DeFrance -- Oughton Introduction The fresh and saltwater ecosystems of Earth are incredibly delicate systems that require precise ecological balance to thrive. One of the most important contributors to this balance is algae. Algae are diverse organisms that primarily obtain energy through photosynthesis and carbon absorption. They play an important role in the carbon cycle that takes place in oceans and lakes: during photosynthesis, algae absorb dissolved carbon dioxide in the water; when the algae is eaten or eventually dies, it releases its store of carbon back into the ecosystem. Algae are so important because they regulate the carbon dioxide levels in their ecosystems, which directly affects all the other organisms present. Unfortunately, global warming is having a negative effect on the algae. Due to global warming, caused by an increase in the amount of greenhouse gases in the atmosphere, oceans and lakes are becoming more and more acidic. Since the Industrial Revolution, these bodies of water have become 30% more acidic (“Ocean Acidification”). This dramatic change in pH may affect the algae in some previously unknown way. Determining if there is an effect – and if there is, how significant the effect is – is crucial to protecting algae from changes in its environment. If acidic ecosystems cause algae to die faster and in larger quantities, then greater amounts of carbon dioxide will be released into the water than ever before, potentially putting entire ecosystems at risk. In order to determine the effect of pH on the amount of carbon dioxide absorption, samples of algae were placed in environments of different pH levels. 1 DeFrance -- Oughton The carbon dioxide levels inside the environments were measured, and after two days they were measured again to determine the change in concentration. By analyzing the change in carbon dioxide concentration over two days, which environment causes the algae to absorb more carbon dioxide was determined. By establishing what the problem will be now, solutions can be created now that will work in the future. If the problem of ocean acidification and increased carbon dioxide levels in the ocean can be solved soon, it will be less of a problem later. With a solution already in hand, scientists can be confident that when global warming finally brings the pH of water ecosystems down to an extremely dangerous level, they will already have a way to counter its effects and protect the ecosystems from further damage. 2 DeFrance -- Oughton Review of Literature The world is currently plagued by an increase in carbon dioxide production from man-made sources. In the air, it captures heat entering the atmosphere; in the oceans, it disrupts the carbon cycle and is detrimental to the growth and development of aquatic life. Almost half of the gaseous carbon dioxide produced by humans is absorbed by the lakes, oceans, rivers, and any other permanent bodies of water (Fabry). This process is helpful to humans because it slows the climate change that would occur if the carbon dioxide stayed in the air, but once dissolved in the ocean or lake, the carbon dioxide goes through a process called the carbon cycle. Since the industrial revolution and the advent of global warming, this cycle has changed so that it results in more free hydrogen ions, increasing the acidity of the water (see Figure 1). Being the large bodies of water they are, oceans have absorbed a vast amount of carbon dioxide and increased their acidity from 8.2 on the pH scale to 8.1 (Doney et al). Acidity is measured on the pH scale, or the concentration of hydrogen cations in a solution. The pH scale is a logarithmic scale and ranges from 0 to 14, 0 being the most acidic and 14 being the most alkaline. Because it is logarithmic, each value gone up or down along the scale is a ten-fold increase in either acidity or alkalinity. The increase in pH may not seem like much, but the pH scale is logarithmic, meaning that just one-tenth of a point means a 40% increase in acidity. 