Quantitative determinants of aerobic glycolysis identify flux through

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Supplementary material and methods
Kinetic mass-balance equations
Intracellular metabolites:
𝑑𝐺𝐿𝐢𝑖
= π½π‘”π‘‘π‘Ÿ − π‘‰β„Žπ‘˜
𝑑𝑑
𝑑𝐺6𝑃
𝑑𝑑
𝑑𝐹6𝑃
𝑑𝑑
𝑑𝐹𝐡𝑃
𝑑𝑑
= π‘‰β„Žπ‘˜ − 𝑉𝑔𝑝𝑖 − 𝑉𝑔𝑠𝑦𝑛 − 𝑉𝑔6𝑝𝑑 + π‘‰π‘”π‘β„Žπ‘œπ‘ 
= 𝑉𝑔𝑝𝑖 − π‘‰π‘π‘“π‘˜
= π‘‰π‘π‘“π‘˜ − π‘‰π‘Žπ‘™π‘‘
𝑑𝐺𝐴3𝑃
= π‘‰π‘Žπ‘™π‘‘ − π‘‰π‘”π‘Žπ‘π‘‘β„Ž + 𝑉𝑑𝑝𝑖
𝑑𝑑
𝑑𝐷𝐻𝐴𝑃
𝑑𝑑
𝑑13𝐡𝑃𝐺
𝑑𝑑
𝑑3𝑃𝐺
𝑑𝑑
𝑑2𝑃𝐺
𝑑𝑑
𝑑𝑃𝐸𝑃
𝑑𝑑
π‘‘π‘ƒπ‘Œπ‘…
𝑑𝑑
𝑑𝐿𝐴𝐢𝑖
𝑑𝑑
= π‘‰π‘Žπ‘™π‘‘ − 𝑉𝑑𝑝𝑖 − π‘‰π‘”π‘Ÿπ‘π‘‘β„Ž − 𝑉𝑔𝑝𝑠
= π‘‰π‘”π‘Žπ‘π‘‘β„Ž − π‘‰π‘π‘”π‘˜
= π‘‰π‘π‘”π‘˜ − π‘‰π‘π‘”π‘š − π‘‰π‘π‘”π‘‘β„Ž
= π‘‰π‘π‘”π‘š − 𝑉𝑒𝑛
= 𝑉𝑒𝑛 − π‘‰π‘π‘˜
= π‘‰π‘π‘˜ − π‘‰π‘œπ‘₯π‘β„Žπ‘œπ‘  − π‘‰π‘™π‘‘β„Ž − π‘‰π‘Žπ‘™π‘‘
= π‘‰π‘™π‘‘β„Ž − π½π‘™π‘‘π‘Ÿ
𝑑𝐴𝑇𝑃
= −π‘‰β„Žπ‘˜ −π‘‰π‘π‘“π‘˜ +π‘‰π‘π‘”π‘˜ + π‘‰π‘π‘˜ + π‘›π‘œπ‘ π‘‰π‘œπ‘₯π‘β„Žπ‘œπ‘  − π‘‰π‘Žπ‘‘π‘π‘Žπ‘ π‘’ + π‘‰π‘π‘˜ − π‘‰π‘Žπ‘˜ + π‘›π‘“π‘Žπ‘‘ 𝑉𝑔𝑝𝑠 +
π‘›π‘›π‘Žπ‘‘ π‘‰π‘šπ‘Žπ‘ 
𝑑𝐴𝐷𝑃
= π‘‰β„Žπ‘˜ +π‘‰π‘π‘“π‘˜ −π‘‰π‘π‘”π‘˜ − π‘‰π‘π‘˜ − π‘›π‘œπ‘ π‘‰π‘œπ‘₯π‘β„Žπ‘œπ‘  + π‘‰π‘Žπ‘‘π‘π‘Žπ‘ π‘’ − π‘‰π‘π‘˜ + 2 ⋅ π‘‰π‘Žπ‘˜ − π‘›π‘“π‘Žπ‘‘ 𝑉𝑔𝑝𝑠 −
𝑑𝑑
π‘›π‘›π‘Žπ‘‘ π‘‰π‘šπ‘Žπ‘ 
𝑑𝑑
𝑑𝑃𝑖
𝑑𝑑
