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Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mar
k W
. Dav
ey
Lab
Frui
t Bre
edin
g &
Bio
tech
nol,
Dep
t. B
iosy
stem
s,
Kath
olie
keU
nive
rsite
itLe
uven
,
BELG
IUM
mar
k.da
vey@
biw
.kul
euve
n.be
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Prot
eom
ics o
f phy
topa
thog
enin
tera
ctio
ns
Gen
etic
div
ersi
ty o
f phy
topa
thog
ens
Qua
ntita
tive
gene
tics
and
QTL
s
Alle
lic d
iver
sity
SNP-
chip
s, g
DN
A
RNA
Seq
Bioc
hem
istr
yM
olec
ular
gen
etic
s
Tool
s, d
evel
opm
ent a
nd m
appi
ng,..
Them
es
Proj
ects
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Met
zker
2010
,Nat
ure
Rev
iew
s G
enet
ics
11, gD
NA
RNA
(RN
ASe
q, e
xon
-seq
uenc
ing)
PCR
Am
plic
onre
sequ
enci
ngM
eta-
geno
mic
sTa
rget
ed re
sequ
enci
ng(r
educ
ed
repr
esen
tatio
n lib
rari
es, e
tc.,
GBS
)Bi
sulp
hite
seq
uenc
ing
(epi
gene
tics)
CHiP
...
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Ada
pted
Sbo
ner e
t al.
Gen
ome
Bio
logy
2011
12:
125
.
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
A D
Hon
tet a
l. N
atur
e00
0,1-
5(2
012)
doi
:10.
1038
/nat
ure1
1241
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
http
://ge
nom
evol
utio
n.or
g/C
oGe/
http
://w
ww
.one
kp.c
om/
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
25 g
enom
esfr
om19
pla
nt s
peci
espu
blic
ally
avai
labl
e
>15
addi
tiona
lpro
ject
sund
erw
ay.
only
A. t
ha
lian
aan
d O
ryza
sati
va, «
fin
ish
ed»
Spec
ies
tot n
o.
gene
s/de
nsity
tran
spos
able
el
emen
tstr
ansc
riptio
n fa
ctor
sm
iRN
As
resi
stan
ce
gene
sbi
osyn
thet
ic
gene
s
App
le57
,386
/0.7
842
.44,
021
178
992
(58,
27)
1,24
6B
anan
a36
,542
235
Cuc
umbe
r26
,682
/0.7
314
.8N
DN
D (1
71)
61 (N
D)
ND
Soyb
ean
46,4
30/0
.42
50.3
5,67
141
(85)
392
(61,
32)
958
Popl
ar45
,654
/0.9
435
2,75
817
4 (2
34)
402
(59,
20)
1,03
4A
rabi
dops
is27
,228
/2.2
18.5
2,43
789
(199
)17
8 (3
2, 5
2)71
9G
rape
33,5
14/0
.66
21.5
2,08
013
0 (1
37)
341
(57,
11)
1,12
1R
ice
40,5
77/0
.97
39.5
2,79
814
0 (4
47)
535
(89,
0)
910
Bra
chyp
odiu
m25
,532
/0.9
428
.12,
187
62 (1
29)
238
(89,
0)
390
Sorg
hum
34,4
96/0
.47
622,
312
116
(148
)24
5 (7
5, 0
)55
5M
aize
32,5
40/0
.15
84.2
5,24
615
3 (1
70)
129
(74,
0)
457
(ad
ap
ted
Vel
asc
o e
t a
l 20
10
, Na
ture
Bio
tech
no
l.)
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
stud
y st
ruct
ure
of th
e en
tire
geno
me
geno
me
size
, Ca
talo
gue
of th
e no
. of g
enes
pre
sent
and
thei
r lo
catio
n
intr
a-an
d in
ter-
spec
ies
geno
me
vari
atio
n
stud
y of
gen
e fu
nctio
n
deal
s w
ith tr
ansc
ript
ome
and
prot
eom
e,
assi
gns
func
tions
to a
ll ge
nes
iden
tifie
d in
str
uctu
ral g
enom
ics
Gen
erat
ion
of h
igh
dens
ity m
arke
rs (S
NPs
, SSR
s, in
dels.
