Microbial Growth: Growth Curve and Kinetics, Measurement and Yields, Continuous Culture, Environment, Sporulation, Quorum Sensing and Biofilms
2. The mathematics of exponential growth
If one cell gives 2, then 4, 8, 16…, after n generations N = N₀ × 2ⁿ. Taking logarithms, n = (log N − log N₀)/log 2 = 3.32 (log N − log N₀). The generation (doubling) time is g = t/n, and the growth-rate constant k = n/t = 1/g counts generations per hour. Written as a continuous process, dN/dt = μN, so N = N₀eμt, where μ is the specific growth rate (h⁻¹). Because eμg = 2, μ = ln 2/g = 0.693/g. A plot of log N against time is a straight line during the exponential phase, with slope μ/2.303 on a log₁₀ scale.
Worked example. A culture rises from 1 × 10⁴ to 6.4 × 10⁵ cells mL⁻¹ in 3 h of exponential growth. N/N₀ = 64 = 2⁶, so n = 6, g = 180/6 = 30 min, k = 2 generations h⁻¹ and μ = 0.693/0.5 = 1.39 h⁻¹. If the culture had a 1 h lag inside a 4 h interval, only the 3 exponential hours count.
3. Measuring growth, growth yields and synchronous growth
| Method | What it counts | Limitation |
|---|---|---|
| Counting chamber (Petroff–Hausser), electronic counter, flow cytometry | Total cells, live and dead | Cannot tell live from dead without a stain |
| Plate count (spread or pour) after serial dilution; membrane filtration for dilute samples | Viable cells, as colony-forming units (CFU) | A clump gives one colony; only plates with about 30–300 colonies are counted |
| Most probable number (MPN) | Viable cells, statistically, from dilution to extinction in tubes | An estimate with wide confidence limits |
| Turbidity (optical density, often at 600 nm) | Light scattered by cell mass | Needs a standard curve; linear only at low density; counts dead cells |
| Dry weight, protein, DNA, O₂ uptake or acid production | Biomass or activity | Needs much material; the only practical route for filamentous fungi |
The growth yield relates biomass formed to substrate used: YX/S = ΔX/ΔS (g cells per g substrate). The molar growth yield is grams of dry cells per mole of substrate, and YATP, grams per mole of ATP, is roughly constant (about 10 g mol⁻¹) for many fermentative organisms, so molar yields reveal how much ATP a pathway gives. With YX/S = 0.5 g g⁻¹, 10 g L⁻¹ of glucose can at most give 5 g L⁻¹ of cells; the final cell density in batch is proportional to the limiting nutrient.
In a normal culture cells are at every stage of the division cycle. A synchronous culture has them all at the same stage, so the count rises in steps, doubling abruptly once per generation, and biochemical events of the cell cycle can be followed in bulk. Synchrony is obtained by selection (the Helmstetter–Cummings method binds cells to a membrane filter and collects the newborn daughters washed off it; size fractionation by filtration or density-gradient centrifugation) or by induction (temperature shifts, starvation followed by refeeding, light–dark cycles for algae). It decays within a few generations because individual generation times vary.
4. Continuous culture: the chemostat and the turbidostat
A chemostat keeps a culture in exponential growth indefinitely. Fresh medium enters at flow rate F into a vessel of volume V and culture leaves at the same rate, so the dilution rate D = F/V (h⁻¹). One nutrient is made limiting. Growth follows the Monod equation, μ = μmaxS/(Ks + S), where Ks is the substrate concentration giving half the maximum rate. Cells are washed out at rate D and grow at rate μ, so at steady state μ = D: the experimenter sets the growth rate by setting the pump. Then the residual substrate is S̄ = KsD/(μmax − D) and the biomass is X̄ = Y(SR − S̄), where SR is the substrate concentration in the feed. Biomass is set by SR; growth rate by D.
