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Longitudinal analysis of organ-specific tumor lesion sizes in metastatic colorectal cancer patients receiving first line standard chemotherapy in combination with anti-angiogenic treatment

Authors :
Jeremie Guedj
Marion Kerioui
Francois Mercier
Rene Bruno
Oliver Krieter
Solène Desmée
MethodS in Patients-centered outcomes and HEalth ResEarch (SPHERE)
Université de Tours (UT)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Nantes - UFR des Sciences Pharmaceutiques et Biologiques
Université de Nantes (UN)-Université de Nantes (UN)
Infection, Anti-microbiens, Modélisation, Evolution (IAME (UMR_S_1137 / U1137))
Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Paris (UP)-Université Sorbonne Paris Nord
Université de Tours-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Nantes - UFR des Sciences Pharmaceutiques et Biologiques
Source :
Journal of Pharmacokinetics and Pharmacodynamics, Journal of Pharmacokinetics and Pharmacodynamics, Springer Verlag, 2020, 47 (6), pp.613-625. ⟨10.1007/s10928-020-09714-z⟩
Publication Year :
2020

Abstract

The purpose of this work is to assess the heterogeneity across organs of response to treatment in metastatic colorectal patient based on longitudinal individual target lesion diameters (ILD) in comparison to sum of tumor lesion diameters (SLD). Data were from the McCAVE trial, in which 189 previously untreated patients with metastatic colorectal carcinoma (mCRC) received either bevacizumab (control, C) or vanucizumab (experimental, E), on top of standard chemotherapy. Bayesian hierarchical longitudinal non-linear mixed effect models were fitted to the data using Hamilton Monte Carlo algorithm to characterize the time dynamics of the tumor burden, and to obtain estimates of the tumor shrinkage and regrowth rates. The ILD model brought more nuanced results than to the SLD model. Besides substantial differences in tumor size at baseline (with lesions located in liver more than twice as large as the ones in lungs), it revealed a more durable response in lesions located in lymph nodes and ‘other organs’ compared to liver and lungs. Specifically, in lymph nodes and ‘other organs’, the projected time to nadir was doubled in group E (2.12 and 2.44 years respectively) compared to group C (1.07 and 1.20 years respectively). This long period of tumor shrinkage associated with a slightly larger change from baseline at nadir (− 51.4% in lymph nodes and − 62.6% in ‘other organs’ in the group E, compared to − 46.2% and − 46.9% in group C) resulted in a clinically meaningful difference in the tumor dynamics of patients in group E compared to the group C. The proportion of variance explained by the inter-lesion variability for each model parameter was large (ranging between 10 and 56%), reflecting the heterogeneity in tumor dynamics across organs. These findings suggest that there is value in understanding both within- and between-patient variability in tumor size’s time dynamics using an appropriate modeling framework, as this information may help in pairing the right treatment with individual patient profile.

Details

ISSN :
15738744 and 1567567X
Volume :
47
Issue :
6
Database :
OpenAIRE
Journal :
Journal of pharmacokinetics and pharmacodynamics
Accession number :
edsair.doi.dedup.....698bc83a882672fcdc183b5a0540fe14
Full Text :
https://doi.org/10.1007/s10928-020-09714-z⟩