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www.helsinki.fi/yliopisto Root traits differ between wet- and dry- adapted sets of faba bean accessions selected by FIGS Hamid Khazaei 1 , Kenneth Street 2 , Abdallah Bari 2 and F.L. Stoddard 1 1 1 Department of Agricultural Sciences, University of Helsinki, Finland 2 International Centre for Agricultural Research in the Dry Areas, ICARDA, Rabat, Morocco

THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

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Page 1: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto

Root traits differ between wet- and dry-

adapted sets of faba bean accessions

selected by FIGS

Hamid Khazaei1, Kenneth Street2, Abdallah Bari2 and F.L. Stoddard1

1

1 Department of Agricultural Sciences, University of Helsinki, Finland 2 International Centre for Agricultural Research in the Dry Areas, ICARDA, Rabat, Morocco

Page 2: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto

Faba bean genetic resources

25.6.2014

Maatalous-metsätieteellinen tiedekunta / Henkilön

nimi / Esityksen nimi 2

ICARDA (21%) ICGR-CAAS (10%) ATFCC (6%)

ICARDA International Centre for Agricultural Research in the Dry Areas (Syria)

ICGR-CAAS Institute of Crop Germplasm Resources, Chinese Academy of Agricultural Sciences (China)

ATFCC Australian Temperate Field Crops Collection (Australia)

~ 7.5 million plant genetic resources

18% Food legumes

43,695 faba bean accessions

Westengen et al. (2013) PLoS ONE 8(5): e64146 &

http://apps3.fao.org/wiews. http://www.featurepics.com/online/NeedleHaystackPhoto36079.aspx

Page 3: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 3

Core collection / FIGS

25.6.2014 3

Core collection

FIG

S

FIG

S

FIGS represents a dynamic, direct and practical

approach that focuses on specific adaptive traits

rather than on generalized measures of diversity.

Page 4: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto 4

Why faba bean

(Vicia faba L.)?

© H Khazaei

Page 5: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

5

0 50 100 150

020

40

60

figs_sub1$Longitude

figs_sub1$Latitu

de

201 accessions of faba bean from wet and 201 from dry region of

the world, were chosen according to principals of the FIGS.

During 2010-2011

300 mm/year ≤ dry set ≤ 550 mm/year

wet set ≥ 800 mm/year

Page 6: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto

Measurements

• Stomatal morphology

• Stomatal function

• Relative Water Content

• Days to flowering

• Number of tillers

• Seed size (major, equina, minor)

6

Page 7: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 7 Khazaei et al. (2013) PLoS ONE 8(5): e63107.

ROC plots (left) and density plots class prediction (right) for dry and

wet sets using the three models.

rpart - caret: Classification and

Regression Training

RF: Random Forests

SVM: Support Vector Machines

Page 8: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

8

Rank drought related parameter model

rpart-caret

1 Leaflet temperature 34.91

2 Canopy temperature 13.68

3 Relative water content 12.46

4 Leaflet area 9.95

5 Stomatal length 6.70

6 Fertile tillers 4.72

7 Stomatal area 4.13

8 Transpiration rate 3.61

9 Stomatal area per unit area of leaflet 2.75

10 Photosynthetic rate 2.34

11 Days to flowering 2.21

12 Intercellular CO2 1.64

13 Stomatal density 1.26

14 Water use efficiency 1.21

15 Stomatal conductance 0.86

16 Stomatal width 0.14

[

Rank of measurements that contribute the most to

discriminate the sets.

Page 9: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 9 25.6.2014 9

Distribution of FIGS sets

before and after evaluation

Geographical distribution of the two

sets based on a priori information

(climate data)

Distribution of the two sets

based on PCA of evaluation

data

-6 -4 -2 0 2 4 6 8 10 12

-4

-2

0

2

4

PC

2

PC 1

dry set

wet set

Page 10: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto

Objectives

10

• To test whether faba bean germplasm from drought-

prone (dry) and drought-free environments (wet) differed

in root traits.

• The initial findings were then tested in a subset of

materials to examine response of wet and dry set

accessions under drought conditions.

Page 11: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 11

-6 -4 -2 0 2 4 6 8 10 12

-4

-2

0

2

4

PC

2

PC 1

dry set

wet set

How the subsets chosen (6+6)

Page 12: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 12

Set Accession numbera Country Province Altitude (m) Latitude Longitude Seed size

Wet set Aurora/2 Sweden - - - - minor

IG 114476 Bangladesh Dhaka 50 23.8167 90.0833 paucijuga

IG 99501 China Zhejiang 299 28.8167 121.1 equina

IG 114985 Nepal Kosi 140 26.4664 87.4469 paucijuga

IG 132238 China Guangdong 200 24.36 115.59 equina

IG 117833 China Yunnan 1680 24.8594 103.278 major

Dry set IG 13987 (ILB 938) Ecuador - - - - equina

Mélodie/2 France - - - - minor

IG 11689 Afghanistan Baghlan 1640 35.6 69.1667 minor

IG 131708 Tajikistan Khudzhand 2000 39.378 68.591 minor

IG 72309 Syria Damascus 931 33.4333 36.0833 major

IG 13505 Cyprus Nicosia 320 35.0667 33.0667 major

a more information on accessions available at: https://www.genesys-pgr.org/

Accessions used for root traits

screening

Page 13: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

13

Evaluating 12 accessions

(6 wet and 6 dry set)

• Randomized complete block with 4

replicates

(4 accessions, 2+2 wet \ dry)

response to drought stress

• Stress treatment plants got 50 % of field capacity.

