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Data quality requirements for agrobiodiversity: the case of crop wild relatives Nora P. Castañeda-Álvarez, Colin K. Khoury, Steven Sotelo, Chrystian C. Sosa, Vivian Bernau, Harold A. Achicanoy “Biodiversity Data Quality Symposium: developing a common framework to improve fitness for use of biodiversity data”, 8 th March 2016, Sao Paulo, Brazil Helianthus argophyllus (wild relative of sunflower). Credit: Kasia Stepien

Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

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Page 1: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Data quality requirements for agrobiodiversity: the case of crop

wild relativesNora P. Castañeda-Álvarez, Colin K. Khoury, Steven Sotelo, Chrystian C. Sosa, Vivian

Bernau, Harold A. Achicanoy

“Biodiversity Data Quality Symposium: developing a common framework to improve fitness for use of biodiversity data”, 8th March 2016, Sao Paulo, Brazil

Helianthus argophyllus (wild relative of sunflower). Credit: Kasia Stepien

Page 2: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

CONTENT

• Introduction• Agrobiodiversity

• Crop wild relatives

• Using occurrence data (GBIF mediated data) to assess the ex situconservation of crop wild relatives• Species distribution models

• Quantifying gaps in ex situ collections

• Improving the quality of data

• Moving forward: steps for continuous improvement

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Page 3: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

INTRODUCTION

• What is agrobiodiversity?

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Agrobiodiversity

Trees

Crops

Microbes

Animals

Page 4: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Cultivated species

Traditional cultivars

(landraces)

Modern and

obsolete cultivars

Breeding lines

Genetic stock

Weeds

Crop wild relatives

INTRODUCTION

Plant genetic resources: the biodiversity of crops

Page 5: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

INTRODUCTION: Crop wild relatives

Crop wild relatives: the wild and weedy taxa genetically related to crops, including its ancestors.

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Page 6: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

INTRODUCTION: Crop wild relatives

Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding? How can they be overcome? Presentation

for ‘Adapting Agriculture to Climate Change: The Need for Crop Wild Relatives’, Bellagio, 7-9 September 2010.

Page 7: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

INTRODUCTION: crop wild relatives are valuable

Grassy stunt virus resistance from Oryza nivara

Resistance to black Sigatoka and Fusarium wilt from Musa acuminata ssp. burmannicaAluminium tolerance from Oryza

rufipogon

Salinity tolerance from Solanumcheesmaniae

Page 8: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

To be used, crop wild relatives need to be conserved

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Genebanks / seedbanks

Page 9: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

To be used, crop wild relatives need to be conserved

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Ex situ conservation

Page 10: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Assessing the conservation of crop wild relatives in genebanks

10WARDA - Benin

PGRRI - Ghana

Page 11: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

But, to what extent the genetic diversity of crop wild relatives is conserved in genebanks?

Page 12: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Ex situ conservation of crop wild relatives

Page 13: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 14: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 15: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 16: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 17: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 18: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 19: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Identification of “gaps” in genebankcollections

Page 20: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Priorities for conservation

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0

100

200

300

400

500

600

700

800

900

High prioritytaxa for

collection

Mid prioritytaxa for

collection

Low prioritytaxa for

collection

No furthercollection is

required

No

. of

CW

R t

axa

71%

13% 12%5%

Page 21: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Collecting hotspots

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Global collecting hotspots for High Priority Taxa, for 76 crop gene pools

Page 22: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

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Collecting Avena ventricosa in Cyprus

Page 23: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Determine gaps in collections

Model distributions

Gather taxonomic data

Gather occurrence data

Make collecting recommendations

Georeferencing

Taxonomic

Geographic

Ecological

Data quality constraints

Page 24: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Data quality constraints

• Taxonomic identity• Herbarium specimen

• Old taxonomical determinations = not aligned with recent taxonomies.• No taxonomical determinations at all.

• Digitization• Scientific names misspelled.• Need to align with crop wild relatives checklists.

• Geographic localities• No geographic coordinates at all.• Occurrence records in the sea.• Coordinates coinciding with countries centroids (!).• Inconsistencies in the country where the record is mapped.

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Page 25: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Preparing and improving data

• Taxonomic identity• Herbarium specimen

• Old taxonomical determinations = not aligned with recent taxonomies.• No taxonomical determinations at all.

• Digitization• Scientific names misspelled.• Need to align with crop wild relatives checklists.

• Geographic localities• No geographic coordinates at all.• Occurrence records in the sea.• Coordinates coinciding with countries centroids (!).• Inconsistencies in the country where the record is mapped.

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Botanists!

Alignment with cwr checklists

Re-calculate and test coordinates

Page 26: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Preparing data

• Taxonomic identity• 89% of our DB is now aligned to GRIN Taxonomy.

• 5% was aligned using the Taxonomic Name Resolution Service.

• 5% is aligned to The Plant List (through TaxonStand).

• <1% JSTOR Global Plants, IPNI, ITIS

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Page 27: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Preparing data

• Geographic localities

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Page 28: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Preparing data

• Geographic localities

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Page 29: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

Validation with experts

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Page 30: Data quality requirements for agrobiodiversity: the case ... · INTRODUCTION: Crop wild relatives Source: Brar D.S. (2010). What are the main bottlenecks to the use of CWR in breeding?

This work was undertaken as part of the initiative "Adapting Agriculture to Climate Change: Collecting, Protecting and Preparing Crop Wild Relatives" which is supported by the Government of Norway. The project is managed by the Global Crop Diversity Trust with the Millennium Seed Bank of the Royal Botanic Gardens, Kew UK and implemented in partnership with national and international genebanks and plant breeding institutes around the world. For further information, go to the project website: http://www.cwrdiversity.org/

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Obrigada!

Solanum chiquidenum Ochoa (potato relative). Credit: Sandy Knapp