what the deep sea tells us about sampling biases in the fossil record

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Graeme T. Lloyd Department of Palaeontology, Natural History Museum, London, UK What the deep sea tells us about sampling biases in the fossil record

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Page 1: What the deep sea tells us about sampling biases in the fossil record

Graeme T. LloydDepartment of Palaeontology, Natural History Museum, London, UK

What the deep sea tells us about sampling biasesin the fossil record

Page 2: What the deep sea tells us about sampling biases in the fossil record

Collaborators

Andrew Smith

Jeremy Young

Paul Pearson

Page 3: What the deep sea tells us about sampling biases in the fossil record

Talk Outline

• Introduction• Deep sea record of Coccolithophores and planktic forams

– Deep sea rock and fossil records– Correlations and modelling– Sampling-corrected richness

• Deep sea vs. land-based record of Coccolithophores– Deep sea vs. land rock and fossil records– Correlations and modelling– Sampling-corrected richness: common signal?

• Deep sea coccolithophore species-per-genus patterns– An unusual result!– Potential explanation(s)– Separating signals

• Conclusion

Page 4: What the deep sea tells us about sampling biases in the fossil record

The fossil record is our only empirical record of the history of life

Page 5: What the deep sea tells us about sampling biases in the fossil record

Generic diversity

N M

aps

Land-based rock and fossil records show strong correlation…

Page 6: What the deep sea tells us about sampling biases in the fossil record

…but what about the deep sea?

•Most microfossil groups are highly cosmopolitan…

•…and massively abundant (1000s specimens per gram)

•Many remarkably continuous sections (>10 million years)

•Phylogenies often incorporate ancestors

•Well studied (DSDP/ODP/IODP)

•The best fossil record we have?

Page 7: What the deep sea tells us about sampling biases in the fossil record

Comparing coccolithophore and planktic foraminifera deep sea rock and fossil records

•Questions:

•How does the deep sea rock record change over time?

•How does the deep sea fossil record change over time?

•Are the deep sea rock and fossil records correlated?

•How do the two major calcareous groups compare?

Page 8: What the deep sea tells us about sampling biases in the fossil record

Geotectonic history

•35,416 species occurrences

•16,197 samples

•205 sites

•4,329 names

•19,349 species occurrences

•3,850 samples

•135 sites

•2,462 names

The database

Planktic foramsCoccoliths

Page 9: What the deep sea tells us about sampling biases in the fossil record

Rock record

Planktic foramsCoccoliths

Page 10: What the deep sea tells us about sampling biases in the fossil record

Species record

Planktic foramsCoccoliths

Page 11: What the deep sea tells us about sampling biases in the fossil record

Generic record

Planktic foramsCoccoliths

Page 12: What the deep sea tells us about sampling biases in the fossil record

Species correlation

Planktic foramsCoccoliths

Page 13: What the deep sea tells us about sampling biases in the fossil record

Generic correlation

Planktic foramsCoccoliths

Page 14: What the deep sea tells us about sampling biases in the fossil record

Species detrended

Planktic foramsCoccoliths

Page 15: What the deep sea tells us about sampling biases in the fossil record

Genera detrended

Planktic foramsCoccoliths

Page 16: What the deep sea tells us about sampling biases in the fossil record

Subsampling

Planktic foramsCoccoliths

Page 17: What the deep sea tells us about sampling biases in the fossil record

Modelled versus observed diversity

Planktic foramsCoccoliths

Page 18: What the deep sea tells us about sampling biases in the fossil record

Model-corrected diversity

Planktic foramsCoccoliths

Page 19: What the deep sea tells us about sampling biases in the fossil record

Summary

•How does the deep sea rock record change over time?

•Exponential rise (opening ocean basin)

Page 20: What the deep sea tells us about sampling biases in the fossil record

Summary

•How does the deep sea rock record change over time?

•Exponential rise (opening ocean basin)

•How does the deep sea fossil record change over time?

•Coccolith species ~linear rise

•Coccolith genera ~rapid rise followed by slow fall

•Forams: double sawtooth (K-T divides)

Page 21: What the deep sea tells us about sampling biases in the fossil record

Summary

•How does the deep sea rock record change over time?

•Exponential rise (opening ocean basin)

•How does the deep sea fossil record change over time?

