Journal: bioRxiv
Article Title: High-throughput imaging of GABA fluorescence as a functional assay for variants in the neurodevelopmental gene, SLC6A1
doi: 10.1101/2025.11.06.687003
Figure Lengend Snippet: ( A ) Proposed work-flow for high-throughput screening includes: 1) stable HeLa cell line expressing iGABA-Snfr and hGAT-1 in 384-well format; 2) application of GABA + test compounds using automated liquid handler (Bravo). The GABA concentration for screening is 1uM, given highly specific GAT-1-dependent uptake at this range. As there are no known GAT-1 agonists, a higher concentration of GABA (5uM) is used as a positive control. Incubation duration = 6-8 hrs; 3) measurement of iGABA fluorescence using automated high-content imaging (IXM); 4) plate normalization and quality control; 5) hit detection and prioritization based on robust strictly standardized mean difference (RSSMD). In a primary screen, compounds whose RSSMD versus on-plate negative controls (GABA 1uM) exceed the RSSMD FPR ≤ 5% threshold are considered hits; compounds whose RSSMD exceed the RSSMD TPR ≥ 95% threshold have effect size similar to positive control. ( B ) A linear model (i) estimates the variance in iGABA explained by covariates (ii). Data are barplots of model R 2 or residual R 2 values calculated from ANOVA, and written beside each bar. Statistics are F-tests from ANOVA. ***, p <0.001. ( C ) Assay quality based on RSSMD between positive control (GABA 5uM) and negative control (GABA 1uM) for raw iGABA ( left ) and adjusted iGABA ( right ) following plate normalization. Data are RSSMD of iGABA fluorescence (n=28 wells per replicate x condition) from 2 plates, each with 2 replicas (=4 replicates). ( D-E ) Bootstrap simulations from raw iGABA (D) and adjusted iGABA (E) to identify RSSMD screening thesholds for a primary screen without replicates. Thresholds are shown as functions of the number of on-plate replicate controls versus a single test well. The threshold for hit detection ( blue ) maintains FPR≤5%, while the threshold for detecting compounds with effects as large as positive control (GABA 5uM; red ) maintains TPR≥95%. Vertical dotted lines indicate the RSSMD thresholds @ N=10 replicates. See Method section for further details.
Article Snippet: A stable HeLa cell line (ATCC, CCL-2) harboring both constructs (V006 and V007) was generated serially by transfection of linearized constructs (PvuI digest) followed by extended antibiotic selection, FACS to select single fluorescent cells for monoclonal culture, followed by FACS reassessment.
Techniques: High Throughput Screening Assay, Expressing, Concentration Assay, Positive Control, Incubation, Fluorescence, Imaging, Control, Negative Control