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1.
Proc Natl Acad Sci U S A ; 116(6): 2232-2236, 2019 02 05.
Article in English | MEDLINE | ID: mdl-30674677

ABSTRACT

Circulating tumor cells (CTCs) play a fundamental role in cancer progression. However, in mice, limited blood volume and the rarity of CTCs in the bloodstream preclude longitudinal, in-depth studies of these cells using existing liquid biopsy techniques. Here, we present an optofluidic system that continuously collects fluorescently labeled CTCs from a genetically engineered mouse model (GEMM) for several hours per day over multiple days or weeks. The system is based on a microfluidic cell sorting chip connected serially to an unanesthetized mouse via an implanted arteriovenous shunt. Pneumatically controlled microfluidic valves capture CTCs as they flow through the device, and CTC-depleted blood is returned back to the mouse via the shunt. To demonstrate the utility of our system, we profile CTCs isolated longitudinally from animals over 4 days of treatment with the BET inhibitor JQ1 using single-cell RNA sequencing (scRNA-Seq) and show that our approach eliminates potential biases driven by intermouse heterogeneity that can occur when CTCs are collected across different mice. The CTC isolation and sorting technology presented here provides a research tool to help reveal details of how CTCs evolve over time, allowing studies to credential changes in CTCs as biomarkers of drug response and facilitating future studies to understand the role of CTCs in metastasis.


Subject(s)
Flow Cytometry , Microfluidic Analytical Techniques , Microfluidics , Neoplasms/diagnosis , Neoplasms/metabolism , Neoplastic Cells, Circulating/metabolism , Animals , Biomarkers, Tumor , Cell Line, Tumor , Disease Models, Animal , Flow Cytometry/methods , Gene Expression Profiling/methods , Mice , Microfluidics/methods , Neoplasms/genetics , Neoplastic Cells, Circulating/pathology , Single-Cell Analysis/methods , Transcriptome
2.
Nat Biotechnol ; 34(10): 1052-1059, 2016 Oct.
Article in English | MEDLINE | ID: mdl-27598230

ABSTRACT

Methods to rapidly assess cell growth would be useful for many applications, including drug susceptibility testing, but current technologies have limited sensitivity or throughput. Here we present an approach to precisely and rapidly measure growth rates of many individual cells simultaneously. We flow cells in suspension through a microfluidic channel with 10-12 resonant mass sensors distributed along its length, weighing each cell repeatedly over the 4-20 min it spends in the channel. Because multiple cells traverse the channel at the same time, we obtain growth rates for >60 cells/h with a resolution of 0.2 pg/h for mammalian cells and 0.02 pg/h for bacteria. We measure the growth of single lymphocytic cells, mouse and human T cells, primary human leukemia cells, yeast, Escherichia coli and Enterococcus faecalis. Our system reveals subpopulations of cells with divergent growth kinetics and enables assessment of cellular responses to antibiotics and antimicrobial peptides within minutes.


Subject(s)
Cell Proliferation/drug effects , Cell Proliferation/physiology , Drug Evaluation, Preclinical/instrumentation , High-Throughput Screening Assays/instrumentation , Lab-On-A-Chip Devices , Micro-Electrical-Mechanical Systems/instrumentation , Drug Evaluation, Preclinical/methods , Equipment Design , Equipment Failure Analysis , High-Throughput Screening Assays/methods , Micro-Electrical-Mechanical Systems/methods , Reproducibility of Results , Sensitivity and Specificity , Transducers
3.
J Bacteriol ; 198(1): 168-77, 2016 01 01.
Article in English | MEDLINE | ID: mdl-26483518

