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Systems-level*flux*analysis*of*Clostridium+phytofermentans*for*
metabolically*engineered*op9mal*produc9on*of*biofuels*
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System-level*Analysis*of*Cphy*metabolism*
Abstract*
References:*
R-S##$%)'*/6#DB"#9TT9"#P';()'%5>'%E#8>3)'%E#>U#+&+;(1%5/#%'C#(H>E35>'%)*/)>J*>E>?&#V9W--VVX--YT"#
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1*/)>J*%E# 1(;%J>E*+1# >U# 4E%';# J*>1%++-"# P'# >)C()# ;># >H()/>1(# ;7*+# E*1*;%5>',# <(# %*1# ;>#
?('()%;(#%#J%/;()*%E#/>X/3E;3)(#/>14>+(C#>U# %#'31J()# >U#('?*'(()(C# >)?%'*+1+#;7%;# 7%H(#;7(#
/%4%J*E*;&# ;># />'+31(# >'E&# +(E(/;# +3?%)+"# D7(# J%+(# >)?%'*+1# U>)# >3)# (_>);# *+# Clostridium+
phytofermentans+ cCphyd,# %# ?('(5/%EE&# ;)%/;%JE(# 1>C(E# J%/;()*31# ;7%;# /%'# C*)(/;E&# />'H();# %#
J)>%C# )%'?(# >U# J*>1%++# +>3)/(+# *';># (;7%'>E# %'C# 7&C)>?('# ?%+-"# N'(# >U# ;7(# 1>+;# %e)%/5H(#
/7%)%/;()*+5/+#>U#;7*+#>)?%'*+1#*+#;7%;#Cphy+/%'#4)>C3/(#J*>U3(E+#<*;7>3;#;7(#'((C#U>)#(f4('+*H(#
;7()1>/7(1*/%E#4)(;)(%;1(';#%'C#('g&1(#%CC*5>'+9X["#!()(#<(#)(4>);#;7(#E%;(+;#)(+3E;+#>U#>3)#
('?*'(()*'?# (_>);"# :(e()# 3'C()+;%'C*'?# >U# Cphy+/%'# 4)>H*C(# J*>('?*'(()*'?# +>E35>'+#
;># +*13E;%'(>3+E&# 35E*g(# %EE# U>)1+# >U# 4(';>+(# %'C# 7(f>+(# +3?%)+# 4)(+(';# *'# ;7(# 4E%';# <%+;("#
h+*'?#>3)#?('>1(X+/%E(#i3f#J%E%'/(#%'%E&+*+#cQ:Bd#1>C(E#>U#1(;%J>E*+1#*'#Cphy,#/>'+;)%*'(C#J&#
>3)# (f4()*1(';%E# C%;%,# <(# +(%)/7# U>)# +>E35>'# U>)# >451%E# C(?)%C%5>'# >U# 4E%';# 1%;()*%E,# %'C#
4)>C3/5>'#>U#J*>U3(E+#*'#Cphy.#
Experimental*data*
/(EE3E>+(#C(?)%C%5>'#J&#Cphy+*'#[#<((6++["+
##
2311%)&#>U##)(+3E;+W#
• h4;%6(#)%;(+#+7><#/%;%J>E*;(#)(4)(++*>'#*'#4(';>+(X7(f>+(#/>1J*'%5>'+"#
• Cphy#?)><;7#*'#4)(+('/(#>U#7(f>+(#*+#7*?7()#;7%'#4(';>+(#+3?%)"#
• 2(/>'C%)(;%J>E*;(+,#(;7%'>E#%'C#%/(;%;(,#%)(#4)>C3/(C#%'C#/%'#*'7*J*;#?)><;7"+
Our*bioengineering*gene*knockout*tools:*
#
Conclusions:*
IIGIXZN2DXjjjjjj
N3)#1*/)>+/>4&#+;3C*(+#>U#Cphy#
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Procedure*for*obtaining*curated*FBA*model6-7*
1. DraI*reconstruc9on**
-k#NJ;%*'#?('>1(#%''>;%5>'"##
9k#PC('5U&#/%'C*C%;(#1(;%J>E*/#U3'/5>'+"##
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[k#B++(1JE(#C)%l#)(/>'+;)3/5>'"##
Vk#K>EE(/;#(f4()*1(';%E#C%;%"#
2.*Refinement*of*reconstruc9on*
