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BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclima Phyloclima tic tic Modelling: Modelling: Reconstructing Reconstructing ancestral ancestral bioclimatic models bioclimatic models on on phylogenetic trees phylogenetic trees - Chris - Chris Yesson Yesson Drosera orbiculata Drosera orbiculata

BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

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Page 1: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

PhyloclimaticPhyloclimaticModelling:Modelling:Reconstructing ancestralReconstructing ancestralbioclimatic models on bioclimatic models on phylogenetic treesphylogenetic trees

- Chris Yesson- Chris Yesson

Drosera orbiculataDrosera orbiculata

Page 2: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Introduction

• Bioclimatic models have been used to examine distributions in the present, and to predict the near future

• A few studies have looked at the recent past

• Studies on evolutionary time-scales have been overlooked

• … such studies could provide insight into evolutionary responses to climate change

Page 3: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Phyloclimatic modelling – the idea

• There are long established phylogenetic techniques of ancestral state reconstruction

• These have been applied to DNA sequences, morphological features & environmental preferences

• These optimised preferences can be combined into an ancestral bioclimatic model

T

T

T

TA

Parsimony optimisation on a phylogenetic tree

Page 4: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Phyloclimatic modelling – the idea

• There are long established phylogenetic techniques of ancestral state reconstruction

• These have been applied to DNA sequences, morphological features & environmental preferences

• These optimised preferences can be combined into an ancestral bioclimatic model

Parsimony optimisation of environmental character

Page 5: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Phyloclimatic modelling – the idea

• There are long established phylogenetic techniques of ancestral state reconstruction

• These have been applied to DNA sequences, morphological features & environmental preferences

• These optimised preferences can be combined into an ancestral bioclimatic model

With sufficient climate parameters we can build a BIOCLIM model

Tmp Pcp RadAvg 25 0.2 11Min 22 0.1 9Max 27 0.7 15Stdev 2 0.32 3.06

Tmp Pcp RadAvg 22 1 9Min 20 0.5 8.1Max 24 1.2 11Stdev 2 0.36 1.48

Tmp Pcp RadAvg 30 0.3 11Min 28 0.1 9.1Max 35 0.7 15Stdev 3.6 0.31 3.01

Tmp Pcp RadAvg 30 0.3 11Min 28 0.1 9.1Max 35 0.7 15Stdev 3.6 0.31 3.01

Tmp Pcp RadAvg 30 0.3 11Min 28 0.1 9.1Max 35 0.7 15Stdev 3.6 0.31 3.01

Page 6: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Projecting into the past

• Temporal calibration of phylogenetic trees is a widely used technique

• This establishes a time-period for the projection of the ancestral bioclimatic model

0

10

5

MYA Time calibrated phylogeny (a chronogram)

Page 7: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

The study group – Sundews (Droseraceae)

Locality data for Droseraceae from GBIF(and other sources)

Drosera rotundifolia

• Main area of diversity is the Mediterranean-type climate of SW Australia (c.30% of species)

Sundews:

• Carnivorous

• c. 150 spp.

• Global distribution

Page 8: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

• Rivadavias’ phylogeny (c.60spp. rbcL)

• Monophyletic (SW) Australian groups from Mediterranean-type climate

• Similar pattern with African group

Rivadavia, et. al. (2003): American Journal of Botany. 90, 123-130

Page 9: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Drosera in Mediterranean-type Climate

• Hot-dry summer, wet winter

• Include SW Australia & South African Cape

• Med. Climates arose 15-10MYA

• Are Drosera radiations linked with this climate change?

Page 10: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

50 m

illio

n ye

ars

Tuberous Sundews

Dating the Drosera Phylogeny

Page 11: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Bioclimatic Models for Tuberous Sundews in Australia

Page 12: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Tortonian projection of bioclimatic model for ancestral tuberous sundew

Model prediction: red-core; blue-marginal

Page 13: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Next Steps

• Bigger data-set

• More study groups

• More time-slices of climate data

• Automate in BiodiversityWorld

Page 14: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

How can BDWorld help?

• This analysis draws on taxonomic verification, molecular biology, phylogenetics and bioclimatic modelling

Page 15: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Workflow

Alig n ed S eq u en c es

Se que nc e Alignm e ntand E dit ing

C h r o n o g r am

P hylo ge ne t icAnalys is

D is play r e s ul ts

B io c lim atic M o d elling P ath

P h y lo g e n e t icT re e s

D ate t r e eF o s s il D ata

P r o c es s

I n p u t /O u tp u t

E x ter n a lD ata

K ey

R e tr ie ve L oc a lityda ta - S e e B ioc lim a ticM ode lling W o r k f lo w

D N A Se que nc eG athe r ing

I n p u t T ax o n

Taxo n s e arc h &ve r if ic at io n

P hylo genetic A nalys is P athN a me s &

S y n o n y ms

P hylo c l im aticM o de ll ing

Bio c lima t icD a ta

Un alig n ed S eq u en c es

C h r o n o g r amBio c lima t ic

M o d e l

E M BL

S P I C E

G BI F C lim ate

Page 16: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

How can BDWorld help?

• This analysis draws on taxonomic verification, molecular biology, phylogenetics and bioclimatic modelling

• Having all these tools in an integrated system would make my life much easier!

Page 17: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

A BDWorld WorkflowA BDWorld Workflow

Page 18: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

A BDWorld WorkflowA BDWorld Workflow

Real ToolsReal Tools

Real ToolsReal Tools

InputInput InputInputViewersViewersMiscMisc

Page 19: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

A BDWorld WorkflowA BDWorld Workflow

Work in progress

Page 20: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Putting resources into BDWorld – An example

MrBayes – an open-source project with a CLI to do Bayesian phylogenetic analysis• … use the same process for other CLI tools

• … but MrBayes v3.0 cannot except path names with the input file

MrBayes –b –f /bdworld/temp/myInput.nex

MrBayes –b –f myInput.nex

• New version 3.1 does!

• New version creates different output filesOld output: myInput.nex.t

New output: myInput.nex.run1.t, myInput.nex.run2.t, etc.

• Problems running on a 64bit server

Page 21: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Hurdles

• Integrating new tools

• New ideas often require new software

• How can we incorporate new applications?

• What new helper tools do we need?

Page 22: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Hurdles• Shifting sands

• Relying on external web-sites can be problematic

• GUIs• Phylogenetics software is often dependent on GUIs• BDWorld is more suited to Command Line

applications

• Long running processes• How do we deal with a process that takes several

days?

Page 23: BiodiversityWorld GRID Workshop NeSC, Edinburgh – 30 June and 1 July 2005 Phyloclimatic Modelling: Reconstructing ancestral bioclimatic models on phylogenetic

BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005

Acknowledgements

• BBSRCBBSRC

• BiodiversityWorldBiodiversityWorld

• A. CulhamA. Culham

• P. ValdesP. Valdes

• P. Brewer, T.Sutton, N. CaithnessP. Brewer, T.Sutton, N. CaithnessD. erythrorhiza subsp. magnaD. erythrorhiza subsp. magna