Applications of personalised signalling network models in precision oncology.

Abstract:

:As our ability to provide in-depth, patient-specific characterisation of the molecular alterations within tumours rapidly improves, it is becoming apparent that new approaches will be required to leverage the power of this data and derive the full benefit for each individual patient. Systems biology approaches are beginning to emerge within this field as a potential method of incorporating large volumes of network level data and distilling a coherent, clinically-relevant prediction of drug response. However, the initial promise of this developing field is yet to be realised. Here we argue that in order to develop these precise models of individual drug response and tailor treatment accordingly, we will need to develop mathematical models capable of capturing both the dynamic nature of drug-response signalling networks and key patient-specific information such as mutation status or expression profiles. We also review the modelling approaches commonly utilised within this field, and outline recent examples of their use in furthering the application of systems biology for a precision medicine approach to cancer treatment.

journal_name

Pharmacol Ther

authors

Hastings JF,O'Donnell YEI,Fey D,Croucher DR

doi

10.1016/j.pharmthera.2020.107555

subject

Has Abstract

pub_date

2020-08-01 00:00:00

pages

107555

eissn

0163-7258

issn

1879-016X

pii

S0163-7258(20)30083-8

journal_volume

212

pub_type

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