The purpose of this investigation is to discover whether different respiratory substrates will affect the rate of respiration of yeast
Aim
The purpose of this investigation is to discover whether different respiratory substrates will affect the rate of respiration of yeast. I will investigate this by measuring the amount of C02 evolved during anaerobic respiration. As C02 is a waste product produced during respiration, measuring the volume of c02 produced will allow me to evaluate which of the sugars are best metabolized during respiration (of yeast).
Background information
Yeast
Yeasts are a form of eukaryotic microorganisms that are used heavily in industry to be used for fermentation of alcohols and baking. Yeast digest the sugars using extracellular enzymes to break down the compounds, thus yeast are known as saprophytes, which the products will be transported into the cell of the yeast by facilitated diffusion to be respired. The yeast synthesises the enzymes required that will be specific to the substrate that they will be digesting. For example, domestic yeast is sold in as a sucrose solution, and the cell membrane of the yeast contains a high concentration of sucrose enzymes, thus the yeast adapts its digestive enzymes to its environments to digest specific sugars. Yeast can respire both through aerobic and anaerobic respiration, depending on the availability of oxygen present within the surrounding area. If oxygen is not present then fermentation occurs which converts sugars i.e. glucose into ethanol and CO2 (Glucose --> Ethanol and CO2), which is the anaerobic process. This is then respired out into surroundings. However if there is oxygen available then the sugar is fully metabolised and produces water and CO2 (glucose + oxygen --> CO2 + water), in this process energy is released for the cell to respire. In both cases of respiration CO2 is produced as a waste product, hence I have chosen it as a measure to calculate the rate of rate of respiration (based on the volume of C02 evolved). When oxygen is provided to a yeast cell then respiration follows in a series of steps, in the experiment this will only occur in small amounts as the supply of oxygen will be limited. The first of the steps of respiration is known as glycolysis.
In glycolysis the glucose/ sugar molecule is split into 2 molecules of pyruvate and thus a net gain of 2 ATP molecules takes place. The process occurs within the cytoplasm of the yeast, and occurs when 2 molecules of ATP are hydrolysed to form ADT + Pi. To get the sugar in a more reactive form 2 phosphate groups are added to it, it is then in the form known as Glyceraldehyde 3-phosphate, this has 6 carbons. This is further split into two molecules of the 3 carbon sugar, when this is split into two molecules of pyruvate an oxidation reaction takes place and electrons are transferred to NAD and thus the energy which is released from this occurrence is used to join 4 moles of ADP + Pi to form ATP. In the end of this reaction we have a net gain of 2 ATP molecules and further a reduced NAD molecule as well, the reduced NAD goes onto the electron transport chain where it is finally converted into ATP.
Enzymes
Enzymes are globular proteins, and with a tertiary structure. This complex structure forms the active site where the amino acids around the active site bind to the substrate molecule to form an enzyme substrate complex. This makes the enzyme specific for one reaction only, as other molecules won't fit into the active site. When a substrate attempts to binds to the active site, the active site changes shape and hence distorts the active site to fit around the molecule. This is referred to as the induced fit mechanism.
Temperature
Enzymes have an optimum temperature, where up to this temperature the rate increases with temperature. The rate of reaction increases because the enzyme and substrate molecules have an increase in kinetic energy hence the frequency of collisions increase. Above the optimum temperature the rate decreases the increase in heat energy breaks the hydrogen bonds holding the tertiary structure of the enzyme causing the structure of the active site to become denatured. Hence the substrate can no longer bind with the active site of the enzyme to form the enzyme substrate complex and hence the reaction is not catalysed. Hence if the respiratory enzymes (such as ATP synthase and NADH Dehydrogenase) will be denatured and respiration will stop.
pH
Enzymes have an optimum pH at which they have the highest rates of reaction. The pH affects the charge of the amino acids at the active site (as amino acids are Zwitter ions) and this causes the structure of the active site to change the substrate can no longer bind to form an enzyme substrate complex. A change in pH may disrupt the optimum pH for the extracellular digestive enzymes that are used by the yeast. Hence the substrates cannot bind to the active site and form an enzyme substrate complex, causing the rate of respiration to decrease.
Facilitated Diffusion.
Facilitated diffusion is the transport of substances across a membrane by a trans-membrane protein molecule. The transport proteins are specific for one molecule (for example a carrier protein for glucose will not diffuse a sucrose molecule). Molecules are transported down a concentration gradient, hence facilitated diffusions a passive diffusion process. This is important to respiration and my investigation because the substrates that I will be using are polar. Hence, before the yeast can start respiring the yeast first must saprophytic digest the substrate, and then absorb the products via facilitated diffusion, as the sugars are polar and cannot diffuse via lipid diffusion due to the phospholipids bi-layer.
There are two types of proteins that are used for facilitated diffusion. Channel Proteins form a water saturated channel in the membrane. This allows polar substances (usually ions) to diffuse across membranes. Carrier Proteins have a binding site for a specific solute and constantly flip between two states so that the site is alternately open to opposite sides of the membrane. The substance will bind on the side where it at a high concentration and be released where it is at a low concentration.
Independent variable
In this investigation, the independent variable is the 5 different types of sugars to be used in the experiment, Glucose, Fructose, Maltose, Lactose and Sucrose.
Dependent variable
The dependant variable will be the volume of c02 produced during yeast respiration.
Null hypothesis
There is no difference between the volumes of CO2 produced by any of these substrates when respired by yeast under the experimental conditions
Hypothesis
There will be a relationship between the substrate used and the volume of CO2 evolved by each substrate when used in respiration by the yeast.
Prediction
I predict that in this experiment that the type pf substrate used will affect the amount of C02 produced, and hence the rate of respiration. This is due to the fact that sugars are needed in order to carry out respiration. Thus the yeast will be able to carry out aerobic and anaerobic respiration. Aerobic respiration will only occur on the surface of the yeast where oxygen is available; however anaerobic respiration will dominate the respiration as the volume of 02 is limited as we go deeper into the solution. Therefore the products of respiration will be ethanol and CO2 and will yield consideberaly less ATP than aerobic respiration.
Referring to my research, I believe that although glucose and fructose are monosaccharides, they can be directly absorbed by the yeast as the yeast does not need to produce any extracellur enzymes to digest the sugars. Hence respiration will occur quicker with these two sugars. However, maltose consists of two glucose molecules, hence when the yeast manufactures maltase to digest the maltose, there will be twice as much glucose available to the yeast than just using glucose or fructose therefore there will be more glucose molecules in the same volume, so more sugars are available for respiration. Because of this it will produce a lot more CO2 in the same amount of time. However, because glucose is a polar molecule it must be transported into the cell membrane of the yeast via facilitated diffusion. If all of the carrier proteins are occupied while transporting the glucose molecule, then the amount of carrier proteins in the yeast membrane can be a limiting factor limiting the respiration.
I predict that lactose will produce the smallest volume of C02 gas because the yeast does not have the lactase gene to synthesis the lactase enzyme used for the hydrolysis of lactose enzymes lactase is not present to catalyse this reaction it will not occur. Hence if the lactose remains undigested, its monomers (glucose and galactose) cannot be used for the metabolic pathways in respiration, hence no C02 will be produced.
Apparatus
* Gas syringe
* Water bath
* Thermometer
* Boiling tube
* Measuring cylinders
* Dry yeast
* Substrates (glucose, fructose etc)
* Stop clock
* Safety goggles
* Rubber stopper
* Distilled water
* Electronic balance
* Beaker
* Universal indicator
* Acidic buffer solution
* Funnel
* Buffer Solution
Method of investigation
Steps
Accuracy
Reason for method
All apparatus that will be used to contain yeast or sugars will be cleansed using distilled water, and to set up water bath at a temperature of 40°C.
Cleaning the apparatus with distilled water will ensure that all the equipment to be used in the experiment is clean and no other substances that may have been in the equipment may interfere with my investigation, causing my results to be invalid.
By cleaning my apparatus I will ensure that there are no substances that may interfere with my experiment (for example there may be a non/competitive inhibitor that may inhibit the enzymes used by yeast to digest the substrates or respiratory enzymes, thus reducing amount of C02 produced)
I will heat the water bath to 40C because I have decided to use this temperature for my experiments.
I will prepare substrate solution by adding 0.8M of sugar to 20cm3 of acidic buffer solution, and pour the solution into a boiling tube.
By using 0.8M of each substrate in solution with 20cm3 of acidic buffer solution, I will be able to maintain a constant concentration for each substrate
By maintaining the same concentration for each substrate, I will ensure that my experiment is fair and that the results are valid.
Weigh 2g of dry yeast using an electronic balance
I will use the same amount of yeast (2g) for each experiment to ensure that my experiment is a fair test.
Keeping the concentration of yeast will ensure that my test is fair, as an increase in yeast concentration will increase the amount of cells carrying out respiration hence the volume of C02 produced will increase.