•Coccolith species ~linear rise

•Coccolith genera ~rapid rise followed by slow fall

•Forams: double sawtooth (K-T divides)

•Are the deep sea rock and fossil records correlated?

•Yes, strongly

Page 22: What the deep sea tells us about sampling biases in the fossil record

Summary

•How does the deep sea rock record change over time?

•Exponential rise (opening ocean basin)

•How does the deep sea fossil record change over time?

•Coccolith species ~linear rise

•Coccolith genera ~rapid rise followed by slow fall

•Forams: double sawtooth (K-T divides)

•Are the deep sea rock and fossil records correlated?

•Yes, strongly

•How do the two major calcareous groups compare?

•Forams seem to be less biased than coccos

Page 23: What the deep sea tells us about sampling biases in the fossil record

Comparing sampling bias between the land and the deep sea

Page 24: What the deep sea tells us about sampling biases in the fossil record

Testing sampling bias versus common cause

Deep sea

•Correlations between sampling and diversity are common

•Two main explanations: sampling-bias and common cause

•For coccolithophores we have two records; ideal to test

•Sampling-bias predicts diversity will track sampling

•Common cause predicts shared diversity

•What do the two rock records look like?

•What do the two fossil records look like?

•Are the rock and fossil records correlated?

•Is there evidence for a common palaeobiodiversity?

Land

Page 25: What the deep sea tells us about sampling biases in the fossil record

205 sites, 16,197 samples,36,416 occurrence records

462 sections, 5,563+ samples,22,745 occurrence records

Deep sea Land

The database

Page 26: What the deep sea tells us about sampling biases in the fossil record

Deep sea Land

Rock records

Time (Ma)

Number of cores recovering rock of given age

Number of localities with published nannofossil taxonomic lists

Time (Ma)

Page 27: What the deep sea tells us about sampling biases in the fossil record

Time (Ma) Time (Ma)

Number of species

Raw species diversity

Number of species

Deep sea Land

Species richness

Page 28: What the deep sea tells us about sampling biases in the fossil record

Deep sea Land

Log (Nsites)

Log (species richness) Log (species richness)

Log (Nsites)

Species richness versus rock record (1): raw data

Page 29: What the deep sea tells us about sampling biases in the fossil record

Deep sea Land

Log (species richness) Log (species richness)

Log (Nsites) Log (Nsites)

Species richness versus rock record (2): first differences

Page 30: What the deep sea tells us about sampling biases in the fossil record

Deep sea Land

Orange = empirical patternWhite = diversity at equal subsampling

Time (Ma)

109 samples per bin

Time (Ma)

Species diversity (max) Species diversity (max)

106 samples per bin

Estimating true diversity: 1, subsampling

Page 31: What the deep sea tells us about sampling biases in the fossil record

Time (Ma) Time (Ma)

Species richness Species richness

True richness modelled as invariant (observed richness = sampling)

Deep sea Land

Estimating true diversity: 2, modelling

Yellow = empirical patternBlue-green = model prediction assuming diversity is

invariant and shaped by rock abundance

Page 32: What the deep sea tells us about sampling biases in the fossil record

Deep sea Land

Time (Ma)

Residuals from modelled richness

Time (Ma)

Estimating true diversity: 2, modelling

Page 33: What the deep sea tells us about sampling biases in the fossil record

Time (Ma)

Deep sea Land

Species

Time (Ma)

Species

Time (Ma)

Estimating true diversity: 3, alpha diversity

Mean number of species recorded per site

Page 34: What the deep sea tells us about sampling biases in the fossil record

• The recorded history of coccolithophorid diversity over last 150 Ma changes dramatically according to whether data is drawn from land-based records or deep-sea records

• Coccolithophorid diversity correlates strongly to the shape of the rock record it is recovered from

• Subsampling, modeling and estimates of mean alpha diversity all point to a third, much more uniform diversity irrespective of which record is used

Deep sea Land

Summary

Page 35: What the deep sea tells us about sampling biases in the fossil record

Species per genus patterns

Page 36: What the deep sea tells us about sampling biases in the fossil record

• Used since the earliest diversity curves…

• …and continue to be (e.g. Alroy et al. 2008)• Originally pragmatic (less data required)• Then argued that species are inadequate

