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1
2016/12/15 2
2016/12/15 3
K laxaflora
S polyrhiza
L usitatissimum
Micromonas sp RCC299
A coerulea
C rubella
G max
B stricta
C sinensis
P virgatum
P persica
A lyrata
E grandis
Z mays
M esculenta
O sativa
F vesca
S purpurea
B rapa FPsc
T cacao
V carteri
A thaliana
B distachyon
M guttatus
S tuberosum
P patens
C clementina
R communis
S viridis
S moellendorfii
C subellipsoidea C-169
C reinhardtii
P hallii
G raimondii
S fallax
E salsugineum
A trichopoda
M truncatula
V vinifera
O lucimarinus
M domestica
S lycopersicum
C papaya
M pusilla CCMP1545
C grandiflora
S bicolor
B stacei
C sativus
P vulgaris
P trichocarpa
M acuminata
S italica
SBM
Chlorophyte
Fabidae
Embryophyte
Rosid
Tracheophyte
Eudicot
Angiosperm
Malpighiales
Brassicales-Malvales
Viridiplantae
Citrus
Pentapetalae
Malvidae
Panicoideae
Brassicaceae
Grass
https://phytozome.jgi.doe.gov/pz/portal.html#
Arabidopsis thaliana
52
•
2016/12/15 4
Licensed	under	CC-BY	4.0	©Togo	picture	gallery	by	DBCLS
• GenomeBentoProject
http://wiki.lifesciencedb.jp/mw/GenomeBentoProject
2016/12/15 5
0
2000
4000
6000
8000
10000
12000
14000
16000
(Mb)
https://www.ncbi.nlm.nih.gov/genome
NCBI	genome
2016/12/15 6
ü 40
ü 2n	=	6x	=	42
ü
ü
DNA
Genome	A
Genome	B
Genome	D
1						2						3						4					5						6						7
2016/12/15 7
,
ü
ü
,	
,	 ,	
ü
ü
•
Licensed	under	CC-BY	4.0	©Togo	picture	gallery	by	DBCLS
• GenomeBentoProject
http://wiki.lifesciencedb.jp/mw/GenomeBentoProject
2016/12/15 8
→
2016/12/15 9
0
500
1000
1500
2000
2500
(Mb)
https://www.ncbi.nlm.nih.gov/genome
NCBI	genome
2016/12/15 10
ü
ü 732.2	Mb
ü 10
ü C4
ü 5
ü
DNA	
ü Simple	Sequence	Repeats	(SSR)	markers	
QTL
(codominant maker) multiallelic
ü Single	Nucleotide	Polymorphism	(SNP)	markers
SSR
GWAS
ü NGS	
RAD-Seq GBS low	depth	WGS
SNP
2016/12/15
11
RAD-Seq
SNPposition
ü
ü
ü
2016/12/15 12
DNA
A
B
ds1
http://link.springer.com/article/10.1007/s00122-011-1572-1
2016/12/15 13
Phytozome
https://phytozome.jgi.doe.gov/pz/portal.html#
2016/12/15 14
Functional	annotation
https://phytozome.jgi.doe.gov/pz/portal.html#
2016/12/15 15
Gene	Ancestry
2016/12/15 16
Gene	variation
2016/12/15 17
genome	synteny
Sobic.001G394400	phyB
http://chibba.agtec.uga.edu/duplication/index/locus
PLANT	GENOME	DUPLICATION	DATABASE
LOC_Os03g19590
2016/12/15 18
genome	synteny
PLANT	GENOME	
DUPLICATION	DATABASE
http://chibba.agtec.uga.edu/duplication/index/dotplot
2016/12/15 19
DNA
C
A
SNP
Togo	picture	gallery	by	DBCLS	is