ABSTRACT

UNLABELLED: We use a suspended microchannel resonator to characterize the water and small-molecule permeability of Bacillus subtilis spores based on spores' buoyant mass in different solutions. Consistent with previous results, we found that the spore coat is not a significant barrier to small molecules, and the extent to which small molecules may enter the spore is size dependent. We have developed a method to directly observe the exchange kinetics of intraspore water with deuterium oxide, and we applied this method to wild-type spores and a panel of congenic mutants with deficiencies in the assembly or structure of the coat. Compared to wild-type spores, which exchange in approximately 1 s, several coat mutant spores were found to have relatively high water permeability with exchange times below the ∼200-ms temporal resolution of our assay. In addition, we found that the water permeability of the spore correlates with the ability of spores to germinate with dodecylamine and with the ability of TbCl3 to inhibit germination with l-valine. These results suggest that the structure of the coat may be necessary for maintaining low water permeability. IMPORTANCE: Spores of Bacillus species cause food spoilage and disease and are extremely resistant to standard decontamination methods. This hardiness is partly due to spores' extremely low permeability to chemicals, including water. We present a method to directly monitor the uptake of molecules into B. subtilis spores by weighing spores in fluid. The results demonstrate the exchange of core water with subsecond resolution and show a correlation between water permeability and the rate at which small molecules can initiate or inhibit germination in coat-damaged spores. The ability to directly measure the uptake of molecules in the context of spores with known structural or genetic deficiencies is expected to provide insight into the determinants of spores' extreme resistance.


Subject(s)
Bacillus subtilis/metabolism , Spores, Bacterial/metabolism , Water/metabolism , Bacillus subtilis/genetics , Gene Expression Regulation, Bacterial , Mutation , Permeability , Spores, Bacterial/genetics
4.
PLoS Comput Biol ; 10(10): e1003839, 2014 Oct.
Article in English | MEDLINE | ID: mdl-25299941

ABSTRACT

Human red blood cells (RBCs) lose ∼30% of their volume and ∼20% of their hemoglobin (Hb) content during their ∼100-day lifespan in the bloodstream. These observations are well-documented, but the mechanisms for these volume and hemoglobin loss events are not clear. RBCs shed hemoglobin-containing vesicles during their life in the circulation, and this process is thought to dominate the changes in the RBC physical characteristics occurring during maturation. We combine theory with single-cell measurements to investigate the impact of vesiculation on the reduction in volume, Hb mass, and membrane. We show that vesicle shedding alone is sufficient to explain membrane losses but not volume or Hb losses. We use dry mass measurements of human RBCs to validate the models and to propose that additional unknown mechanisms control volume and Hb reduction and are responsible for ∼90% of the observed reduction. RBC population characteristics are used in the clinic to monitor and diagnose a wide range of conditions including malnutrition, inflammation, and cancer. Quantitative characterization of cellular maturation processes may help in the early detection of clinical conditions where maturation patterns are altered.


Subject(s)
Erythrocyte Volume/physiology , Erythrocytes/cytology , Erythrocytes/physiology , Hemoglobins/physiology , Computational Biology , Cytoplasmic Vesicles , Humans
5.
Lab Chip ; 11(24): 4174-80, 2011 Dec 21.
Article in English | MEDLINE | ID: mdl-22038401

ABSTRACT

We present two methods by which single cells can be mechanically trapped and continuously monitored within the suspended microchannel resonator (SMR) mass sensor. Since the fluid surrounding the trapped cell can be quickly and completely replaced on demand, our methods are well suited for measuring changes in cell size and growth in response to drugs or other chemical stimuli. We validate our methods by measuring the density of single polystyrene beads and Saccharomyces cerevisiae yeast cells with a precision of approximately 10(-3) g cm(-3), and by monitoring the growth of single mouse lymphoblast cells before and after drug treatment.


Subject(s)
Microfluidic Analytical Techniques/instrumentation , Animals , Cell Line , Cell Size , Mice , Molecular Weight , Polystyrenes/chemistry , Saccharomyces cerevisiae/chemistry
6.
Nat Methods ; 7(5): 387-90, 2010 May.
Article in English | MEDLINE | ID: mdl-20383132

ABSTRACT

We used a suspended microchannel resonator (SMR) combined with picoliter-scale microfluidic control to measure buoyant mass and determine the 'instantaneous' growth rates of individual cells. The SMR measures mass with femtogram precision, allowing rapid determination of the growth rate in a fraction of a complete cell cycle. We found that for individual cells of Bacillus subtilis, Escherichia coli, Saccharomyces cerevisiae and mouse lymphoblasts, heavier cells grew faster than lighter cells.


Subject(s)
Cell Enlargement , Microfluidic Analytical Techniques/methods , Animals , Bacillus subtilis/growth & development , Cell Cycle , Escherichia coli/growth & development , Lymphocytes/physiology , Mice , Microfluidic Analytical Techniques/instrumentation , Saccharomyces cerevisiae/growth & development
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