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ACTIVITY 2: SIZE AND SCALE MATTER! Original drawings by John Tenniel http://www.ca.gov/ Terrestrial environment: Soil Crumb Photo and Diagram from Brock Biology of Microorganisms, Madigan and Martinko Aquatic Environment: Marine “snow” ‘Hot spots’ of bacterial concentration and activity, contributing to global cycling of carbon and nutrients Azam and Long, Nature, 2001 Sampling soil microbes in a relatively static soil community Location of Proposed Phytormediation Cells th N or Stre et 59.70 ft L ow M e r c ur y I s opltth (1-20 ppm) Isopleth - A Low Mercury Concentration A1 A3 Ctl mer A High M e r c ur y I s opltth (96-320 ppm) 200 cm 100 cm 115.22 ft 200 cm A6 W ate r Ctl wt B ro A5 ok Di rec tio A7 A8 A9 wt Ctl Barnum C o urt n mer A Plot Key (Enlarged to show detail) Plot ID A1 Approximate soil sampling location A1-1 mer A = presence of mer A gene Ctl = No Plants } Di rec tio n 53.13 ft A1-2 Populus deltoides type wt = Wild Ty pe W ate r 187.46 ft (Isopleth areas are approximate) nz a A4 mer A a Koh wt I nte r me diate M e r c ur y I s opltth (29-50 ppm) A2 Reference Position WT A1-3 A1-4 43.58 ft 17.91 ft 80.60 ft 20.30 ft 81.19 ft Examples of microbial communities requiring different sampling considerations: 1. Small, isolated (non-interacting), moderate density, highly diverse (Drop-soda lakes, hypersaline mats) 2. Small, isolated but interacting, high density, moderately diverse (Gut, Ley) 3. Small, isolated but interacting, low density, moderately diverse (Finlay and Fenchel) 4. Large, continuous, highly diverse????? What do you suggest? Drop-size soda lakes (Qvit-Raz , Genetics, 2008) This is an amzing study showing actual differences in complex communities that go through successional stages in tiny drops that form from dew and exudates of the Tamarax tree which releases salty compounds. Back to list GUT MICROBIAL COMMUNITY Ley et al., 2006 Back to list BIOGEOGRAPHY: IS EVERYTHING EVERYWHERE??? Fenchel and Finlay’s work, as reported in Science, 2005 Back to list PNAS, 2007 ACTIVITY #2: Let’s “sample” some diagrammatic representations of microbial communities! BRAINSTORM: HOW DOES ONE MAKE DECISIONS ABOUT SAMPLING? 1. Size of population, community or system, area of interest 2. Scope of study? 3. Budget? 4. Variability (standard deviation, error)? depends on heterogeneity, abundance, distribution, both spatial and temporal, method, etc. 5. Technological ability (Can one directly observe organisms or cells? Can one target individuals or groups with specificity? How precise are the units of measurement?) 6. Experimental approach 7. SCALE! (many issues) STATISTICAL METHODS AND PRIMER, ENVIRONMENTAL APPLICATIONS: http://epa.gov/bioindicators/statprimer/ EXAMINE YOUR BACTERIAL “COMMUNITY “ and answer the following questions: 1. Would it be more appropriate to sample a large number of small plots, or fewer large plots? Considering the scale, how many large plots would be feasible to measure? Would sampling a larger number of smaller plots be less or more costly or time consuming? 2. Would using a line transect approach be appropriate? What would be the advantages or disadvantages to using this method, compared to plot sampling? 3. Describe a microbial ecosystem or community that you feel most closely matches the hypothetical “community” that your diagram represents. A B C D v v v C D SOME SAMPLE DATA Site C Small plot count: Species 1 2 A 0 0 B 0 0 C 0 0 D 0 0 E F G H Small plot count: Species 1 2 A 8 0 B 3 2 C 2 2 D 1 3 E 1 4 F 1 16 G 2 1 H 0 1 I 0 0 J 0 0 K 0 0 L 0 0 M 0 0 3 0 0 0 0 4 3 5 1 1 5 0 0 0 0 6 0 0 0 0 7 1 0 0 0 8 0 0 0 0 Site D 3 0 1 1 0 0 0 6 4 5 0 0 5 3 4 0 0 1 0 0 1 0 0 0 0 0 0 11 5 0 0 1 0 0 0 0 2 0 0 0 14 10 6 0 0 0 0 0 0 0 0 2 1 2 0 0 7 1 1 2 1 0 0 0 4 0 0 0 0 0 8 0 0 0 0 1 0 1 0 0 0 0 0 0 Large plot count: Transects: 9 1 1 0 0 0 0 0 0 0 0 0 0 0 0 8 0 18 0 2 0 1 0 Large plot count: Transects: 9 1 1 0 6 1 2 5 2 0 4 0 0 1 0 0 1 0 5 12 1 0 4 3 0 1 2 0 1 5 0 0 0 0 7 0 0 8 1 1 3 0 2 0 0 0 0 0 0 0 0 2 1 1 0 1 0 0 0 0 1 1 2 0 0 3 0 0 0 0 0 0 0 0 3 0 0 0 0 0 0 1 2 1 0 0 2 3 Findlay 1982: Both approaches yield similar estimates of abundance, but larger scale sampling tends to give poor representationof distribution/patchiness WHAT ABOUT MICROBIAL COMMUNITIES? Ranjard et al. 2003 tested effect of SIZE of soil sample used in molecular community analysis. For bacteria, SIZE OF SAMPLE did not affect ability to distinguish unique communities from one another. For fungi, samples <1g may not be adequate. HOWEVER, in larger samples, technique of DNA extraction is biased toward dominant organisms and may not accurately assess diversity. FOR BACTERIA: Many subsamples are often taken, and it is the selection of the sampling location that will give best indicator of larger scale abundance and diversity When is use of transect appropriate? •One example: when one hypothesizes a gradient relationship and wishes to test it using regression analysis, see below! •In this study, researchers looked for change in numbers of fecal indicator organisms across various transects in relation to water’s edge. •Keep in mind, most aquatic depth sampling is, in effect – transect sampling Desmarais 2002 FINAL THOUGHTS: •The question being asked drives the experimental design. •The practical limitations of sampling limit the type of question that can be asked – and answered! •Pilot sampling is always essential to assess the nature of the system!! Students will better understand scientific process when they appreciate the considerations that go into every scientist’s sampling and measurement plan!