= −π‘‰π‘”π‘Žπ‘π‘‘β„Ž + π‘‰π‘π‘”π‘‘β„Ž − π‘›π‘œπ‘ π‘‰π‘œπ‘₯π‘β„Žπ‘œπ‘  + π‘‰π‘Žπ‘‘π‘π‘Žπ‘ π‘’ − π‘›π‘›π‘Žπ‘‘ π‘‰π‘šπ‘Žπ‘  + 2 ⋅ 𝑉𝑔𝑠𝑦𝑛 −π‘‰π‘”π‘β„Žπ‘œπ‘ 
𝑑𝑁𝐴𝐷𝐻
𝑑𝑑
= π‘‰π‘”π‘Žπ‘π‘‘β„Ž − π‘‰π‘™π‘‘β„Ž + π‘‰π‘π‘”π‘‘β„Ž − π‘‰π‘”π‘Ÿπ‘π‘‘β„Ž − π‘‰π‘šπ‘Žπ‘  −𝑉𝑔𝑝𝑠
π‘‘π‘ƒπΆπ‘Ÿ
𝑑𝑑
𝑑𝑂2𝑖
𝑑𝑑
= −π‘‰π‘π‘˜
= 𝐽𝑂2 − π‘›π‘œπ‘₯ π‘‰π‘œπ‘₯π‘β„Žπ‘œπ‘ 
𝑑𝐺𝐿𝐺
= 𝑉𝑔𝑠𝑦𝑛 − π‘‰π‘”π‘β„Žπ‘œπ‘ 
𝑑𝑑
𝑑𝑆𝐸𝑅
𝑑𝑑
π‘‘πΊπΏπ‘Œ
𝑑𝑑
= π‘‰π‘π‘”π‘‘β„Ž − π‘‰π‘”β„Žπ‘šπ‘‘ − 𝑉𝑠𝑝𝑑
= π‘‰π‘”β„Žπ‘šπ‘‘ − 𝑉𝑔𝑝𝑑 ;
Extracellular metabolites:
𝑑𝐺𝐿𝐢𝑒
𝑑𝑑
𝑑𝐿𝐴𝐢𝑒
𝑑𝑑
= 0
= π‘Ÿπ‘–π‘’ ⋅ π½π‘™π‘‘π‘Ÿ
Rate laws for each flux
1. Glucose transport
π½π‘”π‘‘π‘Ÿ =
𝐺𝑙𝑐𝑖
𝐺𝑙𝑐𝑒
−
)
πΎπ‘šπ‘”π‘™π‘ πΎπ‘šπ‘”π‘™π‘
𝐺𝑙𝑐𝑖
𝐺𝑙𝑐𝑒
1+
+
πΎπ‘šπ‘”π‘™π‘ πΎπ‘šπ‘”π‘™π‘
π‘‰π‘šπ‘Žπ‘₯ π‘‘π‘Ÿ (
2. Glucose utilization
𝐺𝐿𝐢𝑖 ∗𝐴𝑇𝑃
π‘šπ‘Žπ‘₯ 𝐺6𝑃∗𝐴𝐷𝑃
−π‘‰π‘Ÿβ„Žπ‘˜
πΎπ‘šβ„Žπ‘˜π‘“
πΎπ‘šβ„Žπ‘˜π‘Ÿ
𝐺𝐿𝐢𝑖 ∗𝐴𝑇𝑃 𝐺6𝑃∗𝐴𝐷𝑃
1+
+
πΎπ‘šβ„Žπ‘˜π‘“
πΎπ‘šβ„Žπ‘˜π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“β„Žπ‘˜
π‘‰β„Žπ‘˜ = (
)∗
𝑖
πΎβ„Žπ‘˜
⁄ 𝑖
(πΎβ„Žπ‘˜ + 𝐺6𝑃)
3. Phosphoglucose isomerase activity
a. 𝑉𝑝𝑔𝑖 = (
𝐺6𝑃
π‘šπ‘Žπ‘₯ 𝐹6𝑃
−π‘‰π‘Ÿπ‘π‘”π‘–
πΎπ‘šπ‘π‘”π‘–π‘“
πΎπ‘šπ‘π‘”π‘–π‘Ÿ
𝐺6𝑃
𝐹6𝑃
1+
+
πΎπ‘šπ‘π‘”π‘–π‘“ πΎπ‘šπ‘π‘”π‘–π‘Ÿ
π‘šπ‘Žπ‘₯
𝑉𝑓𝑝𝑔𝑖
)
4. Phosphofructokinase
π‘‰π‘π‘“π‘˜ = (
+
𝐹6𝑃∗𝐴𝑇𝑃