Worked example. V = 2 L, F = 0.5 L h⁻¹, so D = 0.25 h⁻¹. With μmax = 0.5 h⁻¹, Ks = 0.2 g L⁻¹, SR = 10 g L⁻¹ and Y = 0.5: S̄ = 0.2 × 0.25/0.25 = 0.2 g L⁻¹ and X̄ = 0.5 × 9.8 = 4.9 g L⁻¹. The steady-state doubling time is ln 2/D = 2.77 h. Washout occurs when D exceeds the highest rate the cells can reach at feed concentration, the critical rate Dc = μmaxSR/(Ks + SR), here 0.49 h⁻¹; above it S̄ would have to exceed SR, which is impossible, and X falls to zero. Biomass productivity D·X̄ peaks a little below Dc.
A turbidostat works the other way round: a photocell monitors turbidity and the pump adds medium whenever density rises above a set value. No nutrient is limiting, so it runs stably at high dilution rates close to μmax, where a chemostat is unstable.
5. Environmental factors: temperature, pH, water and oxygen
Every organism has cardinal temperatures: a minimum (membranes gel and transport fails), an optimum, and a maximum (proteins and membranes denature), with the optimum nearer the maximum. Psychrophiles have optima at or below about 15 °C; psychrotrophs grow in the refrigerator but have optima of 20–30 °C, which is why they spoil chilled food; mesophiles have optima of about 20–45 °C; thermophiles about 55–65 °C; hyperthermophiles, mostly archaea, 80 °C or more. Cold-adapted organisms keep membranes fluid with more unsaturated, shorter fatty acids; thermophiles use more saturated lipids, heat-stable proteins and, in archaea, ether-linked lipids.
pH. Acidophiles grow best below about pH 5.5, neutrophiles at 5.5–8 and alkaliphiles above 8, yet all keep their cytoplasm much nearer neutrality by pumping protons. Water activity (aw, the vapour pressure of a solution divided by that of pure water) falls as solutes are added; most bacteria need aw above about 0.9, while osmotolerant Staphylococcus aureus, osmophilic yeasts and xerophilic moulds go lower. Cells resist drying out by accumulating compatible solutes (proline, glycine betaine, ectoine); extremely halophilic archaea, which need 15–30% NaCl, instead accumulate K⁺ inside.
| Class | Relation to O₂ | Growth in the tube |
|---|---|---|
| Obligate aerobe | Requires O₂ for respiration | Only at the top |
| Microaerophile | Needs O₂ but is harmed by air levels | A band a little below the surface |
| Facultative anaerobe | Respires with O₂, ferments or respires anaerobically without it | Throughout, densest at the top |
| Aerotolerant anaerobe | Ferments only; O₂ does not harm it | Evenly throughout |
| Obligate anaerobe | Killed or inhibited by O₂ | Only at the bottom |
Oxygen tolerance depends on detoxifying the superoxide and hydrogen peroxide that flavoproteins generate: superoxide dismutase (2O₂⁻ + 2H⁺ → H₂O₂ + O₂), catalase (2H₂O₂ → 2H₂O + O₂) and peroxidases. Aerobes have them; strict anaerobes generally lack them.
6. Sporulation: the endospore
When Bacillus or Clostridium runs out of nutrients, a phosphorelay of kinases activates the master regulator Spo0A and the cell divides asymmetrically into a small forespore and a large mother cell. The mother cell engulfs the forespore, which now has two membranes; the cortex of loosely cross-linked peptidoglycan is laid down between them and protein coat layers outside. The core takes up calcium dipicolinate and becomes highly dehydrated, and small acid-soluble proteins coat its DNA. The mother cell then lyses to release the spore. Gene expression is compartmentalised by a cascade of sigma factors: σF then σG in the forespore, σE then σK in the mother cell, each compartment signalling the other so the two programmes keep step.
