Advisor: Prof. KC Han-Ching Wang Speaker: Danny Cheng-Yi Tung
Institute of Biotechnology, College of Bioscience and Biotechnology, National Cheng Kung University, Tainan 701, Taiwan
A Metabolic Flux Model of Glycolysis and
Glutaminolysis in Shrimp Hemocytes after
White Spot Syndrome Virus Infection
1
White Spot Syndrome Virus (WSSV)
• Large rod virus, dsDNA virus (genome~307kbp) • Complete replication cycle takes 22-24 hr
• A lethal agent, infecting penaeid shrimp (2-10 days)
WSSV virus
Healthy WSSV infected
Red body
White spots
Previous research in WSSV pathogenesis
• At WSSV genome replication stage (12 hpi), metabolic
changes resembling the Warburg effect are induced in infected cells.
3
Late stage 24 hpi
Lead to Cell death
WSSV WSSV WSSV WSSV WSSV WSSV WSSV
(Su et al., 2014) (Chen et al., 2011)
Replication
Replication stage 12 hpi
The Warburg effect
WSSV
Host
WSSV mRNA
WSSV genome
4
At WSSV genome replication stage,
aerobic glycosis and glutaminolysis seem to be triggered for supporting WSSV replication.
(Su et al., 2014)
(Li et al., 2015)
Three pathways change in WSSV infected shrimp
TCA cycle is disrupted. What is it driven by?
Glutamine driven? No. Glutamate driven? Yes !
Glucose
Glutaminolysis
Lactate
Pyruvate
Pyruvate TCA Acetyl-CoAGlutamine
Aspartate NADH CitrateAerobic glycolysis
How do changes in these 2 pathways benefit the virus?
Pentose phosphate pathway Nucleotides biosynthesis 5 Benefit: Produces more 1.ATP 2.Nucleotides 3.NADPH Benefit: Produces more 1.Nucleotides 2.NADH 3.ATP 4.Lipid 5.Amino acids
2
Current challenge
• Concentration changes of metabolites do not allow
conclusion of the metabolic fluxes or the direction of the flux changes.
6
Metabolite B Metabolite A
< 2 possible situations for the decrease in Metabolite B concentration>
metabolite producing enzyme activity
metabolite consuming enzyme activity
1
13
C tracer analysis is utilized to clarity the pathway
direction in shrimp after WSSV infection
7
U-13C
6 glucose U-13C5 glutamine
13C isotopic tracers can help identify the directions in the two
metabolic pathways Glutaminolysis 13C 12C 13C 12C
8
①
During WSSV replication stage(12hpi)do intermediates increase in these 2 pathways?
U-13C
6 glucose U-13C5 glutamine
Do glutaminolytic intermediates increase?
Aim
13C 12C 13C 12C1-1
1-2
Do glycolytic intermediates increase?
Glutaminolysis Glycolysis & TCA Cycle
U-13C 6 glucose 10 min 30 min 12 hpi Hcy Hcy PBS WSSV 9
Do glycolytic intermediates increase?
U-13C 5 glutamine 10 min 30 min 12 hpi Hcy Hcy PBS WSSV Sampling (#1 ~ #4) •Lyophilization •LC-ESI-MS • Genome copy number
Carbon flux WSSV replication
PL Hcy
Do glutaminolytic intermediates increase?