π‘šπ‘Žπ‘₯ 𝐹16𝐡𝑃∗𝐴𝐷𝑃∗𝐻
−π‘‰π‘Ÿπ‘π‘“π‘˜
πΎπ‘šπ‘π‘“π‘˜π‘“
πΎπ‘šπ‘π‘“π‘˜π‘Ÿ
𝐹6𝑃∗𝐴𝑇𝑃 𝐹16𝐡𝑃∗𝐴𝐷𝑃∗𝐻+
1+
+
πΎπ‘šπ‘π‘“π‘˜π‘“
πΎπ‘šπ‘π‘“π‘˜π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘π‘“π‘˜
5. Aldolase
π‘‰π‘Žπ‘™ =
𝐹16𝐡𝑃
π‘šπ‘Žπ‘₯ 𝐺𝐴𝑃∗𝐷𝐻𝐴𝑃
−π‘‰π‘Ÿπ‘Žπ‘™
πΎπ‘šπ‘Žπ‘™π‘“
πΎπ‘šπ‘Žπ‘™π‘Ÿ
𝐹16𝐡𝑃 𝐺𝐴𝑃∗𝐷𝐻𝐴𝑃
1+
+
πΎπ‘šπ‘Žπ‘™π‘“
πΎπ‘šπ‘Žπ‘™π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘Žπ‘™
6. Triosephosphate isomerase
) ∗ 𝐴𝑀𝑃⁄ π‘Ž
(πΎπ‘π‘“π‘˜ + 𝐴𝑀𝑃)
𝐷𝐻𝐴𝑃
π‘šπ‘Žπ‘₯ 𝐺𝐴𝑃
−π‘‰π‘Ÿπ‘‘π‘π‘–
πΎπ‘šπ‘‘π‘π‘–π‘“
πΎπ‘šπ‘‘π‘π‘–π‘Ÿ
𝐷𝐻𝐴𝑃
𝐺𝐴𝑃
1+
+
πΎπ‘šπ‘‘π‘π‘–π‘“ πΎπ‘šπ‘‘π‘π‘–π‘Ÿ
π‘šπ‘Žπ‘₯
𝑉𝑓𝑑𝑝𝑖
𝑉𝑑𝑝𝑖 =
7. Glyceraldehyde phosphate dehydrogenase
π‘‰π‘”π‘Žπ‘π‘‘β„Ž =
+
𝐺𝐴𝑃∗𝑃𝑖 ∗𝑁𝐴𝐷+
π‘šπ‘Žπ‘₯ 13𝐡𝑃𝐺∗𝑁𝐴𝐷𝐻∗𝐻
−π‘‰π‘Ÿπ‘”π‘Žπ‘π‘‘β„Ž
πΎπ‘šπ‘”π‘Žπ‘π‘‘β„Žπ‘“
πΎπ‘šπ‘”π‘Žπ‘π‘‘β„Žπ‘Ÿ
𝑃
𝐺𝐴𝑃
𝑁𝐴𝐷+ 𝐺𝐴𝑃∗𝑃𝑖 ∗𝑁𝐴𝐷+ 13𝐡𝑃𝐺
𝑁𝐴𝐷𝐻
13𝐡𝑃𝐺∗𝑁𝐴𝐷𝐻∗𝐻+
1+ π‘”π‘Žπ‘π‘‘β„Ž + 𝑖 + π‘”π‘Žπ‘π‘‘β„Ž +
+
+ π‘”π‘Žπ‘π‘‘β„Ž +
πΎπ‘šπ‘π‘–
πΎπ‘šπ‘”π‘Žπ‘π‘‘β„Žπ‘“
πΎπ‘šπ‘π‘π‘”
πΎπ‘šπ‘”π‘Žπ‘π‘‘β„Žπ‘Ÿ
πΎπ‘šπ‘”π‘Žπ‘
𝐾
𝐾
π‘šπ‘›π‘Žπ‘‘
π‘šπ‘›π‘Žπ‘‘β„Ž
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘”π‘Žπ‘π‘‘β„Ž
,
8. Phosphoglycerate kinase
π‘šπ‘Žπ‘₯ 13𝐡𝑃𝐺 ∗ 𝐴𝐷𝑃
π‘šπ‘Žπ‘₯ 3𝑃𝐺 ∗ 𝐴𝑇𝑃
π‘‰π‘“π‘π‘”π‘˜
− π‘‰π‘Ÿπ‘π‘”π‘˜