The spore's resistance to heat, drying, radiation and chemicals comes from the dehydrated core, dipicolinate, DNA-binding proteins and impermeable coats; it is metabolically dormant. Germination is triggered by specific nutrients: the spore releases dipicolinate, hydrolyses its cortex, rehydrates and loses refractility within minutes, and outgrowth follows. Note that an endospore is a survival structure, not reproduction: one cell gives one spore. Streptomyces forms chains of exospores (conidia) on aerial hyphae, which resist drying but not boiling.
7. Quorum sensing, biofilms and biofouling
Quorum sensing lets bacteria regulate genes according to population density. Each cell makes a small signal, the autoinducer, at a low basal rate; when density is high its concentration crosses a threshold and switches on target genes, often including the synthase itself (positive feedback). In Vibrio fischeri, which lives in the light organ of a squid, LuxI makes an acyl-homoserine lactone (AHL) that diffuses freely through membranes; at high density AHL binds the cytoplasmic activator LuxR, which turns on the lux operon and the cells luminesce. Gram-positive bacteria use oligopeptide autoinducers that are exported and sensed by membrane two-component histidine kinases (the agr system of Staphylococcus aureus, competence in Streptococcus pneumoniae). AI-2, made by LuxS, is shared by many species. Quorum sensing controls luminescence, virulence factors, competence and biofilm maturation; enzymes that destroy AHLs (quorum quenching) are studied as anti-virulence agents.
A biofilm is a community attached to a surface and embedded in self-made extracellular polymeric substances (EPS: polysaccharides, proteins, extracellular DNA). It forms in stages: a conditioning film of organics coats the surface; cells attach reversibly, then irreversibly through pili and adhesins; they form microcolonies; the biofilm matures into towers separated by water channels; and cells disperse to colonise new sites. High intracellular cyclic di-GMP favours the sessile, EPS-making state and low levels favour motility. Biofilm cells can be 10 to 1,000 times more tolerant of antibiotics because the matrix slows penetration, gradients leave inner cells slow-growing or dormant (persisters), and their physiology differs. They cause chronic infections of catheters, implants, heart valves and the cystic-fibrosis lung (Pseudomonas aeruginosa) and form dental plaque.
Biofouling is the unwanted growth of biofilms, followed by algae and invertebrates, on wetted surfaces: ship hulls (more drag and fuel use), heat exchangers (poorer heat transfer), cooling towers, water pipes and membrane filters (reverse-osmosis membranes lose flux). Biofilms of sulfate-reducing bacteria also drive microbially influenced corrosion of steel. Control combines cleaning, biocides such as chlorination, copper-based or silicone foul-release coatings and anti-adhesion surfaces; tin-based antifouling paints were banned internationally because they harmed marine life.
Key takeaways
- Microbial growth is population growth. A batch culture shows lag (adaptation, no division), exponential (balanced, constant-rate growth), stationary (nutrient exhaustion or waste, secondary metabolites, spores) and death phases; diauxie adds a second lag.
- N = N₀2ⁿ, n = 3.32(log N − log N₀), g = t/n, k = 1/g and μ = 0.693/g; count only exponential time and never confuse μ with generations per hour.
- Counting chambers and turbidity include dead cells; plate counts and MPN give viable cells. YX/S = ΔX/ΔS, and YATP of about 10 g per mol ATP links yields to pathways.
- In a chemostat D = F/V and μ = D at steady state; S̄ = KsD/(μmax − D), X̄ = Y(SR − S̄), and washout begins at Dc = μmaxSR/(Ks + SR). A turbidostat runs near μmax with no limiting nutrient.
- Cardinal temperatures, pH, water activity and oxygen define where a microbe grows; SOD and catalase explain oxygen tolerance and the thioglycollate pattern.
- Endospores form by asymmetric division and engulfment under a σF–σE–σG–σK cascade; quorum sensing uses AHLs with LuxR-type receptors in Gram-negatives and peptides with two-component sensors in Gram-positives; biofilms are EPS-encased, antibiotic-tolerant communities whose unwanted growth on surfaces is biofouling.