WSSV viral copy number
N um be r of c opi e s of W S S V ge nom ic DNA / hos t ge nom e c opi e s
12 hours post WSSV injection
0 0.00014 0.000006 0.000002 30 min 10 min 0.00012 0.00010 0.000004 * * 0.00008 0.00006 0.00004 SI injection before sampling SI/PBS SI/WSSV N um be r of c opi e s of W S S V ge nom ic D N A / hos t ge nom e c opi e s 0 0.0016 0.00015 0.00005 SI/PBS SI/WSSV 0.0014 0.0001 0.00025 0.0018 0.002 10 min 30min 0.0003 0.00035 * * 0.006 0.007
12 hours post WSSV injection
SI injection before sampling
Determination of the amount and timing of
13C labeled intermediates
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Stable isotopic tracer injection sampling (10 min’s sample wt) (10 min’s signal) (10-0 min) (30 min’s sample wt) (30 min’s signal) (30-10 min) (10 min’s sample wt) (10 min’s signal)
The amount of the 13C labeled intermediates
Signal counts/sample weight (mg)
Metabolite change over time(Production rates of 13C
labeled intermediates)
Metabolite change over time (0-10 min)
0 min 10 min 30 min
Metabolite change over time (10-30 min)
11
①
During WSSV replication stage(12hpi)do intermediates increase in these 2 pathways?
U-13C
6 glucose U-13C5 glutamine
Do glutaminolytic intermediates increase?
Aim
13C 12C 13C 12C1-1
1-2
Do glycolytic intermediates increase?
Glutaminolysis Glycolysis & TCA Cycle
13C labeled intermediates in glycolysis increased at 12 hpi
(Statistically significant differences are shown by 1–3 asterisks, p<0.05, p<0.01 and p<0.001)
12
Labeling from U-13C
6 glucose
Not Not Not
Labeling from U-13C
6 glucose
(Statistically significant differences are shown by 1–3 asterisks, p<0.05, p<0.01 and p<0.001)
13C labeled intermediates in TCA cycle is disrupted at 12 hpi
13
Not Not Not
13C labeled intermediates in glycolysis
increased at 12 hpi
13C labeled intermediates in downstream of TCA cycle
Labeling from U-13C 6 glucose (min) 0 3.2 6.4 12.8 16 9.6 10 20 30 10 20 30 10 20 30 10 20 30 10 20 30 10 20 30 0 40 80 160 200 120 0 40 80 160 200 120 0 60 120 240 300 180 0 60 120 240 300 180 0 60 120 240 300 180 G1P G6P F6P 2PG 3PG Lactate 0 36 72 144 180 108 0 36 72 144 180 108 0 3.2 6.4 12.8 16 9.6 0 10 20 40 50 30 0 16 32 64 80 48
Citric acid Isocitric acid α-KG
Succinic acid L-Malic acid
10 20 30
10 20 30
10 20 30
10 20 30
10 20 30
Glycolytic flux is increased and TCA cycle flux is disrupted at 12 hpi
14
Production rates of 13C labeled intermediates in glycolysis
increased at 12 hpi
suggest the up-regulation of glycolytic flux
Production rates of 13C labeled intermediates in TCA cycle
disrupted at 12hpi
15
①
During WSSV replication stage(12hpi)do intermediates increase in these 2 pathways?
U-13C
6 glucose U-13C5 glutamine
Do glutaminolytic intermediates increase?
Aim
13C 12C 13C 12C1-1
1-2
Do glycolytic intermediates increase?
Glutaminolysis Glycolysis & TCA Cycle
(Statistically significant differences are shown by 1–3 asterisks, p<0.05, p<0.01 and p<0.001)
13C labeled intermediates in glutaminolysis increased
at 12 hpi 16 Labeling from U-13C 5 glutamine Not Not Not
13C labeled intermediates in TCA cycle
Glutaminolytic flux is increased at 12 hpi
17
Labeling from U-13C
5 glutamine
Production rates of 13C labeled intermediates in TCA cycle
increased at 12 hpi
12 hpi
18 U-13C 6 glucose U-13C 5 glutamine10 min
after injection
The putative metabolic flux of 13C metabolites
in glycolysis and TCA cycle
Not
Not
Not
Metabolic flux (MF) 10<MF<30
Unit: [Signal counts*mg-1]/min
30<MF<60 100<MF<200 200<MF<400
19
②
U-13C 6 glucoseAim
13C 12CDuring WSSV late stage(24hpi) do intermediates increase in the
pathway?
