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REVISITING METRONOMICS: MODEL-­‐DRIVEN GEMCITABINE IN MICE WITH RESISTANT NEUROBLASTOMA Aurelie Lombard SMARTc UMR S_911 CRO2, Marseille 1 Metronomics •  New, alterna,ve dosing schedules can help to improve the efficacy/toxicity balance of an,cancer treatments. •  Metronomics is based upon the repeated administra,on of low-­‐dose cytotoxics over a long period of ,me. •  Beyond reducing toxici,es, higher efficacy can be achieved through novel mechanisms of ac,on (i.e., an,angiogenic + immuno-­‐s,mula,ng proper,es). 2 André et al. 2012
Metronomics •  The very concept of “repeated administra,on of low-­‐dose cytotoxics over a long period of ,me” covers numerous possibili,es: •  What is a small dose? •  What is a repeated administra,on? •  What is a long period of ,me? •  Empirical search for op,mal condi,ons would require costly , unethical and ,me-­‐consuming animal experiments. 3 Metronomics Gemcitabine •  Doses: 1, 2, 3.3, 5, 10, 30 mg/kg…
•  Schedule: daily, 1-day on/2-days off, 3-weeks on/1-week off …
•  Duration: 3 weeks, 4 weeks, continuous…
4 Modeling & Simulation •  Mathema,cal modeling can help to iden,fy ann op,mal solu,on among numerous combina,ons. •  This strategy is based upon the use of any data made available which are likely to help build a mathema,cal model and iden,fy its parameters. +
•  Once built and validated, the model can generate in silico an infinity of simula,ons ‘,ll a solu,on to a given problem (e.g.: “what is the best dosing to ensure maximum efficacy?”) is found. 5 Computational Oncology & Metronomics 6 Barbolosi D et al. 2013, 2014
MetroGem Study Can metronomics help to improve the efficacy of gemcitabine on a resistant neuroblastoma (GI-­‐MEN, p53-­‐)? Standard Model-­‐driven GMZR
100 mg/kg i.p. QW
for 4 weeks
METROGEM1
1 mg/kg or 0.5 mg/kg
SSC QD
for 4 weeks
VS.
7 MetroGem Study 1.
1I.
Neuroblastome
III.
Traitement
Treatment
métro VS. std
GI-ME-N
transfection
Transfection
stable Luc +
Luc+
par lentivirus
1V.
PK de la
Drug
gemcitabine
Monitoring
100 000 cells
Xenogreffe
s.c.
xenograft
100
000 cellules Luc+
V.
VI1.
Suivi Vascular
densité vasculaire
density
V1.
Mesure
de la masse
tumorale
Tumor Mass
Monitoring
parbybioluminescence
bioluminescence
Inflammation
Suivi Grade
d’inflammation
8 1.
Contrôle
2.Administration
METROGEM 0.5
2.Administration
METROGEM 1
4.Administration
Standard 100
MetroGem Study •  Transfection GI-ME-N
Sélection
des selected
transfectants
Stable
clones
with résistants
puromycinà
after
lentivirus
infection
(Luc+ cells).
puromycine
: cellules
LUC+.
Cell/light
correlation:
Calcul
nombre
photons/cellule
4,5E+09
4E+09
3,5E+09
3E+09
2,5E+09
2E+09
1,5E+09
1E+09
500000000
0
photons émis/sec
y = 4204,7x
R² = 0,9996
0
200000
400000
600000
800000
Nombre de Cellules
1000000
1200000
Chaque
cellule GI-ME-N-Luc+
émet
4205 photos/sec
Each
GI-ME-N-Luc+
cell emits 4205
photons/sec
9 MetroGem Study •  s.s.c. xenograft, treatment and tumor growth monitoring.
100 000 GI-ME-N Luc+ cells in 60% matrigel.
Metronomic gemcitabine is administered using an
osmotic pump.
Pump has been calibrated to release:
Ø  1 mg/kg/d (MetroGem1)
Ø  0.5 mg/kg/d (MetroGem0.5)
10 MetroGem Study •  s.s.c. xenograft, treatment and tumor growth monitoring.
Tumor growth is monitored by 2D + 3D bioluminescence.
Main endpoint: search for a significant difference between the groups after
treatment completion (i.e., 4 weeks).
11 MetroGem Study •  Drug Monitoring (LC-MS/MS).
40
35
GEM
10000
1000
100
dFdU
30
dFdU (ng/ml)
Log gemcitabine (ng/ml)
100000
25
20
15
10
10
5
0
1
Standard
Standard
MetroGem1
MetroGem1
100000
Whereas standard Gem leads to Cmax
around 80 µg/ml, 0.1 µg/ml steady state
concentrations are observed with
MetroGem1.
10000
1000
100
12 10
1
WK1
WK2
WK3
WK4
MetroGem Study •  Vascular Density-1(AngioSense 780)
9E+09
8E+09
Fluorescence
7E+09
6E+09
5E+09
4E+09
3E+09
2E+09
1E+09
0
Control
100 mg/kg
MetroGem1
MetroGem0.5
MetroGem leads to lower vascular density
13 MetroGem Study •  Tumoral Inflammation (Prosense 680).
1200
photons émis/sec/100000000
1000
800
600
400
200
0
CONTROL
STANDARD
METRONOMIQUE
A trend towards lower cathepsin expression
is observed with MetroGem
14 MetroGem Study •  Antiproliferative efficacy.
9,00E+02
Control
Gemcitabine 100 mg/kg
8,00E+02
Tumor size (10^6 p/sec)
7,00E+02
MetroGem-1
6,00E+02
MetroGem-0.5
5,00E+02
4,00E+02
3,00E+02
*
*
2,00E+02
1,00E+02
*: p<0.05, Anova
0,00E+00
0
10
20
30
40
50
60
70
80
90
100
Time (days)
Métronomique 1 mg/kg/j
Métronomique 0.5 mg/kg/j
100 mg/kg
100 mg/kg
100 mg/kg
100 mg/kg
Standard Gem shows liVle efficacy at 100 mg/kg/w. MetroGem achieves a significant reduc\on in tumor growth (-­‐60%) a_er treatment comple\on (p<0.05 ANOVA). Stabilized disease is maintained at least 40 days a_er stopping treatment (p<0.05) 15 Conclusions •  Mathema,cal modeling can help to op,mize dose and scheduling of a complex regimen. •  When applied to metronomics gemcitabine, model-­‐driven regimen led to a significant reduc,on of tumor growth plus a stable disease for at least 90 days, whereas standard GEM proved to be ineffec,ve. •  Reducing tumor perfusion and an,-­‐angiogenic effect could, at least partly, explain this increase in efficacy. •  Why controlled disease was achieved up to 50 days a_er stopping all treatment, remains to be elucidated. •  Although promising, these preliminary results will have to be confirmed on more aggressive neuroblastoma models. 16 Thanks for Listening ! 17