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Effects of Genotype and Environment on the Plant Ionome Philip J. White Martin R. Broadley and many others FertBio2014 18 th September 2014

Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

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Page 1: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Effects of Genotype and Environment on the Plant Ionome

Philip J. White

Martin R. Broadley

and many others

FertBio2014 18th September 2014

Page 2: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Carbon

Hydrogen

Oxygen

(Silicon)

(Sodium)

Nitrogen

Potassium

Calcium

Phosphorus

Magnesium

Sulphur

Zinc

Nickel

Manganese

Molybdenum

Chlorine

Boron

Iron

Copper

(Cobalt, Iodine, Vanadium, Selenium)

98.5 %

...and every other element in the periodic table available in the environment

Ionomics is the Study of the Elemental Composition of Plants

Page 3: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetics Genetics at a Higher Level of Classification

Phylogenetics is the study of the relationships among

groups of organisms (e.g. families, species,

populations) based on DNA sequencing.

The result of phylogenetic studies are hypotheses

about the evolutionary history of taxonomic groups.

Angiosperms – flowering plants.

A definition of phylogenetics and its utility

Page 4: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetics Angiosperm Phylogeny

The Angiosperm Phylogeny Group (1998, 2003, 2009)

Page 5: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Fagales Cucurbitales Rosales Fabales Oxalidales Malpighiales Celastrales Zygophyllales Myrtales Sapindales Malvales Brassicales Crossosomatales Geraniales Vitaceae Saxifragales Berberidopsidales Dipsacales Apiales Asterales Aquifoliales Lamiales Solanales Gentianales Garryales Cornales Ericales Caryophyllales Dilleniaceae Santanales Gunnerales Trochodendraceae Buxaceae/Didymeleaceae Sabiaceae Proteales Ranunculales Ceratophyllales Winterales Magnoliales Laurales Piperales monocots Chloranthales Illiciaceae Schisandraceae Austrobaileyaceae Nymphaceae Amborellaceae

Angiosperms (flowering plants)

250,000 species

462 families

47 orders eudicots

basal angiosperms

and magnoliids

APG II (2003)

Page 6: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

monocots -

commelinoids

Grass

Bamboo Banana

Costus

Bromeliad

Page 7: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

monocots -

non-commelinoid

Page 8: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Caryophyllales

Page 9: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

asterids

Page 10: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

rosids

Page 11: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Plant Species Differ in Their Ionome

Fertiliser Use Efficiency

Functional Foods

Safer Crops

Contaminant Transfer

Tolerant Crops

Phytoremediation

Page 12: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Evolution of the Angiosperm Ionome Selected Examples

(1) Calcium, Strontium & Magnesium

(2) Silicon

(3) Sodium (in nonsaline environments)

(4) Rothamsted Park Grass Experiment

FertBio2014, Araxá, Brazil, 18th September 2014

Page 13: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Evolution of the Angiosperm Ionome Data Sources

Meta-analysis of literature data

(182 comparative studies

in 40 papers)

Meta-Analyses of

Comparative Studies

Insights to the Angiosperm Ionome – Sources of Data

Experiments under

Controlled Conditions Botanical Surveys

Page 14: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Broadley et al. (2003) J. Exp. Bot. 54, 1431-1446

Broadley et al. (2004) J. Exp. Bot. 55, 321-336

A Botanical Journey Through The Periodic Table

Group II Elements

Page 15: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

Hydroponics Sampled from the field

Magnesium : Calcium Ratios in Shoot Tissues

Page 16: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

All other taxa

Caryophyllales (e.g. sugar beet, carnation)

Hydroponics Sampled from the field

Magnesium : Calcium Ratios in Shoot Tissues

Page 17: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Shoot Mg / Ca Ratios

of Angiosperm Orders

Fagales Cucurbitales Rosales Fabales Oxalidales (n=1) Malpighiales Celastrales Zygophyllales Myrtales Sapindales Malvales Brassicales Crossosomatales Geraniales Vitaceae Saxifragales Berberidopsidales Dipsacales Apiales Asterales Aquifoliales Lamiales Solanales Gentianales Garryales Cornales Ericales Caryophyllales (n=51) Dilleniaceae Santanales Gunnerales Trochodendraceae Buxaceae/Didymeleaceae Sabiaceae Proteales Ranunculales Ceratophyllales Winterales Magnoliales Laurales Piperales monocots Chloranthales Illiciaceae Schisandraceae Austrobaileyaceae Nymphaceae Amborellaceae

> 200 species

grown hydroponically

high

low

0.8

0

mean

Page 18: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Shoot Mg / Ca Ratios in the Caryophyllales

Plumbaginaceae

Polygonaceae

Caryophyllaceae

Amaranthaceae

Aizoaceae

Phytolaccaceae

Nyctaginaceae

Cactaceae

Portulacaceae

high

low

1.2

0

mean

51 species

grown hydroponically

Page 19: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Ecological Implications - Serpentine Flora

Proctor J (1999) Toxins, nutrient shortages and droughts: the serpentine challenge.