• Completely randomized factorial design with 4 replicates

• Well watered conditions

Water holding capacity = 18% (w/w) Each box (7.72 kg) brought to WHC by adding 1400 ml

of water

Ge

rmp

las

m s

urv

ey

Ex

p . 1

Dro

ug

ht re

sp

on

se

Ex

p. 2

© H Khazaei

© H Khazaei

Soil :sandy soil with organic matter 3-6 % (m). pH 6.7, Ca 1300,

P 21 , K 130, Mg 113

Page 14: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 14

45°

5 cm

30 cm

How the experimental

units arranged

Experimental units

Colourless

surface

Colourless

surface

Dark

cover

Page 15: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 15

Root profile after 32 days

© H Khazaei

Afghanistan Tajikistan

Wet

set

Dry

set

Aurora/2 IG 114476 IG 99501 IG 114985 IG 132238 IG 117833

ILB 938 Mélodie/2 IG 11689 IG 131708 IG 72309 IG 13505

Experiment 1

Page 16: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 16

Accessions

Root length

(cm)

Shoot length

(cm)

Root DM

(g)

Shoot DM

(g) Root / Shoot

Aurora/2 49.43 22.67 0.679 0.649 1.05

IG 114476 48.17 21.27 0.256 0.305 0.84

IG 99501 40.20 25.60 0.524 0.607 0.86

IG 114985 51.73 19.60 0.372 0.314 1.18

IG 132238 41.80 28.37 0.469 0.913 0.51

IG 117833 47.80 24.90 0.462 0.542 0.85

mean 46.52 23.73 0.460 0.555 0.88

SEM 1.85 1.30 0.058 0.093 0.10

ILB 938 41.37 26.03 0.524 0.729 0.72

Mélodie/2 51.13 25.07 0.551 0.820 0.67

IG 11689 43.37 26.20 0.518 0.526 0.98

IG 131708 49.67 26.07 0.640 0.845 0.76

IG 72309 46.50 34.10 0.831 1.256 0.66

IG 13505 49.73 30.90 0.847 1.209 0.70

mean 46.96 28.06 0.652 0.897 0.75

SEM 1.60 1.47 0.062 0.115 0.05

Exp

erim

en

t 1

Characteristics of the roots and shoot of faba bean

accessions (32-day-old seedlings)

Page 17: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 17

Root growth in wet and dry set under well

watered conditions (6+6)

Exp

erim

en

t 1

Page 18: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 18

0

0.5

1

1.5

2

2.5

99501 114985 Mélodie/2 ILB 938/2

Ro

ot

DM

(g

)

Accession

Control

Drought

51%

49%

10% 30%

Wet set Dry set

Exp

erim

en

t 2

Effects of water treatments on the root dry weight in dry and

wet set accessions (2+2).

Page 19: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 19

0

0.5

1

1.5

2

2.5

3

3.5

99501 114985 Mélodie/2 ILB 938/2

Sh

oo

t D

M (

g)

Accession

Control

Drought

Wet set Dry set

64%

51%

39% 37%

Effects of water treatments on the shoot dry weight in dry and

wet set accessions (2+2).

Exp

erim

en

t 2

Page 20: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 20

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

99501 114985 ILB 938/2 Mélodie/2

Sto

mata

l co

nd

ucta

nce

(

mo

l m

-2 s

-1)

Accession

Control

Drought

Wet set Dry set

Effects of water treatments on the stomatal conductance in

dry and wet set accessions (2+2).

Exp

erim

en

t 2

Page 21: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 21

Kontu

0

5

10

15

20

25

30

35

40

45

50

55

5 9 13 17 21 25 28 32

Ro

ot

len

gth

(cm

)

Days after sowing

99501 control 114985 control Melodie control ILB 938/2 control

99501 drought 114985 drought ILB 938/2 drought Melodie drought

Root length in response to water deficit

Exp

erim

en

t 2

Page 22: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 22

• The results supported that germplasm sets originating from

environments with contrasting seasonal water availability will

display root traits differences when they exposed under water

stress.

• FIGS can reduce the cost and increase efficientness of

germplasm evaluation by reducing the number of accessions

screened while providing a higher probability of identifying

sought-after traits.

Conclusions

• Further studies should be conducted under conditions

where taproot expansion is not restricted.

Page 23: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

www.helsinki.fi/yliopisto

CIMO (Centre for International Mobility)

Emil Aaltosen Säätiö

ICARDA

Department of Agricultural Sciences, HU

FIGS

Finnish Doctoral Program in Plant Science

Niemi Säätiö

23

Acknowledgments

Page 24: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 24

Thank you for your attention

© H Khazaei © H Khazaei

Page 25: THEME – 3 Root traits differ between wet- and dry-adapted sets of faba bean accessions selected by FIGS

25.6.2014 25 25.6.2014 25

Climate change and crop

production

Climate change average temperature

CO2 concentration

O3 concentration

Positive impacts Negative Impacts

CO2-fertilization,

productivity

Longer growing

season (high lat. &

alt.)

Warmer climate

for plant

production (high

lat. & alt.)

Growing new

crops

Melting snow and ice

rising global sea level

Accelerate mutation rate

Planning issue due to

less reliable forecast

Increased weed

growth

Impacts on diseases can be + or -,

depending on host-pathogen interaction

Increased soil erosion

Drought stress

Heat stress *

*Combined impacts

*

Increase pest

infestation

Losing biodiversity

+ or -