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Table 9 Effect of long-chain fatty acids (LCFA) oxidization in the triacarboxylic acid (TCA) cycle over model analysis

From: Exploring metabolism flexibility in complex organisms through quantitative study of precursor sets for system outputs

Main properties of the simplex vertices, assuming constant ATP-production,

with different ratios of LCFA oxidized in TCA

 

Dataset

% of FA

Model

Example of

Combinatorics

 

Validation

 
  

oxidated

name

maximized

of pathways

    
  

in TCA

 

function

        
     

R 19

R 15

R 14

R 8

R 64

R 63

R 13

 
     

NADPH

OAA →G3P

OAA →PYR

G3P →G6P

Peptide

Peptide

Pyr OAA

 
     

oxidation

   

hydrolysis

synthesis

  
 

(Ctrl)

0%

   

1831

   

125

1835

Non relevant flux values for R 13, R 64

 

10%

   

2451

   

2455

 

(CN)

0%

B

v 15- v 19

0

795

0

0

0

150

803

 

10%

1489

1497

 

20%

2357

2365

 

25%

2878

2886

 

(HB)

10%

   

6173

   

150

6145

 

20%

   

7115

   

7086

 
  

25%

   

7675

   

7646

 
 

(Ctrl)

0%

    

1831

  

125

1835

Non relevant flux values for R 13, R 64

 

10%

    

2451

  

2455

 

(CN)

0%

F

v 14- v 19

0

0

795

0

0

150

803

 

10%

1489

1497

 

20%

2357

2365

  

25%

2878

2886

 

(HB)

10%

    

6173

  

150

6145

 

20%

    

7115

  

7086

 
  

25%

    

7675

   

7646

 
 

(Ctrl)

0%

     

3662

 

125

4

Non relevant flux values for R 8, R 64

 

10%

     

4902

 
 

(CN)

0%

D

v 8- v 19

0

0

0

1590

0

150

8

 

10%

2978

 

20%

    

4714

 
  

25%

     

5756

  
 

(HB)

10%

     

12289

    
 

20%

D1

v 8- v 19- v 14

 

29

0

14172

    
 

25%

  

0

  

15292

0

150

0

 
 

10%

     

12289

    
 

20%

D2

v 8- v 19- v 15

 

0

29

14172

    
  

25%

     

15292

    
 

(Ctrl)

0%

      

305

430

4

Glucose is the unique precursor of lactose synthesis (AIO)

  

10%

      

409

533

 

(CN)

0%

H

v 64- v 19

0

0

0

0

133

283

8

  

10%

248

398

  

20%

      

393

543

 
  

25%

      

480

630

  
 

(HB)

10%

H1

v 64- v 19- v 14

0

29

0

0

1024

1174

0

Non relevant flux values for R 63

  

20%

1181

1331

  
  

25%

1274

1424

  
  

10%

H2

v 64- v 19- v 15

 

0

29

 

1024

1174

  
  

20%

  

1181

1331

  
  

25%

  

1274

1424

  
 

(Ctrl)

0%

  

669

1714

   

125

1718

Non relevant flux values for R 13, R 64

  

10%

  

694

2330

   

2334

 

(CN)

0%

A

v 15 + v 19

 

791

0

0

0

150

799

  

10%

22

1485

1493

  

20%

  

2353

    

2361

 

(HB)

10%

  

1216

5961

   

150

5932

  

20%

  

6902

   

6873

Extreme flux distributions within the set of plausible solutions

 

25%

  

7462

   

7433

 
 

(Ctrl)

0%

  

694

 

1714

  

125

1718

 
  

10%

    

2330

   

2334

 
 

(CN)

0%

E

v 14 + v 19

22

0

791

0

0

150

799

 
  

10%

1485

1493

 
  

20%

   

2353

  

2361

 
  

25%

   

2874

  

2882

Non relevant flux values for R 13, R 64

 

(HB)

10%

E1

v 14 + v 19

1216

32

5929

0

0

150

5932

 
  

20%

1216

32

6902

 

6873

 
  

25%

  

1216

32

7462

 

6920

 
  

10%

    

6008

   

5979

 
  

20%

E2

v 14 + v 19- 50v 15

946

0

6949

   

6920

 
  

25%

    

7509

   

7481

 
 

(Ctrl)

0%

  

694

  

3428

 

125

4

 
  

10%

    

4659

   
 

(CN)

0%

C

v 8 + v 19

22

0

0

1583

0

150

8

 
  

10%

2971

 
  

15%

    

4706

   
  

20%

    

5749

    
 

(HB)

10%

C1

v 8 + v 19

1216

32

0

11858

  

3

 
  

20%

     

13840

    
  

25%

     

14961

0

150

  
  

10%

C2

v 8 + v 19- 50v 15

946

0

29

11958

  

0

Non relevant flux values for R 8, R 64

  

20%

     

13840

    
  

25%

     

14961

    
 

(Ctrl)

0%

  

694

   

286

410

4

Glucose is the unique precursor of lactose synthesis (AIO)

  

10%

     

388

513

 

(CN)

0%

G

v 64 + v 19

22

0

0

0

132

282

8

  

10%

248

398

  

20%

     

392

542

 
  

25%

     

479

629

 
 

(HB)

10%

G1

v 64 + v 19

1216

32

0

0

989

1139

3

Non relevant flux values for R 63, R 64

  

20%

 

1145

1295

  

25%

      

1238

1388

 
  

10%

G2

v 64 + v 19- 50v 15

946

0

29

 

996

1146

0

  

20%

  

1146

1296

 
  

25%

      

1247

1397

  

Litterature-based upperbounds for fluxes

    

≤ 591

Non-zero

Lower than

≤ 266 mmol/h/half

 
       

mmol/

[28, 31]

whole body

udder [33]

  
       

h/half udder [33]

 

protein synthesis [29]

   
  1. To study the impact of the variability of FA oxidation, a ratio of long-chain FA (10%, 20%, 25%) was introduced in the TCA cycle. For datasets (CN), (Ctrl) and (HB) which were compatible with a given ratio of LCFA oxidation, extreme flux distributions and AIO coefficients variability were studied. Our main conclusions are robust to the introduction of LCFA oxidation (Table 8). Interestingly, as shown in (Table 9), the structure of the simplex generated by the (HB) diet is more complicated than the (Ctrl) and (CN) treatments, with 13 vertices for all hypotheses. This is due to the fact that R 15 is highly constrained by measurements, so that this flux cannot vanish when R 14 is optimized or when R 19 is maximized. All the vertices for the (HB)-simplex contradict knowledge-based literature.