Identification of aberrant gene expression associated with aberrant promoter ...
Disease suppressive soil has both diverse and uniform ecology : Modeling and characterization
1. Disease suppressive soil has both
diverse and uniform ecology :
Modeling and characterization
Y-h. Taguchi, Chuo University,
Kazunari Yokoyam a, NARO
sector 1 sector 2 sector 3
disease rate disease rate disease rate
19.2% 69.2% 100%
2. 0. Introduction
(so far, long hostory over m ore than 20 years ...)
replant failure
No cultivations without disinfect
3. random sampled
dilute colony to biolog
suspension agar plate plate
Soil Sample culture
Step B
Step A
Cluster Analysis
step C
digitized carbon resource
plate reader consumption ability
Experimental procedure of biodiversity
index method for soil bacteria
5. Appearance of biolog plate coloring
T bacteria consum e
his
this carbon resources
Bacteria 1 Bacteria 2
Bacteria 3 Bacteria 4
6. Estim ation of biodiversity by (Yokoyama 1992)
biolog plate
Colony method
S bacteria is isolated by diluted plate m ethod and
oil
95 carbon resources consum ption ability is used for the
estim ation of biodiversity
distance A- B
bacteria A
bacteria B
distance AB -C
bacteria C
distance ABC -D
bacteria D
biodiversity independent of taxon =
Squared total cluster distance / num ber of bacteria
7. Many kinds of species are in
suppressive soil
biodiversity index
多
様
性
指
数
replant failure (%)
An exam ple of spinach repeat failure (Hida, Gifu)
9. OmniLog Robot eye automatically measure carbon resources
consumption rate and put into data base
low biologically activity soil High biologically activity soil
Carbon resource consumption rates in soil
are measured over 48 hours
10. Cottony Leak of Scarlet Runner Bean (Phaseolus
coccineus:ベニバナインゲン)
and soil bacteria biodiversity/activity
Cottony Leak, which causes repeat failure, can be suppressive by the soil
with high biodiversity/activity
Sector 1 Sector 2 Sector 3
disease rate(%) 19.2
< 69.2
< 100
soil bacteria
1,114,100 >
biodiversity/activity(*)
412,000
> 306,097
sector 1 sector 2 sector 3
disease rate disease rate disease rate
19.2% 69.2% 100%
Katakura Chikkarin CO. LT T D, sukuba Research Institute Co.,Ltd. 、 Agricultural Ree h
sarc
I ns , I baraki Agric
titute ultural Ce r, DGC Technology Inc.
nte 10
(*) Integration of time development
11. 1.Model
Assum ptions
Rapidly consum ed are consum ed by
⇔
carbon resources m ore kinds of soil bacteria
Slowly consum ed are consum ed by
⇔
carbon resources less kinds of soil bacteria
Consum ption
Carbon
resource A
Carbon
resource B
consum e Soil
bacteria T e
im
12. Carbon resources vs S Bacteria : Interaction Matrix
oil
Office 3.3
# of carbon resources consum ed by
vel:2
at least a bacteria
S Bacteria
oil
Carbon Resources
The i2 th species soil
bacteria does not consum e
carbon resource j2
The i1 th species soil
bacteria consum es carbon
resource j1
Interactive region
13. Model :Lotka-Volterra
type
M0
dx i N
i
=(Σ y )x i
j=1 j
dt
d yj N
=−(Σ N x i )y j , j⩽M0
dt i=
M
j
0
0, j> M0
xi : Population of the i th species bacteria
yj: T am ount of unconsum ed j th carbon resources
he
14. Initial condition:
xi=0,
yj=1 -ε 、(ε:random num ber、0 < ε <
0.1)
M(# of kinds of carbon resources)90
N(# of species of soil bacrteria)90
M0 =20
17. Actual m easurem ent(?) of disease supressive
soil (carbon resources consum ption rate of each
soil bacteria: colonized and isolated well )
S bacteria ID
oil
Carbon Resource ID
18. Conclusion
・We have developed a m odel reproducing
carbon resource consum ption rate tim e
developm ent of soil bacteria.
・Disease suppression is suggested to be
enabled bu diverse carbon resources
consum ption rates.
・It does not disagree with the actual
m easurem ents of interaction m atrix.
Furtherm ore.. (om itted, see the next slide)
・ nMDS em bedding exhibits that hom ogeneity
and uniform ity of tim e developm ent are
19. △disease rate:10 specialist > generalist
0%
+disease rate:69.
2%
◯disease rate :19. specialist = generalist
2% post
☓com specialist <generalist
points=carbon
resources
specialists generalist
(specialized to a (not specialized)
few carbon resources)