A temperature-dependent tradeoff
The Temperature Where Grass Changes Its Mind
Warm a C3 leaf and its carbon gain per absorbed photon falls while C4 stays nearly level. This diagnostic model crosses near 22 °C at 340 ppm CO2, within an empirical leaf-level range of roughly 16 to 24 °C. Lower CO2 moves the model boundary cooler. Physiology predicts a boundary, but fire, water and history decide what occupies it.
Drag the leaf across the crossing. Before it, the C3 route buys more carbon with a photon. After it, the C4 route does. The bend is not drawn: every point is recalculated from the temperature response of photorespiration.
mol CO2 per absorbed photon
activate to jump between the endpoints
C3 yield now
calculating
photorespiration ratio
C4 reference
calculating
constant calibration
Advantage
calculating
at selected temperature
At the historical 340 ppm reference, move through 22 °C.
Pull toward a glacial 180 to 200 ppm and watch the crossing move left.
Rubisco admits two gases to the same active site. Its specificity for CO2 over O2 falls as temperature rises, while dissolved CO2 also loses ground to O2. This is a chemical tradeoff, not a mistake. The model tracks it through Γ*, the CO2 compensation point without mitochondrial respiration.
Sr(T) = 210,000 / [2Γ*(T)]
φ = O2 / [Sr(T) × CO2] = 2Γ*(T) / CO2
ΦC3 = 0.08 × (1 − φ/2) / (1 + φ)
The numerator removes carbon returned by oxygenation. The denominator counts the extra photochemistry needed when oxygenation diverts the cycle. The C4 line represents a CO2-concentrating pump that keeps Rubisco away from this ambient ratio. It is held level at the value produced by the C3 equation at 22 °C and 340 ppm: a declared calibration to the Collatz crossover, not an independently fitted universal constant.
The boundary is a function, not a latitude
Now use the CO2 slider. The crossing is the root of ΦC3(T,pCO2) − ΦC4 = 0, found afresh by bisection. Less CO2 raises the oxygenation-to-carboxylation ratio at every temperature, so the same equality arrives in cooler air.
The 22 °C crossing is this model's calibrated value at 340 ppm, not a constant carried by every leaf. Measured C4 monocots and C3 leaves give empirical crossover estimates spanning roughly 16 to 24 °C. Species, C4 subtype and measurement conditions move the equality within that range.
A deliberately small climate stencil
If a site has a 28 °C warmest-month mean at sea level and cools at 6.5 °C per kilometre, the selected CO2 crossing maps to this elevation. This is a toy conversion, not a vegetation observation.
Collatz, Berry and Clark used the physiological crossover with climate fields and found that a warmest-month mean near 22 °C at 35 Pa pCO2 separated much of the observed C3 and C4 grass abundance. That makes the enzyme model a strong first-order predictor. It does not make a temperature isotherm a sufficient explanation for a grassland.
The direction also appears in altitude and glacial records, with an important correction. A Colombian Andes reconstruction linked Pleistocene C3 and C4 shifts at 2,550 m to temperature and CO2. North American data since the Last Glacial Maximum found low CO2 favoured C4 where cooling was modest, but colder regions still shifted toward C3. A lower crossover is a conditional advantage, not evidence for one global glacial expansion.
Origin is not expansion
The neat story says falling CO2 made C4 grasslands. The chronology refuses to be that neat, but not because C4 arose before the fall. The earliest grass C4 origins sit in the Oligocene CO2 decline.
The pathway was not a one-off invention. A 2011 synthesis recognized 62 independent C4 lineages across flowering plants, while dating the grassland story still requires separating origins from expansion.
about 30 million years ago
Origins
Early Oligocene grass lineages acquire C4 photosynthesis. Low CO2, heat, aridity and water limitation make photorespiration costly enough for concentrating mechanisms to pay.
about 5 to 10 million years ago
Ecological expansion
Late Miocene C4 grasslands spread after a lag near 20 million years. Seasonal drought, open habitat and fire feedbacks help explain why biochemical possibility waited so long to become dominance.
The CO2-controlled crossover still has predictive teeth. It says which pathway has the photon economy to compete. Rainfall, nitrogen, fire, herbivory and land use decide whether that advantage becomes a landscape.
The check
| check | observed | live model |
|---|---|---|
| C3, 10 °C, 21% O2 | about 0.070 | calculating |
| C3, 30 °C, 21% O2 | 0.0524 ± 0.0014 | calculating |
| C3, 40 °C, 21% O2 | about 0.040 | calculating |
| C4, 30 °C, 21% O2 | 0.0534 ± 0.0009 | calculating |
| C3, 30 °C, 2% O2 | 0.0733 ± 0.0008 | not modelled |
| C4, 30 °C, 2% O2 | 0.0538 ± 0.0011 | not modelled |
calculating
Every assumption and uncertainty
- Atmosphere stands in for the fixation site. The control feeds atmospheric pCO2 directly into the quantum-yield correction. Real chloroplast CO2 depends on stomatal and mesophyll conductance. Folding that into a single prescribed fraction would add another free choice.
- The C3 equation is a diagnostic leaf model. Intrinsic quantum yield is fixed at 0.08. It omits respiration, acclimation, species differences, water stress and nitrogen limitation.
- The C4 line is calibrated. Its live value is set by the C3 equation at 22 °C and 340 ppm so that this implementation reproduces the Collatz reference crossing. The measured C4 mean at 30 °C is shown beside it and is not identical.
- Temperature meanings are being bridged. The curve control says leaf / air because the biochemical response is a leaf-temperature calculation while the Collatz boundary is a warmest-month mean air-temperature model. Those temperatures are not interchangeable in a real canopy.
- The altitude readout is only a stencil. Its sea-level temperature and lapse rate are declared choices. Actual lapse rates, pressure, humidity and growing seasons vary.
- The boundary is necessary, not sufficient. The model predicts comparative photon economy. It does not predict rainfall, fire, grazing, nutrients, dispersal or land use.
Independent reproduction: node research/rubisco-crossover/verify-rubisco-crossover.mjs.