Practice questions (17)
Attempt each one before opening the answer. Every explanation names the tempting wrong option as well as the right one, because that is where marks are lost.
A flask of E. coli in mid-exponential phase in glucose minimal medium at 37 °C is split. Portion P is diluted into fresh glucose minimal medium at 37 °C; portion Q is held until it reaches stationary phase and is then diluted into the same fresh medium. What is expected?
Show answer
Answer: B — P continues growing with little or no lag, whereas Q shows a lag while its cells rebuild ribosomes and repair damage
Exponential cells moved into fresh medium of the same composition already have the ribosomes and enzymes they need, so they keep growing with essentially no lag. Stationary-phase cells have run down their ribosome content and accumulated damage, so they need a lag before dividing, even in the same medium. The tempting answer that neither shows a lag ignores the physiological state of the inoculum, which matters as much as the medium.In a batch culture kept for several days, the optical density at 600 nm stays almost constant while the plate count falls from 10⁹ to 10⁷ CFU mL⁻¹. The best explanation is that
Show answer
Answer: A — the culture is in the death phase, and the dead cells remain intact and still scatter light although they no longer form colonies
Turbidity measures light scattered by all cells, living or dead, while a plate count detects only cells able to form colonies. A falling viable count with unchanged turbidity is the signature of the death phase, in which most dead cells stay intact. Complete lysis would lower the turbidity, and dissolved proteins do not absorb appreciably at 600 nm, so that distractor fails on both counts.A broth is inoculated with 5.0 × 10⁴ cells mL⁻¹. The culture shows a lag of exactly 1 h and then grows exponentially without interruption. Four hours after inoculation the count is 3.2 × 10⁶ cells mL⁻¹. The generation time during exponential growth is ____ min.
Numerical answer — type the value.
Show answer
Answer: 30
N/N₀ = 3.2 × 10⁶/5.0 × 10⁴ = 64 = 2⁶, so n = 6 generations. These occurred only in the exponential period, 4 − 1 = 3 h = 180 min. g = 180/6 = 30 min. Using the whole 4 h gives the wrong value of 40 min.A bacterium growing exponentially has a specific growth rate μ = 1.2 h⁻¹ (defined by dN/dt = μN). How many generations does the population complete in 2.5 h? Take ln 2 = 0.693 and give the answer to two decimal places.
Numerical answer — type the value.
Show answer
Answer: 4.33
μ is a natural-log rate, so ln(N/N₀) = μt = 1.2 × 2.5 = 3.0. The number of doublings is n = ln(N/N₀)/ln 2 = 3.0/0.693 = 4.329, which is 4.33. Equivalently g = 0.693/1.2 = 0.5775 h and n = 2.5/0.5775 = 4.33. Taking μt = 3 as the number of generations is the trap.Which method of measuring a bacterial population counts only cells that are able to multiply?
Show answer
Answer: D — Spreading serial dilutions on agar plates and counting the colonies that appear
A colony arises only from a cell (or clump) that can divide repeatedly, so the plate count gives viable cells as CFU. A counting chamber counts every cell it sees, dead or alive, unless a viability stain is used; turbidity and dry weight measure mass that includes dead cells.A homolactic bacterium ferments glucose to lactate by glycolysis, gaining a net 2 ATP per glucose, and uses no other energy source. Take YATP = 10.5 g dry cells per mol ATP and the molar mass of glucose as 180 g mol⁻¹. If the culture consumes 5.4 g of glucose per litre, the dry cell mass formed is ____ g L⁻¹ (to two decimal places).
Numerical answer — type the value.
Show answer
Answer: 0.63
Moles of glucose = 5.4/180 = 0.030 mol L⁻¹. ATP formed = 2 × 0.030 = 0.060 mol L⁻¹. Biomass = 0.060 × 10.5 = 0.63 g L⁻¹. Equivalently the molar growth yield is 2 × 10.5 = 21 g per mol glucose, and 21 × 0.030 = 0.63.In the Helmstetter–Cummings technique, cells are bound to a membrane filter, the filter is inverted and medium is pumped through it. Why do the cells collected in the effluent form a synchronous population?