Yk#M(;()1*'(#%'C#H()*U&#+3J+;)%;(#%'C#/>U%/;>)#3+%?("#
]k#NJ;%*'#'(3;)%E#U>)13E%#U>)#(%/7#1(;%J>E*;("#
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--k#BCC#*'U>)1%5>'#U>)#?('(#%'C#)(%/5>'#E>/%E*g%5>'"#
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-[k#BCC#1(;%J>E*;(#*C('5b()"#
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9-k#BCC#(f/7%'?(#)(%/5>'+"#
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F]k#M(;()1*'(#?)><;7#1(C*31#)(@3*)(1(';+"#
5.*Data*assembly*and*dissemina9on*
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\Yk#BCC#?%4#*'U>)1%5>'#;>#;7(#)(/>'+;)3/5>'#>3;43;"#
4.*Network*evalua9on**
[Fn[[k#D(+;#*U#'(;<>)6#*+#1%++X%'C#/7%)?(#J%E%'/(C"#
[Vk#PC('5U(;%J>E*/#C(%CX('C+"#
[Yn[ak#Z()U>)1#?%4#%'%E&+*+"#
[\k#BCC#1*++*'?#(f/7%'?(#)(%/5>'+#;>#1>C(E"##
VTk#2(;#(f/7%'?(#/>'+;)%*';+#U>)#%#+*13E%5>'#/>'C*5>'"#
V-nVak#D(+;#U>)#+;>*/7*>1(;)*/%EE&#J%E%'/(C#/&/E(+"#
V\k#`(X/>143;(#?%4#E*+;"#
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1(C*31"#
YYk#D(+;#*U#J*>1%++#4)(/3)+>)+#/%'#J(#4)>C3/(C#*'#>;7()#?)><;7#1(C*%"#
Y]n]Vk#D(+;#*U#;7(#1>C(E#/%'#4)>C3/(#6'><'#+(/)(5>'#4)>C3/;+"#
]Yn]ak#K7(/6#U>)#JE>/6(C#)(%/5>'+"#
]\naTk#K>143;(#+*'?E(#?('(#C(E(5>'#47('>;&4(+"#
a-na9k#D(+;#U>)#6'><'#/%4%J*E*;(+#>U#;7(#>)?%'*+1"#
aFk#K>14%)(#4)(C*/;(C#47&+*>E>?*/%E#4)>4()5(+#<*;7#6'><'#4)>4()5(+"#
a[na]k#D(+;#*U#;7(#1>C(E#/%'#?)><#U%+;#('>3?7"#
aan\[k#D(+;#*U#;7(#1>C(E#?)><+#;>>#U%+;"#
3.*Conversion*of*reconstruc9on*into*computable*format*
Fak#P'*5%E*g(#;7(#KN:`B#;>>EJ>f"#
F\k#I>%C#)(/>'+;)3/5>'#*';>#.%;E%J"#
[Tk#m()*U&#+;>*/7*>1(;)*/#1%;)*f,#2,#>U#;7(#'(;<>)6#)(%/5>'#E*+;"#
[-k#2(;#>J8(/5H(#U3'/5>'"##
[9k#2(;#+*13E%5>'#/>'+;)%*';+"#
N3)#<>)6# *+# *'# 4)>?)(++"# #!><(H(),#>3)# )(+3E;+# ;>#C%;(#+7><# +;)>'?# %?)((1(';# <*;7#>J+()H(C#
47('>;&4(+"# # N3)# +&+;(1XE(H(E# %'%E&+(+# 7%H(# 4)>H*C(C# '>H(E# *'+*?7;+# *';># 1(;%J>E*+1# %'C#
?)><;7# >U# Cphy# 3'C()# C*_()(';# ?)><;7# />'C*5>'+"# # D7*+# )(+3E;# /%'# J(# 3+(C# ;># %C83+;# Cphyo+#
1(;%J>E*+1#*'#>)C()#;>#*'/)(%+(#4)>C3/5>'#>U#(;7%'>E#%'C#%H>*C#+>EH(';#+;)(++"##N3)#/>'/3))(';#
(_>);+# *'# C(H(E>4*'?# %# '>H(E# />143;%5>'%E# %44)>%/7# ;7%;# (f%1*'(+# ;7(# ;)%C(>_+# %1>'?# ;7(#
/>14(5'?#>J8(/5H(+#>U#;7(#>)?%'*+1#<*EE#+*?'*b/%';E(E4#)(C3/(#;7(#51(#%'C#(_>);#'((C(C#
;>#*C('5U&#%44)>4)*%;(#J*>('?*'(()*'?#;%)?(;+"#
Single Sugar Growth Curves
020 40 60 80
0.0
0.5
