NPH_3977_sm_FigS1-S4-TableS1

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Supporting Information Fig. S1 Frequency distribution of leaf element concentration across
the 31 Arabidopsis accessions used in this study for (a) Ca, (b) Mg and (c) Zn. Weight
normalised leaf element concentration data for these accessions were obtained from the iHUB
consortium website (http://www.ionomicshub.org) and normalised using the REML method
proposed by Broadley et al. (2010). These values were partitioned across equal bins from
their minimum to maximum values for Ca (39,737-51,223 mg kg-1 DW), Mg (12,132–16,721
mg kg-1 DW) and Zn (24.9–111.2 mg kg-1 DW) and the number of accessions falling within
each
concentration
range
is
displayed
on
the
y-axis.
Fig. S2 Distribution of Pearson correlation coefficients (r values) for each transcript (with
log2 expression value ≥ 3.5 in at least one sample) each specific element (Ca, Mg and Zn).
Each correlation approaches a normal distribution, with no obvious skewed distribution.
Arrows indicate threshold applied to indicate significantly correlated transcripts (r < -0.3; r >
0.3). Note outermost bins represent values ≤ -0.5 and ≥ 0.5, respectively.
Calcium (Ca)
(a)
(b)
(c)
Magnesium (Mg)
r = 0.220
P = 0.234
r = -0.027
P = 0.884
Zinc (Zn)
r = -0.039
P = 0.833
r = 0.285
P = 0.120
r = 0.395
P = 0.028
r = 0.100
P = 0.594
r = -0.010
P = 0.957
r = 0.251
P = 0.173
r = -0.197
P = 0.288
r = -0.048
P = 0.797
r = -0.397
P = 0.027
r = 0.032
P = 0.863
r = -0.003
P = 0.989
r = 0.384
P = 0.033
r = 0.340
P = 0.061
(d)
r = -0.369
P = 0.041
(e)
(f)
(g)
(h)
(i)
(j)
(k)
r = 0.378
P = 0.036
r = -0.091
P = 0.628
r = 0.168
P = 0.367
r = 0.563
P = 0.001
r = 0.066
P = 0.724
r = -0.013
P = 0.945
r = -0.367
P = 0.042
r = -0.023
P = 0.903
r = -0.392
P = 0.029
r = 0.081
P = 0.666
r = -0.318
P = 0.081
r = -0.106
P = 0.569
r = -0.214
P = 0.248
r = 0.143
P = 0.444
r = 0.321
P = 0.023
Fig. S3 Scatter plots generated with the population correlation filter referred to in the main
text. Line of best fit, Pearson correlation coefficient (r) and P-value (P) shown for each graph
for the following genes: (a) AtCAX1 (At2g38170, 267093_at), (b) AtMRS2-1 (At1g16010,
261795_at), (c) AttDT (At5g47560, 248756_at), (d) AtVHA-a3 (At4g39080, 252932_at), (e)
AtKUP5 (At4g33530, 253330_at), (f) AtCCX4 (At1g54115, 263154_at), (g) AtTPC1
(At4g03560, 255380_at), (h) AtMTP5/AtMTPc2 (At3g12100, 256272_at), (i) AtKUP3
(At3g02050, 258860_at), (j) AtMCA1 (At4g35920, 253109_at), (k) AtMTP1 (At2g46800,
266718_at). Ca and Mg correlations for AtCAX1 and AtMRS2-1, respectively, are excluded
from this figure as they are presented in the main body.
Fig. S4 The expressed probesets (log2 expression value ≥ 3.5) from the microarrays where
used for average linkage clustering. The distance between two samples corresponds to 1Spearman correlation coefficient over the whole array. The divergence of the Frankfurt-2
accession (name highlighted in red), which was also seen in pairwise correlation plot
matrices, meant it was removed from all further correlation analyses. Accessions used in the
population correlation filter are: Achkarren-1, Bayreuth-0, Blanes-5, C24, Caen-0, Canary
Islands-0, Cape Verde Islands (Cvi-0), CIBC10, Columbia-0, Drahonin-1, Enkheim-T,
Erlangen-0, Estland, Frankfurt-2, HR-5, Isenburg-0, Kindalville-0, Landsberg erecta (Ler-1),
Limburg-2:1, Moscow-0, Neuweilnau-1, NFE1, Niederzenz-1, Noordwijk-1, Oldenburg-1,
Ovelgoenne-0, San Eleno-0, San Feliu-2e, Shahdara, Tabor-0, Umkirch-3, Vancouver-0.
Table S1 Studies incorporating natural Arabidopsis accessions to investigate elemental accumulation phenotypes or implicate genes in these
processes
Phenotype
Aluminium (Al)
Technique(s) used
QTL (Col-0 × Ler)
Reference
Hoekenga OA, Maron LG, Pineros MA, Cancado GM, Shaff J, Kobayashi Y, Ryan
PR, Dong B, Delhaize E, Sasaki T et al. 2006. AtALMT1, which encodes a malate
transporter, is identified as one of several genes critical for aluminum tolerance in
Arabidopsis. Proceedings of the National Academy of Sciences, USA 103: 9738-9743.
