Journal: Cell Reports Methods
Article Title: Reproducible detection of antigen-specific T cells and Tregs via standardized and automated activation-induced marker assay workflows
doi: 10.1016/j.crmeth.2026.101458
Figure Lengend Snippet: An automated gating pipeline performs comparably to manual analysis for AIM assays (A) Individuals were trained on identical gating protocols and analyzed the same data files from three technical replicates of 20-h AIM assays with CMV pp65 or SARS-CoV-2 spike peptides on healthy donor PBMCs ( n = 6) collected at four sites designated A–D. Raw flow cytometric data from each replicate at each site were analyzed independently by 3 individuals. Data represent CVs between analysts as the mean CV (with error bars showing 95% CIs) for the three technical replicates of each donor-site combination. (B and C) An automated AIM gating pipeline was created; flow cytometric gating approaches comparing manual and automated analyses are shown for (B) CD4 + CD134 + /CD25 + T cells and (C) CD8 + CD137 + /CD69 + T cells. The CytoStim condition was used by the automated software to set donor-specific AIM gates, which were then applied to other stimulations. (D–F) Automated and manual analyses of multi-center CMV and SARS-CoV-2 AIM assay data. A central analyst (C1) defined the gating strategy, provided instructions to the manual analysts (C2 and O1–O4), and was the reference for comparisons. C1, C2, and the automated software each analyzed all data from all sites, while O1–O4 each analyzed data from a single site (O1: A; O2: B; O3: C; O4: D). Box-Cox-corrected AIM SI values are shown for (D) CMV and (E) SARS-CoV-2 AIM assays. p values represent paired comparisons between each analyst and C1 from post-hoc Dunnett’s multiple comparisons test following mixed-effects analysis and were used to compute (F) total numbers of comparisons for C2 and automated analyses that significantly differed from C1 for CD4 + AIMs, with each of the 32 combinations of CD4 + AIM, site, and antigen (CMV or SARS-CoV-2) considered one comparison. Pooled comparisons were analyzed using Fisher’s exact test. (G–I) Spearman’s correlations of AIM SI values for C1, C2, O1–O4 (pooled), and automated analyses for CMV and SARS-CoV-2. Comparisons are shown against (G and H) the reference C1 and (I) for each analyst against all others in a correlation matrix. (J) F1 scores calculated for C2 manual vs. C1 reference (gray) or automated vs. C1 reference (green) analysis. Each point represents the F1 score from a unique donor-site combination, with p values from paired Wilcoxon signed-rank test after averaging F1 scores from technical replicates.
Article Snippet: Cells were incubated for 6, 20 or 44 h with media, 1.5 μg/mL PepTivator CMV pp65 (Miltenyi), 3.3 μg/mL CMV pp65 recombinant protein (Miltenyi), 1 μg/mL PepTivator SARS-CoV-2 Prot_S (Miltenyi), or 1/100 Infanrix hexa (GSK) or 1/400 CytoStim (Miltenyi).
Techniques: Software, Comparison