1.0
1.5
2.0
2.5 Galactose
Glucose
Xylose
Cellobiose
Time (Hours)
OD600
Sugar Combination Growth Curves
010 20 30 40
0.0
0.5
1.0
1.5
2.0 Glucose/Galactose
Xylose/Cellobiose
Xylose/Glucose
Xylose/Galactose
Time (Hours)
OD600
Glucose + Xylose H Column
010 20 30 40
0
5
10
15
20
25 mM Glucose
mM Xylose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Cellobiose + Xylose H Column
0 10 20 30 40
0
5
10
15
20
25 mM Cellobiose
mM Xylose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Galactose + Xylose
010 20 30 40
0
5
10
15
20 mM Galactose
mM Xylose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Glucose + Galactose H Column
0 10 20 30 40
0
5
10
15
20
25 mM Glucose
mM Galactose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
K>1J*'%5>'#+3?%)#/>'+3145>'#%'C#1(;%J>E*;(#C%;%W#
Cellobiose H Column
0 10 20 30 40
0
5
10
15
20
25 mM Cellobiose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Xylose H Column
0 20 40 60 80 100
0
5
10
15
20
25 mM Xylose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Glucose H Column
010 20 30 40
0
5
10
15
20
25 mM Glucose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
Galactose H Column
0 10 20 30 40
0
10
20
30 mM Galactose
mM Acetate
mM Ethanol
Time (hours)
mM Metabolite
2*'?E(#+3?%)#/>'+3145>'#%'C#1(;%J>E*;(#C%;%W#
Visualiza9on*of*gene*knockout*targets*=*****and*fermenta9on*pathway*
Number*of*Genes+aTY#
Number*reac9ons*-9[Y#
Number*compounds*-FF9#
Essen9al*reac9ons* 9[V#
Lethal*gene*knockouts* -]Y#
Lethal*gene*knockout*pairs** F-,TYT#
##0)>34#PP#*';)>'#;%)?(5'?#+&+;(1#
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)(4E*/%;(#*'#;7(#7>+;,#;7(#4)>1>;()#>U#/%+\#4)>;(*'#13+;#(f4)(++#*'#;7(#7>+;,#;7(#+`GB#4)>1>;()#%'C#%EE#
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• $(#+3//(++U3EE&#C(+*?'#%'C#J(?%'#;(+5'?#;7(+(#/>14>'(';+"#
• $(#C(H(E>4(C#4)>;>/>E#U>)#*;()%5H(#H%E*C%5>'#>U#K`P2Z`p/%+\#/>14>'(';+#*'#%#'(<#J%/;()*%#7>+;"##
• D7*+#<>)6#*+#*'#7>EC#J(/%3+(#;7(#J%/634#1(;7>C#>U#?)>34#PP#*';)>'#;%)?(5'?#4)>H(C#;>#J(#U%+;()"#
Cphy+c?)(('d+U>)1#J*>bE1#%??)(?%;(+#>'#/(EE3E>+(##
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##
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mM*Metabolite* mM*Metabolite*
mM*Metabolite*
mM*Metabolite*
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Flux*Balance*Analysis*(FBA)*
Theore9cal*Robustness*Analysis*