Figure 2. Saturation Binding Analysis. Raw experimental data (black) fitted to a 4-parameter logistic (4PL) model (metallic gold). The resulting Kd of 5.01 nM demonstrates high-affinity interaction, validated by low residual variance.

Binding Curve Analysis

Backend logic for the interactive regression model above. A reusable pipeline for tabular data ingestion, outlier detection via Z-score thresholds, and 4PL curve fitting with Hill slope validation.

scipy pandas matplotlib

Automated Reporting Pipeline

Developed a reporting engine using R/RDKit that generates structure-annotated slide decks directly from raw plate reader data. Standardized the visualization of dose-response curves and QC metrics for team review.

RDKit Report Generation Workflow Opt

Structural Visualization

Programmatic generation of publication-quality structural figures. Automates the mapping of Structure-Activity Relationship (SAR) data directly onto 3D surfaces to elucidate binding pocket dynamics.

ChimeraX RDKit PyMOL