The Q10 formula
Q10 = (k2 / k1)^(10 / (T2 − T1))
k1 and k2 are rates (rate constants, growth rates or any rate) at temperatures T1 and T2 in °C. When the two tests are exactly 10 °C apart, the exponent is 1 and Q10 is simply k2 / k1: 0.0405 / 0.0180 = 2.25. When they are 15 °C apart, the exponent is 10/15 and the ratio is scaled down to a 10 °C step. In Excel: =(B5/B3)^(10/(B4-B2)).
Typical food quality reactions have Q10 values between about 1.5 and 4. Biological processes such as respiration are often around 2 to 3.
Predicting the rate at another temperature
Turn the formula around to get the rate at any temperature T:
k(T) = k1 × Q10^((T − T1) / 10)
A colder T gives a negative exponent and a smaller rate. At 20 °C: 0.0180 × 2.25^(−1.5) = 0.0180 ÷ 3.375 = 0.00533 per day. At 4 °C, a chilled shelf, the rate falls to 0.00146 per day.
Worked example: Q10 from a 35/45 °C test and shelf life at five temperatures
Rows 2 to 7 are the test results and the quality limit (yellow inputs). B9 calculates Q10. Rows 12 to 16 predict the rate, the shelf life and the acceleration factor at five storage temperatures, and rows 18 to 20 work out how long a hot test must run.
| A | B | C | D | |
|---|---|---|---|---|
| 1 | Input | Value | ||
| 2 | Test temperature T1 (°C) | 35 | ||
| 3 | Rate constant k1 at T1 (per day) | 0.0180 | ||
| 4 | Test temperature T2 (°C) | 45 | ||
| 5 | Rate constant k2 at T2 (per day) | 0.0405 | ||
| 6 | Vitamin C at start (mg/100 mL) | 50.0 | ||
| 7 | Label claim (mg/100 mL) | 40.0 | ||
| 8 | ||||
| 9 | Q10 = (k2/k1)^(10/(T2−T1)) | 2.25 | ||
| 10 | ||||
| 11 | Storage (°C) | Predicted k | Shelf life (days) | Factor at 45 °C |
| 12 | 4 | 0.0015 | 153 | 27.8 |
| 13 | 10 | 0.0024 | 94 | 17.1 |
| 14 | 20 | 0.0053 | 42 | 7.6 |
| 15 | 25 | 0.0080 | 28 | 5.1 |
| 16 | 30 | 0.0120 | 19 | 3.4 |
| 17 | ||||
| 18 | Shelf life to simulate (days, at 20 °C) | 180 | ||
| 19 | Acceleration factor 20 → 45 °C | 7.59 | ||
| 20 | Days at 45 °C that stand for it | 23.7 |
- B9
=(B5/B3)^(10/(B4-B2))Q10 from two rate constants - B14
=$B$3*$B$9^((A14-$B$2)/10)Predicted k at 20 °C - C14
=LN($B$6/$B$7)/B14Shelf life to the label claim (first order) - D14
=$B$9^(($B$4-A14)/10)Acceleration factor of the 45 °C test - B20
=B18/B19Days at 45 °C that stand for 180 days at 20 °C
Illustrative rate constants for a fictional juice. Not food-safety guidance and not a validated shelf life: follow HACCP and the rules that apply where you produce and sell, and confirm with real-time tests.
From rate to shelf life
For a first-order loss, such as vitamin C, the content falls as C = C0 × e^(−kt), so the time until it reaches a limit is:
Shelf life = LN(C0 / C_limit) / k
From 50 to the label claim of 40 mg/100 mL, LN(1.25) = 0.2231, so the shelf life is 0.2231 ÷ 0.00533 = 41.8 days at 20 °C, 94 days at 10 °C and 153 days at 4 °C, but only 18.6 days at 30 °C. The same logic as a half-life from an elimination rate constant: a smaller k means a longer time to the limit.