Trends in Ecology and Evolution, 14, 334-335

Edmonstons Chickweed - Cerastium nigrescens (Caryophyllaceae).

World distribution restricted to the serpentine debris on Unst

name is derived from the mineral serpentine

((Mg,Fe)3Si2O5(OH)4)

high Mg and Fe; low Ca

high Ni, Cr and Co; low organic matter; little water; low N, P and K

Page 20: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

All other taxa

Caryophyllales (e.g. sugar beet, carnation)

Hydroponics Sampled from the field

Magnesium : Calcium Ratios in Shoot Tissues

Page 21: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

All other taxa

Caryophyllales (e.g. sugar beet, carnation)

Poales (e.g. the grass / cereal family, Poaceae)

Hydroponics Sampled from the field

Magnesium : Calcium Ratios in Shoot Tissues

Page 22: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

[Ca]shoot (%)

0 1 2 3 4 5

[Mg

] sh

oo

t (%

)

0.0

0.5

1.0

1.5

2.0

All other taxa

Caryophyllales (e.g. sugar beet, carnation)

Poales (e.g. the grass / cereal family, Poaceae)

Asterales (e.g. the daisy / sunflower family Asteraceae)

Hydroponics Sampled from the field

Magnesium : Calcium Ratios in Shoot Tissues

Page 23: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Fagales Cucurbitales Rosales Fabales Oxalidales Malpighiales Celastrales Zygophyllales Myrtales Sapindales Malvales Brassicales Geraniales Saxifragales Dipsacales Apiales Asterales Lamiales Solanales Gentianales Ericales Caryophyllales Proteales Ranunculales Magnoliales Laurales Piperales monocots Chloranthales Illiciaceae Schisandraceae Austrobaileyaceae Nymphaceae Amborellaceae

Eudicots > monocots

Shoot Ca Concentrations

of Angiosperm Orders

high

low

3 %

0

Page 24: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

commelinoid

monocots

non-

commelinoid

monocots

Zingiberales

Commelinales

Poales

Arecales

Asparagales

Dioscoreales

Alismatales

Shoot Calcium Concentrations of Monocot Orders

non-commelinoid monocots > commelinoid monocots (Poales, Arecales)

shoot Ca concentrations of different monocot orders differ

high

low

1.5%

0

Page 25: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Plant Calcium - Dietary Consequences

Thacher (2006) Ann. Trop. Paediatrics 26, 1-16

White & Broadley (2009) New Phytol. 182, 49-84

calcium deficiency disorders arise

when populations change from

bean-rich to cereal-rich diets

Page 26: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Strontium : Calcium Ratios In Shoots of 44 Plant Species

0

10

20

30

40

50

60

70

80

90

100

0 10 20 30 40

Calcium content (mg/g)

Str

on

tiu

m c

on

ten

t (µ

Ci/

g)

Poales

Andersen AJ (1967) Risö Report 170

Page 27: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetic Variation in Shoot Mineral Concentrations

Broadley et al. (2004) J. Exp. Bot. 55, 321-336

Proportion of genetic variation

Ca Mg Sr

64 65 76

36 35 24

order and above (%)

within order (%)

Ancient evolutionary origin of variation in Ca, Mg & Sr concentrations

Page 28: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Silicon

Hodson et al. (2005) Ann. Bot. 96, 1027-1046

A Botanical Journey Through The Periodic Table

Page 29: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Silicon in Plants

Hodson et al. (2005) Ann. Bot. 96, 1027-1046

0

10

20

30

40

50

60

70

0 2 4 6 8 10 12 14

Non-commelinoid monocots (onion)

Asterids (daisy)

% Si in leaf tissue

% f

req

uen

cy o

f all o

bserv

ati

on

s

20

0

60

40

2 0 6 4 10 8 12 14

Page 30: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

0

10

20

30

40

50

60

70

0 2 4 6 8 10 12 14

Non-commelinoid monocots (onion)

Asterids (daisy)

% Si in leaf tissue

% f

req

uen

cy o

f all o

bserv

ati

on

s

Commelinoid monocots (grass)

2 0 6 4 10 8 12 14

20

0

60

40

Silicon in Plants

Hodson et al. (2005) Ann. Bot. 96, 1027-1046

Page 31: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Silicon in Plants

Proportion of genetic variation

Ca Mg Sr Si

64 65 76 80

36 35 24 20

order and above (%)

within order (%)

