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Table 2. QTLs involved in yield, nutritional quality, and biotic-abiotic stress tolerance in alfalfa

Traits of QTLs studied

Number of QTLs

Mapping tool: marker

Mapping population

Ploidy

Map length(cM)

References

Forage yield, drought stress

10-15

LM: SSR, SNP

BC1

4x

1049, 1293

[57]

Forage re-growth,

yield, and plant height

86

LM

F1

4x

--

[58]

Biomass yield

41

LM: RFLP,SSR

F1

4x

546

[58]

ADF, NDF, ADL

17

AM:SSR

F2

4x

--

[59]

SLR, ADF, NDFD, ADL

83

AM:SNP

F2

4x

--

 [42]

Lignin modification gene, ADF, NDF, ADL and TNC

7

AM:SSR,SNP

F1, F2

2x

--

 [60]

Verticillium wilt resistance

56

AM: SNP from GBS

F1

4x

--

  [61]

Stagonospora root and crown rot resistance

17

LM: SSR, AFLP,

BC

4x

794

  [62]

Anthracnose resistance

33

LM: SSR, AFLP,

BC

4x

--

  [63]

Associated with winter hardness, fail growth, and freezing injury

1-6

SMA: RFLP

BC

4x

443

  [64]

Aluminum tolerance

7

LM: SSR, RFLP,

BC

2x

764

 [65]

Lodging resistance

10

LM: SNP,AFLP,SRAP

BC1

4x

1497

 [66]

QTL, quantitative trait loci; ADF, acid detergent fiber; NDF, neutral detergent fiber; ADL, acid detergent lignin; SLR, stem/leaf ratio; TNC, total non-structural carbohydrate ;NDFD, neutral detergent fiber digestibility; LM, linkage mapping; AM, Association mapping; SMA, single marker analysis; SNP, single nucleotide polymorphism; AFLP, amplified fragment length polymorphism; RFLP, restriction fragment length polymorphism; GBS, genotyping by sequencing; GWAS, genome wide association mapping; SSR, simple sequence repeat; RAPD, random amplified length polymorphism; SRAP, sequence-related amplified polymorphism; BC, back cross; F1, first filial generation; 4x, tetraploid ; 2x, diploid