Kobayashi Y, Koyama H. 2002. QTL analysis of Al tolerance in recombinant inbred lines
of Arabidopsis thaliana. Plant & Cellular Physiology 43: 1526-1533.
Cadmium (Cd)
Hoekenga OA, Vision TJ, Shaff JE, Monforte AJ, Lee GP, Howell SH, Kochian LV.
2003. Identification and characterization of aluminum tolerance loci in Arabidopsis
(Landsberg erecta × Columbia) by quantitative trait locus mapping. A physiologically
simple but genetically complex trait. Plant Physiology 132: 936-948.
QTL (A. halleri × A. Courbot M, Willems G, Motte P, Arvidsson S, Roosens N, Saumitou-Laprade P,
lyrata)
Verbruggen N. 2007. A major quantitative trait locus for cadmium tolerance in
Arabidopsis halleri colocalizes with HMA4, a gene encoding a heavy metal ATPase. Plant
Physiology 144: 1052-1065.
Willems G, Frérot H, Gennen J, Salis P, Saumitou-Laprade P, Verbruggen N. 2010.
Quantitative trait loci analysis of mineral element concentrations in an Arabidopsis halleri ×
Arabidopsis lyrata petraea F2 progeny grown on cadmium-contaminated soil. New
Phytologist 187: 368-379.
Cationic mineral content (Ca, QTL (Ler × Cvi)
Vreugdenhil D, Aarts MGM, Koornneef M, Nelissen H, Ernst WHO. 2004. Natural
Fe, K, Mg, Mn, Na, Zn)
variation and QTL analysis for cationic mineral content in seeds of Arabidopsis thaliana.
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specific
calcium Cell specific elemental Conn, S Gilliham, M Schreiber, A Baumann, U Moller, I Cheng, N-H Stancombe, MA
accumulation
and microarray profiling
Athman, A Hirschi, K Webb, AAR et al. 2011a. Cell-specific vacuolar calcium storage
mediated by AtCAX1 regulates apoplastic calcium concentration, gas exchange and plant
productivity. Plant Cell 23: 240-257.
Cell
specific
magnesium Cell specific elemental Conn, S Conn, V Tyerman, S Kaiser, B Leigh, R Gilliham, M. 2011b. Arabidopsis
accumulation
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magnesium transporters, MGT2/MRS2-1 and MGT3/MRS2-5, are important for magnesium
Cobalt accumulation
Cs accumulation
Ionomic accumulation QTLs
partitioning within Arabidopsis thaliana mesophyll vacuoles under serpentine conditions.
New Phytologist 190: 583-594.
Morrissey J, Baxter I, Lee J, Li L, Lahner B, Grotz N, Kaplan J, Salt DE, Guerinot
ML. 2009. The ferroportin metal efflux proteins function in iron and cobalt homeostasis in
Arabidopsis. Plant Cell 21: 3326-3338
QTL (Ler × Cvi; Ler × Payne K, Bowen H, Hammond J, Hampton C, Lynn J, Mead A, Swarup K, Bennett
Col-0 and Nd × Col-0)
MJ, White PJ, Broadley MR. 2004. Natural genetic variation in caesium (Cs)
accumulation by Arabidopsis thaliana. New Phytologist 162: 535-548.
Genome
sequencing Atwell S, Huang Y, Vilhjálmsson B, Willems G, Horton M, Li Y, Meng D, Platt A,
(SNPs)
Tarone AM, Hu TT et al. 2010. Genome-wide association study of 107 phenotypes in a
common set of Arabidopsis thaliana inbred lines. Nature 465: 627-631
QTL (Bay-0 × Sha, Col-4 Buescher E, Achberger T, Amusan I, Giannini A, Ochsenfeld C, Rus A, Lahner B,
× Ler-0, and Cvi-0 × Ler- Hoekenga O, Yakubova E, Harper JF et al. 2010. Natural genetic variation in selected
2)
populations of Arabidopsis thaliana is associated with ionomic differences. PLoS One 5:
e11081.
Metabolome
QTL (Bay-0 × Sha)
Rowe HC, Hansen BG, Halkier BA, Kliebenstein DJ. 2008. Biochemical networks and
epistasis shape the Arabidopsis thaliana metabolome. Plant Cell 20: 1199-1216
Molybdenum sequestration
QTL (Col-0 × Ler)
Baxter I, Muthukumar B, Park HC, Buchner P, Lahner B, Danku J, Zhao K, Lee J,
Hawkesford M, Guerinot ML et al. 2008. Variation in molybdenum content across
broadly distributed populations of Arabidopsis thaliana is controlled by a mitochondrial
molybdenum transporter (MOT1). PLoS Genetics 4: e1000004
Phosphate
acquisition Quantification
on
5 Narang RA, Bruene A, Altmann T. 2000. Analysis of phosphate acquisition efficiency in
efficiency.
natural accessions.
different Arabidopsis accessions. Plant Physiology 124:1786-1799
Phytate
and
phosphate QTL
Bentsink L, Yuan K, Koorneef M, Vreugdenhil D. 2003. The genetics of phytate and
concentrations
phosphate accumulation in seeds and leaves of Arabidopsis thaliana, using natural
variation. Theoretical & Applied Genetics 106: 1234-1243.
