Rigid and flexible docking with AutoDock-style scoring. Adjust receptor conformational entropy, ligand rotatable bonds, grid box resolution, and force-field weights to watch binding affinity (Kd), RMSD clusters, and interaction fingerprint maps update in real-time.

LC-MS/MS DDA and DIA acquisition with ion mobility. Adjust gradient length, collision energy, mass accuracy, and peptide loading to watch protein identification rate, sequence coverage, coefficient of variation, and missing value frequency shift live.

¹H-¹⁵N HSQC titration with binding-induced shift perturbation. Adjust ligand concentration, exchange regime (fast/intermediate/slow), field strength, and temperature to watch chemical shift changes, line broadening, and Kd extraction from CSP curves.

Image processing pipeline from micrograph to atomic model. Adjust electron dose, defocus range, particle symmetry, and classification iterations to watch Fourier shell correlation (FSC), resolution estimation, and 3D map quality evolve.

Allosteric regulation of phosphofructokinase and fructose-1,6-bisphosphatase. Adjust ATP/AMP ratio, citrate, fructose-2,6-bisphosphate, and glucagon/insulin to watch glycolytic flux, reciprocal regulation, and futile cycle cost in real-time.

Molecular dynamics order parameter simulation of phospholipid bilayers. Adjust temperature, cholesterol content, lipid unsaturation, and headgroup charge to watch membrane thickness, fluidity (DPH anisotropy), permeability, and phase transition.

Nucleation-dependent polymerization with secondary nucleation. Adjust protein concentration, agitation, ionic strength, and pH to watch lag time, ThT fluorescence growth, fibril length distribution, and toxic oligomer population in real-time.

Untargeted metabolomics with pathway enrichment. Adjust extraction solvent, ionization mode, mass resolution, and retention time alignment to watch feature detection, annotation confidence, pathway impact, and metabolic network coverage update.

Experimental phasing (MAD/SAD/MIR) and molecular replacement. Adjust wavelength, anomalous scatterer occupancy, solvent content, and B-factor to watch phasing power, figure of merit, electron density map quality, and R-free/R-work convergence.

Mitochondrial complex I–IV proton pumping with membrane potential. Adjust NADH/NAD⁺ ratio, oxygen tension, uncoupler concentration, and inhibitor site to watch proton motive force, ROS generation, ATP/O ratio, and redox state in real-time.