3 DeFrance -- Oughton Figure 1. Chemical Process of Ocean Acidification Figure 1 shows how carbon dioxide and free carbonate ions combine with the water they are in to form bicarbonate ions, which then split into H +ions, causing the pH to increase. Algae plays the role of absorbing the carbon dioxide; the problem arises when the algae dies and the carbon dioxide is released into the cycle. The increase in free carbon dioxide when the algae dies means even more hydrogen ions are produced at the end of the cycle. This experiment was designed to address the algae in freshwater ecosystems. In these freshwater environments, acidification still occurs like it would in oceans, just at a slower rate than in oceans because of the drastic decrease in size; about 0.0075% of the total water on the earth is fresh and on the surface, able to interact with atmospheric carbon dioxide (Perlman). The effect of acidification is even greater in freshwater ecosystems because they sit they both rest on and pass over sediment, which is generally already acidic. Luckily, there is one type of organism that photosynthesizes the carbon dioxide entering the lakes: algae. Through the process of photosynthesis, algae can 4 DeFrance -- Oughton absorb some of the aqueous carbon dioxide present in the water to turn into free oxygen that is then released into the environment. The experiment that was conducted was one that tests how well algae can photosynthesize carbon dioxide in water when subjected to more acidic and alkaline environments. During photosynthesis, plants intake carbon dioxide, water, and energy from the sun and create sugars and oxygen (Figure 2). The experimental design at hand is based on one conducted by Mr. Azov, a researcher at Israel Oceanographic and Limnological Research, which determined how much carbon dioxide was taken up from the surroundings by algae when grown in high and low carbon dioxide rich environments by growing them in either acidic or alkaline environments and then switching their environments to the other pH. This experiment is very similar to the one that was conducted. The main difference was that in the experiment at hand, there was no difference in intial carbon dioxide concentration and the algae stays in one pH for the whole duration of the experiment. 5 DeFrance -- Oughton Figure 2. Photosynthesis Chemical Equation Figure 2 shows the chemical equation for photosynthesis that occurs in chlorophyll of plants. Algae is a plant without stems or leaves, but still contains chlorophyll and feeds itself by producing its own sugars for energy. Algae can be found in both marine and freshwater environments. Algae requires high amounts of phosphorus, P and nitrogen, N2 to begin growing (“Information About Why Algae Grow In Lakes”). Algae is very important in its ecosystem because it makes up the base of the local food chains – it is eaten by the herbivores – and it is the primary producer – it makes its own food – in its ecosystem. More importantly, at least on a basis of the experiment that was conducted, algae is a plant that can photosynthesize carbon dioxide, sunlight, and other nutrients into water, oxygen, and sugar for energy in the plant, as shown in Figure 2. It was used in this experiment because of how much its environment is affected by the acidity and alkalinity. Photosynthesis occurs in two different reactions: light and dark. This “light” reaction requires sunlight to create ATP and other nutrients required to run the “dark” reaction. The “dark” reaction does not require sunlight to complete, 6 DeFrance -- Oughton and it converts carbon dioxide to glucose and free oxygen by stripping the carbon dioxide of its carbon to form glucose and leaving oxygen as a byproduct (Carter). Photosynthesis is aided by the protein ribulose bisphosphate carboxylase/oxygenase (RuBisCo), which “[creates] organic carbon from the inorganic carbon dioxide in the air” (Goodsell). This process is advantageous to humans because over time it can reduce the amount of carbon dioxide in the water and air which will help control the climate and allow for the water to become less acidic. Algae is a very robust plant, so it should be able to handle the changes to its environment very well. This robustness was a large factor in why algae was chosen to be tested on. Since its environment is changing so drastically, its ability to survive was tested. 