πΎπ‘šπ‘π‘”π‘˜π‘“
πΎπ‘šπ‘π‘”π‘˜π‘Ÿ
π‘‰π‘π‘”π‘˜ =
13𝐡𝑃𝐺 ∗ 𝐴𝐷𝑃 3𝑃𝐺 ∗ 𝐴𝑇𝑃
1+
+
πΎπ‘šπ‘π‘”π‘˜π‘“
πΎπ‘šπ‘π‘”π‘˜π‘Ÿ
9. Phosphoglycerate mutase
π‘‰π‘π‘”π‘š =
3𝑃𝐺
2𝑃𝐺
π‘šπ‘Žπ‘₯
−π‘‰π‘Ÿπ‘π‘”π‘š
πΎπ‘šπ‘π‘”π‘šπ‘“
πΎπ‘šπ‘π‘”π‘šπ‘Ÿ
3𝑃𝐺
2𝑃𝐺
1+
+
πΎπ‘šπ‘π‘”π‘šπ‘“ πΎπ‘šπ‘π‘”π‘šπ‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘π‘”π‘š
10. Enolase
𝑉𝑒𝑛 =
2𝑃𝐺
π‘šπ‘Žπ‘₯ 𝑃𝐸𝑃
−π‘‰π‘Ÿπ‘’π‘›
πΎπ‘šπ‘’π‘›π‘“
πΎπ‘šπ‘’π‘›π‘Ÿ
2𝑃𝐺
𝑃𝐸𝑃
1+
+
πΎπ‘šπ‘’π‘›π‘“ πΎπ‘šπ‘’π‘›π‘Ÿ
π‘šπ‘Žπ‘₯
𝑉𝑓𝑒𝑛
11. Pyruvate kinase
π‘šπ‘Žπ‘₯ 𝑃𝐸𝑃 ∗ 𝐴𝐷𝑃
π‘šπ‘Žπ‘₯ π‘ƒπ‘Œπ‘… ∗ 𝐴𝑇𝑃
π‘‰π‘“π‘π‘˜
− π‘‰π‘Ÿπ‘π‘˜
πΎπ‘šπ‘π‘˜π‘“
πΎπ‘šπ‘π‘˜π‘Ÿ
π‘‰π‘π‘˜ = (
) ∗ 𝐹16𝐡𝑃⁄ π‘Ž
𝑃𝐸𝑃 ∗ 𝐴𝐷𝑃 π‘ƒπ‘Œπ‘… ∗ 𝐴𝑇𝑃
(πΎπ‘π‘˜ + 𝐹16𝐡𝑃)
1+
+
πΎπ‘šπ‘π‘˜π‘“
πΎπ‘šπ‘π‘˜π‘Ÿ
12. Lactate dehydrogenase
π‘‰π‘™π‘‘β„Ž =
+
π‘ƒπ‘Œπ‘…∗𝑁𝐴𝐷𝐻
π‘šπ‘Žπ‘₯ 𝐿𝐴𝐢𝑖 ∗𝑁𝐴𝐷
−π‘‰π‘Ÿπ‘™π‘‘β„Ž
πΎπ‘šπ‘™π‘‘β„Žπ‘“
πΎπ‘šπ‘™π‘‘β„Žπ‘Ÿ
π‘ƒπ‘Œπ‘…
𝑁𝐴𝐷𝐻
π‘ƒπ‘Œπ‘…∗𝑁𝐴𝐷𝐻 𝐿𝐴𝐢𝑖
𝑁𝐴𝐷+ 𝐿𝐴𝐢𝑖 ∗𝑁𝐴𝐷+
1+ π‘™π‘‘β„Ž + π‘™π‘‘β„Ž
+
+ π‘™π‘‘β„Ž + π‘™π‘‘β„Ž +
πΎπ‘šπ‘™π‘‘β„Žπ‘“
πΎπ‘šπ‘™π‘‘β„Žπ‘Ÿ
πΎπ‘šπ‘π‘¦π‘Ÿ πΎπ‘šπ‘›π‘Žπ‘‘β„Ž
πΎπ‘šπ‘™π‘Žπ‘ πΎπ‘šπ‘›π‘Žπ‘‘
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘™π‘‘β„Ž
13. Lactate Transport
π½π‘™π‘‘π‘Ÿ =
𝐿𝐴𝐢𝑖
𝐿𝐴𝐢𝑒
−
)
πΎπ‘šπ‘™π‘Žπ‘ πΎπ‘šπ‘™π‘Žπ‘
𝐿𝐴𝐢𝑖
