| Literature DB >> 30406840 |
Robin L Jones1,2, Gary Mo3, John R Baldwin3, Patrick M Peterson3, Robert L Ilaria3,4, Ilaria Conti3,5, Damien M Cronier6,7, William D Tap8.
Abstract
PURPOSE: Olaratumab is a recombinant human IgG1 monoclonal antibody against PGDFRα. Olaratumab plus doxorubicin improved survivalversus doxorubicin in an open-label, randomised phase 2 soft tissue sarcoma (STS) trial. We characterised the olaratumab exposure-response relationship for progression-free survival (PFS), overall survival (OS), and safety.Entities:
Keywords: Doxorubicin; Exposure response; Olaratumab; Outcome; Soft tissue sarcomas
Mesh:
Substances:
Year: 2018 PMID: 30406840 PMCID: PMC6373189 DOI: 10.1007/s00280-018-3723-4
Source DB: PubMed Journal: Cancer Chemother Pharmacol ISSN: 0344-5704 Impact factor: 3.333
Patient factors assessed in the population pharmacodynamic analysis
| Covariate | Type | Parameters tested |
|---|---|---|
| ECOG group | Categorical | BASE_HAZ, |
| Tumour size | Continuous | BASE_HAZ, |
| Tumour histology | Categorical | BASE_HAZ, |
| Age group | Categorical | BASE_HAZ, |
| Gender | Categorical | BASE_HAZ, |
| Race | Categorical | BASE_HAZ, |
| Body weight | Categorical | BASE_HAZ, |
| Prior treatment | Categorical | BASE_HAZ, |
| Hemoglobin | Continuous | BASE_HAZ, |
| Albumin | Continuous | BASE_HAZ, |
ECOG Eastern Cooperative Oncology Group, BASE_HAZ baseline hazard, E maximum response achievable from a dose, EC50 concentration of a drug that gives half-maximal response
Fig. 1Visual predictive check and model prediction of the overall survival models. a Left graph is the VPC of the Cmin1-based OS model. Right graph is the VPC of the Cavg-based OS model. The shaded areas indicate the predicted OS in the control (green) and experimental (blue) arm; the solid blue lines describe the corresponding observed OS signals. b Overall survival as predicted by Cmin1-based model (left panel) and the Cavg-based model (right panel). The solid red lines describe the change in HR as a function of Cmin1 and Cavg; the grey histograms describe the distribution of olaratumab Cmin1 and Cavg in the study JGDG experimental arm together with their quartiles (dashed blue lines); the green dashed lines indicate ECmin150 and ECavg50. Cavg = average concentration over patient’s entire treatment. Cmin1 = trough serum concentration at the end of Cycle 1. ECavg50 = olaratumab Cavg yielding a 50% decrease in the baseline hazard. ECmin150=olaratumab Cmin1 yielding a 50% decrease in the baseline hazard. HR hazard ratio, OS overall survival, VPC visual predictive check
Parameter estimates and bootstrap results for the OS models
| Parameters | Population estimate (%SEE) | Bootstrap parameter results (5–95 percentile) | ||
|---|---|---|---|---|
| Cmin1 model | Cavg model | Cmin1 model | Cavg model | |
|
| ||||
| BaseHazard | 0.00205 (2.18) | 0.00203 (2.26) | 0.00206 | 0.00204 |
|
| ||||
| EMAX | 0.765 (8.63) | 0.756 (9.07) | 0.771 (0.625–0.884) | 0.761 (0.607–0.876) |
| ECmin150 (µg/mL) | 66.1 (12.1) | – | 65.9 (50.9–80.3) | – |
| ECavg50 (µg/mL) | – | 134 (6.72) | – | 135 (115–163) |
| Hill | 8 (fixed) | 8 (fixed) | 8 (fixed) | 8 (fixed) |
|
| ||||
| EGRPBase | 0.862 (42.1) | 0.802 (44.0) | 0.925 (0.273–1.83) | 0.857 (0.220–1.72) |
| PRVTRTBase | − 0.583 (15.9) | − 0.535 (19.1) | − 0.57 − (0.740–0.345) | − 0.528 − (0.706–0.282) |
OS overall survival, SEE standard error of the estimate, Cmin1 trough serum concentration at the end of Cycle 1, Cavg average concentration over patient’s entire treatment, E maximum response achievable from a dose, EC50 olaratumab Cmin1 yielding a 50% decrease in the baseline hazard, EC50 olaratumab Cavg yielding a 50% decrease in the baseline hazard, EGRP covariate effect of ECOG status on the baseline hazard, PRVTRT covariate effect of the number of prior treatment on the baseline hazard
Parameter estimates and bootstrap results for the PFS models