7 DeFrance -- Oughton Problem Statement Problem: Does the pH of Spirogyra’s environment affect how much CO2 it can absorb and photosynthesize? Hypothesis: A higher pH, which means a more alkaline solution, will result in more CO2 consumption by the Spirogyra culture. Data Measured: The independent variable was the pH of the solution Spirogyra was in during trials, ranging from acidic at 5.5 to alkaline at 8.5 on the logarithmic pH scale. The dependent variable was the CO2 concentration of the environment after Spirogyra was introduced and was measured in ppm (parts per million). The data was measured with a Vernier CO2 gas sensor. The Oxygen (O2) concentration was measured in parts per trillion (ppm) using a Vernier O 2 Gas Sensor. The data was interpreted using a two-sample t-test because two independent samples (the acidic and the basic samples) were compared. 8 DeFrance -- Oughton Experimental Design Materials: 0.1 M hydrochloric acid, HCl 0.025 M sodium borate, Na2B4O7 0.1 M trisodium citrate, Na3C6H5O7 0.1 M citric acid, C6H8O7 (1) 250 mL Erlenmeyer Flask Vernier CO2 Gas Sensor 0 – 10,000 ppm Vernier O2 Gas Sensor 0 – 270 ppt (10) 250 mL Nalgene sampling bottle (3) 10 mL Graduated Cylinder Spirogyra algal culture Deionized water (2) 500 mL beaker Vernier pH Sensor Vernier LabQuest Procedure: 1. Prepare citric acid – trisodium citrate buffer solution for tests involving acidic environment (see appendix A). 2. Prepare hyrdrochloric acid – sodium borate buffer solution for tests involving alkaline environment (see appendix A). 3. Prepare Vernier LabQuest with CO2 and O2 gas sensor attached (see appendix). 4. To randomize, use the random integer function on the TI-nSpire calculator and assign each group a number (“1” for acidic tests, “2” for neutral tests, “3” for alkaline tests, “4” for control tests). Since the algae is coming from a single population, it is already random to pull out samples. Note: The acidic, alkaline, and neutral tests should use three bottles each, while the control only uses one. 5. Prepare the ten gas sampling bottles Place the bottle on its side. Aliquot 20 mL of the appropriate water to cover the new bottom (see Figure 1.). Record the CO2 and O2 9 DeFrance -- Oughton concentrations before introducing the algae. Introduce the algal culture into the water (if applicable). Record the CO2 and O2 concentrations. Close the bottle with the lid. 6. Record the CO2 and O2 concentrations at the beginning and end of the 48 hours. 7. Clean out bottles and repeat steps 3-6 two more times for a total of 9 trials for each treatment and 3 control trials. Diagram: Figure 3. Diagram of Bottle Setup Figure 3 is a diagram of the bottle setup. The Nalgene bottle was filled with 20mL. The algae sample was then placed inside the bottle and the cap was closed tightly. 10 DeFrance -- Oughton Data and Observations Table 1 Carbon Dioxide Concentration Trials Data Set Trial pH 1 1 2 3 4 5 6 7 8 9 10 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 405 700 523 383 688 473 118 84 96 5410 5010 4605 601 875 717 110 50 50 5380 4088 4315 850 765 760 53 48 49 Change in CO2 Concentration (ppm) 4975 3388 3792 467 77 287 -65 -36 -47 7NA 553 756 654 101 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 505 400 428 390 580 530 206 210 206 649 534 386 367 576 583 222 242 256 351 356 352 410 378 530 220 214 170 -154 -44 -76 20 -202 0 14 4 -36 7NA 420 408 418 -2 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 205 190 700 190 248 205 160 260 169 533 775 1490 373 180 155 47 47 48 1550 1512 1045 541 445 363 136 144 143 1345 1322 345 351 197 158 -24 -116 -26 7NA 230 200 138 -92 2 3 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 CO2 Concentration Before (ppm) CO2 Concentration During (ppm) CO2 