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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
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
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
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
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
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)
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
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
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?
BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005
50 m
illio
n ye
ars
Tuberous Sundews
Dating the Drosera Phylogeny
BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005
Bioclimatic Models for Tuberous Sundews in Australia
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
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
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
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
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!
BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005
A BDWorld WorkflowA BDWorld Workflow
BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005
A BDWorld WorkflowA BDWorld Workflow
Real ToolsReal Tools
Real ToolsReal Tools
InputInput InputInputViewersViewersMiscMisc
BiodiversityWorld GRID WorkshopNeSC, Edinburgh – 30 June and 1 July 2005
A BDWorld WorkflowA BDWorld Workflow
Work in progress
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
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?
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?
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