Bacterial Growth Rate Calculators
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Specific Growth Rate Formula
μ = (ln N₂ − ln N₁) / (t₂ − t₁)
N = cell number or OD; t = time. Units: h⁻¹. Doubling time: td = ln(2) / μ = 0.693 / μ.
Example: OD₆₀₀ rises from 0.1 to 0.4 in 60 min (1 h): μ = (ln 0.4 − ln 0.1) / 1 = 1.386 h⁻¹. td = 0.693 / 1.386 = 0.5 h = 30 min.
Four Phases of Bacterial Growth
- Lag phase: Bacteria adapt to new environment — enzyme induction, RNA synthesis; no net growth; duration depends on inoculum history and medium composition
- Exponential (log) phase: Constant μ at μmax; cells double every td; balanced growth; ideal for physiological experiments
- Stationary phase: Growth rate = death rate (net μ = 0); nutrient limitation or waste accumulation; stress responses activated
- Death phase: μ_death > μ_growth; viable cell count declines; spore formation in some species
Monod Growth Kinetics
μ = μmax × S / (Ks + S)
S = limiting substrate; Ks = half-saturation constant; μmax = maximum growth rate. When S >> Ks: μ ≈ μmax. Used in bioreactor design, wastewater treatment modeling, and fed-batch process optimization.
Typical Growth Rates
- E. coli (LB, 37°C): μ ≈ 2.1 h⁻¹; td ≈ 20 min
- S. aureus: td ≈ 30–40 min
- Mycobacterium tuberculosis: td ≈ 18–24 h
- Bacillus subtilis (sporulation): growth halts; endospores form
Glossary
Frequently Asked Questions
μ = (ln N₂ − ln N₁)/(t₂ − t₁), where N is cell density (OD or CFU/mL) at two time points during exponential growth. Units: h⁻¹. Example: OD rises from 0.05 to 0.40 in 2 hours: μ = (ln 0.40 − ln 0.05)/2 = (−0.916 − (−2.996))/2 = 2.08/2 = 1.04 h⁻¹. Doubling time = 0.693/1.04 = 0.67 h = 40 min. Always use measurements from the exponential phase — lag and stationary phase data give incorrect μ.
Lag phase: bacteria adjust to new medium; enzymes are induced; no net cell division; length depends on prior growth conditions — a culture transferred from the same medium has short lag; starved or stressed cells have longer lag. Exponential (log) phase: cells divide at constant maximum rate μmax; population doubles every td. Stationary phase: nutrient depletion and waste accumulation; growth rate equals death rate; net population remains constant. Death phase: metabolic exhaustion; viable count declines; some species form spores. Only exponential phase data should be used to calculate growth rate.
Key factors: Temperature (each organism has an optimum; E. coli optimum ~37°C; μ approximately doubles per 10°C near optimum per Q₁₀ rule). Nutrient availability (Monod kinetics: μ = μmax × S/(Ks+S)). pH (most bacteria: optimum 6.5–7.5; extreme acidophiles or alkaliphiles tolerate wider ranges). Oxygen (aerobes require O₂; facultative anaerobes grow with or without; obligate anaerobes are killed by O₂). Osmolarity (high salt/sugar concentrations inhibit growth). Inhibitory compounds (antibiotics, metabolic byproducts like lactate, hydrogen peroxide).
Doubling time (td) = ln(2)/μ = 0.693/μ. They are inversely related — the faster the growth rate, the shorter the doubling time. E. coli at μ = 2.1 h⁻¹: td = 0.693/2.1 = 0.33 h = 20 min. M. tuberculosis at μ = 0.03 h⁻¹: td = 0.693/0.03 = 23 h. This inverse relationship explains why slow-growing organisms like Mycobacterium are difficult to treat — antibiotics must be taken for months because each dose only affects bacteria during active division, which happens infrequently.