Show answer
Answer: C — Because the cells released are newborn daughters freed at division, so all of them begin the cycle at the same point
The bound cells keep growing on the filter; when one divides, the daughter not attached to the membrane is washed off. The effluent therefore contains only newborn cells, all at the start of the division cycle. It is a selection method, so explanations based on starvation or a temperature shift (induction methods) are wrong, and it collects the smallest newborn cells, not the largest ones.A glucose-limited chemostat at steady state is moved from D = 0.2 h⁻¹ to D = 0.3 h⁻¹; both values are well below the critical dilution rate, and the feed glucose concentration is unchanged. Assuming the Monod model with a constant yield, at the new steady state
Show answer
Answer: B — the specific growth rate rises to 0.3 h⁻¹, the residual glucose rises and the cell concentration falls slightly
At steady state μ = D, so μ becomes 0.3 h⁻¹. A higher μ requires a higher limiting-substrate concentration, S̄ = KsD/(μmax − D), which rises with D. Biomass X̄ = Y(SR − S̄) therefore falls slightly. The distractor in which glucose falls and biomass rises reverses the Monod relation; μ cannot stay at its old value because cells would then wash out faster than they grow.A 5.0 L chemostat is fed with medium containing 4.5 g L⁻¹ of the limiting substrate. The organism obeys the Monod equation with μmax = 0.80 h⁻¹ and Ks = 0.50 g L⁻¹. The largest flow rate at which a steady-state population can still be maintained (the flow rate at the critical dilution rate) is ____ L h⁻¹ (to one decimal place).
Numerical answer — type the value.
Show answer
Answer: 3.6
The highest growth rate attainable is at the feed concentration: Dc = μmaxSR/(Ks + SR) = 0.80 × 4.5/(0.50 + 4.5) = 3.6/5.0 = 0.72 h⁻¹. F = Dc × V = 0.72 × 5.0 = 3.6 L h⁻¹. Using μmax itself gives 4.0 L h⁻¹, which overestimates the limit.A chemostat is run at D = 0.40 h⁻¹ with a feed containing 10 g L⁻¹ of the limiting substrate. The organism follows the Monod equation with μmax = 0.60 h⁻¹ and Ks = 0.10 g L⁻¹, and its yield is YX/S = 0.45 g g⁻¹. The steady-state biomass productivity (D × X̄) is ____ g L⁻¹ h⁻¹ (to two decimal places).
Numerical answer — type the value.
Show answer
Answer: 1.76
Residual substrate S̄ = KsD/(μmax − D) = 0.10 × 0.40/0.20 = 0.20 g L⁻¹. Biomass X̄ = Y(SR − S̄) = 0.45 × (10 − 0.20) = 4.41 g L⁻¹. Productivity = D × X̄ = 0.40 × 4.41 = 1.764, which is 1.76 g L⁻¹ h⁻¹. Ignoring S̄ gives 0.40 × 4.5 = 1.80.Which of the following statements about continuous culture are correct?
Show answer
Answer: A — In a chemostat at steady state, the specific growth rate of the cells equals the dilution rate; D — If the dilution rate of a chemostat is held above μ_{max}, the cell population is progressively washed out of the vessel
At steady state μ = D, and when D exceeds μmax cells leave faster than they can possibly grow, so they wash out. The residual substrate S̄ = KsD/(μmax − D) depends only on D and the organism's constants, not on the feed concentration; doubling SR raises the biomass X̄ = Y(SR − S̄), not S̄. A turbidostat is the opposite of a chemostat: it uses a photocell to hold turbidity constant with no nutrient limiting and operates near μmax.A bacterium inoculated into a tube of thioglycollate broth grows only as a narrow band a short distance below the surface, with no growth at the very top or in the depths. It is best described as
Show answer
Answer: C — a microaerophile that needs oxygen but is harmed by its concentration in air
A band below the surface marks the zone of reduced oxygen tension that a microaerophile needs. A facultative anaerobe grows throughout the tube, densest at the top; an aerotolerant anaerobe grows evenly throughout; an obligate anaerobe grows only at the bottom.Which of the following statements about the effect of environmental factors on microbial growth are correct?
