne aerosol, especially in a poorly-ventilated environment.

3.
Nat Biomed Eng ; 2(9): 696-705, 2018 09.
Article En | MEDLINE | ID: mdl-30505627

The detection and analysis of rare blood biomarkers is necessary for early diagnosis of cancer and to facilitate the development of tailored therapies. However, current methods for the isolation of circulating tumour cells (CTCs) or nucleic acids present in a standard clinical sample of only 5-10 ml of blood provide inadequate yields for early cancer detection and comprehensive molecular profiling. Here, we report the development of a flexible magnetic wire that can retrieve rare biomarkers from the subject's blood in vivo at a much higher yield. The wire is inserted and removed through a standard intravenous catheter and captures biomarkers that have been previously labelled with injected magnetic particles. In a proof-of-concept experiment in a live porcine model, we demonstrate the in vivo labelling and single-pass capture of viable model CTCs in less than 10 s. The wire achieves capture efficiencies that correspond to enrichments of 10-80 times the amount of CTCs in a 5-ml blood draw, and 500-5,000 times the enrichments achieved using the commercially available Gilupi CellCollector.

4.
PLoS One ; 12(11): e0188510, 2017.
Article En | MEDLINE | ID: mdl-29186152

Single-cell characterization techniques, such as mRNA-seq, have been applied to a diverse range of applications in cancer biology, yielding great insight into mechanisms leading to therapy resistance and tumor clonality. While single-cell techniques can yield a wealth of information, a common bottleneck is the lack of throughput, with many current processing methods being limited to the analysis of small volumes of single cell suspensions with cell densities on the order of 107 per mL. In this work, we present a high-throughput full-length mRNA-seq protocol incorporating a magnetic sifter and magnetic nanoparticle-antibody conjugates for rare cell enrichment, and Smart-seq2 chemistry for sequencing. We evaluate the efficiency and quality of this protocol with a simulated circulating tumor cell system, whereby non-small-cell lung cancer cell lines (NCI-H1650 and NCI-H1975) are spiked into whole blood, before being enriched for single-cell mRNA-seq by EpCAM-functionalized magnetic nanoparticles and the magnetic sifter. We obtain high efficiency (> 90%) capture and release of these simulated rare cells via the magnetic sifter, with reproducible transcriptome data. In addition, while mRNA-seq data is typically only used for gene expression analysis of transcriptomic data, we demonstrate the use of full-length mRNA-seq chemistries like Smart-seq2 to facilitate variant analysis of expressed genes. This enables the use of mRNA-seq data for differentiating cells in a heterogeneous population by both their phenotypic and variant profile. In a simulated heterogeneous mixture of circulating tumor cells in whole blood, we utilize this high-throughput protocol to differentiate these heterogeneous cells by both their phenotype (lung cancer versus white blood cells), and mutational profile (H1650 versus H1975 cells), in a single sequencing run. This high-throughput method can help facilitate single-cell analysis of rare cell populations, such as circulating tumor or endothelial cells, with demonstrably high-quality transcriptomic data.


High-Throughput Nucleotide Sequencing/methods , RNA, Messenger/genetics , Cell Line, Tumor , Gene Expression Profiling , Humans , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Mutation
5.
Methods Mol Biol ; 1634: 153-162, 2017.
Article En | MEDLINE | ID: mdl-28819848

Circulating tumor cells (CTCs) are currently widely studied for their potential application as part of a liquid biopsy. These cells are shed from the primary tumor into the circulation, and are postulated to provide insight into the molecular makeup of the actual tumor in a minimally invasive manner. However, they are extremely rare in blood, with typical concentrations of 1-100 in a milliliter of blood; hence, a need exists for a rapid and high-purity method for isolating CTCs from whole blood. Here, we describe the application of a microfabricated magnetic sifter toward isolation of CTCs from whole blood at volumetric flow rates of 10 mL/h, along with the use of a PDMS-based nanowell system for single-cell gene expression profiling. This method allows rapid isolation of CTCs and subsequent integration with downstream genetic profiling methods for clinical applications such as targeted therapy, therapy monitoring, or further biological studies.