.)
Acc
eler
ated
map
-bas
ed c
loni
ng o
f gen
es u
nder
lyin
g Q
TLs.
Ex
plor
atio
n an
d ex
ploi
tatio
n of
nat
ural
ly o
ccur
ring
alle
lic
vari
atio
n at
CG
s co
ntro
lling
agr
onom
ic tr
aits
Gen
omic
s
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Musa
Aim
s
Dev
elop
frui
t of
cul
tivar
s with
cont
rast
ing
pro-
vita
min
A c
arot
enoi
dsco
nten
ts
Com
pare
tran
scri
ptom
es o
f cvs
with
diff
eren
t (A
AA
v A
AB)
Iden
tify
tran
scri
pts
frui
t qua
lity?
Iden
tify
in c
andi
date
gene
(CG
) se
quen
cesf
rom
caro
teno
idsb
iosy
nthe
sisi
.eal
lelic
vari
atio
n
Refin
ege
ne p
redi
ctio
nal
gori
thm
s
Obj
ectiv
es
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Frui
t fro
m 6
c
ultiv
ars,
2 x
AA
A, 2
x A
AB,
Ihol
ena,
Fe
iCo
ntra
stin
g pr
o-vi
tam
in A
(pVA
Cs) c
onte
nts
Mea
n fr
uit
(pVA
Cs) c
onte
nts
AA
A
15x
2x
87x
diffe
renc
e in
pVA
Cs
conc
entr
atio
nsA
AB
AA
BFe
i
Sam
ples
pVA
Cs
Dav
ey e
t al 2
009
Food
Che
m, D
avey
et a
l 200
7, J
Agr
Food
Che
m
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Isol
ate
RNA
from
>3
frui
t of e
ach
of 6
culti
vars
, 2
x A
AA
, 2 x
AA
B, Ih
olen
a, F
ei
100b
p, P
E se
quen
cing
, one
lane
Illum
ina
GA
II
RNA
Seq
Raw
dat
a
‡
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
read
s (1
00 b
p)
v
a
Read
s
over
lap
Map
ping
New
Co
nsen
sus
Sequ
ence
s
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
v
Read
s al
igne
d to
Mus
a re
fere
nce
CDS
sequ
ence
s (3
6,54
2)Id
entif
y w
hich
gen
es e
xpre
ssed
Re
ad d
epth
indi
cate
s ex
pres
sion
leve
lId
entif
y po
lym
orph
ism
s
Map
ping
Mea
n co
vera
ge o
f 110
‡16
0x‡
tran
scri
pts
29 ‡
41%
of
tran
scri
ptom
eex
pres
sed
CDS
Alig
nmen
t
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Ove
rvie
w o
f M
etab
olis
m
Bata
rd fr
uit t
rans
crip
tom
e=
13,4
68 tr
ansc
ript
sTr
ansc
ript
ome
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mbo
urou
kou
frui
t tra
nscr
ipto
me
= 14
,083
tran
scri
pts
Tran
scri
ptom
e
Ove
rvie
w o
f M
etab
olis
m
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Scat
ter
plot
of n
orm
alis
ed, l
og2-
expr
essi
on le
vels
Glo
bal e
xpre
ssio
n
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Bata
rd v
sM
bour
ouko
u -
4,09
6 (1
1.2%
), >2
-fol
d lo
g2
diff
eren
tially
exp
ress
ed g
enes
>2-f
old
diff
eren
tial
Regu
latio
n
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
RNA
Seq
read
-map
ping
v r
efer
ence
gen
omes
allo
ws
glob
al,
syst
ems
over
view
of
Unl
ike
mic
roar
rays
, of
gen
e m
odel
s th
eref
ore
data
ca
n la
ter
be r
efin
ed a
nd r
eana
lyse
d
Can
be u
sed
to id
entif
y tr
ansc
ript
s/ge
nes/
splic
e va
rian
ts
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
The
maj
ority
of a
gric
ultu
ral t
raits
are
qua
ntita
tive
/po
lyge
nic
i.e. t
he p
heno
type
is th
e re
sults
of e
xpre
ssio
n of
Cr
op
Trai
ts
uant
itativ
e ra
it oc
i (Q
TL) a
re r
egio
ns o
f the
lin
ked
to a
ph
enot
ypic
trai
t (e.
g. y
ield
s, h
eigh
t, e
tc.)
