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Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the...

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Wild Brassicas: a case study Mike Wilkinson
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Page 1: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Wild Brassicas: a case study 

Mike Wilkinson

Page 2: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

The risk assessment process

1. Specify and rank the hazards

2. Quantify generic aspects of exposure

3. Evaluate aspects of exposure specific to one transgene or GM cultivar

Page 3: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

The risk assessment process

1. Specify and rank the hazards

2. Quantify generic aspects of exposure

3. Evaluate aspects of exposure specific to one transgene or GM cultivar

Page 4: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Hazards relating to Gene flow from oilseed rape in the United Kingdom

Page 5: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Rank primary recipientsScheffler & Dale (1994) Transgenic Res. 3, 263-278

• Brassica rapa• B. oleracea• B. carinata• B. juncea• B. nigra• B. adpressa

• Raphanus raphanistrum

• Diplotaxis erucoides• D. muralis

Page 6: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Rank primary recipientsScheffler & Dale (1994) Transgenic Res. 3, 263-278

• Brassica rapa• B. oleracea• B. carinata• B. juncea• B. nigra• B. adpressa

• Raphanus raphanistrum

• Diplotaxis erucoides• D. muralis

Page 7: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Oilseed rape Bargeman’s cabbage

Brassica napus Brassica rapa

Page 8: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

GM crop

GM F1 hybrids in region

Transgene stabilises by introgression

Transgene spreads to most populations

Page 9: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Aim

To create spatially explicit models of hybridization, introgression and transgene spread

Page 10: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Parameterisation needs• F1 hybrid modelling

– Frequency of hybrids– Location of hybrids

• Introgression modelling– Fertility and fitness of hybrids– Past introgression rates for different parts of the

genome

• Transgene spread modelling– Population size and distribution– Demographic baseline data– Gene flow estimates between populations

Page 11: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

F1 Hybrid abundance and distribution

1. Local hybrids

2. Long-scale hybrids

Page 12: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Local hybrids

1. Where do oilseed rape& B. rapa grow together?

2. How many hybrids form locally?

Page 13: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

The importance of context

Page 14: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Brassica rapa

• Casuals of disturbed land

• A weed of B. napus

• Stable wild populations of river banks

Page 15: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Where is oilseed rape?

Page 16: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Where is oilseed rape?

Page 17: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.
Page 18: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Where is riverside B. rapa?

• >300km of 8 rivers (Thames, Nene, Avon, Derwent [Yorkshire], Ouse, Soar, The Great Ouse and Trent) and 4 canals surveyed by foot and boat.

• Survey of herbaria: 601 B. rapa, 138 identified on named river

• 82 local Floras• CEH country-wide survey

Page 19: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

A. Rapeseed B. Waterside C B. rapa B. rapa within

30m of rapeseed

Page 20: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Measure local hybrid frequency

Page 21: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

DNA fingerprintingMeasure DNA content

Determine hybrid frequency at sites of co-occurrence

Oilseed rape

B. rapa

Hybrid

Hybrid

Oilseed rape

B. rapa

Hybrid

On average 1.46% hybrids per site

Page 22: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Calculate long-range hybrid numbers

Page 23: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Calculate long range hybrids from..

• Separation distance between oilseed rape fields and B. rapa

• Pattern of decline in airborne pollen quantity with distance

• Relationship between amount of airborne pollen and hybrid numbers

Page 24: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Result

1. We calculate approximately 32,000 hybrids form annually between oilseed rape and riverside B. rapa in the UK

2. Most occur in eastern and central England

3. Riverside hybrids absent from Scotland and Northern Ireland

Wilkinson et al. (2003) Science 302, 457-459

Page 25: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Key assumption

• Insect pollination follows the same dispersal pattern as wind-mediated pollination or is unimportant

– Unsatisfactory and needs to be resolved

Page 26: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Introgression

• Fitness and fertility of hybrids

• Effect of integration site

Page 27: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Fitness and fertility of hybrids

• Male fitness – Viable pollen output– Total pollen output– Effectiveness as a male parent

• Female fitness– Seed return– Seed viability

Page 28: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Importance of integration site

Select populations where chloroplast capture has occurred (and so introgression has happened previously),

Compare introgression rates of selected C-genome and A-genome marker sets that are specific to B. napus

Page 29: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Spread between populations

• Distribution of populations

• Persistence of visible populations

• Self-incompatibility

• Observed gene flow between contemporary populations

• Seed versus pollen-mediated gene flow

Page 30: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Spread between B. rapa populations

• Population distribution patterns

Originally usedLiterature and surveys to identify rivers carrying

B. rapa

Survey data to establish patterns of distribution

Apply probabilistic approaches to predict B. rapa population distributions

Page 31: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

But

• This assumes distributions on tributaries is similar to that on main rivers (where access is possible by footpaths)

• So– This assumption is being tested by remote

sensing using high-resolution aircraft-data

Page 32: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Real and False colour images

Page 33: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

B. rapa mask

Page 34: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Population persistence

Page 35: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

June 2001

Page 36: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

March 2002

Page 37: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Jun-01

Mar-02

River

Fence

Page 38: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.
Page 39: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.
Page 40: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Disturb cover in variable populations

New B. rapa seedling germinate where plants are absent

New B. rapa populations germinate in extinct populations

Page 41: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

So

• Presence or absence of plants is variable between years

• Populations more perhaps accurately defined by seedbank presence

Page 42: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Gene flow between generations

Time t+1

Seedbank

Germinated seeds

Seedbank

Outgoing seeds

Outgoing Pollen

Seedbank

Incoming Pollen

Germinated seeds

Germinated seeds

Incoming seeds

Incoming Pollen

Time t

Germinated seeds

Seedbank

Outgoing Pollen

Key: Sampling Direct transfer Loss from system Inter-population transfer

Page 43: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Conclusions• Trangene spread comprises three main stages that

need to be considered separately: F1 hybrid production; introgression and secondary spread to other populations

• Each element affecting gene spread needs to be carefully parameterised

• After initial parameterisation, there is often a need to collect additional data to correct for or test assumptions made in initial models

Page 44: Wild Brassicas: a case study Mike Wilkinson. The risk assessment process 1.Specify and rank the hazards 2.Quantify generic aspects of exposure 3.Evaluate.

Thanks

• BBSRC

• NERC

• Perry Foundation

Joel Allainguillaume, Michael Shaw,

Jeremy Sweet, Luisa Elliott, Carol Norris,

Tom Harwood, David Mason,

Matt Alexander, Pippa Bell


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