Kollyfas, R. | Search bioRxiv

bioRxiv2026

Unveiling Gene Regulatory Network Dynamics using Fuzzy Clustering

Partitioning cells into robust, reproducible clusters is a core step across single-cell-resolution analyses; current state-of-the-art approaches struggle with capturing and summarising dynamics on continuous expression patterns. We present Flufftail (Fuzzy Logic Unifying Framework reveals Transcriptional Architectures summarised via Integrated Learning), an R framework and interactive Shiny app that consolidates clustering uncertainty by aggregating iterative stochastic partitions, resulting from a constant input. Flufftail computes per-cell membership probabilities, element-centric consistency scores, consensus matrices, and collapsed hard/crisp cell-assignments; we also leverage fuzzy assignments to prioritise genes that might act as regulatory hubs, subsequently using these as anchor points to infer gene regulatory network dynamics across transitions. We showcase the approach on single-nuclei and spatial transcriptomic case studies, illustrating how fuzzy clustering highlights transitional cell populations, proposing an ordered, state-dependent rewiring of regulatory interactions directly linked to the observed phenotype.

bioinformatics↗

bioRxiv2023

Microfluidic antibody profiling after repeated SARS-CoV-2 vaccination links antibody affinity and concentration to impaired immunity and variant escape in patients on anti-CD-20 therapy

BackgroundPatients with autoimmune/inflammatory conditions on anti-CD20 therapies, such as Rituximab, have suboptimal humoral responses to vaccination and are vulnerable to poorer clinical outcomes following SARS-CoV-2 infection. We aimed to examine how the fundamental parameters of antibody responses, namely affinity and concentration, shape the quality of humoral immunity after vaccination in these patients. MethodsWe performed in depth antibody characterisation in sera collected four to six weeks after each of three vaccine doses to wild-type (WT) SARS-CoV-2 in Rituximab-treated primary vasculitis patients (n=14) using Luminex and pseudovirus neutralisation assays, whereas a novel microfluidic-based immunoassay was used to quantify polyclonal antibody affinity and concentration against both WT and Omicron (B.1.1.529) variants. Comparative antibody profiling was performed at equivalent time points in healthy individuals after three antigenic exposures to WT SARS-CoV-2 (one infection and two vaccinations; n=15) and in convalescent patients after WT SARS-CoV-2 infection (n=30). ResultsRituximab-treated patients had lower antibody levels and neutralisation titres against both WT and Omicron SARS-CoV-2 variants compared to healthy individuals. Neutralisation capacity was weaker against Omicron versus WT both in Rituximab-treated patients and in healthy individuals. In the Rituximab cohort, this was driven by lower antibody affinity against Omicron versus WT (median [range] KD: 21.6 [9.7-38.8] nM vs 4.6 [2.3-44.8] nM, p=0.0004). By contrast, healthy individuals with hybrid immunity produced a broader antibody response, a subset of which recognised Omicron with higher affinity than antibodies in Rituximab-treated patients (median [range] KD: 1.05 [0.45-1.84] nM vs 20.25 [13.2-38.8] nM, p=0.0002), underpinning the stronger serum neutralisation capacity against Omicron in the former group. Rituximab-treated patients had similar anti-WT antibody levels and neutralisation titres to unvaccinated convalescent individuals, despite two more exposures to SARS-CoV-2 antigen. Temporal profiling of the antibody response showed evidence of affinity maturation in healthy convalescent patients after a single SARS-CoV-2 infection which was not observed in Rituximab-treated patients, despite repeated vaccination. DiscussionOur results enrich previous observations of impaired humoral immune responses to SARS-CoV-2 in Rituximab-treated patients and highlight the significance of quantitative assessment of serum antibody affinity and concentration in monitoring anti-viral immunity, viral escape, and the evolution of the humoral response.

immunology↗