𝐿𝐴𝐢𝑒
1+
+
πΎπ‘šπ‘™π‘Žπ‘ πΎπ‘šπ‘™π‘Žπ‘
π‘šπ‘Žπ‘₯
π‘‰π‘™π‘‘π‘Ÿ
(
14. OxPhos
π‘‰π‘œπ‘₯ =
π‘ƒπ‘Œπ‘…
πΎπ‘šπ‘π‘¦π‘Ÿπ‘œπ‘₯
π‘ƒπ‘Œπ‘…
1+
πΎπ‘šπ‘π‘¦π‘Ÿπ‘œπ‘₯
π‘šπ‘Žπ‘₯
π‘‰π‘œπ‘₯
*
𝑂2𝑖
πΎπ‘šπ‘œ2𝑖
𝑂
1+ 2𝑖
πΎπ‘šπ‘œ2𝑖
∗
𝐴𝐷𝑃
πΎπ‘šπ‘Žπ‘‘π‘π‘œπ‘₯
𝐴𝐷𝑃
1+
πΎπ‘šπ‘Žπ‘‘π‘π‘œπ‘₯
;
15. Malate-Aspartate shuttle
π‘‰π‘šπ‘Žπ‘  = π‘‰π‘œπ‘₯ =
π‘ƒπ‘Œπ‘…
πΎπ‘šπ‘π‘¦π‘Ÿπ‘œπ‘₯
π‘ƒπ‘Œπ‘…
1+
πΎπ‘šπ‘π‘¦π‘Ÿπ‘œπ‘₯
π‘šπ‘Žπ‘₯
π‘‰π‘œπ‘₯
∗
𝑂2𝑖
πΎπ‘šπ‘œ2𝑖
𝑂
1+ 2𝑖
πΎπ‘šπ‘œ2𝑖
∗
𝐴𝐷𝑃
πΎπ‘šπ‘Žπ‘‘π‘π‘œπ‘₯
𝐴𝐷𝑃
1+
πΎπ‘šπ‘Žπ‘‘π‘π‘œπ‘₯
16. ATPase
+
𝐴𝑇𝑃
π‘šπ‘Žπ‘₯ 𝐴𝐷𝑃∗𝑃𝑖 ∗𝐻
−π‘‰π‘Ÿπ‘Žπ‘‘π‘
πΎπ‘šπ‘Žπ‘‘π‘π‘“
πΎπ‘šπ‘Žπ‘‘π‘π‘Ÿ
𝐴𝐷𝑃∗𝑃𝑖 ∗𝐻+
𝐴𝑇𝑃
1+
+
πΎπ‘šπ‘Žπ‘‘π‘π‘“
πΎπ‘šπ‘Žπ‘‘π‘π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘Žπ‘‘π‘
π‘‰π‘Žπ‘‘π‘π‘Žπ‘ π‘’ =
17. Creatine kinase
π‘‰π‘π‘˜ =
𝑃𝐢𝑅∗𝐴𝐷𝑃
π‘šπ‘Žπ‘₯ 𝐢𝑅∗𝐴𝑇𝑃
−π‘‰π‘Ÿπ‘π‘˜
πΎπ‘šπ‘π‘˜π‘“
πΎπ‘šπ‘π‘˜π‘Ÿ
𝑃𝐢𝑅∗𝐴𝐷𝑃 𝐢𝑅∗𝐴𝑇𝑃
1+
+
πΎπ‘šπ‘π‘˜π‘“
πΎπ‘šπ‘π‘˜π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘π‘˜
18. Adenylate kinase
π‘‰π‘Žπ‘˜ =
2
𝐴𝑇𝑃∗𝐴𝑀𝑃
π‘šπ‘Žπ‘₯ 𝐴𝐷𝑃
−π‘‰π‘Ÿπ‘Žπ‘˜
πΎπ‘šπ‘Žπ‘˜π‘“
πΎπ‘šπ‘Žπ‘˜π‘Ÿ
𝐴𝑇𝑃∗𝐴𝑀𝑃 𝐴𝐷𝑃2
1+
+
πΎπ‘šπ‘Žπ‘˜π‘“
πΎπ‘šπ‘Žπ‘˜π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘Žπ‘˜
19. Oxygen transport to the cell