I will place the 2 boiling tubes (containing substrate solution and yeast in separate tubes) into the water bath (which has been preheated to 40 °C
I will set up apparatus by connecting rubber tubing to gas syringe which I will use to measure C02 volume
After 10 minutes I will check the temperatures of the boiling tubes to ensure that both at the required temperature (40c)
This is to ensure that the temperatures in the boiling tubes are the same
When temperatures of both boiling tubes are equal at 40C, I will add the substrate to the yeast solution, as the yeast is suspended in solution. I will then measure the temperature of the boiling tubes.
I will measure the temperatures of both boiling tubes (of substrate and yeast) together so that the actual temperature when respiration begins can be recorded, and this must recording must be taken quickly
As soon as I carry out the step above, I will connect the rubber bung to the test tube which is connected to the gas syringe and start the stop clock.
Placing the rubber bung on top of the test tube will ensure that minimal amount of C02 is lost while I am connecting the bung.
I will do this so that the gas syringe can be used to measure the amount of c02 produced by yeast respiration
I will take a reading from the gas syringe at 5 minute intervals and record the volume in a table. I will continue to do this for45 minutes at 5 minute intervals for each substrate
So that the volume of C02 produced can be measured accurately.
This will enable me to accurately record the volume of c02 produced, and using a large amount of respiration per each test ensures my results are reliable. I will then be able to plot this data to calculate the rate of respiration and observe any trends in the data.
Controlled Variables
Controlled Variable
How I will control it
Why I will control it
Temperature
By placing the boiling tubes in a water bath that is heated constantly at 40C
The temperature must be controlled because the temperature will affect the rate of respiration of the yeast. If the temperature is changed, for example, too high then this may denature the enzymes used by yeast to digest substrates.
pH
I will control the pH by adding the substrate to a buffer solution
A change in pH may damage the enzymes the yeast may use to digest the substrate (such as maltase) as the pH will interact with the amino acids of the active site, and cause the active site to alter shape.
Mass of yeast
By using a constant amount of yeast for each experiment
As changing the amount of yeast will affect the volume of carbon dioxide gas evolved. This is due to the fact that more mass of yeast will cause If not controlled, then my results will be invalid.
Concentration of substrate
I will use a constant amount of substrate (0.8M) for each experiment
Changing the concentration of substrate will cause more C02 to be produced (or less if concentration is decreased) as the yeast has access to more substrates which it can digest for respiration, hence produce larger volumes of C02. Hence, if I do not keep this variable constant, my investigation will not be fair and my results will be invalid.
Time
I will check and record the amount of C02 evolved for 5 minute intervals
Type of yeast used
Use only one type of yeast for all reactions
Different types of yeast are used for different purposes (such as yeast bred for making bread and yeast used in fermentation).
This yeast have adapted to create many enzymes regarding to the substrate that they digest most, so one type of yeast may contain many more maltase enzymes while another yeast may contain more sucrase enzymes. Hence this variable must be controlled to ensure a ...
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Time
I will check and record the amount of C02 evolved for 5 minute intervals
Type of yeast used
Use only one type of yeast for all reactions
Different types of yeast are used for different purposes (such as yeast bred for making bread and yeast used in fermentation).
This yeast have adapted to create many enzymes regarding to the substrate that they digest most, so one type of yeast may contain many more maltase enzymes while another yeast may contain more sucrase enzymes. Hence this variable must be controlled to ensure a fair test.
Calculations (making 1M sugar solutions):
In order to synthesis the standard solutions of each substrate the substrate must be dissolved in fixed. In this investigation I will need to determine the mass of sugar needed to be dissolved in 1000cm3 of water to create a 1M sugar solution. I have included my calculations in the table below.
Sugar
Moles of sugar -Concentration (M) x Volume(dm3)
Mass of sugar (moles x molecular mass)
Mass of sugar needed (g)
Volume of water needed (cm3)
Fructose
C6H12O6
.00 x 1.00 = 1.00mol
.00 x 180 = 600
80
000
Glucose
C6H12O6
.00 x 1.00 = 1.00mol
.00 x 180 = 600
80
000
Sucrose
C12H22O11
.00 x 1.00 = 1.00mol
.00 x 342 = 2832
342
000
Maltose
C12H22O11
.00 x 1.00 = 1.00mol
.00 x 342 = 2832
342
000
Lactose
C12H22O11
.00 x 1.00 = 1.00mol
.00 x 342 = 2832
342
000
A control experiment will be conducted parallel to the actual experiment. The experimental control that I will be using will be a boiling tube containing yeast and will be placed in the same water bath as the experimental boiling tube (yeast and substrate together). I will also place another tube containing only the respiratory substrate in the same water bath. The experimental; control will be exposed to the same experimental conditions and will be timed for the duration of the experiment. Thus the purpose of the experimental control is to ensure that the volume of C02 produce is from the respiration of yeast with substrate (which requires the yeast to digest the substrate) and not any other external factors (apart from residual glucose).
Data Analysis:
Below is an example of the type of table which can be drawn up to analyse the results which are obtained from the experiment, it shows clearly the results obtained in a logical order for each of the substrates used in the experiment.
Table to show the volume of CO2 gas produced for each substrate
Sugar solution
Temperature of water bath (°C)
pH of the mixture
Volume of CO2 evolved (cm3)
Total volume CO2 evolved (cm3)
Average volume of CO2 (cm3)
Minutes
Before
After
Before
After
5
0
5
20
25
30
35
40
45
Fructose
2
3
4
5
6
7
8
9
0
1
2
3
4
5
Glucose
2
3
4
5
6
7
8
9
0
1
2
3
4
5
Sucrose
2
3
4
5
6
7
8
9
0
1
2
3
4
5
Maltose
2
3
4
5
6
7
8
9
0
1
2
3
4
5
Lactose
2
3
4
5
6
7
8
9
0
1
2
3
4
5
Exemplar Histogram
Below is a histogram which represents the volume of CO2 produced by the different substrates. If there is an overlap between the results of the two substrates as shown below, than I must carry out the statistical test called the T-test will need to be carried out which will provide me with a probability of the likely hood that my null hypothesis is true.
In order to accurately and clearly identify if there is any significant difference between the volume of CO2 produced and the different substrates, I will therefore produce frequency histograms to compare each substrate with another. If there is no overlap between the histograms then it is graphically clear that a substrate causes more production of c02 volume than another. However, if there is overlap between the histograms, then using the graph alone is inaccurate and inadequate for me to establish whether there is any significant difference between the type of substrate and volume of c02 evolved. Hence I will conduct the Students T test in to compare two sets of data and to calculate whether there is any significant differences between the two sets of data.
A T test is used to compare the mean of two sets of data and it takes into consideration the standard deviation of the two sets of data. As I will be using a large sample size due to the vast number of repeats, I will expect my T value to be low. I will then use the relevant T value from a table of degrees of freedom. If my calculated T value is greater than or equal to the critical value, there will be a significant difference between the effects of substrate on the volume of CO2 produced and I will therefore be able to reject my null hypothesis. However, if my T value is less than the critical value then I will accept my null hypothesis.
T test formula:
Implementation
Modifications
* The gas syringe is an inefficient method of measuring the volume of CO2 produced in the experiment as there is too much friction within the syringe; hence the syringe is unable to show the amount of C02 gas that has entered the syringe. Thus I will change my method and apparatus by using the invested burette water displacement method, which inaccurate to 0.1 cm3 (which is more accurate that the gas syringe).
Modified method
. I will fill the burette with water, and using my thumb to completely cover the top of the burette and submerge into water
2. Once totally submerged in water I will remove my thumb, and secure the burette by clamping it
3. I will take the reading of the meniscus, to identify where the starting point of water is and then deduct any changes from that to calculate the actual change in volume (caused by production of C02 gas)
4. I will read from the apex of the meniscus to ensure that accurate readings are taken
5. I will place the delivery tube into the opening of the burette, which will be connected to the conical flask.
6. In my plan I was originally going to use a boiling tube for the yeast/substrate reaction. However I have found out that this reduces the surface area of the yeast and causes the yeast to sediment at the bottom of the boiling tube. Thus I will use a conical flask to ensure that the yeast does not sediment by maintaining a larger surface area,
* The yeast 'solution' is not a solution, as the yeast in merely suspended in solution, thus forming a colloid. The stock yeast solution must be stirred before used. I will add the sugar to the yeast as the yeast is a colloid, and I will not contaminate the solution with either sugar or yeast.
* As the yeast solution sediments, I need to swerve the conical flask (containing yeast and sugar substrate) during 5 minute readings approximately 5 times in the clockwise direction to re-suspend the yeast.
* I will change the concentration of sugars to 0.4M to prevent the yeast from being killed by osmosis. Thus I will change the volumes of yeast and substrate used, using 35cm3 of yeast and 10cm3 of sugar.