20
②
Aim
U-13C 6 glucose 30 min 12 hpi Hcy Hcy PBS WSSV Sampling (#1 ~ #4) •Lyophilization •LC-ESI-MS • Genome copy numberCarbon flux WSSV replication
PL Hcy N um be r of c opi e s of W S S V ge nom ic DNA / hos t ge nom e c opi e s
24 hours post WSSV injection 0 0.6 0.00002 0.00001 0.000005 30 min SI/PBS SI/WSSV 10 min 0.5 0.4 0.000015 * ** 0.3 0.2 0.1 SI injection before sampling
Do glycolytic intermediates increase?
During WSSV late stage(24hpi) do intermediates increase in the
No enhancement of 13C labeled intermediates in glycolysis at 24 hpi
(Statistically significant differences are shown by 1–3 asterisks, p<0.05, p<0.01 and p<0.001)
21
Labeling from U-13C
6 glucose
Not Not Not
(Statistically significant differences are shown by 1–3 asterisks, p<0.05, p<0.01 and p<0.001)
No enhancement of 13C labeled intermediates in glycolysis at 24 hpi 22 Labeling from U-13C 6 glucose Not Not Not
13C labeled intermediates in glycolysis
Labeling from U-13C 6 glucose (min) 0 12 24 48 60 36 0 12 24 48 60 36 0 12 24 48 60 36 10 20 30 10 20 30 10 20 30 0 10 20 40 50 30 0 10 20 40 50 30 10 20 30 10 20 30 G1P G6P F6P 2PG 3PG 0 50 100 200 250 150 0 50 100 200 250 150 0 5 10 20 25 15 0 12 24 48 60 36 10 20 30 10 20 30 10 20 30 10 20 30
Citric acid Isocitric acid α-KG
L-Malic acid
No enhancement in glycolytic flux at 24 hpi
23
Production rates of 13C labeled intermediates in glycolysis
no enhancement at 24 hpi
Using U-13C
6 glucose as tracer
At 12 hpi
high glycolytic flux
disruption of the TCA cycle flux
WSSV-induced Warburg effect
At 24hpi
No enhancement of glycolytic flux
Conclusion
24 U-13C 6 glucose 24 hpi 12 hpi Metabolic flux (MF) 10<MF<30Unit: [Signal counts*mg-1]/min
30<MF<60 100<MF<200 200<MF<400
Using U-13C
5 glutamine as tracer
At 12 hpi
increased TCA cycle flux via glutaminolysis
Glutamine-driven glutaminolysis replenish the TCA
cycle at 12 hpi.
Conclusion
25 U-13C5 glutamine U-13C6 glucose Metabolic flux (MF) 10<MF<30Unit: [Signal counts*mg-1]/min
30<MF<60 100<MF<200 200<MF<400
Cancer cells with Warburg effect provides many benefits.
WSSV-induced Warburg effect at 12hpi
Benefits the replication of WSSV virus.
Conclusion
26 U-13C 6 glucose 24 hpi 12 hpi U-13C 5 glutamine Metabolic flux (MF) 10<MF<30Unit: [Signal counts*mg-1]/min
30<MF<60 100<MF<200 200<MF<400
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“We are getting a window into how things flow…”
Working on…
Differential
equation model
Thanks for your attention!
• Advisor : Prof. Han-Ching Wang
• Prof. Geen-Dong Chang, Dr. Der-Yen Lee • TLAB members
• National Cheng Kung University
• Ministry of Science and Technology in Taiwan
Acknowledgements
TLAB
members
Dr. Der-Yen Lee
Cancer cells with Warburg effect provides many benefits.
WSSV-induced Warburg effect at 12hpi
Benefits the replication of WSSV virus.
Conclusion
29 U-13C 6 glucose 24 hpi 12 hpi U-13C 5 glutamine Metabolic flux (MF) 10<MF<30Unit: [Signal counts*mg-1]/min
30<MF<60 100<MF<200 200<MF<400