Table 3 Quantitative trait nucleotides (QTNs) associated with germination rate (GR), whole seedling length (WSL) and root length (RL) via mrMLM.

From: Genome-wide association study provides new insight into the underlying mechanism of drought tolerance during seed germination stage in soybean

Trait ID

QTN

Env.a

Chr.b

SNP

Position (bp)

QTN effect

LOD score

 − log10Pc

R2 (%)

MAF

Genotype

GR

qGR4

2018

4

Gm04-8805064

8805064

0.084

6.329

7.173

7.903

0.168

A

qGR8-1

2018

8

Gm08-12368145

12368145

0.073

7.536

8.415

9.9567

0.383

A

qGR10

2018

10

Gm10-2912266

2912266

 − 0.052

3.314

4.029

4.3644

0.269

G

qGR19-1

2018

19

Gm19-45138884

45138884

 − 0.055

3.096

3.797

4.2803

0.208

C

qGR6

2019

6

Gm06-11913935

11913935

 − 0.075

4.288

5.054

8.0296

0.351

T

qGR8-1

2019

8

Gm08-12368145

12368145

0.071

5.418

6.230

8.4029

0.383

A

qGR9

2019

9

Gm09-35829245

35829245

 − 0.075

5.289

6.097

6.0674

0.156

G

qGR16

2019

16

Gm16-33529724

33529724

0.077

5.452

6.266

7.6347

0.185

A

qGR2-2

Combined

2

Gm02-2861258

2861258

0.066

3.907

4.654

7.1115

0.311

T

qGR8-1

Combined

8

Gm08-12368145

12368145

0.062

6.741

7.597

8.9977

0.383

A

qGR11

Combined

11

Gm11-9062549

9062549

 − 0.059

3.532

4.259

4.0415

0.198

G

WSL

qWSL13-1

2018

13

Gm13-35394159

35394159

 − 0.069

4.592

5.372

8.068

0.109

A

qWSL14

2018

14

Gm14-47884956

47884956

0.041

4.553

5.331

6.2969

0.324

A

qWSL16

2018

16

Gm16-18589836

18589836

0.043

5.166

5.969

4.9986

0.191

G

qWSL18-2

2018

18

Gm18-51452390

51452390

 − 0.025

4.073

4.828

2.6056

0.477

A

qWSL20-1

2018

20

Gm20-36122830

36122830

 − 0.040

4.709

5.493

5.7337

0.324

A

qWSL12

2019

12

Gm12-2710068

2710068

 − 0.063

3.655

4.388

6.4491

0.097

G

qWSL13-1

2019

13

Gm13-35394159

35394159

 − 0.062

4.367

5.136

7.1721

0.109

A

qWSL18

2019

18

Gm18-224527

224527

0.050

4.625

5.405

6.0322

0.162

T

qWSL13-1

Combined

13

Gm13-35394159

35394159

0.033

4.288

5.054

8.0296

0.351

A

qWSL18-1

Combined

18

Gm18-224527

224527

0.052

6.882

7.743

6.5292

0.162

T

qWSL20-2

Combined

20

Gm20-34381893

34381893

 − 0.053

5.721

6.545

8.5594

0.214

A

RL

qRL6

2018

6

Gm06-12538994

12538994

 − 0.072

4.716

5.500

6.0961

0.130

C

qRL-8

2018

8

Gm08-12368145

12368145

0.061

6.624

7.477

8.4509

0.315

G

qRL15-1

2018

15

Gm15-14841750

14841750

 − 0.089

5.418

6.230

13.4029

0.132

T

qRL16-2

2018

16

Gm16-17726124

17726124

0.057

4.591

5.370

5.9049

0.223

C

qRL19

2018

19

Gm19-31536655

31536655

 − 0.062

3.246

3.956

5.0791

0.128

T

qRL7-1

2019

7

Gm07-6015318

6015318

 − 0.102

7.625

8.508

18.6021

0.278

C

qRL7-2

2019

7

Gm07-6604493

6604493

0.062

6.741

7.597

7.9977

0.383

A

qRL-8

2019

8

Gm08-12368145

12368145

0.055

4.033

4.786

5.6986

0.316

G

qRL14

2019

14

Gm14-28361034

28361034

0.058

6.385

7.230

7.451

0.483

G

qRL20

2019

20

Gm20-40765691

40765691

0.061

5.564

6.382

6.0109

0.237

G

qRL7-1

Combined

7

Gm07-6015318

6015318

 − 0.077

6.501

7.350

11.33

0.278

C

qRL7-2

Combined

7

Gm07-6604493

6604493

0.075

7.555

8.435

12.5244

0.383

A

qRL-8

Combined

8

Gm08-12368145

12368145

0.070

7.782

8.668

9.8464

0.316

G

qRL13

Combined

13

Gm13-29961821

29961821

 − 0.047

3.077

3.778

3.7954

0.254

T

qRL16-1

Combined

16

Gm16-5586574

5586574

0.046

3.334

4.050

4.6205

0.376

G

  1. MAF minor allele frequency.
  2. aDifferent environments, 2018 and 2019; Combined combined environment 2018 and 2019.
  3. bChromosome.
  4. c − log10 transformed P-value.