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. 2021 Jan 25;12:638555. doi: 10.3389/fgene.2021.638555

TABLE 1.

QTL clusters with elemental QTL, PC-QTL and aPC-QTL co-localized.

QTL cluster Chr1 Genetic Position (cM) Physical position (Kb) Elemental QTL
PC-QTL
aPC-QTL
Candidate gene
Element Environment/tissue PC Top 5 elements2 aPC3 Top 5 elements2 ID Annotation
1 1 28.704 ∼ 29.094 4151 ∼ 4469 P 03GF_Grain 06GF_PC2 P Mg Fe K S F_03GF_aPC2 Mg Cu P As Cd LOC_Os01g08660 Aquaporin protein (SIP1;1)
2 2 51.838 ∼ 54.839 4987 ∼ 5798 Cu 07GF_Grain 07GU_PC9 Cu Ni Fe F_08GF2_aPC11 Cd As Mn Zn Rb LOC_Os02g10290 Heavy metal-transporting P1B type ATPase (OsHMA4)
Cu 08GF2_Grain 08GU1_PC10 As Cd U_07GU_aPC6 Cu Fe Mo As Co
Cu 08GU1_Grain As Fe S Ni FUGG_07GU_aPC14 Cu Mo K Mg As
Cu 07GU_Grain Zn FUGG_11GGH_aPC14 Cu Mo K Mg As
Cu F_mean_Grain FUGG_11GGH_aPC2 As Cu K Ni Cd
Cu U_mean_Grain GRS_07GU_aPC13 Cu Co Cd As
Cu 02-06_mean_Grain
As 08GF2_Grain
3 2 79.626 ∼ 80.016 15571 ∼ 16509 Mg 08GU3_Grain 02GF_PC5 Mo Zn Mn Fe Rb FUGG_08GU3_aPC15 Ni Mo P K Mn LOC_Os02g26700 Cation transport regulator-like protein (OsARP)
4 2 106.137 ∼ 106.529 21244 ∼ 21828 Ca 06GF_Grain 08GF2_PC2 Sr Ca Mn P K F_07GF_aPC1 Ni S As P K LOC_Os02g36414 Transporter family protein Transporter family protein Transporter family protein
FUGG_07GF_aPC3 Ca Mn Sr Cd As LOC_Os02g36440
GRS_08GF2_aPC6 Mn K P Zn Sr LOC_Os02g36450
5 2 138.302 ∼ 138.497 28585 ∼ 29657 Cd 02GF_Grain 06GF_PC11 Mn Rb Ni Cd Zn F_08GF2_aPC5 Co Rb Fe Cu S LOC_Os02g46990 AAA-type ATPase family protein
Cd F_mean_Grain
6 3 0.783 ∼ 1.175 731 ∼ 1013 As 02GF_Grain 08GU1_PC2 Ca Mn Sr GRS_08GU1_aPC1 Mo Fe S As Sr LOC_Os03g02380 Major facilitator superfamily domain-containing protein (OsCd1)
Rb 02GF_Grain P Rb GRS_08GU1_aPC3 Ni Rb P Mn
Rb 08GU1_Grain GRS_02GF_aPC4 Rb Ni Zn
GRS_08GU1_aPC5 Mn Sr Zn Cd Co
GRS_08GU1_aPC7 Zn Sr S Rb K
7 3 56.866 ∼ 57.061 13858 ∼ 14577 Fe 15SHH_Shoot 08GF2_PC9 Mn Rb Fe Ni Ca FUGG_08GF2_aPC1 Mo P Mg Zn Fe LOC_Os03g24860 Transporter family protein Transporter family protein
LOC_Os03g24870
8 3 65.599 ∼ 66.185 15009 ∼ 15680 Sr 02GF_Grain 02GF_PC12 Sr Ca K Zn F_02GF_aPC12 Sr S Ca As Zn LOC_Os03g26650 Heavy metal-associated domain containing protein Heavy metal-associated domain containing protein
Sr 03GF_Grain 07GF_PC16 Co F_03GF_aPC12 Sr S Ca As Zn LOC_Os03g27040
Sr 08GU1_Grain 08GU1_PC15 Ca Sr As F_03GF_aPC3 Sr Ca Cu P Mg
Sr 02-06_mean_Grain Mg Mo U_08GU1_aPC13 K Mg Sr Ni S
P F_mean_Grain 07GU_PC14 Ca Sr Mn U_08GU1_aPC15 Ca Mn Sr Ni Fe
Mg As Sr FUGG_02GF_aPC12 S Sr Ni K Rb
K S FUGG_03GF_aPC12 S Sr Ni K Rb
FUGG_03GF_aPC4 Mg Rb Co Zn P