π½π‘‚π‘‘π‘Ÿ2 = π‘˜π‘‚2 (𝐢𝑂2𝑒 − 𝐢𝑂2𝑖 )
20. De novo synthesis of Serine through 3-phosphoglycerate dehydrogenase
(PHGDH). This involves a lumping of 3 reactions 3PG + NAD+ ↔ p-hPYR +
NADH+H+, p-hPYR↔pSER, pSER↔SER
π‘‰π‘β„Žπ‘”π‘‘β„Ž
3𝑃𝐺 ∗ 𝑁𝐴𝐷 +
𝑆𝐸𝑅 ∗ 𝑁𝐴𝐷𝐻 ∗ 𝐻 +
π‘šπ‘Žπ‘₯
− π‘‰π‘Ÿπ‘β„Žπ‘”π‘‘β„Ž
πΎπ‘šπ‘β„Žπ‘”π‘‘β„Žπ‘“
πΎπ‘šπ‘β„Žπ‘”π‘‘β„Žπ‘Ÿ
=
3𝑃𝐺
𝑁𝐴𝐷 + 3𝑃𝐺 ∗ 𝑁𝐴𝐷 +
𝑆𝐸𝑅
𝑁𝐴𝐷𝐻 𝑆𝐸𝑅 ∗ 𝑁𝐴𝐷𝐻 ∗ 𝐻 +
1 + π‘β„Žπ‘”π‘‘β„Ž + π‘β„Žπ‘”π‘‘β„Ž +
+ π‘β„Žπ‘”π‘‘β„Ž + π‘β„Žπ‘”π‘‘β„Ž +
πΎπ‘šπ‘β„Žπ‘”π‘‘β„Žπ‘“ 𝐾
πΎπ‘šπ‘β„Žπ‘”π‘‘β„Žπ‘Ÿ
𝐾
𝐾
𝐾
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘β„Žπ‘”π‘‘β„Ž
π‘š3𝑝𝑔
π‘šπ‘›π‘Žπ‘‘
π‘šπ‘ π‘’π‘Ÿ
π‘šπ‘›π‘Žπ‘‘β„Ž
21. De novo GLY synthesis through glycine hydroxymethyltransferase (GHMT,
2.1.2.1). SER↔GLY
π‘‰π‘”β„Žπ‘šπ‘‘ =
𝑆𝐸𝑅
πΊπΏπ‘Œ
π‘šπ‘Žπ‘₯
−π‘‰π‘Ÿπ‘”β„Žπ‘šπ‘‘
πΎπ‘šπ‘”β„Žπ‘šπ‘‘π‘“
πΎπ‘šπ‘”β„Žπ‘šπ‘‘π‘Ÿ
𝑆𝐸𝑅
πΊπΏπ‘Œ
1+
+
πΎπ‘šπ‘”β„Žπ‘šπ‘‘π‘“ πΎπ‘šπ‘”β„Žπ‘šπ‘‘π‘Ÿ
π‘šπ‘Žπ‘₯
π‘‰π‘“π‘”β„Žπ‘šπ‘‘
Parameters
The parameters used in the equations and the justifications for their starting points are
shown below.
Steady state concentrations
Starting values of model concentrations were taken from a total of several references with