Concentration After (ppm) Table 1 lists the raw data of the Carbon Dioxide Trials. Every 10 trials are separated into a set; in each set, 3 trials are acidic (pH of 5.5), 3 are neutral (pH 11 DeFrance -- Oughton of 7), 3 are basic (pH of 8.5), and 1 is a control of just water (pH of 7) (7NA refers to No Algae). The Carbon Dioxide concentration is measured in parts per million (ppm). The change in concentration is simply the final CO2 level minus the initial CO2 level. The acidic trials in sets 1 and 3 are abnormally high. Because the other trials in those sets are similar to the rest, it is safe to assume that whatever happened in the acidic trials had no effect on the other trials. 12 DeFrance -- Oughton Table 2 Oxygen Concentration Trials Data Set Trial pH O2 Concentration Before (ppt) O2 Concentration During (ppt) O2 Concentration After (ppt) 1 1 2 3 4 5 6 7 8 9 10 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 177.12 176.7 177.08 176.82 176.49 177.18 176.9 177.65 175.85 149.2 149.5 148.7 148.29 148.3 148.7 148.8 148.05 147.95 145.26 146.23 145.99 146.73 146.7 146.9 146.98 146.83 146.74 Change in O2 Concentration (ppt) -31.86 -30.47 -31.09 -30.09 -29.79 -30.28 -29.92 -30.82 -29.11 7NA 176.89 148.5 146.52 -30.37 2 11 12 13 14 15 16 17 18 19 20 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 14.25 14.28 14.33 14.37 14.45 14.55 14.44 14.54 14.6 15.26 15.15 15.09 14.93 14.85 14.9 14.85 14.68 14.68 14.6 14.6 14.35 14.33 14.31 14.33 14.28 14.28 14.41 0.35 0.32 0.02 -0.04 -0.14 -0.22 -0.16 -0.26 -0.19 7NA 14.55 14.6 14.36 -0.19 3 21 22 23 24 25 26 27 28 29 30 5.5 5.5 5.5 7.0 7.0 7.0 8.5 8.5 8.5 14.42 14.34 14.27 14.27 14.44 14.43 14.41 14.43 14.36 14.17 14.23 14.13 14.42 14.45 14.43 14.26 14.34 14.42 12.51 12.51 12.57 12.55 12.56 12.47 12.6 12.69 12.58 -1.91 -1.83 -1.7 -1.72 -1.88 -1.96 -1.81 -1.74 -1.78 7NA 14.23 14.42 12.61 -1.62 Table 2 lists the raw data of the Oxygen concentration trials. Oxygen concentration was measured in parts per trillion (ppt). The change in concentration is the final concentration minus the initial concentration. 13 DeFrance -- Oughton The trials in the first set had much larger changes in concentration than in sets 2 and 3. The trials in each set are consistent with each other, though, so any error in the sets also must have stayed consistent. Table 3 Table of Obersvations Date Observations 29-Oct 30-Oct 31-Oct 1-Nov 11-Nov 12-Nov 13-Nov 14-Nov 15-Nov 17-Nov Made more Acid Buffer Solution, measured O2 and CO2 concentrations before; Room is very hot, Acidic solution is very cloudy Room is hot Slight cloudiness in acidic bottles; Condensation inside all bottles; algae not all the way in bottle 8.5-3; Acidic algae may have died, releasing all of their CO2 Acidic algae is practically white, definitely dead; Nothing else very important Filled up bottles with all buffer solutions, no algae yet Measured before O2 and CO2 levels for set 2; putting algae in bottles, 5.5 - 3 lost a small amount of water when opening bottle; Unsure if using same O2 as before Seperated algae using Buchner funnel; found small insects living in water; No observations/nothing notable Finished 2nd set, began 3rd; Using a buchner funnel again; same O2 as Set 2 pH 7 - 3 bottle's mouth is slightly larger than the others, possible leak when measuring Every O2 trial bounced within a range instead of staying steady like normal; taken a day later than the rest Acidic trials slightly cloudy again Table 3 lists the observations made during data collection. Any significant or unexpected events and factors were logged each day. The bold lines separate each set of trials (e.g. November 11-13 was Set 2). During the first set of trials, the room was hotter than normal due to another experiment going on in the room; this may have affected the algae, and therefore the data, in some way. 14 DeFrance -- Oughton In the second and third sets, a Buchner funnel was used to grant easier access to the algae; this method was not used in set 1 and although there are no obvious effects it may have had, the funnel method may have had some unseen effect on the algae. Additionally, a different O2 sensor was used in Set 1 than in Sets 2 and 3; after the first set, the sensors were packed up and put away. At the beginning of Set 2, which sensor was used before could not be determined. The same sensor was used in Sets 2 and 3. 