Question

Difficulty: MediumInterpolation and Extrapolation

A group of microbiologists measured the enzymatic reaction rate (RR, in nmol/minmg\text{nmol/min}\cdot\text{mg}) of a newly discovered halophilic bacterial strain across various salinity levels (SS, in parts per thousand, ppt) at three fixed temperatures (20C20^\circ\text{C}, 30C30^\circ\text{C}, and 40C40^\circ\text{C}). The results are recorded in the table below.

Salinity (SS, ppt)Rate at 20C20^\circ\text{C}Rate at 30C30^\circ\text{C}Rate at 40C40^\circ\text{C}
1014.022.010.0
2020.032.016.0
3026.042.022.0
5038.062.034.0

Based on linear interpolation and extrapolation of the data trends, arrange the four estimated reaction rates described below in order from lowest to highest.

  1. 1The estimated reaction rate at 30C30^\circ\text{C} and 5 ppt5\text{ ppt} salinity
  2. 2The estimated reaction rate at 40C40^\circ\text{C} and 25 ppt25\text{ ppt} salinity
  3. 3The estimated reaction rate at 20C20^\circ\text{C} and 60 ppt60\text{ ppt} salinity
  4. 4The estimated reaction rate at 30C30^\circ\text{C} and 40 ppt40\text{ ppt} salinity

Answer

The correct order from lowest to highest estimated reaction rate is: the estimated rate at 30C30^\circ\text{C} and 5 ppt5\text{ ppt} (17.0 nmol/minmg17.0\text{ nmol/min}\cdot\text{mg}), followed by the estimated rate at 40C40^\circ\text{C} and 25 ppt25\text{ ppt} (19.0 nmol/minmg19.0\text{ nmol/min}\cdot\text{mg}), followed by the estimated rate at 20C20^\circ\text{C} and 60 ppt60\text{ ppt} (44.0 nmol/minmg44.0\text{ nmol/min}\cdot\text{mg}), and finally the estimated rate at 30C30^\circ\text{C} and 40 ppt40\text{ ppt} (52.0 nmol/minmg52.0\text{ nmol/min}\cdot\text{mg}).
To place the estimated rates in correct order from lowest to highest, calculate each value using the constant linear rates of change shown in the table. At 30C30^\circ\text{C} and 5 ppt5\text{ ppt}, extrapolating below 10 ppt10\text{ ppt} yields 17.0 nmol/minmg17.0\text{ nmol/min}\cdot\text{mg}. At 40C40^\circ\text{C} and 25 ppt25\text{ ppt}, interpolating halfway between 2020 and 30 ppt30\text{ ppt} yields 19.0 nmol/minmg19.0\text{ nmol/min}\cdot\text{mg}. At 20C20^\circ\text{C} and 60 ppt60\text{ ppt}, extrapolating above 50 ppt50\text{ ppt} yields 44.0 nmol/minmg44.0\text{ nmol/min}\cdot\text{mg}. At 30C30^\circ\text{C} and 40 ppt40\text{ ppt}, interpolating halfway between 3030 and 50 ppt50\text{ ppt} yields 52.0 nmol/minmg52.0\text{ nmol/min}\cdot\text{mg}. Comparing these numerical values (17.0<19.0<44.0<52.017.0 < 19.0 < 44.0 < 52.0) produces the correct sequence.

Step-by-Step Solution

1
Determine the linear relationship (slope) for each temperature column.
For 20C20^\circ\text{C}, the rate increases by 0.6 nmol/minmg0.6\text{ nmol/min}\cdot\text{mg} per ppt salinity. For 30C30^\circ\text{C}, the rate increases by 1.0 nmol/minmg1.0\text{ nmol/min}\cdot\text{mg} per ppt salinity. For 40C40^\circ\text{C}, the rate increases by 0.6 nmol/minmg0.6\text{ nmol/min}\cdot\text{mg} per ppt salinity.
Establishing the rate of change allows calculation of values between existing data points (interpolation) and beyond existing data points (extrapolation).
2
Calculate the numerical value for each item.
Item 1 (30C,40 ppt30^\circ\text{C}, 40\text{ ppt}): 42.0+10(1.0)=52.0 nmol/minmg42.0 + 10(1.0) = 52.0\text{ nmol/min}\cdot\text{mg}.
Item 2 (20C,60 ppt20^\circ\text{C}, 60\text{ ppt}): 38.0+10(0.6)=44.0 nmol/minmg38.0 + 10(0.6) = 44.0\text{ nmol/min}\cdot\text{mg}.
Item 3 (40C,25 ppt40^\circ\text{C}, 25\text{ ppt}): 16.0+5(0.6)=19.0 nmol/minmg16.0 + 5(0.6) = 19.0\text{ nmol/min}\cdot\text{mg}.
Item 4 (30C,5 ppt30^\circ\text{C}, 5\text{ ppt}): 22.05(1.0)=17.0 nmol/minmg22.0 - 5(1.0) = 17.0\text{ nmol/min}\cdot\text{mg}.
Obtaining exact numerical estimates enables precise relative comparison.
3
Sort the items by calculated value from lowest to highest.
17.017.0 (Item 4) < 19.019.0 (Item 3) < 44.044.0 (Item 2) < 52.052.0 (Item 1).
Direct numerical comparison determines the correct sequence.

Key Concept

Interpolation and Extrapolation of Data Trends
Estimated Time:1m 30s
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