Journal: Drug Delivery
Article Title: Machine learning-assisted design of immunomodulatory lipid nanoparticles for delivery of mRNA to repolarize hyperactivated microglia
doi: 10.1080/10717544.2025.2465909
Figure Lengend Snippet: Validation of ML prediction on LPS-activated BV2 cells. (A) Fluorescence microscopy images of LPS-activated BV2 cells transfected with eGFP mRNA 24 h post-transfection. The top row shows bright-field images, while the bottom row displays fluorescent images captured using a fluorescence microscope (20X magnification, scale bar: 50 μm). LNP2 and HA-LNP2 are the same formulations used to validate the machine learning prediction. Lipofectamine MMAX was used as a control with the same mRNA dosage (final mRNA concentration of 2 μg/ml). (B) Normalized mean fluorescence intensity (MFI) after transfection with eGFP mRNA, quantified using ImageJ analysis, with lipofectamine MMax as a positive control. The sample sizes for both LNP and HA-LNP libraries are n = 108. (C) Blocking (competition) assay to evaluate the CD44 targeting capability of HA-LNP formulations. The MC3:DOPE:Chol:DMG-PEG2000 (40:20:38.5:1.5) formulation with an N/P ratio of 8 (final mRNA concentration of 2 μg/ml) was used to transfect LPS-activated BV2 cells under two conditions: Top row) BV2 cells treated with HA solution, bottom row) BV2 cells without blocking. Four hours post-transfection with Cy5-mRNA (red), cells were fixed, and the nucleus (DAPI) and F-actin (phalloidin, green) were stained to visualize the internalized mRNA (red). The immunostaining images were captured using a confocal microscope (63X magnification, scale bar: 10 μm). (D) Average bar plot illustrating the percentage of BV2 cell viability as determined by the MTT assay for various LNP groups (mean ± SD) and HA-LNP (mean ± SD), including controls: blank BV2 cells, naked mRNA, and commercial LipofectamineMMAX carrier encapsulated mRNA (mean ± SD). The mRNA cargo utilized was eGFP mRNA. (E) IL-10 ELISA assay results show cytokine secretion from LPS-activated BV2 cells at two time points post-transfection: 24 h (green bars) and 48 hours (blue bars). Data are presented for different formulations as carriers for IL-10 mRNA ( n = 3). (F) TNF-α ELISA assay results for TNF-α cytokine secretion from LPS-activated BV2 cells at the same time points: 24 h (red bars) and 48 h (orange bars) across different formulations ( n = 3). P-values are indicated as follows: **** <0.0001, *** <0.0002, ** <0.0021, * <0.0332, ns = not significant.
Article Snippet: The primary antibody CD44 (clone IM7, RRID: AB_3662602, 39037) Rat mAb (1:400; Cell Signaling Technology, MA, USA) was applied to the BV2 cells.
Techniques: Biomarker Discovery, Fluorescence, Microscopy, Transfection, Control, Concentration Assay, Positive Control, Blocking Assay, Competitive Binding Assay, Formulation, Staining, Immunostaining, MTT Assay, Enzyme-linked Immunosorbent Assay