Stat
istic
al te
sts
carr
ied
out t
o de
tect
be
twee
n m
arke
r in
heri
tanc
e in
pro
geny
of a
cro
ss a
nd p
heno
type
.
If si
gnifi
cant
diff
eren
ces
foun
d be
twee
n in
divi
dual
s co
ntai
ning
a
part
icul
ar m
arke
r th
en th
e m
arke
r is
to
a g
enom
ic
regi
on c
ontr
ollin
g th
e tr
ait
QTL
A
naly
ses
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Dav
ey e
t al 2
006,
Pla
nt P
hysi
ol 1
42, p
343
>95%
pro
babi
lity
.
Ken
iset
al 2
009,
Mol
bre
edin
g
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
AsA_Flesh QTL-1 LOD_7.33, 15.1%
totAsA_Flesh QTL-1 LOD_7.15, 22.1%
totAsA_Skin QTL-1 LOD_4.99, 13.7%
AsA_Flesh QTL-1 LOD_6.45, 17.1%
totAsA_Flesh QTL-1 LOD_6.90, 23.9%
totAsA_Skin QTL-1 LOD_3.76, 12.5%
cand
idat
e ge
nes!
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Pro
vide
s a
set o
f gen
ome
wid
e m
arke
rs (S
NP
s/in
dels
)In
crea
ses
mar
ker d
ensi
ty o
n lin
kage
map
sR
efin
e Q
TL re
gion
s (li
mita
tion
is p
opul
atio
n si
ze)
Pro
vide
s ph
ysic
al p
ositi
ons
of C
G s
eque
nces
(QTL
-col
ocat
ion)
Iden
tify
set o
f und
erly
ing
CG
seq
uenc
esS
impl
ify p
ositi
onal
clo
ning
stra
tegi
es/fi
ne m
appi
ng
Mel
lidou
et a
l 201
2, P
lant
Phy
siol
-A
llelic
varia
nts
of p
aral
ogue
sof
VTC
2 ar
e a
maj
or d
eter
min
ant o
f fru
it vi
tam
inC
con
tent
s in
app
le.
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
‡
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Chro
mos
ome
1
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Gen
ome/
RNA
rese
quen
cing
of c
ultiv
ars
and
alig
nmen
t allo
ws
iden
tific
atio
n of
SN
Ps
Com
pari
son
betw
een
culti
vars
allo
ws
iden
tific
atio
n of
gen
e an
d
Ass
ocia
tion
with
fo
r id
entif
icat
ion
of p
ositi
veal
lele
s fo
r th
e tr
ait
Gen
ome-
wid
e as
soci
atio
n st
udie
s-G
WA
S
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Refe
renc
e ge
nom
eis
a d
oubl
edha
ploi
dW
T A-
geno
me
Com
mer
cial
lyin
tere
stin
ggen
omes
are
trip
loid
Wha
tabo
utth
e B-
geno
me?
?
Refe
renc
e A
-gen
ome
gDN
APK
W28
1 M
read
s, 2
9Gb
of n
ucle
otid
es~3
0x g
enom
eco
vera
ge
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
stru
ctur
aldi
ffer
ence
sbet
wee
nA
and
B g
enom
es?
Culti
var r
eseq
uenc
ing
degr
eeof
alle
licva
riat
ion
and
hapl
otyp
es?
(larg
e en
ough
)M
ultip
le p
opul
atio
nsfo
rdiff
eren
t tra
its
Nee
dfo
rpl
atfo
rms
KASP
/SN
P-ch
ips/
GBS
Link
age
Dis
equi
libri
um in
Mus
a?St
atis
tical
met
hods
forG
WA
S
/phy
siol
ogy/
biol
ogy
is n
owth
e bo
ttle
neck
Mad
avN
ov 2
012
Taiw
an In
tern
atio
nal B
anan
a S
ympo
sium
Fran
cis
Am
oako
-And
oh
Ifige
neia
Mel
lidou
Yase
min
Yilm
adiz
irW
anne
s Ke
ulem
ans
Than
ks!