Cell Separation/methods , Filtration/methods , Gene Expression Regulation, Neoplastic , Lung Neoplasms/diagnosis , Neoplastic Cells, Circulating/pathology , Single-Cell Analysis/methods , Cell Line, Tumor , Cell Separation/instrumentation , Cell Size , Dimethylpolysiloxanes/chemistry , Equipment Design , Filtration/instrumentation , Gene Expression Profiling , Humans , Lung Neoplasms/blood , Lung Neoplasms/pathology , Magnetite Nanoparticles/chemistry , Magnets , Nanopores , Neoplastic Cells, Circulating/metabolism , Nylons/chemistry , Rheology , Single-Cell Analysis/instrumentation
6.
Mol Cell Oncol ; 4(2): e1289295, 2017.
Article En | MEDLINE | ID: mdl-28401190

Numerous techniques for isolating circulating tumor cells (CTCs) have been developed. Concurrently, single-cell techniques that can reveal molecular components of CTCs have become widely available. We discuss how the combination of isolation and multigene profiling of single CTCs in our platform can facilitate eventual translation to the clinic.

7.
Stem Cells Transl Med ; 6(1): 151-160, 2017 01.
Article En | MEDLINE | ID: mdl-28170185

Clinical translation of cell-based strategies for tissue regeneration remains challenging because survival of implanted cells within hostile, hypoxic wound environments is uncertain. Overexpression of B-cell lymphoma 2 (Bcl-2) has been shown to inhibit apoptosis in implanted cells. The present study describes an "off the shelf" prefabricated scaffold integrated with magnetic nanoparticles (MNPs) used to upregulate Bcl-2 expression in implanted adipose-derived stromal cells for bone regeneration. Iron oxide cores were sequentially coated with branched polyethyleneimine, minicircle plasmid encoding green fluorescent protein and Bcl-2, and poly-ß-amino ester. Through in vitro assays, increased osteogenic potential and biological resilience were demonstrated in the magnetofected group over control and nucleofected groups. Similarly, our in vivo calvarial defect study showed that magnetofection had an efficiency rate of 30%, which in turn resulted in significantly more healing compared with control group and nucleofected group. Our novel, prefabricated MNP-integrated scaffold allows for in situ postimplant temporospatial control of cell transfection to augment bone regeneration. Stem Cells Translational Medicine 2017;6:151-160.


Bone Regeneration , Magnetite Nanoparticles/chemistry , Proto-Oncogene Proteins c-bcl-2/metabolism , Up-Regulation , Adipose Tissue/cytology , Adult , Animals , Cell Survival , Gene Expression Regulation , Humans , Magnetic Fields , Male , Mice , Middle Aged , Osteogenesis/genetics , Stromal Cells/cytology , Stromal Cells/transplantation , Tissue Scaffolds/chemistry
8.
Proc Natl Acad Sci U S A ; 113(52): E8379-E8386, 2016 12 27.
Article En | MEDLINE | ID: mdl-27956614

Circulating tumor cells (CTCs) are established cancer biomarkers for the "liquid biopsy" of tumors. Molecular analysis of single CTCs, which recapitulate primary and metastatic tumor biology, remains challenging because current platforms have limited throughput, are expensive, and are not easily translatable to the clinic. Here, we report a massively parallel, multigene-profiling nanoplatform to compartmentalize and analyze hundreds of single CTCs. After high-efficiency magnetic collection of CTC from blood, a single-cell nanowell array performs CTC mutation profiling using modular gene panels. Using this approach, we demonstrated multigene expression profiling of individual CTCs from non-small-cell lung cancer (NSCLC) patients with remarkable sensitivity. Thus, we report a high-throughput, multiplexed strategy for single-cell mutation profiling of individual lung cancer CTCs toward minimally invasive cancer therapy prediction and disease monitoring.


Biomarkers, Tumor/blood , Carcinoma, Non-Small-Cell Lung/blood , Lung Neoplasms/blood , Neoplastic Cells, Circulating , Adult , Aged , Carcinoma, Non-Small-Cell Lung/pathology , Cell Count , Female , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Humans , Leukocyte Common Antigens/blood , Lung Neoplasms/pathology , Male , Microfluidics , Middle Aged , Mutation , Nanotechnology , Reverse Transcriptase Polymerase Chain Reaction , Single-Cell Analysis
9.
Nat Commun ; 7: 12220, 2016 07 22.
Article En | MEDLINE | ID: mdl-27447090

Substantial efforts have been made to understand the interactions between immune checkpoint receptors and their ligands targeted in immunotherapies against cancer. To carefully characterize the complete network of interactions involved and the binding affinities between their extracellular domains, an improved kinetic assay is needed to overcome limitations with surface plasmon resonance (SPR). Here, we present a magneto-nanosensor platform integrated with a microfluidic chip that allows measurement of dissociation constants in the micromolar-range. High-density conjugation of magnetic nanoparticles with prey proteins allows multivalent receptor interactions with sensor-immobilized bait proteins, more closely mimicking natural-receptor clustering on cells. The platform has advantages over traditional SPR in terms of insensitivity of signal responses to pH and salinity, less consumption of proteins and better sensitivities. Using this platform, we characterized the binding affinities of the PD-1-PD-L1/PD-L2 co-inhibitory receptor system, and discovered an unexpected interaction between the two known PD-1 ligands, PD-L1 and PD-L2.