* The temperature of the water bath has been set to 40°C
* No buffer solution is available; therefore I will not be able to control the pH of solution. However I will measure the pH at the start and termination of each experiment to measure the pH using indicator paper.
* Substrates that are going to be used are: glucose, fructose, maltose, sucrose and lactose. The expectation is that lactose produces no C02 as yeast does not possess the lactase enzyme (to digest lactose into its monomers).
* However, a small amount of C02 will be produced when experimenting with lactose, as residual glucose within the yeast that will be used for respiration. Therefore I will leave the east in the water bath for 1 hour before the experiment to ensure that the residual glucose has been respired.
* All substrates will be repeated twice (except lactose which will be repeated just once) and I will use 2 controls per each experiment (test tubes containing separate mixtures of substrate and yeast). However in my plan I stated I will conduct 15 experiments per substrate however this will be too time consuming therefore I will pool my data.
Results table
Time
0
5 min
0 min
5 min
20 min
25 min
30 min
35 min
40 min
45 min
ph start
temp start
ph end
temp end
Substrate
Glucose
0
0.5
6.9
22.2
31.8
34.9
41.4
44.9
47.8
47.8
7
40 °C
7
40 °C
0
9
3.5
20.6
26.5
35.2
41.2
45.6
48
50
7
40 °C
7
40 °C
Average
0
9.8
5.2
21.4
29.2
35.1
41.3
45.3
47.9
48.9
7
40 °C
7
40 °C
7
40 °C
7
40 °C
Fructose
0
4.2
6.2
1.7
8
25.1
32.7
39.7
46.4
52.4
7
40 °C
7
40 °C
0
2.8
7.6
3.9
8.2
24.8
29.6
34.9
40.7
45.6
7
40 °C
7
40 °C
Average
0
3.5
6.9
2.8
8.1
25
31.2
37.3
43.6
49
7
40 °C
7
40 °C
7
40 °C
7
40 °C
Maltose
0
2
8.5
9.5
3.3
8.6
20.3
23.8
27.1
28.5
7
40 °C
7
40 °C
0
4
6
8.1
1
4
7.3
21.2
24.2
27.7
7
40 °C
7
40 °C
Average
0
3
7.3
8.8
2.2
6.3
8.8
22.5
25.7
28.1
7
40 °C
7
40 °C
7
40 °C
7
40 °C
Sucrose
0
9.7
2.4
3.3
3.8
4.3
6.3
8.1
9.2
20.7
7
40 °C
7
40 °C
0
8.6
0.3
1.5
3.7
4.9
6.1
8.2
20.1
20.3
7
40 °C
7
40 °C
Average
0
9.2
1.4
2.4
3.8
4.6
6.2
8.2
9.7
20.5
7
40 °C
7
40 °C
7
40 °C
7
40 °C
Lactose
0
0
0
0
0
0.1
0.1
0.1
0.1
0.2
7
40 °C
7
40 °C
0
0
0
0
0.2
0.2
0.2
0.2
0.2
0.3
7
40 °C
7
40 °C
Average
0
0
0
0
0.1
0.2
0.2
0.2
0.2
0.3
7
40 °C
7
40 °C
Above is the table which shows my experimental data gathered in the experiment.. The table shows the volume of CO2 (cm3) produced over time (minutes).
Pooled results table
Substrate
Volume CO2 (cm3) produced over time (min)
GLUCOSE
0
5 min
0 min
5 min
20 min
25 min
30 min
35 min
40 min
45 min
0.0
0.5
6.9
22.2
31.8
34.9
41.4
44.9
47.8
47.8
0.0
9
3.5
20.6
26.5
35.2
41.2
45.6
48
50
0.0
0.8
4
21.8
28.2
32
35.8
40.6
45.1
49.1
0.0
9.8
1.9
21.3
26
29.7
35.8
40
43.8
46.8
0.0
0.8
4
21.8
28.2
32
35.8
40.6
45.1
48.7
0.0
9.8
1.9
21.3
26
29.7
35.8
40
43.8
45.6
0.0
1.2
20.1
30.6
42.1
49.6
60.6
70.8
76.2
80.8
0.0
0.8
20.9
33
45.2
54.6
67.9
74.5
80.9
86.8
0.0
3.7
5.9
9.3
3.9
7.8
23.6
29.7
34.1
38.3
0.0
2
5
0.7
8.9
26.3
33.8
40.8
44
48.8
0.0
5.7
9.9
1.3
3.7
7.4
21.6
25.5
29.9
35.5
0.0
3.0
5.1
7.6
0.5
3.6
8.4
21.6
25.2
30.1
0.0
3.1
7.4
3.1
8.0
25.2
29.8
34.9
41.3
47.0
0.0
4.9
8.8
2.2
5.5
21.3
25.6
29.9
34.8
40.4
0.0
6.7
1.3
6.8
23.5
31.6
38.2
43.1
45.6
48.7
0.0
2.0
5.5
0.3
6.6
20.6
29.6
34.7
41.1
43.3
0.0
3.0
6.5
0.5
5.3
21.6
25.6
34.6
39.7
43.1
0.0
9.5
4.5
22.7
30.7
40.5
48.7
51.3
54.9
57.7
0.0
0.9
6.3
9.0
23.9
29.3
35.5
42.9
46.0
48.8
0.0
1.3
3.9
8.5
24.5
29.6
34.9
36.9
40.7
46.2
0
0.2
1.4
7.8
22.5
28.8
35.1
41.5
46
48
0
1.7
3.5
9.4
25.8
32.9
40
46.1
48
49.9
0.0
5.2
8.9
4.7
9.9
25.9
34.8
40.6
42.6
43.0
0.0
2.6
6.6
0.2
8.2
22.7
31.7
34.5
38.9
43.5
0.0
.8
5.1
8.4
1.8
7.1
20.1
25.0
28.6
34.1
0.0
.9
5.9
9.7
5.2
7.7
20.5
28.6
34.2
39.3
0.0
1.5
5.5
20.6
28.8
33.7
34.7
42.9
47.4
49.5
0.0
7.6
3.5
20.8
25.6
29.5
31.4
36.9
40.2
44.7
0.0
7.1
4.2
8.7
24.6
30.2
36.6
40.1
42.3
45.6
0.0
8.5
2.4
7.6
21.4
29.8
30.7
38.9
42.5
47.8
0.0
9.8
4.1
8.5
27.1
34.1
42.0
45.6
49.1
51.2
0.0
5.4
4.9
20.8
26.8
32.9
36.0
40.9
44.6
45.3
0.0
5.1
9.6
0.7
4.3
6.9
9.8
21.9
25.9
28.4
0.0
4.8
7.7
1.7
6.1
20.9
24.7
27.3
29.6
32.8
0.0
5.5
9.2
7.4
22.5
32.5
35.5
37.5
47
54.9
0.0
9.0
2.9
20.4
29.3
37.7
44.1
47.5
56.4
63.5
0
5.8
9.8
6
21.7
25.5
29.9
37.6
41
43.3
0
6.2
7.5
7.2
21.8
25.5
29.5
37.2
40.7
42.9
0
8.6
1
3
5.7
20.6
27.7
28
30.3
33.2
0
8.1
.6
2.9
6.3
20.5
26.9
28.3
31.5
34.6
0
0.2
.8
3.4
7.4
0.4
1.9
8.9
24.4
26.4
0
0
6.8
4.6
21.8
30.5
37.8
40.8
43.8
44.4
0
0
3.1
6.4
4.6
9.8
23.2
27.6
33.9
39.8
0
8.1
1.7
5.9
9.6
24.7
30.6
36.5
43
53.3
0
7.3
2.1
6.1
9.5
24.8
30.3
37.2
43.1
52.2
0
.4
2.4
5.8
8.1
1.6
6
21.5
26.1
29.6
0
4.7
6.9
7.9
9.3
3.1
7
20.6
24.6
25.4
0
0.1
9.9
29.8
34.8
39.1
44.9
49.6
54.5
58.6
0
0
8.5
4.5
22.5
30.7
38.1
42.6
44.4
44.6
0
0
3.7
6.7
5
20.2
24
28
34.8
40.8
FRUCTOSE
0.0
6.9
9.3
1.6
4.3
7.2
22.4
24.5
27.5
29.5
0.0
.3
2.2
4.2
4.8
5.6
6.1
8.4
8.4
1.7
0.0
7.9
0.4
6.3
23.5
34.4
46.3
56.3
65
73.7
0.0
7.3
9.8
29.5
40.1
47.8
57.1
61
69.2
77.1
0.0
8.1
0.8
7
24.6
35.7
47.9
57.6
65.6
70.1
0.0
7.8
20
30.3
40.4
48.4
57.3
61.5
69.4
72.3
0.0
7.9
0.4
6.3
29.5
35.4
44.1
47.5
49.6
51.5
0.0
7.3
9.6
29.4
38.7
46.4
55.9
59.8
66
69.6
0.0
2.5
3.5
4.8
6.2
7.7
9.8
1.6
3.8
5.9
0.0
0.7
.6
3.9
4.8
5.9
7.1
9.1
1.1
2.3
0.0
4.2
6.2
1.7
8.0
25.1
32.7
39.7
46.4
52.4
0.0
2.8
7.6
3.9
8.2
24.8
29.6
34.9
40.7
45.6
0