values below(Buxton and Frank 1997; Ercan-Fang, Gannon et al. 2002; Konig, Bulik et
al. 2012).
Steady State Species concentrations
Species
Conc.,
Conc range, mM
mM
2.5
3.5-6.9
GLC
0.25
0.05-0.32
G6P
7.73E-02
0.01-0.1
F6P
1.55E-01 0.016-0.030
F16BP
2.00E-03 0.001-0.28
GA3P
4.14E-02 0.01-0.1
DHAP
1.00E-01
13BPG*
0.5
0.05-0.41
3PG
3.00E-02 0.007-0.05
2PG
0.15
0.012-0.27
PEP
5.00E-01
0.02-0.27
PYR
5
0.1-2.5
LAC
3.00E+00 0.5-3.5
ATP
1.18E-02 0.5-1.4
ADP
4.62E-05 0.04
AMP
4.00E+00 3.6-5.7
Pi
1.00E-03 0.03-0.05
NADH
5.49E-01 0.45
NAD+
1.00E+01 10.0-21.0
PCr
0.04
0.026-0.034 (25mmHg)
O2i**
3.00E-01
SER
1.30E-01
GLY
3.00E-01
pSER
7.00E+00
pH
Extracellular
concentrations
5.00E+00
GLCe
5.00E-01
LACe
3.00E-01
SERe
1.30E-01
GLYe
* estimated based on Thermodynamics
** calculated based on Henry's law of solubility of O2 in water at 37°C
Rate constants
Starting rate constants are shown below. The Km values for substrates in glycolysis are
set equal to the steady state substrate concentrations in single-substrate reactions and
equal to the product of substrate concentrations in multisubstrate reactions. Km values
are reported in units of mM. Vmax values are reported in units of mM/hr.