Accelerated shelf-life testing
Waiting six months for a real-time result is slow, so labs store samples hot and measure faster losses. The acceleration factor says how many days at storage temperature one day in the hot test stands for:
AF = Q10^((T_test − T_storage) / 10)
From 20 °C to 45 °C, AF = 2.25^2.5 = 7.59. A 180-day shelf life at 20 °C therefore corresponds to 180 ÷ 7.59 = 23.7 days at 45 °C. Medical packaging ageing protocols often assume Q10 = 2 as a conservative default when no data exist. For food, measure at least two, better three or four, temperatures instead of assuming a value.
Q10 and the Arrhenius equation
Q10 is a shortcut for the Arrhenius equation, k = A × e^(−Ea / RT), with T in kelvin. The two are linked by Q10 = e^(10 × Ea / (R × T × (T + 10))), so for a fixed activation energy Q10 slowly drifts with temperature. That is why long extrapolations, such as from 45 °C down to 4 °C (an acceleration factor of 27.8 here), carry the largest error. With rates at three or more temperatures, an Arrhenius plot of ln k against 1/T is the more robust method.
When Q10 predictions fail
A hot test can change what happens, not just how fast: fats melt, sugars reach their glass transition, proteins denature, and different microbes grow. Moisture and oxygen pick-up through the pack may not speed up in the same way as the chemistry. Treat a Q10 prediction as an estimate to plan the study, and confirm the shelf life with real-time data at the storage temperature.
Common mistakes
- Forgetting the 10 / (T2 − T1) exponent. With tests 15 °C apart, k2 / k1 is not Q10. Scale the ratio to a 10 °C step.
- Wrong sign in the prediction. For a colder temperature, (T − T1) / 10 is negative and k gets smaller. A larger k at 4 °C than at 35 °C means the exponent is upside down.
- Multiplying the shelf life by Q10 the wrong way. Shelf life gets longer when it is colder: divide the rate, or multiply the shelf life, by the acceleration factor, not the other way round.
- Mixing the order of the reaction. LN(C0 / C_limit) / k is for first-order losses. A zero-order loss uses (C0 − C_limit) / k.
- Extrapolating too far. From 45 °C to 4 °C the factor is 27.8. Small errors in Q10 become large errors in days.
- Assuming Q10 instead of measuring it. A textbook Q10 of 2 can be far off for a specific product. Measure at two or more temperatures.
Frequently asked questions
How do you calculate Q10?
Divide the rate at the higher temperature by the rate at the lower temperature and raise the result to the power 10 / (T2 − T1). With 0.0405 per day at 45 °C and 0.0180 per day at 35 °C, Q10 = 2.25.
What does a Q10 of 2 mean?
The reaction runs twice as fast for every 10 °C increase, and twice as slowly for every 10 °C decrease. A shelf life of 30 days at 30 °C would become about 60 days at 20 °C.
How do you use Q10 for accelerated shelf-life testing?
Calculate the acceleration factor Q10^((T_test − T_storage) / 10) and divide the target shelf life by it. With Q10 = 2.25, a 45 °C test speeds things up 7.59 times compared with 20 °C, so 180 days of storage correspond to about 23.7 days of testing.
What is the difference between Q10 and Arrhenius?
Q10 assumes a constant factor per 10 °C step and works directly in °C. The Arrhenius equation uses an activation energy and absolute temperature, which makes it more accurate over wide temperature ranges. For a given activation energy, Q10 changes slightly with temperature.
Practise it in a lab
- Q10 & Accelerated Shelf-Life Testing: From 35/50 °C Tests to Storage Temperature Pro
- First-Order Quality Loss: ln C vs Time, the Rate Constant k & Half-Life Free
- The Arrhenius Plot: ln k vs 1/T, Activation Energy & a Predicted Rate Pro
- Shelf Life to a Quality Limit: First vs Zero Order & the Limiting Attribute Pro