Dose-Response Curve Simulator: Hill Equation & EC50

simulator intermediate ~10 min
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E = 50% at EC50 = 100 nM

With EC50 = 100 nM, Hill coefficient = 1.5, and Emax = 100%, the drug produces 50% of maximum effect at 100 nM and reaches 90% effect at approximately 390 nM.

Formula

E = E0 + (Emax - E0) × C^n / (EC50^n + C^n)
EC90 = EC50 × 9^(1/n)
slope_at_EC50 = n × (Emax - E0) / (4 × EC50)

The Sigmoidal Relationship

Nearly every drug follows a sigmoidal (S-shaped) dose-response curve when plotted on a log-concentration axis. At low concentrations, receptors are mostly unoccupied and the effect is minimal. As concentration rises through the EC50 region, receptor occupancy — and therefore effect — increases rapidly. At high concentrations, receptors saturate and the response plateaus at Emax. This universal pattern reflects the law of mass action governing drug-receptor binding.

The Hill Equation

Archibald Hill originally derived his equation in 1910 to describe oxygen binding to hemoglobin. It has since become the standard model for dose-response relationships across pharmacology: E = Emax × C^n / (EC50^n + C^n). The Hill coefficient n captures cooperativity — the degree to which binding of one molecule influences binding of the next. For most single-receptor drugs, n is close to 1.

Potency vs. Efficacy

Two drugs can have identical dose-response curve shapes but differ in their horizontal position (potency, EC50) or vertical height (efficacy, Emax). A partial agonist has lower Emax than a full agonist regardless of dose. This distinction is clinically critical: buprenorphine is a partial opioid agonist with a ceiling effect that limits overdose risk, while fentanyl is a full agonist with no such ceiling.

From Bench to Bedside

Dose-response curves guide every stage of drug development. In preclinical screens, EC50 values rank compound potency. In clinical trials, they determine starting doses and dose-escalation schedules. In clinical practice, understanding the dose-response relationship helps physicians balance therapeutic effect against toxicity — the fundamental challenge of pharmacotherapy.

FAQ

What is EC50?

EC50 (half-maximal effective concentration) is the drug concentration producing 50% of the maximum possible effect. It is the primary measure of drug potency — a lower EC50 means less drug is needed. EC50 is determined from the inflection point of the sigmoidal dose-response curve.

What does the Hill coefficient mean?

The Hill coefficient (n) describes the steepness of the dose-response curve. When n=1, the response follows simple Michaelis-Menten kinetics. When n>1, positive cooperativity produces a steeper, more switch-like response. When n<1, the curve is shallower, indicating negative cooperativity or receptor heterogeneity.

What is the difference between potency and efficacy?

Potency (EC50) describes how much drug is needed, while efficacy (Emax) describes the maximum achievable effect. A drug can be highly potent (low EC50) but have limited efficacy (low Emax), or vice versa. For example, morphine is more potent than aspirin, but both can achieve high analgesic efficacy at sufficient doses.

Why use a log scale for concentration?

Drug concentrations typically span several orders of magnitude (nM to mM). A log scale compresses this range, revealing the characteristic S-shape (sigmoid) of the dose-response curve. On a linear scale, the curve would appear as a sharp step near zero, hiding the pharmacologically informative mid-range.

Sources

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