Enzyme
GLUT
Parameter/value
Vmaxtr
Kmglc
100
2.1
Vmaxf
Kmf
176
7.5
Vmaxf
Kmf
858
0.25
Vmaxf
Kmf
1769
0.23
Kmr
2.94E-10
Kmr
7.73E-02
Kmr
1.82E-10
Vmaxf
321
Vmaxf
859
Vmaxf
781
Kmf
0.16
Kmf
0.04
Kmnad
0.55
Kmr
8.29E-05
Kmr
0.002
Kmnadh
0.001
PGK
Vmaxf
221
Kmr
1.5
PGM
Vmaxf
527.895
Vmaxf
1340.08
9
Vmaxf
211.525
Kmf
1.18E03
Kmf
0.5
Kmf
0.03
Kmf
1.77E03
Kmnadh
0.001
Kmlac
3
Kmpyr
0.001
Kmf
3
Kmf
5
Kmf
5
Kmr
0.15
Ka
0.5
Kmnad
0.549
Kmpyr
0.5
Kmo2
0.005
Kmr
4.71E-09
Kmr
2
Kmr
2
Kmadp
0.005
HK
PGI
PFK
ALD
TPI
GAPDH
ENO
PK
LDH
MCT
OxPhos
ATPase
CKase
AKase
O2transp
Vmaxf
434
Vmaxtr
60
Vmax
8.4
Vmaxf
390
Vmaxf
1000
Vmaxf
2000
ko2
164
Ki
0.2
Ka
0.001
Kmgap
2.00E-03
Kmpi
4
Kmbpg
1.00E-01
Kmf
4.392e-3
Kmlac
5
Kmf
5.00E-04
Kmr
2.745
Kmr
0.03
Kmr
0.15
Kmr
1.00E
-11
PHGDH
GHMT
Other
parameters
Vmaxf
Km3pg
Kmnad
Kmser
0
0.5
0.5
0.1
Vmaxf
0
nop
Kmf
1.5
nfad
Kmr
0.5
nnad
nox
12.5
1.5
2.5
3
Kmnad
h
0.01
Kmf
Kmr
0.25
1.00E10
Cell uptake and release fluxes
Typical uptake and release fluxes were considered(Shestov, Mancuso et al. 2013).
Cell Uptake-Release
Fluxes mM/h
Fglc
Fmpc
Ftca
Fldh
Fltr
CMRO2
Fatp(cyt)
Fatp(mit)
WE
80
8.8
10.7
150
150
34
150
174
14.6
Thermodynamics
Standard Gibbs Free Energies (dG) were used to constrain fluxes based on Haldane
relationships(Goldberg, Tewari et al. 2004; Li, Wu et al. 2011).
Reaction
HK
PGI
PFK
ALD
TPI
GAPDH
PGK
PGM
ENO
PK
LDH
CK
dG, kJ/mol
-19.22
2.78
-15.62
24.64
7.57
2.6
-21.6
6.35
-4.47
-27.18
-23.9
-12.5
AK
ATPase
0
-32.42
Supplementary References to Materials and Methods
Buxton, R. B. and L. R. Frank (1997). "A model for the coupling between cerebral blood
flow and oxygen metabolism during neural stimulation." J Cereb Blood Flow
Metab 17(1): 64-72.
Ercan-Fang, N., M. C. Gannon, et al. (2002). "Integrated effects of multiple modulators
on human liver glycogen phosphorylase a." Am J Physiol Endocrinol Metab
283(1): E29-37.
Goldberg, R. N., Y. B. Tewari, et al. (2004). "Thermodynamics of enzyme-catalyzed
reactions--a database for quantitative biochemistry." Bioinformatics 20(16): 28742877.
Konig, M., S. Bulik, et al. (2012). "Quantifying the contribution of the liver to glucose
homeostasis: a detailed kinetic model of human hepatic glucose metabolism."
PLoS Comput Biol 8(6): e1002577.
Li, X., F. Wu, et al. (2011). "A database of thermodynamic properties of the reactions of
glycolysis, the tricarboxylic acid cycle, and the pentose phosphate pathway."
Database (Oxford) 2011: bar005.
Shestov, A. A., A. Mancuso, et al. (2013). "Metabolic network analysis of DB1
melanoma cells: how much energy is derived from aerobic glycolysis?" Adv Exp
Med Biol 765: 265-271.
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