Ancient evolutionary origin of variation in Ca, Mg, Sr & Si concentrations

Ca, Mg, Sr : eudicots ≥ non-commelinoid monocots > commelinoid monocots

Si : eudicots ≤ non-commelinoid monocots < commelinoid monocots

Page 32: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Watanabe et al. (2007) New Phytol. 174, 516-523

I II III IV V VI VII VIII

H He

Li Be B C N O F Ne ancient

Na Mg Al Si P S Cl Ar

K Ca Ga Ge As Se Br Kr

Rb Sr In Sn Sb Te I Xe

Cs Ba Tl Pb Bi Po At Rn recent

Variation in Ionomes of Angiosperm Species

Page 33: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Distribution of Leaf Sodium Concentrations Among Angiosperm Species

Evolution of Sodium Accumulation in the Caryophyllales

Page 34: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Distribution of Leaf Sodium Concentrations Among Angiosperm Species

Evolution of Sodium Accumulation in the Caryophyllales

Page 35: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Shoot Sodium Concentrations

of Angiosperm Orders

Fagales Cucurbitales Rosales Fabales Oxalidales Malpighiales Celastrales Zygophyllales Myrtales Sapindales Malvales Brassicales Crossosomatales Geraniales Vitaceae Saxifragales Berberidopsidales Dipsacales Apiales Asterales Aquifoliales Lamiales Solanales Gentianales Garryales Cornales Ericales Caryophyllales (n=63) Dilleniaceae Santanales Gunnerales Trochodendraceae Buxaceae/Didymeleaceae Sabiaceae Proteales Ranunculales Ceratophyllales Winterales Magnoliales Laurales Piperales Monocots (8 orders) Chloranthales Illiciaceae Schisandraceae Austrobaileyaceae Nymphaceae Amborellaceae

311 species

grown hydroponically

high

low

0.5

0

mean

Page 36: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetic Effects on the Plant Ionome

Evolution of Sodium Accumulation in the Caryophyllales

<0.1

0.1-0.5

0.5-1.0

1.0-1.5

1.5-2.0

>2.0

Page 37: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetic and Environmental Effects on the Plant Ionome

Park Grass, Rothamsted

1856-2014

Page 38: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Botanical Composition of Park Grass Plots (Crawley et al., 1991-2000)

Crawley et al. (2005) American Naturalist 165, 179-192

Page 39: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetic and Environmental Effects on the Plant Ionome

White et al. (2012) New Phytologist 196, 101-109

Page 40: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Discriminant Score 1

-6 -4 -2 0 2 4 6 8

Dis

cri

min

an

t S

co

re 2

-8

-6

-4

-2

0

2

4

White et al. (2012) New Phytologist 196, 101-109

Plant Species Differ in Their Ionome

Poaceae

Polygonaceae

Plantaginaceae

Asteraceae

Fabaceae

Ranunculaceae

Apiaceae

Page 41: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Shoot Ca (mg g-1

DW)

0 10 20 30 40

Sh

oo

t M

g (

mg

g-1

DW

)

0

2

4

6

8

10

White et al. (2012) New Phytologist 196, 101-109

Calcium : Magnesium Ratios

Poaceae

Polygonaceae

(Caryophyllales)

other Angiosperm families

Page 42: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Phylogenetic and Environmental Effects on the Plant Ionome

White et al. (2012) New Phytologist 196, 101-109

Page 43: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Evolution of the Angiosperm Ionome

Commelinoid monocots - low Calcium, Magnesium, Strontium

Commelinoid monocots - high Silicon

Caryophyllales - high Magnesium / Calcium Ratios

Some Caryophyllales (hyper)accumulate Sodium

Plant Species Differ in their Ionome

Differences Attributed to

Ancient and Recent Evolutionary Events

(Phylo)genetic Variation exceeds Environmental Variation

For some Elements

FertBio2014, Araxá, Brazil, 18th September 2014

Page 44: Effects of Genotype and Environment on the Plant Ionome · Phylogenetics Genetics at a Higher Level of Classification Phylogenetics is the study of the relationships among groups

Evolution of the Angiosperm Ionome

Commelinoid monocots - low Calcium, Magnesium, Strontium

Commelinoid monocots - high Silicon

Caryophyllales - high Magnesium / Calcium Ratios

Some Caryophyllales (hyper)accumulate Sodium

Plant Species Differ in their Ionome

Differences Attributed to

Ancient and Recent Evolutionary Events

(Phylo)genetic Variation exceeds Environmental Variation

For some Elements

FertBio2014, Araxá, Brazil, 18th September 2014