is simultaneous improvement of fall dormancy (fd) and …...1/2 1/2 segregation of a sdm...
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Is simultaneous improvement of fall dormancy (FD) and winter hardiness (WH)
possible in alfalfa? QTL mapping and inheritance of FD & WHLaxman Adhikari and Ali M. Missaoui
Institute of Plant Breeding, Genetics & Genomics, University of Georgia, Athens, GA 30602
Background & objective
[1] E.C. Brummer, M.M. Shah, D. Luth, Reexamining the relationship
between fall dormancy and winter hardiness in alfalfa, Crop Science
40(4) (2000) 971-977.
[2] Teuber L, Taggard K, Gibbs L, McCaslin M, Peterson M, Barnes D.
Fall dormancy. Standard tests to characterize alfalfa cultivars North
American Alfalfa Improve Conf, 36th, Bozeman, MT1998. p. 2-6.
[3] Elshire RJ, Glaubitz JC, Sun Q, Poland JA, Kawamoto K, Buckler
ES, et al. A robust, simple genotyping-by-sequencing (GBS) approach
for high diversity species. PLoS ONE. 2011;6(5):e19379.
FD was assessed using regression equations derived from check plants
canopy height measured at 4 weeks after clipping on 21 September and
their standard FDR. Dormancy was assessed after winter clipping. WH was
visually scored (1-5), 1 being winter-hardy and 5 being very winter
susceptible.
References
Dormant (left) and non-dormant (right) F1 progeny rows of the
F1 population (3010 × CW1010) after frost occurrence in early
March, 2017 at the JPC environment.
mapping population development &
experimental design
Fig 3. Mapping population (JPC farm) planted in August,
2014. F1, parents and checks for FD and WH using were
planted in a RCBD design in 3 reps at two locations:
Watkinsville and Blairsville, GA. Four clones were planted
per row plot.
Dormant and
winter-hardyNon-dormant and
winter-sensitive
CW1010, ♂3010, ♀
184 F1 confirmed using SSRs
Made clones by stem cuttings
x
Marker discovery using genotyping by sequencing (GBS)
ApeKI enzyme
Barcode adapter Common
adapterDNA
DNA extraction & quantification
GBS SNPs
Fig 4. Workflow displaying GBS marker discovery. We followed GBS protocol by [3].
X
1/21/2
Segregation of a SDM
Constructing genetic map using single dose marker (SDM)
Phenotyping fall dormancy & winter-hardiness
TP
57355
0.0
TP
20165
11.0
TP
58948
17.5
TP
38700
20.9
TP
61179
25.1
TP
70863
32.9
TP
70879
38.2
TP
67965
43.3
TP
43172
47.3
TP
37893
53.9
TP
62715
55.1
TP
30295
55.9
TP
55470
57.1
TP
47965
61.6
TP
12175
63.9
TP
86018
66.6
TP
59131
67.4
TP
15098
68.6
TP
73186
70.3
TP
70400
71.3
TP
72089
72.0
TP
46942
72.6
TP
73780
73.2
TP
89716
73.9
TP
7175
76.9
MR
G_294866
79.2
TP
32958
81.6
TP
22446
83.6
TP
58124
84.5
TP
75440
85.1
TP
78320
85.3
TP
5775
85.7
TP
67270
86.1
TP
67699
86.3
MR
G_27654922
86.6
MR
G_27654958
86.7
MR
G_39914804
86.9
MR
G_37602036
TP
37501
TP
49846
87.0
TP
17276
87.1
TP
65414
87.7
TP
62622
87.9
MR
G_11082360
88.3
TP
52576
88.9
TP
35274
89.8
TP
995
92.2
TP
78651
92.8
TP
6492
93.2
TP
53543
93.4
TP
15998
94.5
TP
5699
95.3
TP
85729
96.1
TP
36877
96.7
TP
49657
97.6
TP
65855
98.5
TP
86274
99.5
TP
34618
104.9
TP
79985
108.5
1A
Saturated genetic maps for both 3010 & CW1010
Table 1 Phenotypic correlations (r) among traits based on JPC environment data collected on
segregating F1. Dormancy was assessed in the fall 2015 & 2016 and in the winter 2016 and
