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Empirical Calibration of a Lipid-Based Paleothermometer in the Eastern Cordillera of Colombia Veronica Anderson

Empirical Calibration of a Lipid-Based Paleothermometer in the Eastern Cordillera of Colombia

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Empirical Calibration of a Lipid-Based Paleothermometer in the Eastern Cordillera of Colombia. Veronica Anderson. GDGT-based paleothermometers. GDGT’s (Glycerol Dialkyl Glycerol Tetraethers ) are membrane lipids produced by soil bacteria 9 individual branched GDGT’s - PowerPoint PPT Presentation

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Page 1: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Empirical Calibration of a Lipid-Based

Paleothermometer in the Eastern Cordillera of

Colombia

Veronica Anderson

Page 2: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

GDGT-based paleothermometers

• GDGT’s (Glycerol Dialkyl Glycerol Tetraethers) are membrane lipids produced by soil bacteria

• 9 individual branched GDGT’s• Slight structural variations represent

adaptations to different temperature regimes• Strong correlation between relative

abundances of GDGT’s and mean annual temperature

Page 3: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Measurement of GDGT’s

Page 4: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Measuring Paleotemperatures With GDGT’s

• Collect soil samples across the globe

• Measure GDGT abundances• Compare to nearby climate

station data• Create a statistical

correlation between measured GDGT’s and mean annual temperature (MAT) 𝑀𝐵𝑇 ′=

(𝐼𝑎+𝐼𝑏+𝐼𝑐 )(𝐼𝑎+𝐼𝑏+𝐼𝑐+ 𝐼𝐼𝑎+𝐼𝐼𝑏+𝐼𝐼𝑐+𝐼𝐼𝐼𝑎 )

𝐶𝐵𝑇=− log ( 𝐼𝑏+𝐼𝐼𝑏𝐼𝑎+𝐼𝑎 )

Peterse et al, 2012

𝑴𝑨𝑻=𝟎 .𝟖𝟏−𝟓 .𝟔𝟕×𝑪𝑩𝑻 +𝟑𝟏 .𝟎∗𝑴𝑩𝑻 ′

Page 5: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Problems with current calibration

• Soil temperature not necessarily the same as temperature at climate station– can differ by as much as 8 degrees in our study!

• How much scatter does this mismatch introduce into the regression?

• How does this affect reported errors?• Can interpolation solve some of these

problems with site data?

Page 6: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

• Installed temperature loggers across elevation transect

• Recorded temperature every 10 mins for a year

• Measured GDGT’s in soils from each location

Page 7: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

3 different interpolations

Kriging Linear Interpolation

12-pt Spline

Page 8: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

0 5 10 15 20 25 30 350

5

10

15

20

25

30

35

Soil GDGT Temperature Calibration

In-Situ Temperatre Loggers (R2 = 0.81)

Nearest Climate Station (R2 = 0.58)

Linear Interpolation (R2 = 0.87)

Kriging (R2 = 0.90)

Spline (R2 = 0.72)

1:1 Line

Measured Temperature (°C)

Calcu

ated

Tem

pera

ture

(°C)

Page 9: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Conclusions

• Simple linear interpolation actually does a pretty good job!

• Original authors happened to pick a good interpolation scheme.

• R2 still = 0.8, even with in-situ temperature loggers → suggests that 20% of the variation in GDGT compounds cannot be explained by temperature alone!

Page 10: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Future Work

Soil sample locations used by Peterse et al, 2012

Page 11: Empirical Calibration of a Lipid-Based  Paleothermometer  in the Eastern Cordillera of Colombia

Thanks for Listening!……Any Questions?