2.7
4.7
6.7
8.2
9.8
0.9
5.6
6.7
9.6
0
2.8
4.6
6.6
8.1
9.5
0.6
3.8
7.6
9.4
0
6.9
9
1.5
3.5
5
6
6.8
9.7
20.5
0.0
5.0
6.2
9.1
2.2
5.4
9.6
23.9
25.7
26.9
0.0
2
3.0
4.2
4.2
6.2
7.7
9.1
1.0
1.7
0.0
3
7.0
8.5
9.5
0.8
0.9
4.2
8.7
21.9
0
8
0.5
3
6.9
8
22
28.1
32.5
36.5
0
3.9
8.7
4.6
9.2
27.2
34.7
38.2
40.2
44.5
0
6
3.4
7.5
25.9
32.5
37.5
41.4
44.3
53.3
0
7.3
8.5
9.2
9.5
1.1
3.9
20.1
24
27.3
0
3.9
7.9
9.5
1.3
2.8
4.9
22.9
28.3
30.6
0
6.1
7.6
9.3
1.7
2.2
7.1
22.8
29.7
30.9
0.0
6.6
9.9
3.2
5.6
20.2
23.8
30.2
33.6
38.2
0.0
6.1
7.2
9.4
0.6
3.2
8.4
20.1
23.4
26.5
0
6.1
2.5
22.3
26.2
30.1
32.9
34.6
38.9
39.6
0
2.3
4.0
0.9
8.8
24.8
27.3
31.1
33.6
35.5
0
9.5
9.8
0.8
2
2.6
3.8
5.8
6.3
7.9
0
7.9
9.2
9.7
1
3.1
4
4.5
5.7
7.8
0
5.3
8.4
3.2
5.9
8.6
21.1
22.3
24.9
26.4
0
7.9
3.2
26.8
31.8
34.5
36.3
37.5
38.7
41.5
0
7.4
0.1
9.3
4.4
6.4
8.5
23.2
27.2
30.2
0
2.4
7.1
3.8
6.5
8.2
27
31.1
33.8
42
0.0
8.5
2.8
5.5
7.7
21.6
26.9
27.2
30.5
31.0
0.0
9.5
3.5
7.0
9.2
22.2
27.0
27.6
29.8
30.4
0.0
3.2
5.3
9.7
1.1
4.4
5.1
6.6
21.0
31.3
0.0
3.9
6.2
9.1
2.0
4.3
8.1
23.3
26.5
31.4
0
0.2
2.6
4.8
6.9
8.6
9.6
9.7
5
8.9
0
0
2.2
4.7
6
7.2
9.5
9.6
4.2
8.8
0
0
0
0.3
3.2
6.9
0.8
6.9
23.8
28.8
0
9
0.4
1.7
3.5
4.7
5.1
7.2
22.9
36.3
0
2.2
6.4
9.8
5.1
23
28.2
33.1
39.5
44.7
0
2.6
5
7.4
8.6
1.9
5
6.5
7.7
8.4
0
3.3
6.4
9
.4
1.1
2.4
3.6
4.7
5.8
0
6.5
2.3
4.9
20.5
23.8
30.1
34.9
40.3
45.3
0
7.7
0.2
3.7
7.4
22.9
28
33.8
38.7
44.9
MALTOSE
0.0
0
.1
2
3.1
4.7
6.9
9.4
9.7
4.4
0.0
3.1
5.1
5.9
7.8
9.2
1
2.1
2.1
4.4
0.0
6.7
9.8
24.5
25.4
28.5
30.4
34.4
37.6
40.4
0.0
3.2
6.9
20.2
21.8
25.8
27.7
31.5
34
36.3
0.0
1.2
4.1
7.7
8.82
20.12
22.22
25.12
27.02
29.6
0.0
9.2
0.1
1.5
3.2
4
5.1
7.8
21
25
0.0
6.8
20.2
24.9
29.1
32.3
34.2
38.2
41.3
44.4
0.0
3.1
6.8
20
21.7
25.7
27.6
31.5
33.7
36
0.0
4.4
6.2
8.9
0.6
3
5.8
8.4
20.9
23.9
0.0
.3
3.1
5.2
6.6
8.5
0.4
3.1
5.2
7.8
0.0
2.8
5.3
8.2
9.6
0.6
2.3
3.8
5.1
6.9
0.0
.9
4.0
5.8
8.1
8.8
0.1
1.8
3.9
5.8
0.0
2.1
5.4
8.3
1.8
5.8
20.3
25.0
28.2
31.5
0.0
2.3
5.8
9.4
2.6
5.2
6.3
8.4
9.7
21.1
0.0
5.5
7.0
9.1
3.7
.8
7.9
20.8
23.3
25.4
0.0
2.0
8.5
9.5
3.3
8.6
20.3
23.8
27.1
28.5
0.0
4.0
6.0
8.1
1.0
4.0
7.3
21.2
24.2
27.7
0.0
0.2
2.5
6.6
7.8
0.6
1.8
3.8
6.1
9.1
0.0
6.9
1.0
4.2
22.0
26.4
30.6
34.6
35.1
36.0
0.0
5.6
9.3
1.6
3.2
8.6
20.2
26.2
28.1
29.5
0
4.5
6.4
8.5
0.2
5.4
8.2
23.4
25.7
28.0
0
5.4
6.7
9
0.3
3.4
6.6
9.4
20.9
23.1
0.0
0.2
1.9
4.9
6.9
9.4
21.2
24.9
26.6
30.3
0.0
6.5
8.1
0.8
3.7
6.3
8.8
22.3
27.5
29.2
0.0
5.9
6.5
0.2
5.2
8.7
21.6
28.5
33.5
37.3
0.0
8.9
2.3
3.3
4.7
6.7
8.6
20.4
25.5
29.6
0.0
3.2
5.7
8.3
3.5
6.2
7.9
23.4
25.6
28.9
0.0
4.2
6.4
9.2
1.4
5.8
7.9
9.8
22.4
25.6
0.0
2.3
3.4
9.3
1.6
8.0
22.2
25.8
28.9
32.3
0.0
4.9
6.2
8.6
2.7
6.4
20.8
24.9
29.4
33.3
0.0
2.4
3.9
5
5.5
7.7
9.7
0.9
2.8
4.1
0.0
3.4
7.1
9.8
2.3
6.2
9.7
23.3
26.9
30.2
0.0
7.3
0.6
3.5
5.6
9.5
23.9
25.1
28.3
29.1
0.0
6.5
7.5
8.8
1.9
20.7
27.9
29.0
31.9
32.2
0.0
5.0
5.8
7.6
8.3
25.5
26.3
28.7
31.2
34.0
0.0
3.5
4.1
7.7
3.6
6.5
21.4
33.2
33.9
35.3
0
0.6
3.9
5
7.4
20.9
23
26.2
28.9
32.3
0
0.2
3.5
4.5
6.4
9.5
22
25
27.9
31.5
0
1.2
3.4
4.5
5.5
7.3
9
21
22.6
24.8
0.0
0.6
1.2
1.6
2.9
5.3
8.8
20.2
21.8
23.4
0
0.6
2.2
2.7
6
6
1.2
2.2
4.1
7.5
0
2.9
3.7
4.5
7.9
8
2.6
5.6
6.3
8.7
0
7.9
0.5
3
4.3
5.7
8.5
20.3
23.4
27.3
0
8
0.9
2.5
5
5.9
7.6
9.2
22.7
25.4
0
3
5.6
8.5
1.1
4.8
8.5
21.5
25
30.5
0
9.2
4.2
2.8
26
29.2
32.1
33.9
34.8
35.9
0
9.4
8
22.4
25.8
27
29.7
3.1
32.2
34.1
0
2.5
6
6.5
2
2.3
3.1
4.6
6
7.6
0
3.1
7.3
8.5
3.7
4.1
5.8
6.7
7.1
8.3
SUCROSE
0.0
.9
4.3
9.4
5.2
21.7
27.4
35.1
40.9
46.7
0.0
5.9
9.6
3.1
8.4
24.6
30.6
37.6
423.2
49
0.0
6.9
0.6
2
2.2
8
22.6
29.1
36.3
45
0.0
4.3
8.9
26
28.2
31.8
36.3
44.8
49.9
55.8
0.0
6.1
9
9.94
0.68
5.58
9.28
25.08
31.68
33.4
0.0
2.2
4.6
9.7
20.8
23.2
26.5
28.6
31.5
34.0
0.0
4.3
8.9
26
28.2
31.8
36.6
45.4
50.5
56.4
0.0
6.9
0.6
2
2.2
8
22.6
29.1
35.1
44.3
8.9
3.6
6
8.3
6.4
21.8
29.5
34.5
40.7
46.4
0.0
2.6
5.5
8.9
3.6
7.6
20.2
28
34.3
40.7
0.0
3.7
4.7
5.8
6.0
8.4
1.0
1.1
3.9
5.0
0.0
2.4
6.0
7.8
0.2
2.1
4.8
6.6
9.7
22.0
0.0
3.8
1.9
7.6
21.9
24.1
27.0
30.1
32.1
33.2
0.0
3.6
7.8
1.2
5.2
20.3
25.6
30.5
32.5
34.6
0.0
4.5
6.5
2.3
5.9
6.2
8.1
9.8
20.7
23.8
0.0
7.4
3.5
6.6
7.9
8.3
21.5
22.3
24.5
26.8
0.0
3.0
4.5
9.5
0.1
2.8
5.0
6.0
8.1
20.0
0.0
3.1
5.2
7.9
3.4
7.8
8.9
22.4
26.2
29.9
0.0
2.9
6.3
7.2
7.9
8.9
0.5
3.3
5.9
6.8
0.0
3.5
7.2
9.3
3.2
5.6
8.3
8.9
20.0
21.1
0
1
1.9
2.4
3.3
3.8
4.2
5.4
6.4
7.2
0
5.1
6.6
7.6
8.2
9.3
9.7
0.3
1
1.7
0.0
9.7
2.4
3.3
3.8
4.3
6.3
8.1
9.2
20.7
0.0
8.6
0.3
1.5
3.7
4.9
6.1
8.2
20.1
20.3
0.0
9.1
1.2
3.3
4.1
4.9
5.6
6.2
8.1
21.7
0.0
8.6
0.1
1.2
3.7
4.8
6.1
7.8
9.2
20.2
0.0
2.7
5.4
7.2
9.8
1.2
5.4
8.1
9.8
22.6
0.0
3.2
5.6
7.1
8.4
0.2
4.9
9.2
20.1
23.5
0.0
.4
2.6
5.8
4.1
6.0
8.2
20.1
24.2
27.3
0.0
.7
3.3
5.8
8.0
5.3
6.3
8.7
20.5
23.2
0.0
4.8
8.3
2.3
5.9
7.4
9.9
23.5
26.8
28.8
0.0
3.5
5.8
8.6
1.3
4.8
6.9
9.6
24.1
27.7
0.0
4.4
5.3
6.2
7.1
0.3
6.2
20.5
23
24.9
0.0
6.3
6.9
9
1.1
5.1
23.7
28.1
30.5
31.4
0.0
6.6
7.2
7.8
0.2
0.8
3.6
7.9
22
29.4
0.0
4
5.9
8.9
2.1
5.5
9.1
22.5
25.5
31.4
0
1.8
7.9
22.4
27.6
33.9
39.7
45.5
50.8
58.4
0
2.7
6.9
21.7
25.6
32.5
37.2
44.8
53.2
62.8
0
7.8
1.5
2.1
3.4
4
5.8
7.1
7.4
7.5
0.0
7.5
0.9
1.7
2.8
4.1
5.9
7.1
7.9
8.3
0
7.3
1.3
8.2
23.3
27.9
31.9
37.8
42.7
47.2
0
7.7
0.2
3.7
7.4
22.9
28
33.8
38.7
44.9
0
8.4
9.1
6.2
23.1
27.5
33.6