Licensed	under	a	Creative	Commons	 2.1	 (c)
A
B
DNA -
2016/12/15 20
Sorghum	bicolor
( )	
(y)
(x)
Togo	picture	gallery	by	DBCLS	is	licensed	under	a	
Creative	Commons	Attribution	2.1	
y	=	f	(x)
(y)
(x)
(x’)
y’	=	f	(x’)
NGS SNP
2016/12/15 21
0
10 1
(10 9 )
10
2016/12/15 22
DNA
DNA
2016/12/15 23
ü RAD-Seq SNP SNP	
-> QTL GWAS
ü
By	katorisi	(Own	work)	[GFDL	(http://www.gnu.org/copyleft/fdl.html)	or	CC	BY	3.0
By	Ellen	Levy	Finch	(Elf)	(Own	work)	[GFDL	(http://www.gnu.org/copyleft/fdl.html)	or	CC-BY-SA-3.0
2016/12/15 24
By	Inti-sol	(Own	work)	[GFDL	(http://www.gnu.org/copyleft/fdl.html),	CC-BY-SA-3.0	
(http://creativecommons.org/licenses/by-sa/3.0/)	or	CC	BY-SA	2.5-2.0-1.0	
(http://creativecommons.org/licenses/by-sa/2.5-2.0-1.0)],	via	Wikimedia	Commons
2016/12/15 25
ü
ü 422.9	Mb	,	1,446	scaffolds
ü
ü
ü 19	
ü 2006
By	Beeblebrox (Own	work)	[CC	BY-SA	3.0	
(http://creativecommons.org/licenses/by-sa/3.0)],	via	
Wikimedia	Commons
2016/12/15 26
By Franz	Eugen	Köhler,	Köhler's Medizinal-Pflanzen	
(List	of Koehler	Images)	[Public	domain],	via	Wikimedia
Commons
ü
ü The	Norway	spruce	genome	sequence	
and	conifer	genome	evolution.
Nature.	(2013)497:579-84.
ü
ü 20G
By	Michael	Vadon CC	BY-SA	4.0
https://commons.wikimedia.org/wiki/File%3ARockefeller_Ce
nter_Christmas_Tree_05.jpg
2016	Rockefeller	Center	Christmas	Tree
Nystedt et al. Nature 000, 1-6 (2013) doi:10.1038/nature12211
The	gene-space	and	transcribed	fraction	of	the	P.abies 1.0	assembly.
ü
ü
ü
2016/12/15 28
ü ConGenIE:	Conifer	Genome	Integrative	Explorer
http://congenie.org
ü PopGenIE:	Populus Genome	Integrative	Explorer
http://popgenie.org
2016/12/15 29
2016/12/15 30
RAD-Seq
1 1 2 3 3 1
4 4 1
1 2 3 4
2016/12/15 31
Abies sachalinensis ( )	
ü
ü
(Pinus)
(Abies)	
ü
ü
ü
http://www.fpri.hro.or.jp/gijutsujoho/doumoku-db/doumoku/N2 /todomatu.htm
http://www.jawic.or.jp/woods/sch.php?nam0=todomatsu
http://bvi.rusf.ru/taksa/i0057/0057886.jpg
2016/12/15 32
!?
ü
ü
ü →
ü QTL →
ü 20Gb
ü
ü SSR	4 ,	 SSR	3
ü
RAD-seq → SNP
2016/12/15 33
→
2011 5 P1 P2
(530m)	
(1200m)	
P1 P2
(230m)
2016/12/15 34
→
ü 2011 5 P1 P2
ü 2012 5 DNA
ü 2013 SSR →
ü 2011 2014 →QTL
ü 2 376 RAD-Seq
ü Stacks
http://catchenlab.life.illinois.edu/stacks/
2016/12/15 35
ü JoinMap
ü RAD-Seq 500 SNP
ü 12
2016/12/15 36
ü RAD-Seq SNP SNP	
-> QTL GWAS
Fumihiko	Ueno	[CC	BY	3.0	
(http://creativecommons.org/licenses/by/3.0)],	via	Wikimedia	
Commons
https://www.ffpri.affrc.go.jp/labs/cjgenome/indexj.html

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