Potassium
QTL (Cvi × Ler)
Harada H, Leigh RA. 1996. Genetic mapping of natural variation in potassium
concentrations in shoots of Arabidopsis thaliana. Journal of Experimental Botany 57: 953–
960.
Selenate
QTL (Ler × Col-0) Zhang L, Byrne PF, Pilon-Smits EA. 2006. Mapping quantitative trait loci associated with
selenate tolerance in Arabidopsis thaliana. New Phytologist 170: 33-42.
QTL (Ws × Col-0, Ler × Zhang L, Abdel-Ghany SE, Freeman JL, Ackley AR, Schiavon M, Pilon-Smits EAH.
Col-0)
2006. Investigation of selenate tolerance mechanisms in Arabidopsis thaliana. Physiologia
Sodium
Sulphur
QTL
(Ts-1
×
Plantarum 128: 212-223.
Tsu-1) Rus A, Baxter I, Muthukumar B, Gustin J, Lahner B, Yakubova E, Salt DE. 2006.
Natural variants of AtHKT1 enhance Na+ accumulation in two wild populations of
Arabidopsis. PLoS Genetics 2: e210.
Natural accessions and Baxter I, Brazelton JN, Yu D, Huang YS, Lahner B, Yakubova E, Li Y, Bergelson J,
root specific qPCR
Borevitz JO, Nordborg M et al. 2010. A coastal cline in sodium accumulation in
Arabidopsis thaliana is driven by natural variation of the sodium transporter AtHKT1;1.
PLoS Genetics 6: e1001193.
QTL (Bay-0 × Sha)
Hesse H, Hoefgen R. 2006. On the way to understand biological complexity in plants: Snutrition as a case study for systems biology. Cellular & Molecular Biology Letters 11: 3755.
Loudet O, Saliba-Colombani V, Camilleri C, Calenge F, Gaudon V, Koprivova A,
North KA, Kopriva S, Daniel-Vedele D. 2007. Natural variation for sulfate content in
Arabidopsis thaliana is highly controlled by APR2. Nature Genetics 39: 896–900.
Tissue accumulation of multiple Comparative,
tissue- Waters B, Grusak MA. 2008. Whole-plant mineral partitioning throughout the life cycle in
elements (including Mg, Ca, Fe, specific ionomics
(3 Arabidopsis thaliana ecotypes Columbia, Landsberg erecta, Cape Verde Islands, and the
Zn, K, P)
accessions)
mutant line ysl1ysl3. New Phytologist 177: 389-405.
Sulphate content
QTL (Ler × Cvi; Ler × Waters B, Grusak MA. 2008. Quantitative trait locus mapping for seed mineral
Col-0)
concentrations in two Arabidopsis thaliana recombinant inbred populations. New
Phytologist 179: 1033-1047.
QTL (Antwerp-1 × Ler) Ghandilyan A, Barboza L, Tisne S, Grainer C, Reymond M, Koornneef M, Schat H,
Aarts MGM. 2009a. Genetics analysis identifies quantitative trait loci controlling rosette
mineral concentrations in Arabidopsis thaliana under drought. New Phytologist 184: 180192.
QTL (Ler × Kond, Ler × Ghandilyan A, Ilk N, Hanhart C, Mbengue M, Barboza L, Schat H, Koornneef M, ElAn-1, Ler × Eri-1)
Lithy M, Vreugdenhil D, Reymond M et al. 2009b. A strong effect of growth medium
and organ type on the identification of QTLs for phytate and mineral concentrations in three
Arabidopsis thaliana RIL populations. Journal of Experimental Botany 60: 1409-1425.
Water, anion content
nitrogen availability.
Zinc
Fast neutron mutagenised
M2 populations and HT
ionomics profiling
and QTL (Bay-0 × Sha)
Lahner B, Gong J, Mahmoudian M, Smith EL, Abid KB, Rogers EE, Guerinot ML,
Harper JF, Ward JM et al. 2003. Genomic scale profiling of nutrient and trace elements
in Arabidopsis thaliana. Nature Biotechnology 21: 1215-1221.
Loudet O, Chaillou S, Krapp A, Daniel-Vedele F. 2003. Quantitative trait loci analysis of
water and anion contents in interaction with nitrogen availability in Arabidopsis thaliana.
Genetics 163: 711-722.
Comparative,
tissue- Richard O, Pineau C, Loubet S, Chalies C, Vile D, Marques L, Berthomieu P. 2011.
specific ionomics (27 Diversity analysis of the response to Zn within the Arabidopsis thaliana species revealed a
accessions)
low contribution of Zn translocation to Zn tolerance and a new role for Zn in lateral root
development. Plant, Cell & Environment. 34: 1065-1078.
QTL – F2 population (T. Deniau AX, Pieper B, Ten Bookum WM, Lindhout P, Aarts MGM, Schat H. 2011.
caerulescens varying in QTL analysis of cadmium and zinc accumulation in the heavy metal hyperaccumulator
Cd and Zn)
Thlaspi caerulescens. Theoretical & Applied Genetics 113: 907-920.
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