| Literature DB >> 28465615 |
Heng Lu1, Ouriel Caen1, Jeremy Vrignon2, Eleonora Zonta1, Zakaria El Harrak1, Philippe Nizard1, Jean-Christophe Baret3, Valérie Taly4.
Abstract
Droplet-based microfluidics is extensively and increasingly used for high-throughput single-cell studies. However, the accuracy of the cell counting method directly impacts the robustness of such studies. We describe here a simple and precise method to accurately count a large number of adherent and non-adherent human cells as well as bacteria. Our microfluidic hemocytometer provides statistically relevant data on large populations of cells at a high-throughput, used to characterize cell encapsulation and cell viability during incubation in droplets.Entities:
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Year: 2017 PMID: 28465615 PMCID: PMC5431057 DOI: 10.1038/s41598-017-01454-4
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Schematic representation of the cell counting procedure. eGFP-transformed E. coli cells were encapsulated in droplets. (a) Fluorescent images of red coded droplets encapsulating E. coli cells at λ = 2 (mean cell per droplet ratio). Scale bar: 30 µm. Corresponding time sequence of red and green fluorescence signals is shown in (b). Dashed black rectangle encloses a signal sample corresponding to a droplet chosen as an example to illustrate the signal processing analysis. (c) The signal processing method is schematized in the black box. Briefly, each droplet is identified by applying a droplet threshold on the red fluorescence channel. The green fluorescence channel was then filtered within each droplet, and a first order differential is applied to identify the local maximal values. A cell threshold (grey line) is eventually applied to identify cells. The number of cells per droplet is then enumerated as signal peaks (orange) within the interval of each droplet. An exhaustive description of the process can be found in Supplementary Fig. S1.
Figure 2Counting of E. coli cells. Bright field image (a) and fluorescence image (b) of eGFP transformed E. coli cells encapsulated in droplets. The droplets were labeled by adding the soluble dye Sulforhodamine-B in the aqueous phase. Scale bar: 30 µm. (c–g) From left to right: time sequences of red and green fluorescence signals, histograms of the green fluorescence signal depicting negative and positive cell count events, and cell distribution in droplets (mean ± s.d for n = 3 (c–e) and n = 2 (f,g)); Poisson fit is plotted as a straight line). (c) Cell density was adjusted to 2 × 106 cells/mL such that expected theoretical cell to droplet ratio (λtheo) is λtheo = 0.1 (given that droplet’s volume is 14 pL). On average 19,698 ± 3,911 cells were counted out of 175,254 ± 36,027 droplets resulting an experimental cell to droplet ratio (λexp) λexp = 0.11 ± 0.02. Cell distribution fitted λfit = 0.1 ± (1 × 10−3) with R2 = 0.99 (R: coefficient of determination). (d) Cell density was adjusted to 1.05 × 107 cells/mL such that λtheo = 0.5 is expected. On average 108,486 ± 15,084 cells were counted out of 195,886 ± 57,982 droplets resulting in λexp = 0.55 ± 0.08. Cell distribution fitted λfit = 0.62 ± (4 × 10−2) with R2 = 0.99. (e) Cell density was adjusted to 2.1 × 107 cells/mL such that λtheo = 1 is expected. On average 180,206 ± 25,995 cells were counted out of 228,015 ± 98,897 droplets resulting in λexp = 0.79 ± 0.11. Cell distribution fitted λfit = 0.9 ± 0.07 with R2 = 0.97. (f) Cell density was adjusted to 1.05 × 108 cells/mL such that λtheo = 2 is expected. On average 286,374 ± 25,382 cells were counted out of 200,850 ± 14,296 droplets resulting in λexp = 1.43 ± 0.13. Cell distribution fitted λfit = 1.57 ± 0.15 with R2 = 0.91. (g) Cell density was adjusted to 4.2 × 108 cells/mL such that λtheo = 5 is expected. On average 731,518 ± 102,214 cells were counted out of 179,058 ± 16,523 droplets resulting in λexp = 4.08 ± 0.57. Cell distribution fitted λfit = 4.2 ± 0.22 with R2 = 0.9.
Figure 3Counting of human cells. Bright field image (a) and fluorescence image (b) of HL60 cells encapsulated in droplets. Droplets were labeled by adding the soluble dye Sulforhodamine-B in the aqueous phase. Scale bar: 100 µm. (c) Distribution of HL60 cells in droplets (mean ± s.d for n = 3; Poisson fit is plotted as a straight line). Green triangles. Cell density was adjusted to 2 × 105 cells/mL such that expected theoretical cell to droplet ratio (λtheo) is λtheo = 0.1 (given that droplet’s volume is 500 pL). Cell distribution fitted λfit = 0.1 ± (7.4 × 10−4) with R2 = 0.99. Red circles. Cell density was adjusted to 106 cells/mL such that λtheo = 0.5. Cell distribution fitted λfit = 0.56 ± 0.01 with R2 = 0.99. Blue squares. Cell density was adjusted to 2 × 106 cells/mL such that λtheo = 1. Cell distribution fitted λfit = 0.96 ± 0.01 with R2 = 0.98. (d) Distribution of H1975 cells in droplets (mean ± s.d for n = 3; Poisson fit is plotted as a straight line). Green triangles. Cell density was adjusted to 2 × 105 cells/mL such that λtheo = 0.1. Cell distribution fitted λfit = 0.1 ± 0.006 with R2 = 0.99. Red circles. Cell density was adjusted to 106 cells/mL such that λtheo = 0.5. Cell distribution fitted λfit = 0.44 ± 0.006 with R2 = 0.99. Blue squares. Cell density was adjusted to 2 × 106 cells/mL such that λtheo = 1. Cell distribution fitted λfit = 1 ± 0.02 with R2 = 0.99.
Figure 4Cell viability. (a) Schematic representation of the microfluidic workflow used for the characterization of H1975 and HL60 cells viability in droplets. Cells were encapsulated in droplets with medium and incubated for 72 hours. A fluorogenic assay (Calcein-AM) was then injected in each droplet allowing the fluorescent detection of the droplets containing living cells. (b) Image of the electro-microfluidic injection system. The white arrow indicates the droplet flow direction. The green arrow indicates the presence of a cell. When the droplet passes by the injection arm, it is locally destabilized by applying an electric field. The field ruptures the film separating the droplet and reagent, allowing the reagent to be injected. Scale bar: 100 µm. (c–e) Green fluorescence histograms depicting negative (black) and positive (red) cell count events. (c) Signal recorded at cell encapsulation with the fluorogenic assay added in bulk. 9,150 cells were counted out of 56,567 droplets resulting in λ = 0.16. Inset shows cell distribution with Poisson fit as a straight line: λfit = 0.17 ± 0.004 with R2 = 0.99. (d) Signal recorded 72 hours after cell encapsulation. 13,865 cells were counted out of 105,781 droplets resulting in λ = 0.13. Inset: λfit = 0.14 ± 0.002 with R2 = 0.99. (e) Signal recorded at encapsulation with the fluorogenic assay added drop-by-drop using the electro-microfluidic device. 8,127 cells were counted out of 51,054 droplets resulting in λ = 0.16. Inset: λfit = 0.17 ± 0.004 with R2 = 0.99. (f) HL60 and H1975 conditional viability following 72 hours of incubation in droplets. HL60: λt=72h/λt=0h = 0.61 ± 0.07 (mean ± s.d, n = 2). H1975: λt=72h/λt=0h = 0.77 ± 0.04 (mean ± s.d, n = 3).