• But, adequacy of higher taxa to represent species-level patterns is essentially untested

Higher taxa as species proxies

Page 37: What the deep sea tells us about sampling biases in the fossil record

Taxonomic level affects pattern

Page 38: What the deep sea tells us about sampling biases in the fossil record

• Only explicit test of species-to-higher taxon ratio

• Compared families to number of named species in Zoo. Record (Raup 1976)

• Pattern of change differs

• Families become more speciose

Flessa and Jablonski 1985

Page 39: What the deep sea tells us about sampling biases in the fossil record

• Species are standardised (synonyms)

• Species are assigned to genera• Species are often widespread• Species are long-ranging

• Species are comparatively stable taxonomically

• Questions:

• How does the species-to-genus ratio change over time?• How does the sampling change over time?• How does the number of taxonomists change over time?• Do neither, either or both sampling and taxonomists shape

the signal?

Our database is superior

Page 40: What the deep sea tells us about sampling biases in the fossil record

Species per genus

Page 41: What the deep sea tells us about sampling biases in the fossil record

Number of sites (sampling)

Page 42: What the deep sea tells us about sampling biases in the fossil record

Number of authors (taxonomists)

Page 43: What the deep sea tells us about sampling biases in the fossil record

Long-term correlation (raw)

N sites (rho = 0.95)N authors (rho = 0.93)

Page 44: What the deep sea tells us about sampling biases in the fossil record

Short-term correlation (sampling)

Species per genusN sites

Rho = 0.43

Page 45: What the deep sea tells us about sampling biases in the fossil record

Short-term correlation (taxonomists)

Species per genusN authors

Rho = 0.44

Page 46: What the deep sea tells us about sampling biases in the fossil record

Correlations

• Both number of sites and number of authors significantly correlate with species-per-genus

• Fit 3 models:– spg ~ N sites– spg ~ N taxonomists– spg ~ N sites + N taxonomists

• Which is the best explanatory model?– Akaike weights = N Sites (marginally more than a

combined model)– Variance partitioning = a combined model

• So is it sites or combined?

Page 47: What the deep sea tells us about sampling biases in the fossil record

Subsampling (rarefaction by occurrences for sites)

Page 48: What the deep sea tells us about sampling biases in the fossil record

Subsampling (rarefaction by occurrences for papers)

Page 49: What the deep sea tells us about sampling biases in the fossil record

Summary

• How does the species-to-genus ratio change over time?– In a two-step ‘punk eek’ way

Page 50: What the deep sea tells us about sampling biases in the fossil record

Summary

• How does the species-to-genus ratio change over time?– In a two-step ‘punk eek’ way

• How does the sampling change over time?

– The same

Page 51: What the deep sea tells us about sampling biases in the fossil record

Summary

• How does the species-to-genus ratio change over time?– In a two-step ‘punk eek’ way

• How does the sampling change over time?

– The same

• How does the number of taxonomists change over time?– The same

Page 52: What the deep sea tells us about sampling biases in the fossil record

Summary

• How does the species-to-genus ratio change over time?– In a two-step ‘punk eek’ way

• How does the sampling change over time?

– The same

• How does the number of taxonomists change over time?– The same

• Do neither, either or both sampling and taxonomists shape the signal?– Both contribute to the pattern

Page 53: What the deep sea tells us about sampling biases in the fossil record

Summary

• How does the species-to-genus ratio change over time?– In a two-step ‘punk eek’ way

• How does the sampling change over time?

– The same

• How does the number of taxonomists change over time?– The same

• Do neither, either or both sampling and taxonomists shape the signal?– Both contribute to the pattern

Genera are not an accurate proxy for species

Page 54: What the deep sea tells us about sampling biases in the fossil record

Conclusion: what does the deep sea tells us about sampling biases in the fossil record?

• The deep sea record shows the same correlation with sampling as land-based studies

• This argues in favour of the sampling-bias interpretation and not the common cause

• The deep sea record is more biased than the land-based• The deep sea coccolithophore record is more biased than

the deep sea planktic foram record

• Once sampling has been accounted for there is convergence on a single palaeobiodiversity estimate (at least for Coccolithophores)

• Taxonomic structure (species-per-genus) for deep sea Coccolithophores is biased by both sampling and the number of taxonomists