15 DeFrance -- Oughton Data Analysis and Interpretation For this experiment, algae’s ability to absorb CO2 when subjected to different pH levels was measured. To find the amount absorbed, algae was placed in a closed system and allowed to live while subjected to different pH environments. The CO2 and O2 concentrations were measured using Vernier CO2 and O2 gas sensors. The concentration of O2 was measured in parts per trillion (ppt), while the concentration of CO2 was measured in parts per million (ppm). These concentrations were measured because CO2 is absorbed by algae during photosynthesis and O2 is released as a byproduct. An increase in O2 and/or a decline in CO2 are tell-tale signs that the algae are living and are continuing the photosynthetic processes. This data was analyzed with a two sample t-test, comparing the acidic/alkaline environment’s changes in concentrations to the neutral environment’s changes in concentration. Any significant differences (positive for O2 and negative for CO2) would signify that the algae are living. If the differences are significantly in the opposite direction, it could be concluded that the algae are not living or that some other lurking variable skewed the data severely. The data that was collected is reliable because of randomization. This randomization reduces bias that may have been present. The data is also reliable because controls were run; in every set of 10 trials, one bottle contained no algae and a neutral environment. Because these controls had no algae in them, they underwent the same treatment and experienced the same lurking variables as the other trials. Therefore, because the controls showed little variability, it was safe to assume that the data collected was reliable. 16 DeFrance -- Oughton The data that was collected was interpreted using a two sample t-test (see Appendix B). This t-test compared the alkaline and acidic environment trials to the neutral environment trials. First, two hypotheses were created: 𝐻0 : µ = 0 𝐻𝑎 : µ > 0 The first, called the null hypothesis (H0), determines whether the treatment had no effect; the second, called the alternative hypothesis (Ha), determines if the treatment did have an effect. So if at the end of the test the null hypothesis is rejected, it can be concluded that pH did have a significant effect on the CO 2 absorption of algae. In doing this comparison, p-values were calculated. These calculated p-values were then compared to the alpha level of 0.05. If the alpha level was exceeded, then the treatment’s effect could be considered insignificant because the effect could be accounted to simple chance alone. However, if the alpha level was not exceeded, then the treatment’s effect would be considered significant and be further explored. 17 DeFrance -- Oughton Table 4 The p-values for Every t-test Performed t-test Trial Run Concentration CO2 1 O2 CO2 2 O2 CO2 3 O2 Treatment 5.5 8.5 5.5 8.5 5.5 8.5 5.5 8.5 5.5 8.5 5.5 8.5 P-Value 0.001520083 0.044669167 0.063484199 0.8504915 0.714479162 0.492953335 0.036515616 0.307506195 0.083309298 0.011819341 0.690488853 0.355269261 Significance yes yes no no no no yes no no yes no no Table 4 shows the p-values of every set of trials and if they were significant. In accordance with Table 4, there were only 4 significant effects: the effects of both treatments on CO2 concentration in the first trial run, the effect of acidity on O2 concentration in the second trial run, and the effect of alkalinity on CO2 concentration in the third trial run. All of the significant effects agree with current knowledge in the field, with the exception of the effect of acidity on CO 2 concentration in the first trial. This means that the CO2 decreased significantly and O2 increased significantly when the algae was exposed to an acidic environment. This knowledge can be applied to the original hypothesis of a more alkaline solution resulting in a better environment to harbor algae. Because of consistently small p-values for the alkaline environment’s effect, H0 was rejected. This means that high pH had a statistically significant effect on algae’s ability to absorb CO2. 