2017. WH data was collected in 3 consecutive winters (WH2015, WH2016 and WH2017).
FD & WH phenotypic correlation
FD2015 FD2016 WD2016 WD2017 WH2015 WH2016 WH2017
FD2015 0.50 ** 0.62 ** 0.60 ** 0.39 ** 0.52 ** 0.57 **
FD2016 0.39 ** 0.43 ** 0.12NS 0.31 ** 0.50 **
WD2016 0.92 ** 0.22** 0.65 ** 0.80 **
WD2017 0.23** 0.71 ** 0.85 **
WH2015 0.16* 0.10NS
WH2016 0.68 **
WH2017
TP64234 0.0TP28256 4.1TP80202 6.3TP39176 7.2TP33825 7.8TP77211 8.4
TP1366 8.8TP31419 9.4TP48606 9.6TP38182 9.9TP48110 10.3TP71409 10.7TP89030 10.9TP84072 11.2
MRG_37413589 11.6TP80271 12.1TP58773 12.4TP88794 12.5TP41376 12.8
MRG_27247717 13.1MRG_27247742 13.4MRG_35867245 13.7
TP1340 14.1TP21757 15.1TP87956 16.5TP82621 18.0TP25395 20.7TP81771 23.7TP69248 25.0TP58371 28.9TP34795 29.4
TP2134 31.2TP51882 31.6TP46097 32.0TP13829 32.5TP35133 32.9TP72218 34.0TP58925 34.2TP51881 34.8TP87228 36.0TP22536 36.8TP55743 37.5TP24733 38.3TP34483 39.0TP30610 41.5
MRG_10667023 42.4MRG_10666983 42.5MRG_10666968 42.8
TP52373 43.8TP50807 46.1TP59349 47.3TP69889 47.7TP41963 48.2TP43142 48.7
TP6189 49.2TP46619 49.9TP15177 50.5TP71458 51.0
dorm3
dorm6
wh2
wh7
3010(7A) [1]
TP67945 52.5
TP34796 55.4
TP16932 56.8
TP63331 58.3
TP16757 59.8
TP10992 61.6
TP67963 62.7
TP87504 64.3
TP63918 65.9
MRG_27142324 69.2
MRG_27142336 70.6
MRG_24987546 74.4
TP51377 77.8
TP47813 82.0
TP68486 85.0
TP18137 92.3
3010(7A) [2]
Acknowledgement
Common & separate QTLs for FD & WH
Conclusions
Linkage groups & synteny with M. truncatula
Fig 5. (Left) displaying segregation pattern of single dose markers (SDM); (right) markers data
for CW1010 parent on JoinMap 5.0 to determine linkage group (LG) and genetic maps.
Fig 7. Genetic linkage map of homolog 1A of 3010 parent. The paternal map retained 1377
SNPs and maternal maps retained 1837 SDA SNPs for 32 LGs with an average map density of
1.5 cM/SNP for both parental maps. Positions of SNP are shown in Kosambi centiMorgan(cM).
Fig 2. Seasonal forage gaps & forage production patterns
of cool season and warm season forage species. The gap in
autumn-winter can be overcome by developing non-
dormant & winter hardy alfalfa.
Fig 9. (Left) alfalfa FD (black bar) and WH (red bar) stable QTLs mapped
on homolog 7A for 3010 parent. The QTL bars have two intervals, an
inner (1-LOD support) interval and an outer (2-LOD support) interval,
where the rectangle represents inner interval and the line represents
the outer. Some stable QTLs for dormancy were co-localized with winter
hardiness in the same genomic regions.(Right) a dormancy QTL for 3010
parent on 7B. The QTL mapping was done using QTL cartographer
(version 2.5).
Fig 8. Dot plot displaying the chromosome grouping pattern and
positions of SNPs on 32 LG of 3010 linkage map. Of the 32 groups, each
4 homology groups were assigned to a chromosome based on synteny
with M. truncatula genome. Based on BLAST, we unanimously assigned 2
homologs to 8 chromosomes.
The authors acknowledge the research technician Joseph
Young, Franco V. Chirinos and Shiva Makaju for their
assistance in the field work and data collection. Our special
thanks goes to Mr. Dev Paudel for his assistance with data
analysis in bioinformatics. This research was supported by
UGA CRDP.
45 significant (P≤ 0.05) QTLs for FD and 35 QTLs for WH
were detected on both 3010 and CW1010 linkage maps.
Of which, 18 dormancy QTLs and 17 WH QTLs were
stable QTLs and remaining QTLs were potential QTLs.
> 75 % (22/28) of the dormancy QTL detected for 3010
parent did not share genomic regions with WH QTLs and
> 70% (12/17) dormancy QTLs detected from CW1010
parent were also localized in different genomic regions
from WH QTLs.
Results of this study suggest that FD and WH in alfalfa
have independent inheritance and therefore can be
improved separately in breeding programs.
The QTLs detected in this study will be valuable addition
to the genomic resources for alfalfa breeding programs
and to the understanding of the genetic basis of seasonal
dormancy and winter-hardiness.
Two 96-plexed libraries were submitted to Georgia Genomics and
Bioinformatics Core (GGBC), UGA, for SPRI cleanup and sequencing. Raw
data were processed using Tassel 3.0 UNEAK (bytebucket.org) and GBS-
SNP-CROP (github.com) pipelines. Raw SNPs were filtered in MS Excel.
Single dose allele (SDA) marker were confirmed using Chi square test, and
genetic maps were constructed in JoinMap 5.0 (www.kyazma.nl). The SDA
SNPs were grouped using minimum independence LOD of 10 and mapped
using regression mapping.
Fig 6. (Left) measuring alfalfa height after autumn clipping; (right) winter impacted alfalfa
at Watkinsville farm were visually rated.The objective of this study was to understand
the genetic basis of FD and WH in an alfalfa
F1 pseudotestcross population through
quantitative trait loci (QTL) mapping.
Fall dormancy (FD) reduces growth and yield of
certain alfalfa (Medicago sativa L.) genotypes in
response to decreased temperature and day
length [1]. There are 11 different classes of FD in
alfalfa ranging from very dormant to non-
dormant [2]. Winter-hardiness (WH) is another
trait associated with alfalfa yield, survival, and
ecological distribution [1].
FD and WH create a seasonal forage gap
(www.nrcs.usda.gov) from mid-autumn to the
end of winter, which can be overcome by
developing non-dormant winter-hardy alfalfa
cultivars. Therefore, understating the genetic
basis of the FD and WH is essential.
Contact @ - [email protected] or [email protected]
Detail: https://www.frontiersin.org/articles/10.3389/fpls.2018.00934/full
Pro
ducti
on
Cool
season
forages
Warm
season
grasses
Forage gaps
J F M A M J J A S O N D