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An integrated disease/pharmacokinetic/pharmacodynamic model suggests improved interleukin-21 regimens validated prospectively for mouse solid cancers.
- Source :
-
PLoS computational biology [PLoS Comput Biol] 2011 Sep; Vol. 7 (9), pp. e1002206. Date of Electronic Publication: 2011 Sep 29. - Publication Year :
- 2011
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Abstract
- Interleukin (IL)-21 is an attractive antitumor agent with potent immunomodulatory functions. Yet thus far, the cytokine has yielded only partial responses in solid cancer patients, and conditions for beneficial IL-21 immunotherapy remain elusive. The current work aims to identify clinically-relevant IL-21 regimens with enhanced efficacy, based on mathematical modeling of long-term antitumor responses. For this purpose, pharmacokinetic (PK) and pharmacodynamic (PD) data were acquired from a preclinical study applying systemic IL-21 therapy in murine solid cancers. We developed an integrated disease/PK/PD model for the IL-21 anticancer response, and calibrated it using selected "training" data. The accuracy of the model was verified retrospectively under diverse IL-21 treatment settings, by comparing its predictions to independent "validation" data in melanoma and renal cell carcinoma-challenged mice (R(2)>0.90). Simulations of the verified model surfaced important therapeutic insights: (1) Fractionating the standard daily regimen (50 µg/dose) into a twice daily schedule (25 µg/dose) is advantageous, yielding a significantly lower tumor mass (45% decrease); (2) A low-dose (12 µg/day) regimen exerts a response similar to that obtained under the 50 µg/day treatment, suggestive of an equally efficacious dose with potentially reduced toxicity. Subsequent experiments in melanoma-bearing mice corroborated both of these predictions with high precision (R(2)>0.89), thus validating the model also prospectively in vivo. Thus, the confirmed PK/PD model rationalizes IL-21 therapy, and pinpoints improved clinically-feasible treatment schedules. Our analysis demonstrates the value of employing mathematical modeling and in silico-guided design of solid tumor immunotherapy in the clinic.
- Subjects :
- Animals
Computer Simulation
Dose-Response Relationship, Drug
Drug Administration Schedule
Mice
Reproducibility of Results
Antineoplastic Agents administration & dosage
Antineoplastic Agents pharmacokinetics
Antineoplastic Combined Chemotherapy Protocols administration & dosage
Antineoplastic Combined Chemotherapy Protocols pharmacokinetics
Interleukins administration & dosage
Interleukins pharmacokinetics
Models, Biological
Neoplasms, Experimental drug therapy
Neoplasms, Experimental metabolism
Subjects
Details
- Language :
- English
- ISSN :
- 1553-7358
- Volume :
- 7
- Issue :
- 9
- Database :
- MEDLINE
- Journal :
- PLoS computational biology
- Publication Type :
- Academic Journal
- Accession number :
- 22022259
- Full Text :
- https://doi.org/10.1371/journal.pcbi.1002206