38
46.2
56.2
0
8.2
9.5
0.8
2.8
5.4
20
25.3
31.2
38.9
0
4.1
7.4
9
1.3
3.2
5.5
7.6
9.4
21.1
0
8.2
1.8
5
8.6
22.7
27.1
31.3
34.5
35.1
0
8.9
3.4
7.9
21.1
25.8
3.3
35.4
39.4
40.2
0
7.3
1.3
8.2
23.3
27.9
31.9
37.8
42.7
47.2
0
6.4
2.9
6.7
25.3
30.8
32.7
36.7
43.9
50.3
LACTOSE
0.0
0
0.6
.5
.9
2.2
5.1
5.1
5.1
5.1
0.0
.5
.5
.5
.5
.5
.5
.5
.5
.5
0.0
1
3.2
5
5
5
5
5
5
5
0.0
.7
.7
.7
.7
.7
.7
.7
.7
.7
0.0
3.2
4.3
4.3
4.3
4.3
4.3
4.3
4.3
4.3
0.0
1.5
5.5
6.3
6.4
7.3
7.5
7.5
7.5
7.5
0.0
1.8
2.2
3.1
3.9
3.9
3.9
3.9
3.9
3.9
0.0
0.4
4.3
4.3
5.1
5.1
5.1
7.2
7.2
7.2
0.0
0.8
.3
.5
.8
.8
.8
.8
.9
.9
0.0
0.0
0.0
0.1
0.3
0.3
0.3
0.3
0.3
0.3
0.0
2.2
2.4
3.6
3.6
3.6
3.6
3.6
3.6
3.6
0.0
2.4
4.7
4.7
4.7
4.7
4.7
4.7
4.7
4.7
0.0
0.0
2.5
2.5
3.0
3.0
3.0
3.0
3.0
3.0
0.0
.5
.8
.8
.8
2.0
2.0
2.0
2.0
2.0
0.0
0.2
0.4
0.9
0.9
.2
.2
.2
.2
.2
0.0
0.3
0.8
0.9
.0
.3
.4
.4
.4
.4
0
0.1
0.1
0.1
0.2
0.2
0.3
0.3
0.3
0.3
0
7
8.4
9
9.1
9.2
9.2
9.3
9.3
9.3
0.0
0.0
0.0
0.0
0.0
0.1
0.1
0.1
0.1
0.2
0.0
0.0
0.0
0.0
0.2
0.2
0.2
0.2
0.2
0.3
0.0
0.0
0.0
0.0
0.3
0.3
0.3
0.5
0.5
0.5
0.0
0.0
0.0
0.2
0.2
0.2
0.3
0.3
0.4
0.4
0.0
0.8
2.6
3.2
3.3
3.7
4.1
4.1
4.1
4.1
0.0
2.1
2.4
2.6
2.6
2.6
2.6
2.6
2.6
2.6
0.0
4.3
4.8
4.8
5.8
5.1
5.1
5.2
5.4
5.4
0.0
3.3
3.8
3.9
4.0
4.1
4.1
4.1
4.1
4.1
0.0
0.3
.6
2.4
2.4
2.4
2.4
2.4
2.4
2.4
0.0
.8
2.6
3.5
4.7
4.7
4.7
4.7
4.7
4.7
0.0
2.4
2.4
2.7
3.1
3.3
3.3
3.3
3.3
3.3
0.0
0.4
0.8
0.8
.4
.6
.6
.8
.8
.8
0.0
5.9
7.1
8.3
9.2
9.9
1.3
1.7
1.7
1.9
0.0
3.1
4
5.7
6.4
7.9
8.1
8.2
8.5
8.6
0
7.8
2.1
5.2
5.2
5.2
5.2
5.2
5.2
5.2
0
6.9
0.6
4.9
4.9
4.9
4.9
4.9
4.9
4.9
0
.3
2.2
2.6
3.2
3.6
5.1
5.3
5.5
5.5
0.0
0.9
.3
2.4
3.9
4.0
4.5
5.1
5.6
5.6
0
.8
2.4
2.8
4.2
4.2
5.7
5.9
6.5
8
0
0.5
.5
.5
2.5
2.6
3.8
3.8
4.6
5.5
0
0.1
.1
.7
.8
.8
.8
.8
.8
.8
0
0
0
0.2
0.4
0.8
0.8
0.8
0.8
0.8
0
0.4
.2
.5
2.1
2.3
2.9
3.2
3.4
3.7
0
.5
.9
2.2
2.9
3
3
3
3
3
0
0.4
0.6
0.6
0.6
0.6
0.6
0.6
0.6
0.6
0
0
0
0
0.3
0.4
0.4
0.4
0.4
0.4
0.0
0.0
0.0
0.2
0.2
0.2
0.2
0.2
0.2
0.2
YEAST ONLY
0.0
.0
.3
.3
.3
.3
.3
.3
.3
.3
0.0
4
4.1
4.9
6.8
7.9
8.5
9.2
0.4
0.4
0.0
2.7
2.8
3.1
3.1
3.1
3.1
3.1
3.1
3.1
0.0
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.0
3.7
5.7
8.1
0.5
0.5
0.5
0.5
0.5
0.5
0.0
2.2
3.4
5.7
7.9
2.2
2.2
2.2
2.2
2.2
0.0
8.5
0.8
1.8
2.8
2.8
2.8
2.8
2.8
2.8
0
6.5
8.2
9.1
1.2
1.2
1.5
1.5
1.5
1.5
0.0
3.9
5.2
9.3
0.9
2.3
2.4
2.4
2.4
2.4
0.0
9.9
0.4
0.9
1.1
1.1
1.1
1.1
1.1
1.1
0.0
5.6
7.1
8.6
8.8
9.1
9.1
9.1
9.1
9.1
0
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
8.5
0
2.6
2.8
3.1
3.7
4.1
4.3
4.3
4.6
4.6
0
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0
4.2
4.6
4.8
4.8
4.9
4.9
5
5
5
0
4
4.4
4.4
4.6
4.8
4.8
4.9
5
5
0
2
2.4
3.2
3.3
3.8
4.1
4.8
5.7
6.5
0
0.9
.3
.5
.9
2
2.2
2.7
3.1
3.5
0
2.9
3.5
4
4.2
4.2
4.2
4.2
4.2
4.2
0
2.6
2.8
3.1
3.7
4.1
4.3
4.3
4.6
4.8
0.0
4.8
5.0
5.1
5.1
5.1
5.1
5.1
5.1
5.1
0.0
3.5
5.6
5.6
5.6
5.6
5.6
5.6
5.6
5.6
0
.7
.8
.8
.8
.8
.8
.8
.8
.8
0
0.2
0.3
0.6
0.9
.2
.4
.6
.8
0
0.3
0.6
0.7
0.8
0.9
.3
.5
.9
0
0.3
0.5
0.8
0.9
.2
.5
.7
.8
2.1
0
0.1
0.4
0.8
0.1
0.12
0.12
0.12
0.12
0.12
0
8.3
9.1
9.1
9.5
9.5
9.7
9.9
9.9
9.9
0
8.6
9.4
9.6
9.8
3.2
3.2
3.6
3.7
3.7
0
8.9
0.4
0.5
2
3
3
3.2
3.2
3.3
0
8
0.4
2.6
4.5
4.5
4.5
4.5
4.5
4.5
0.0
.0
.3
.3
.3
.3
.3
.3
.3
.3
0.0
4
4.1
4.9
6.8
7.9
8.5
9.2
0.4
0.4
0.0
2.7
2.8
3.1
3.1
3.1
3.1
3.1
3.1
3.1
0.0
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
0.2
GLUCOSE ONLY
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
MALTOSE ONLY
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
SUCROSE ONLY
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
FRUCTOSE ONLY
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
LACTOSE ONLY
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0.0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Above is the table of pooled results. Results that are from my experiments are highlighted in blue, while results that were believed to be anomalous are highlighted in orange. The anomalous results were not included in the sample to create the histograms to ensure that the histograms are accurate and valid.
Graph analysis
* Glucose and Fructose
The graph shows that a higher frequency of experiments produced a greater amount of C02 gas (14 results from glucose produced a final C02 volume between 45<x<50) while only 4 results of fructose produced C02 volume between 45<x<50 cm3. However it is unclear if there is any significant difference that glucose may be a more suitable substrate for respiration that glucose due to the overlap that occurs in the 40<x<45 and 45<x<50 intervals. Thus I must calculate the Students t test to determine if any significant difference for the amount of C02 produced by the 2 substrates.
t test calculations for glucose vs. fructose
glucose
fructose
x1
x¯
(x1-x¯)
(x-x¯)2
x2
x¯2
(x2-x¯2)
(x2-x¯2)2
47.8
44.21333
3.586667
2.86418
52.4
38.16667
4.23333
202.5878
50
5.786667
33.48551
45.6
38.16667
7.43333
55.25439
49.1
4.886667
23.87951
21.9
38.16667
-16.2667
264.6046
46.8
2.586667
6.690844
36.5
38.16667
-1.66667
2.777789
48.7
4.486667
20.13018
44.5
38.16667
6.33333
40.11107
45.6
.386667
.922844
53.3
38.16667
5.13333
229.0177
38.3
-5.91333
34.96751
27.3
38.16667
-10.8667
18.0845
48.8
4.586667
21.03751
30.6
38.16667
-7.56667
57.25449
35.5
-8.71333
75.92218
30.9
38.16667
-7.26667