Show answer
Answer: A — Psychrotrophs can grow at refrigeration temperatures, but their optimum temperature is well above 15 °C; C — Many bacteria tolerate low water activity by accumulating compatible solutes such as glycine betaine or proline; D — Obligate anaerobes generally lack catalase and superoxide dismutase, so reactive oxygen species formed in air harm them
Psychrotrophs grow in the cold but have optima of about 20–30 °C; compatible solutes balance external osmotic pressure without disturbing enzymes; and the lack of superoxide dismutase and catalase is why oxygen is toxic to strict anaerobes. Thermophiles do the reverse of the false statement: they use more saturated (and, in archaea, ether-linked) lipids, because unsaturated chains would make the membrane too fluid at high temperature.During endospore formation in Bacillus subtilis, in which compartment, and in what order, do the sigma factors σF and σG act?
Show answer
Answer: C — Both act in the forespore, σF early after the asymmetric division and σG after engulfment
The forespore programme runs σF (activated just after asymmetric division) and then σG (after engulfment); the mother cell runs σE and then σK, which direct cortex and coat synthesis. The tempting answer that places both in the mother cell confuses σF/σG with σE/σK. The released spore is dormant, so nothing in the cascade waits until after release.Two non-luminous mutants of Vibrio fischeri are grown to high density: one lacks a functional LuxI, the other a functional LuxR. Cell-free spent medium from a dense wild-type culture is added to each. What result is expected?
Show answer
Answer: B — Only the LuxI mutant luminesces, because the medium supplies the diffusible acyl-homoserine lactone it cannot make
LuxI is the synthase of the AHL autoinducer, which diffuses freely across membranes and accumulates in spent medium, so adding wild-type medium supplies the signal and the LuxI mutant lights up. The LuxR mutant lacks the cytoplasmic receptor-activator; a protein in the medium cannot enter the cell to replace it, and extra AHL has nothing to bind, so it stays dark.A Pseudomonas aeruginosa strain is engineered to overproduce a diguanylate cyclase, raising its intracellular cyclic di-GMP. Which change in behaviour is expected?
Show answer
Answer: D — Increased matrix polysaccharide production, stronger surface attachment and reduced motility
Cyclic di-GMP is the intracellular switch between lifestyles: high levels promote EPS synthesis, adhesion and the sessile biofilm state while repressing flagellar motility; low levels (made by phosphodiesterases) favour swimming and dispersal. The motility-and-dispersal distractor describes the low-c-di-GMP state, the opposite of what was engineered. c-di-GMP does not destroy AHLs.Which of the following statements about bacterial biofilms and biofouling are correct?
Show answer
Answer: A — Biofilm cells are more tolerant of antibiotics partly because inner cells grow slowly or are dormant, and many antibiotics act on actively growing cells; C — Biofouling of a heat exchanger reduces heat transfer, and fouling of a ship's hull increases drag and fuel consumption; D — Biofilms of sulfate-reducing bacteria on steel surfaces can accelerate corrosion of pipelines
Slow growth and dormancy inside the biofilm, together with reduced penetration, explain antibiotic tolerance; fouling layers insulate heat exchangers and roughen hulls; and sulfate reducers in biofilms drive microbially influenced corrosion. The matrix is a mixture of polysaccharides, proteins and extracellular DNA made by many species, encapsulated or not, so the statement restricting it to capsular polysaccharide is false.