Publications by authors named "Marcin Paczkowski"

Intratumoural heterogeneity (ITH) contributes to local recurrence following radiotherapy in prostate cancer. Recent studies also show that ecological interactions between heterogeneous tumour cell populations can lead to resistance in chemotherapy. Here, we evaluated whether interactions between heterogenous populations could impact growth and response to radiotherapy in prostate cancer.

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Article Synopsis
  • Animal studies in cancer drug development rely on subjective calliper measurements to estimate tumour volume, which can lead to inaccuracies due to the irregular shape of tumours.
  • This paper analyzes data from 2,500 measurements across multiple mouse strains and tumour models, assessing the impact of tumour morphology on volume estimation and developing a new method called BioVolumeTM for more accurate results.
  • BioVolumeTM uses 3D scanning technology to quickly and objectively capture and process tumour images, which may enhance data accuracy and provide potential biomarkers for animal welfare.
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In this work, we present a pedagogical tumour growth example, in which we apply calibration and validation techniques to an uncertain, Gompertzian model of tumour spheroid growth. The key contribution of this article is the discussion and application of these methods (that are not commonly employed in the field of cancer modelling) in the context of a simple model, whose deterministic analogue is widely known within the community. In the course of the example, we calibrate the model against experimental data that are subject to measurement errors, and then validate the resulting uncertain model predictions.

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