52.80449
30.1
-14.1133
99.1862
38.2
38.16667
0.03333
0.001111
47
2.786667
7.765511
26.5
38.16667
-11.6667
36.1112
40.4
-3.81333
4.54151
39.6
38.16667
.43333
2.054435
48.7
4.486667
20.13018
35.5
38.16667
-2.66667
7.111129
43.3
-0.91333
0.834178
51.5
38.16667
3.33333
77.7777
43.1
-1.11333
.239511
38.2
38.16667
0.03333
0.001111
?
474.5973
?
345.553
Now we must calculate the variance for each sets of data
glucose
Fructose
?12
33.89981
?22
96.11096
Now we must substitute these values into the students t test equation
t test=
6.046667
=
-4.14741
root=
2.036519
value=
2.969119
p=
0.025
By referring to the T value tables, the probability when t=2.98 is equal to p=0.025. Since this probability is greater than the critical value for the null hypothesis to be accepted (p=0.005) I will reject the null hypothesis and accept the hypothesis that glucose produces a larger volume of C02 gas produced than fructose.
* Glucose and Maltose
The frequency histogram for glucose against maltose indicates that glucose produces more C02 gas from respiration as 14 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by maltose is 35-40 cm3 of C02 gas evolved. This is due to the fact the glucose is a monosaccharide that can be readily diffused into the yeast cell while maltose is a disaccharide and will require to be digested into its monomers by maltase. Thus, due to the speed in which glucose can be transported into the cell than maltose (2x glucose) is accountable for the amount of C02 produced by glucose than maltose.
* Glucose and Sucrose
The frequency histogram for glucose against sucrose indicates that glucose produces more C02 gas from respiration as 14 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by maltose is 20-25 cm3 of C02 gas evolved. This is due to the fact the glucose is a monosaccharide that can be readily diffused into the yeast cell while sucrose is a disaccharide and will require to be digested into its monomers by surcease. Thus, due to the speed in which glucose can be transported into the cell than sucrose (glucose + fructose) is accountable for the amount of C02 produced by glucose than sucrose.
* Glucose and Lactose
The frequency histogram for glucose against lactose indicates that glucose produces more C02 gas from respiration as 14 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by lactose is 0-5 cm3 of C02 gas evolved. This is due to the fact the glucose is a monosaccharide that can be readily diffused into the yeast cell however yeast lack the enzyme lactase to digest lactose into its monomers so that they can be absorbed for digestion. The only respiration that occurs is due to residual glucose being present in the yeast molecules while in lactose solution to respire.
* Glucose and Yeast
The frequency histogram for glucose against yeast indicates that glucose produces more C02 gas from respiration as 14 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by yeast is 10-15 cm3 of C02 gas evolved. This is due to the fact the glucose is a monosaccharide that requires no extra cellular digestion and can be easily facilitatively diffused into the yeast cell however the yeast independently cannot respire without substrate (as consequently without any substrate no ATP will be produced for respiration to occur).Thus some C02 is produced as yeast produced C02 in the intervals of 10-15 cm3 due to residual glucose being present in the yeast molecules while which are respired.
* Fructose and Maltose
The frequency histogram shows that fructose produces C02 gas in the volume ranges of 45-50 cm3. This is due t the fact that fructose is a monosaccharide and can be easily diffused into the cell to respire. However, maltose is a disaccharide which must be digested by maltase into its monosaccharide's glucose in order to be diffused and respired. The greatest volume of c02 produced by Maltose is in the range of 35-40 cm3 (which is also produced by 4 results of the fructose experiment) thus overlap between the two sets of data occurring. Thus it is not possible for me to graphically deduce whether one substrate produces significantly more C02 gas than another, thus I must conduct the students T test.
t test calculations for fructose vs maltose
fructose
maltose
x1
X¯
(x1-x¯)
(x-x¯)2
x2
X¯2
(x2-x¯2)
(x2-x¯2)2
52.4
38.16667
4.23333
202.5878
34.3
29.64667
4.653333
21.65351
45.6
38.16667
7.433333
55.25444
33.1
29.64667
3.45333
1.92549
21.9
38.16667
-16.2667
264.6044
25.8
29.64667
-3.84667
4.79687
36.5
38.16667
-1.66667
2.777778
31.5
29.64667
.85333
3.434832
44.5
38.16667
6.333333
40.11111
21.1
29.64667
-8.54667
73.04557
53.3
38.16667
5.13333
229.0178
25.4
29.64667
-4.24667
8.03421
27.3
38.16667
-10.8667
18.0844
22.5
29.64667
-7.14667
51.07489
30.6
38.16667
-7.56667
57.25444
27.7
29.64667
-1.94667
3.789524
30.9
38.16667
-7.26667
52.80444
31.1
29.64667
.45333
2.112168
38.2
38.16667
0.033333
0.001111
25.4
29.64667
-4.24667
8.03421
26.5
38.16667
-11.6667
36.1111
38.5
29.64667
8.85333
78.38145
39.6
38.16667
.433333
2.054444
37.7
29.64667
8.05333
64.85612
35.5
38.16667
-2.66667
7.111111
29.1
29.64667
-0.54667
0.298848
51.5
38.16667
3.33333
77.7778
33.2
29.64667
3.55333
2.62615
38.2
38.16667
0.033333
0.001111
28.3
29.64667
-1.34667
.81352
?