18 DeFrance -- Oughton Graph of O2 Standards Concentration (ppt) 0 -5 1 2 3 4 5 6 7 8 9 -10 -15 Change in O -20 -25 -30 -35 Trial Figure 4. Graph of O2 Standards Concentration (ppm) Graph of CO2 Standards 600 500 400 300 200 100 0 -100 -200 -300 Change in CO 1 2 3 4 5 6 7 8 9 Trial Figure 5. Graph of CO2 Standards The graphs in figures 4 and 5 show little variance in the data, so it was safe to assume that the data collected was reliable. 19 DeFrance -- Oughton Figure 6. CO2 Trials Box Plots The high and neutral plots are relatively far apart, meaning that there was most likely a relationship between the two. The low plot’s median is far away from neutral, but this is most likely due to extreme data points in the data. 20 DeFrance -- Oughton Figure 7. O2 Trials Box Plots The plots have a lot of overlap and there medians are all very close together, meaning that there was very little chance that oxygen levels were affected by the changes in pH. 21 DeFrance -- Oughton Conclusion The purpose of the research was to determine if the acidity of algae’s environment has a significant effect on how well algae absorbs carbon dioxide (CO2). To conduct this experiment, algae was placed in bottles partially filled with buffer solutions of either a basic (8.5) pH, neutral (7) pH, or acidic (5.5) pH and allowed to photosynthesize and absorb CO2. These levels were then measured with Vernier CO2 sensors and the data was analyzed with multiple two sample ttests. The change in the amount of CO2 gas was measured in the different acidic and alkaline environments and compared to the change in CO2 gas levels in a neutral environment. Consistently, the alkaline environment significantly decreased the CO2 levels and increased the O2 levels. All things considered, the original hypothesis of an alkaline environment would cause the algae to absorb more CO2 was accepted. In two of the three trial runs, the CO2 levels were decreased significantly in the alkaline environments. According to the experiment conducted by Mr. Azov, “pH values in the range of 8 to 9 were important [when growing algae]”. This means that algae grows better in high pH environments. Since it grows better, it makes sense that the CO 2 would increase because the photosynthesis process requires algae to absorb CO 2, water, and sunlight to create O2 and sugars for itself. Even if the O2 concentrations did not increase as significantly as the CO2, the most important factor was the reduction in CO2 concentration, because high CO2 concentrations can cause major problems in the ecosystem. High CO2 levels have been linked to problems with the neurological transmitters in fish, causing their populations to 22 DeFrance -- Oughton drop (Nilsson et. al.). This information could be used as a basis for further experimentation on this topic, or it could account for a possible lurking variable in other experimentation. A few abnormalities were encountered during the experimentation process. The most important one being the extreme increases in CO2 for the acidic trial runs. These results can be attributed to the fact that the algae died. When algae dies, it releases all of its photosynthetic reactants it currently has. This was to be expected. All of these results can be applied to the world. With the acidic trials (where the concentration suddenly increased), biologists can be sure to watch the environment so as to keep the algae from dying and releasing its CO2 into its environment, which could be dangerous for the other organisms living with it. In the other direction, the knowledge that algae absorbs more CO 2 in a basic environment could help scientists conducting labs on