B7-H1 Antigen/metabolism , Magnetics/methods , Nanoparticles/chemistry , Programmed Cell Death 1 Ligand 2 Protein/metabolism , Protein Interaction Mapping , Computer Systems , Humans , Hydrogen-Ion Concentration , Kinetics , Protein Binding , Salinity
10.
Sci Rep ; 5: 11693, 2015 Jun 30.
Article En | MEDLINE | ID: mdl-26123868

Magnetic biosensors have emerged as a sensitive and versatile platform for high performance medical diagnostics. These magnetic biosensors require well-tailored magnetic particles as detection probes, which need to give rise to a large and specific biological signal while showing very low nonspecific binding. This is especially important in wash-free bioassay protocols, which do not require removal of particles before measurement, often a necessity in point of care diagnostics. Here we show that magnetic interactions between magnetic particles and magnetized sensors dramatically impact particle transport and magnetic adhesion to the sensor surfaces. We investigate the dynamics of magnetic particles' biomolecular binding and magnetic adhesion to the sensor surface using microfluidic experiments. We elucidate how flow forces can inhibit magnetic adhesion, greatly diminishing or even eliminating nonspecific signals in wash-free magnetic bioassays, and enhancing signal to noise ratios by several orders of magnitude. Our method is useful for selecting and optimizing magnetic particles for a wide range of magnetic sensor platforms.


Biosensing Techniques , Magnetics , Microfluidic Analytical Techniques/methods , Animals , Biotin/chemistry , Biotin/metabolism , Cattle , Magnetite Nanoparticles/chemistry , Microfluidic Analytical Techniques/instrumentation , Serum Albumin, Bovine/chemistry , Streptavidin/chemistry , Streptavidin/metabolism
11.
Lab Chip ; 14(1): 78-88, 2014 Jan 07.
Article En | MEDLINE | ID: mdl-23969419

Detection and characterization of circulating tumor cells (CTCs) may reveal insights into the diagnosis and treatment of malignant disease. Technologies for isolating CTCs developed thus far suffer from one or more limitations, such as low throughput, inability to release captured cells, and reliance on expensive instrumentation for enrichment or subsequent characterization. We report a continuing development of a magnetic separation device, the magnetic sifter, which is a miniature microfluidic chip with a dense array of magnetic pores. It offers high efficiency capture of tumor cells, labeled with magnetic nanoparticles, from whole blood with high throughput and efficient release of captured cells. For subsequent characterization of CTCs, an assay, using a protein chip with giant magnetoresistive nanosensors, has been implemented for mutational analysis of CTCs enriched with the magnetic sifter. The use of these magnetic technologies, which are separate devices, may lead the way to routine preparation and characterization of "liquid biopsies" from cancer patients.


Cell Separation/methods , Magnetics , Microfluidic Analytical Techniques/methods , Neoplastic Cells, Circulating/metabolism , Antibodies, Immobilized/chemistry , Antibodies, Immobilized/immunology , Antigens, Neoplasm/immunology , Antigens, Neoplasm/metabolism , Carcinoma, Non-Small-Cell Lung/metabolism , Carcinoma, Non-Small-Cell Lung/pathology , Cell Adhesion Molecules/immunology , Cell Adhesion Molecules/metabolism , Cell Line, Tumor , Cell Separation/instrumentation , Epithelial Cell Adhesion Molecule , ErbB Receptors/genetics , ErbB Receptors/immunology , ErbB Receptors/metabolism , Fluorescein-5-isothiocyanate/chemistry , Humans , Keratins/immunology , Keratins/metabolism , Lung Neoplasms/metabolism , Lung Neoplasms/pathology , MCF-7 Cells , Magnetite Nanoparticles/chemistry , Microfluidic Analytical Techniques/instrumentation , Mutation
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