345.553
?
375.8774
Now we must calculate the variance for each sets of data
fructose
maltose
?12
96.11095
?22
26.84838
Now we must substitute these values into the students t test equation
t test=
8.52
=
4.617505
root=
2.148838
value=
3.964934
p=
0.005
By referring to the T value tables, the probability when t=2.98 is equal to p=0.005. Since this probability is greater than the critical value for the null hypothesis to be accepted (p=0.005) I will reject the null hypothesis and accept the hypothesis, thus I can deduce that fructose produces a larger volume of C02 gas during respiration that maltose
* Fructose and Sucrose
The frequency histogram for glucose against sucrose indicates that glucose produces more C02 gas from respiration as 14 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by sucrose is 20-25 cm3 of C02 gas evolved. This is due to the fact the glucose is a monosaccharide that can be readily diffused into the yeast cell while sucrose is a disaccharide and will require to be digested into its monomers by surcease. Thus, due to the speed in which glucose can be transported into the cell than maltose (glucose + fructose) is accountable for the amount of C02 produced by glucose than maltose. Since there is no overlap between the two sets of data one can deduce that fructose produces a larger yield of C02 than sucrose.
* Fructose and Lactose
The frequency histogram for fructose against lactose indicates that fructose produces more C02 gas from respiration as 5 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by lactose is 0-5 cm3 of C02 gas evolved. This is due to the fact the fructose is a monosaccharide that can be readily diffused into the yeast cell however yeast lack the enzyme lactase to digest lactose into its monomers so that they can be absorbed for digestion. The only respiration that occurs is due to residual glucose being present in the yeast molecules while in lactose solution to respire. Since there is no overlap between the two sets of data I can deduce that fructose produces a greater volume of C02 than Lactose,
* Fructose and Yeast
The frequency histogram for fructose against yeast indicates that fructose produces more C02 gas from respiration as 5 results fall into the 45-50 cm3 gas produced interval while the highest interval reached by yeast is 10-15 cm3 of C02 gas evolved. This is due to the fact the fructose is a monosaccharide that requires no extra cellular digestion and can be easily facilitatively diffused into the yeast cell however the yeast independently cannot respire without substrate (as consequently without any substrate no ATP will be produced for respiration to occur).Thus some C02 is produced as yeast produced C02 in the intervals of 10-15 cm3 due to residual glucose being present in the yeast molecules while which are respired. Since there is no overlap between the two sets of data I can deduce that fructose produces a greater volume of C02 gas than yeast.
* Maltose and Sucrose
The frequency histogram for maltose and sucrose indicates that maltose produces a greater volume of C02 as 2 experiments have produced c02 in the ranges of 35-40 cm3, while the highest volume of C02 produced by sucrose by 13 reactions is 20-25 cm3 of C02 gas. This is due to the fact that more maltase enzymes may have been present in the yeast therefore maltose could be digested faster than sucrose to form its monomers that can be diffused to be respired by yeast. Since there is no overlap between the two data sets I can deduce that maltose produce a greater volume of C02 than sucrose.
* Maltose and Lactose
The frequency histogram for maltose against lactose indicates that maltose produces more C02 gas from respiration as 2 results fall into the 35-40 cm3 gas produced interval while the highest interval reached by lactose is 0-5 cm3 of C02 gas evolved. This is due to the fact the yeast contain maltase enzyme which can digest the maltose into its monosaccharide (glucose) that can be readily diffused into the yeast cell however yeast lack the enzyme lactase to digest lactose into its monomers so that they can be absorbed for digestion.
The only respiration that occurs is due to residual glucose being present in the yeast molecules while in lactose solution to respire. Since there is no overlap between the two sets of data I can deduce that maltose produces a greater volume of C02 than Lactose.
* Maltose and Yeast
The frequency histogram for maltose against yeast indicates that maltose produces more C02 gas from respiration as 2 experiments fall into the 35-40 cm3 gas produced interval while the highest interval reached by yeast is 10-15 cm3 of C02 gas evolved. This is due to the fact yeast can digest the maltose molecule using maltase into is monosaccharide's (glucose) which diffused into the yeast cell however the yeast independently cannot respire without substrate (as consequently without any substrate no ATP will be produced for respiration to occur).Thus some C02 is produced as yeast produced C02 in the intervals of 10-15 cm3 due to residual glucose being present in the yeast molecules while which are respired. Since there is no overlap between the two sets of data I can deduce that maltose produces a greater volume of C02 gas than yeast.
* Sucrose and Lactose
The frequency histogram for sucrose against lactose indicates that sucrose produces more C02 gas from respiration as 13 results fall into the 20-25 cm3 gas produced interval while the highest interval reached by lactose is 0-5 cm3 of C02 gas evolved. This is due to the fact the yeast contain sucrase enzyme which can digest the sucrose into its monosaccharide (glucose + fructose) that can be readily diffused into the yeast cell however yeast lack the enzyme lactase to digest lactose into its monomers so that they can be absorbed for digestion. The only respiration that occurs is due to residual glucose being present in the yeast molecules while in lactose solution to respire. Since there is no overlap between the two sets of data I can deduce that sucrose produces a greater volume of C02 than Lactose.
* Sucrose and Yeast
The frequency histogram for sucrose against yeast indicates that sucrose produces more C02 gas from respiration as 13 results fall into the 20-25 cm3 gas produced interval while the highest interval reached by yeast is 0-5 cm3 of C02 gas evolved. This is due to the fact the yeast contain sucrase enzyme which can digest the sucrose into its monosaccharide (glucose + fructose) that can be readily diffused into the yeast cell however the yeast independently cannot respire without substrate (as consequently without any substrate no ATP will be produced for respiration to occur).Thus some C02 is produced as yeast produced C02 in the intervals of 10-15 cm3 due to residual glucose being present in the yeast molecules while which are respired. Since there is no overlap between the two sets of data I can deduce that sucrose produces a greater volume of C02 gas than yeast
* Lactose and Yeast
The frequency histogram between lactose and yeast indicates that all 15 experiments of lactose produced the volume 0f C02 in the 0-5 cm3 range. This is due to the fact that yeast lacks the enzyme lactase to digest lactose into its monomers so that they can be absorbed for digestion, and hence cannot be respired. The only respiration that occurs is due to residual glucose being present in the yeast molecules while in lactose in solution to respire. Yeast produced C02 in the volume range of 10-15 due to residual glucose being used for respiration, as without any substrates yeast cannot respire (due the lack of energy in the from of ATP). Thus, as there are no overlaps in the two sets of data, yeast produced a larger volume of C02 gas than lactose.
Analysis
Mean for pooled results (of each substrate)
Glucose
44.21
Fructose
38.16
Maltose
29.65
Sucrose
32.96
Lactose
3.23
Yeast
8.93
Standard deviation for pooled results (of each substrate)
Glucose
5.82
Fructose
9.80
Maltose
6.12
Sucrose
5.3
Lactose
3.04
Yeast
3.70
In my plan I predicted a hypothesis that stated that the type pf substrate used will affect the amount of C02 produced, and hence the rate of respiration. This is due to the fact that sugars are needed in order to carry out respiration (due to the requirement of ATP). I predicted that maltose would produce the largest volume of C02 based on the reason that maltose is a disaccharide formed from two glucose molecules. I assumed that since two molecules of glucose will be produced per mole of digested maltose, this will increase the volume of C02 produced by 200%. However, this was not the case as my average scatter graph shows that the sugar fructose managed to produce the largest volume of C02 with the final volume at 45 minutes being 49.7cm3, being followed by glucose with final volume of C02 produced at 45.7cm3. Glucose was followed by maltose at 27.5 cm3, sucrose at 20.2 cm3 and lactose at 0.3cm3. Thus graphically this deduces that the different type of substrates affect the amount of C02 produced (which affects the rate of respiration).