FUGG_03GF_aPC5 Rb Sr As K Co
FUGG_03GF_aPC6 Co Zn S K Rb
FUGG_06GF_aPC11 Ca Sr Zn S As
FUGG_08GU1_aPC11 Ca Sr Zn S As
GRS_02GF_aPC9 Sr Mo Ka S Cu
GRS_03GF_aPC9 Sr Mo Ka S Cu
9 3 67.38 ∼ 67.575 15630 ∼ 16243 Sr 06GF_Grain 06GF_PC5 Rb Cu Mo F_03GF_aPC6 Mo Fe Mn Zn Co LOC_Os03g27960 Sodium calcium exchanger protein Potassium channel protein
Sr 07GF_Grain Zn Mn FUGG_02GF_aPC4 Mg Rb Co Zn P LOC_Os03g28120
Sr F_mean_Grain FUGG_03GF_aPC2 As Cu K Ni Cd
Sr U_mean_Grain FUGG_08GU1_aPC12 S Sr Ni K Rb
GRS_07GF_aPC9 Sr Mo K As Cu
10 3 72.964 ∼ 73.276 16895 ∼ 17416 Ca 03GF_Grain 03GF_PC3 Ca Sr S Mn FUGG_02GF_aPC2 As Cu K Ni Cd LOC_Os03g29850 Metal cation transporter
Ca F_mean_Grain Cu FUGG_03GF_aPC3 Ca Mn Sr Cd As
GRS_03GF_aPC6 Mn K P Zn Sr
GRS_03GF_aPC12 S Mo As
11 3 73.785 ∼ 74.097 17130 ∼ 17534 Ca 02GF_Grain 02GF_PC3 Sr Ca Mn Ni P FUGG_02GF_aPC3 Ca Mn Sr Cd As LOC_Os03g29920 Heavy metal transport/detoxification protein domain containing protein
12 3 173.329 ∼ 173.915 34655 ∼ 35388 Mg Mg 08GF2_Grain 07GF_PC1 Mg K P Rb F_07GF_aPC2 Mg Cu P As Cd LOC_Os03g61290 Cation/proton antiporter MATE efflux family protein
U_mean_Grain Zn FUGG_06GF_aPC8 Fe Mg Cd P Mn LOC_Os03g62270
13 7 51.187 ∼ 51.382 7007 ∼ 7904 Mn 08GU1_Grain 15SHH_PC9 Rb K Ni As Zn GRS_08GU1_aPC5 Mn Sr Zn Cd Co LOC_Os07g12900 Heavy metal-transporting P1B type ATPase (OsHMA3)
14 7 52.367 ∼ 52.756 8331 ∼ 9044 Mn 06GF_Grain 15SHH_PC16 Mn Cd Sr F_06GF_aPC6 Mo Fe Mn Zn Co LOC_Os07g15370 Natural resistance associated macrophage protein 5 (OsNRAMP5)
Ca As GRS_06GF_aPC6 Mn K P Zn Sr
15 11 83.595 ∼ 83.79 19351 ∼ 19879 Sr Zn 15SHH_Shoot 15SHH_PC1 Cd Mn Zn GRS_15SHH_aPC5 Mn Sr Zn Cd Co LOC_Os11g34350 ATP-binding cassette sub-family E member (OsABCE2)
15SHH_Shoot S As GRS_15SHH_aPC6 Mn K P Zn Sr

1: Chr, chromosome.

2: The elements with top 5 PC scores for corresponding PC or aPC were listed in order from highest loading to lowest loading. Only elements with the loading > 0.2 or < −0.2 are shown. The elements in bond were those corresponding to the elements controlled by elemental QTLs.

3: 02GF, 03GF, 06GF, 07GF and 07GU are grains (G) of RILs grown under flooded (F) or unflooded (U) conditions on 2002, 2003, 2006 and 2007, respectively; 08GF2, 08GU1 and 08GU3 are grains (G) of RILs grown under flooded (F) or unflooded (U) condition on 2008 in the field site number 2, 1 and 3; 11GGH is the grains (G) of RILs grown in a greenhouse (GH) condition on 2011; 15RTH and 15SHH are roots (RT) or shoots (SH) of RILs grown hydroponically (H) on 2015. F: 02GF+03GF+06GF+07GF+08GF2; U: 07GU+08GU1+08GU3; FUGG: F+U+11GGH; GRS: FUGG+15RTH+15SHH.