algae keep the algae alive longer and possibly better. This is supported by the fact that a carbon dioxide fixing enzyme RuBisCo – which helps the algae absorb and utilize the carbon dioxide – works best in a pH of 8 (Buehler). The data collected and conclusions drawn support other research done in this field; namely, an experiment performed by Schrock, Vallar, and Weaver, students at the University of Missouri, concluded that a more acidic environment is detrimental to the photosynthetic process of aquatic plants. For future research, the effects of other buffer solutions could be tested to ensure that the chemicals in the buffer solutions did not play a major role in helping or inhibiting absorption. 23 DeFrance -- Oughton Appendix A Preparing Buffer Solutions: To determine how many grams needed (citric acid): grams=molecular weight×volume×molarity grams=192.124 gmol×0.02325 L×0.1 M grams≈0.446 To determine how many grams needed (trisodium citrate): grams=molecular weight×volume×molarity grams=258.06 gmol×0.07675 L×0.1 M grams≈1.980 Combine the 23.25 mL of citric acid with the 76.75 mL of trisodium citrate to create 100 mL of solution. Measure the pH to ensure it is 5.5 24 DeFrance -- Oughton Appendix B Two-Sample t-Test 1 𝑡= − 2 𝑠1 𝑠2 2 + 𝑛1 𝑛2 √ 2 Above is the equation used to calculate the t-value in a two-sample t-test. is the sample mean, s is the sample standard deviation, and n is the sample size. The subscripts indicate which population the value comes from (e.g. s1 is the sample standard deviation from population 1, s2 from population 2). Once a tvalue is calculated, a p-value must be found using either a calculator or a p-value table. 25 DeFrance -- Oughton Works Cited Azov, Y. "Effect of PH on Inorganic Carbon Uptake in Algal Cultures." Applied and Environmental Microbiology 43.6 (1982): 1300-306. American Society for Microbiology, June 1982. Web. 2 Oct. 2013. <http://aem.asm.org/content/43/6/1300.abstract?sid=6337a8fc-7eda4a1a-a0e1-1352c6cebaf1>. Buehler, Lukas K. "Photosynthesis." Photosynthesis. Lukas K. Buehler, 2 Dec. 2013. Web. 06 Dec. 2013. <http://www.whatislife.com/reader2/Metabolism/pathway/photosyn.html>. Carter, J. "Photosynthesis." Photosynthesis. SciLinks, 15 Aug. 2000. Web. 30 Oct. 2013. <http://biology.clc.uc.edu/courses/bio104/photosyn.htm>. Doney, Scott C, et al. "Ocean Acidification: The Other CO2 Problem." - Annual Review of Marine Science, 1(1):169. Annual Reviews, 29 Aug. 2008. Web. 24 Sept. 2013. <http://www.annualreviews.org/eprint/QwPqRGcRzQM5ffhPjAdT/full/10.11 46/annurev.marine.010908.163834>. Fabry, Victoria J. "ICES Journal of Marine Science." Impacts of Ocean Acidification on MarineFauna and Ecosystem Processes. ICES Journal of Marine Science, 14 Feb. 2008. Web. 23 Sept. 2013. <http://icesjms.oxfordjournals.org/content/65/3/414.full>. Goodsell, David. "Rubisco." RSCB Protein Databank. Research Collaboratory for Structural Bioinformatics, Nov. 2000. Web. 18 Dec. 2013. <http://www.rcsb.org/pdb/101/motm.do?momID=11>. "Information About Why Algae Grow in Lakes." Algae Control Program. State of Washington Department of Ecology, n.d. Web. 01 Nov. 2013. <http://www.ecy.wa.gov/programs/wq/plants/algae/lakes/algaeinformation. html>. Nilsson, Goran E, et al. "Near-future Carbon Dioxide Levels Alter Fish Behaviour by Interfering with Neurotransmitter Function." Nature Climate Change (2012): 201-04. Nature Climate Change. Nature Publishing Group, 29 Nov. 2011. Web. 5 Dec. 2013. <http://www.nature.com/nclimate/journal/v2/n3/pdf/nclimate1352.pdf>. 26 DeFrance -- Oughton "Ocean Acidification." PMEL Carbon Group. NOAA, n.d. Web. 03 Dec. 2013. <http://www.pmel.noaa.gov/co2/story/Ocean Acidification>. Perlman, Howard. "The World's Water." Where Is Earth's Water? USGS WaterScience School, 14 Aug. 2013. Web. 01 Nov. 2013. <http://ga.water.usgs.gov/edu/earthwherewater.html>. Schrock, Sara, Alex Vallar, and Jan Weaver. The Effect of Acidic Conditions on\ Photosynthesis in Two Aquatic Plants. Missouri Schools, n.d. Web. 3 Dec. 2013. <http://cues.missouri.edu/docs/effect.pdf>. 27