However referring to my average CO2 cm3 gas produced per substrate graph indicates that on average (and referring to the mean table above) that glucose produces the most amount of C02 with 44.21 cm3 gas followed by fructose with a mean production of C02 gas of 38.16 cm3. However, referring to my error bars (where the mean lies in between 90% of the error bar) the profile of the graph can be significantly changed to show that fructose produces the largest volume of C02 while glucose produces less than fructose if we take into account the error bars. This may suggest that external factors such as residual glucose in the yeast may have added to a falsely positive value of C02 gas production. Residual glucose was monitored by using experimental controls, two test tubes one containing substrate only and the other containing yeast solution only. The substrate only control gave me no results, which is expected as substrate will not respire ( as it isn't a living organism). However the yeast control produced a significant amount of C02 gas (mean C02 produced of 8.93 cm3) by respiring residual glucose, thus residual glucose probably has caused significant positive gains in my results.
However, Fructose produced the greatest volume of CO2 gas due to the fact that the yeast has been adapted to have a larger number of specific carrier proteins for transporting fructose in its membranes when compared to specific carrier proteins for glucose. Fructose and glucose are polar substances, thus they cannot just pass into the cell via lipid diffusion (due to the phospholipid bi layer of the membrane) but must be facilitatively diffused instead. Facilitated diffusion is the transport of substances across a membrane by a trans-membrane protein molecule. The transport proteins are specific for one molecule (for example a carrier protein for glucose will not diffuse a fructose molecule). Molecules are transported down a concentration gradient; hence facilitated diffusion is a passive diffusion process. Therefore pH is an important factor that may be limiting this reaction. The carrier proteins are globular proteins with a tertiary enzymes structure. Enzymes have an optimum pH at which they have the highest rates of reaction. The pH affects the charge of the amino acids at the active site due to the ionic nature of amino acids and this causes the structure of the active site to change As discussed, the carrier proteins are specific to the substrates, and if the carrier protein structure is altered in anyway this may cause the reduction of substrate uptake and consequently reduce the rate of respiration.
Thus in respiration in glycolysis the sugar molecule is split into 2 molecules of pyruvate and thus a net gain of 2 ATP molecules takes place. The process occurs within the cytoplasm of the yeast, and occurs when 2 molecules of ATP are hydrolysed to form ADT + Pi. To get the sugar in a more reactive form 2 phosphate groups are added to it, it is then in the form known as Glyceraldehyde 3-phosphate, this has 6 carbons.
This is further split into two molecules of the 3 carbon sugar, when this is split into two molecules of pyruvate an oxidation reaction takes place and electrons are transferred to NAD and thus the energy which is released from this occurrence is used to join 4 moles of ADP + Pi to form ATP. In the end of this reaction we have a net gain of 2 ATP molecules and further a reduced NAD molecule as well, the reduced NAD goes onto the electron transport chain where it is finally converted into ATP. Thus the fructose/ glucose is required to be in the cell ready for glycolysis so that it can be used to produce ATP. Hence, fructose produced a larger volume of C02 gas than glucose due to the fact that more molecules of fructose were diffused quicker than glucose so that the yeast could be able to respire (and thus produce C02, a bi product of oxidative decarboxylation).
Maltose and sucrose produced less amounts of C02 when compared to fructose and glucose, however this is due to the fact that these sugars are disaccharides that first must be digested by their respective enzymes before they respiration can occur. There may have been a limiting number of extra cellular enzymes, thus the number of digested monomers available was less and hence reduced the amount of sugars available for respiration, decreasing volume of respiration which is indicated by the lesser amount of C02 gas produced. Lactose produced the minimal amount of C02, and this is due to the fact that yeast lacks the lactase enzyme in order to digest lactose to its monomers. Any respiration that did occur was due to residual glucose in the yeast that was being respired.
Evaluation
Limitation
How does the limitation affect my results (reliability and precision)?
How does the limitation affect my overall conclusion?
Temperature change from exothermic reaction (respiration)
Since the metabolic pathways of respiration are all exothermic reactions, heat energy is released into the system. This change in temperature is beyond my control (if I was to control it then there would be no reaction). This will give a falsely positive reading as an increase in heat energy will cause the enzymes and substrates to gain kinetic energy and thus frequency of collisions will increase. This will cause more enzyme substrate complexes to form and hence more C02 will be produced.
Also an increase in temperature will cause an increase in diffusion (as molecules have more energy to move) thus will increase the volume of C02 produced.
This will have affected the reactions that have produced the most amount of C02 as these reactions have had the greatest amount of respiration occurring thus more heat was released into the reaction system. This is due to the fact that respiration is a exothermic process thus more energy will be released from reactions that respire more. Also, this reaction will affect the fructose and glucose reactions, as they have produced the greatest volumes of C02 gas. Also, an increase in temperature may cause the weak hydrogen bonds holding the polypeptide chains together may break due to the increase in temperature, thus causing the carrier proteins to alter in structure. Thus, this may have reduced the rate of uptake of substrates and thus reduce the rate of respiration (and volume of C02 evolved).
However, if we asses the bar chart and the error bars, the mean of each substrate lies between 90% of those error bars. If we were to increase the profile of each bar per substrate assuming that the exothermic reactions has caused a false positive value on each reaction, the graph profile will remain the same as fructose will still be the highest bar (thus producing the greatest volume of C02).
pH
The produced C02 will dissolve in solution to form carbonic acid, which will decrease the pH of the solution. This factor could not be controlled as I lacked access to a buffer solution, and the litmus paper used in the experiment was too insensitive to detect a change in pH, thus it isn't possible to conclude whether pH has affected my experiments. A change in pH will alter the active site as the ions from the acid the charge of the amino acids at the active site (as amino acids are Zwitter ions). This causes the structure of the active site to change and hence the substrate can no longer bind to form an enzyme substrate complex, thus reducing the rate of reaction and consequently the rate of respiration.
This will affect the reactions that have produced the greatest volume of C02 as these reactions have respired more to create more C02 which in turn will form carbonic acid. However, since that I have not used any buffer solution to maintain pH, I measured the pH of the solution at the start and end of every reaction, and the pH has maintained at pH7. However, one limitation of this is the fact that the indicator used is not sensitive to small changes in pH, thus it may have not provided an accurate reading of any pH changes. However if we change the profile of the bar graph within the error bars, the graph doesn't maintain its profile but instead causes the graph to change that glucose is now the substrate that produces the most amount of CO2 (36.5CM3) while fructose now produces 29.1 cm3 of C02 gas. Thus it is evident that pH may have effected the results in some way. However this does not affect the validity of my conclusion as my conclusion is that substrates will cause a difference in the amount of C02 evolved by respiration, and this has been tested by calculating the T test on two experiments which on both instances I have had to reject the null hypothesis,
Residual Glucose
I assume that all of the yeast has some amount of residual glucose (since yeast in lactose solution managed to respire even though yeast does not have the lactase enzyme). Thus this will give a falsely positive value of C02 being produced as the residual glucose will be respired inclusive of the substrate.
This will not affect my conclusion due to the fact that residual glucose has affected each and every single reaction. If it had caused the results for glucose to +2, it would have caused the results for lactose to increase by +2 therefore it is a systematic increase. Since all reactions have gained some false positive values from residual glucose, it will not affect the validity of my conclusion. Also, referring to the error bars on my bar graph, the graph profile may be changed to increase the values however the order in which the substrates produce the most amount of gas stays the same (fructose, glucose, maltose, sucrose and lactose)
Genetic variation of yeast
Since yeast is reproduce by budding, thus genetic variation may occur between yeast organisms. This can lead to the assumption that some yeast have more or less numbers of an enzyme than another yeast organism, thus one yeast organism may be adapted to digest maltose better than another organism as it has a higher concentration of maltase enzymes. This will cause a false positive value in the amount of C02 evolved.
This will affect all reactions systematically due to the fact that I have used the yeast from the same batch of production This means that the yeast have been bred the same and should be genetically identical. Thus any genetic variation in the yeast (such as more carrier proteins for a specific substrate in the membrane) would have affected all results with a falsely positive value. Also, referring to my error bar chart, the profile of the graph does not change if the bars are increased assuming that this limitation has affected the results and thus fructose still produces the greatest volume of C02 and remains my conclusion remains valid.
Respiration
I assumed that all respiration that occurred in the conical flash during my experiments were anaerobic. However, the conical flask increased the surface area for the top portion of yeast/substrate solution, which could have respired aerobically as it had access to oxygen. Thus more C02 would have been produced as aerobic respiration produces a greater yield of ATP in comparison to anaerobic respiration
As I have conducted all experiments using the same type of conical flask (i.e. same capacity, shape), then all results will be affected if any aerobic respiration had occurred. This will cause a falsely positive value of the volume of C02 produced as aerobic respiration produces more ATP thus more C02.
However the amount of aerobic respiration for each reaction is varied, thus referring to my bar graph, I can see that if I increase the graph profile, the profile of the graph does not change (fructose remains substrate that produces the greatest volume of C02) and thus my conclusion remains valid.
Faisal Faruque 13.11 Biology Coursework