| Parameters | Population estimate (%SEE) | Bootstrap parameter results (5–95 Percentile) | ||
|---|---|---|---|---|
| Cmin1 model | Cavg model | Cmin1 model | Cavg model | |
| Baseline hazard | ||||
| BaseHazard | 0.00604 (2–52) | 0.00616 (2.63) | 0.00607 | 0.00619 |
| Olaratumab effect | ||||
| EMAX | 0.571 (15–4) | 0.614 (14.5) | 0.567 (0.363–0.723) | 0.617 (0.435–0.770) |
| ECmin150 (µg/mL) | 82.0 (6–15) | – | 82.3 (69.3–95.4) | |
| ECavg50 (µg/mL) | – | 179 (9.33) | 182 (149–241) | |
| Hill | 8 (fixed) | 8 (fixed) | 8 (fixed) | 8 (fixed) |
PFS progression-free survival, SEE standard error of the estimate, C trough serum concentration at the end of Cycle 1, C average concentration over patient’s entire treatment, Emaximum response achievable from a dose, EC50 olaratumab Cmin1 yielding a 50% decrease in the baseline hazard, EC50 olaratumab Cavg yielding a 50% decrease in the baseline hazard
Fig. 2Visual predictive check and model prediction of the progression-free survival models. a Left graph is the VPC of the Cmin1-based PFS model. Right graph is the VPC of the Cavg-based PFS models. The shaded areas indicate the predicted PFS in the control (green) and experimental (blue) arm; the solid blue lines describe the corresponding observed PFS signals. Cavg = average concentration over patient’s entire treatment. b Progression-free survival as predicted by Cmin1-based model (left panel) and the Cavg-based model (right panel). The solid red lines describe the change in HR as a function of Cmin1 and Cavg; the grey histograms describe the distribution of olaratumab Cmin1 and Cavg in the study JGDG experimental arm together with their quartiles (dashed blue lines); the green dashed lines indicate ECmin150 and ECavg50. Cmin1 = trough serum concentration at the end of Cycle 1. ECavg50 = olaratumab Cavg yielding a 50% decrease in the baseline hazard. EC50 olaratumab Cmin1 yielding a 50% decrease in the baseline hazard, HR hazard ratio, PFS progression-free survival, VPC visual predictive check
Treatment-related adverse events stratified by olaratumab concentration
| Olaratumab (Cmin1) | Olaratumab (Cavg) | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Dox | Overall | Q1 | Q2 | Q3 | Q4 | Dox | Overall | Q1 | Q2 | Q3 | Q4 | |
| Cmin1 range | – | 12.3–188.1 | 12.3–<62.8 | 62.8–<86.9 | 86.9–<105.6 | 105.6–188.1 | – | 56.0–347.3 | 56.0–<134.4 | 134.4–<175.2 | 175.2–<249.9 | 249.9–347.3 |
| Overall TEAEs | ||||||||||||
| Grade ≤ 2, % | 19 (29.2) | 12 (19.4) | 1 (6.7) | 5 (31.3) | 3 (20.0) | 3 (18.8) | 19 (29.2) | 12 (19.4) | 1 (6.7) | 5 (31.3) | 1 (6.7) | 5 (31.3) |
| Grade > 2, % | 45 (69.2) | 49 (79.0) | 13 (86.7) | 11 (68.8) | 12 (80.0) | 13 (81.3) | 45 (69.2) | 49 (79.0) | 13 (86.7) | 11 (68.8) | 14 (93.3) | 11 (68.8) |
| Grade ≥ 4, % | 20 (30.8) | 25 (40.3) | 7 (46.7) | 5 (31.3) | 7 (46.7) | 6 (37.5) | 20 (30.8) | 25 (40.3) | 6 (40.0) | 8 (50.0) | 6 (40.0) | 5 (31.3) |
| Neutropenia | ||||||||||||
| Grade ≤ 2, %* | 3 (4.6) | 3 (4.8) | 0 | 2 (12.5) | 1 (6.7) | 0 | 3 (4.6) | 3 (4.8) | 0 | 2 (12.5) | 1 (6.7) | 0 |
| Grade > 2, %* | 22 (33.8) | 35 (56.5) | 9 (60.0) | 6 (37.5) | 11 (73.3) | 9 (56.3) | 22 (33.8) | 35 (56.5) | 9 (60.0) | 8 (50.0) | 11 (73.3) | 7 (43.8) |
| Grade ≥ 4, %* | 17 (26.2) | 23 (37.1) | 6 (40.0) | 5 (31.3) | 6 (40.0) | 6 (37.5) | 17 (26.2) | 23 (37.1) | 5 (33.3) | 7 (43.8) | 6 (40.0) | 5 (31.3) |
| Mucositis | ||||||||||||
| Grade ≤ 2, %* | 20 (30.8) | 32 (51.6) | 8 (53.3) | 6 (37.5) | 9 (60.0) | 9 (56.3) | 20 (30.8) | 32 (51.6) | 6 (40.0) | 8 (50.0) | 8 (53.3) | 10 (62.5) |
| Grade > 2, %* | 3 (4.6) | 2 (3.2) | 0 | 2 (12.5) | 0 | 0 | 3 (4.6) | 2 (3.2) | 0 | 2 (12.5) | 0 | 0 |
| Grade ≥ 4, %* | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |
Doxdoxorubicin, Q quartile, C trough serum concentration at the end of Cycle 1, C average concentration over patient’s entire treatment, TEAEs treatment-emergent adverse events