AI 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.

Article Abstract

Introduction: In oncological drug development, animal studies continue to play a central role in which the volume of subcutaneous tumours is monitored to assess the efficacy of new drugs. The tumour volume is estimated by taking the volume to be that of a regular spheroid with the same dimensions. However, this method is subjective, insufficiently traceable, and is subject to error in the accuracy of volume estimates as tumours are frequently irregular.

Methods & Results: This paper reviews the standard technique for tumour volume assessment, calliper measurements, by conducting a statistical review of a large dataset consisting of 2,500 tumour volume measurements from 1,600 mice by multiple operators across 6 mouse strains and 20 tumour models. Additionally, we explore the impact of six different tumour morphologies on volume estimation and the detection of treatment effects using a computational tumour growth model. Finally, we propose an alternative method to callipers for estimating volume-BioVolumeTM, a 3D scanning technique. BioVolume simultaneously captures both stereo RGB (Red, Green and Blue) images from different light sources and infrared thermal images of the tumour in under a second. It then detects the tumour region automatically and estimates the tumour volume in under a minute. Furthermore, images can be processed in parallel within the cloud and so the time required to process multiple images is similar to that required for a single image. We present data of a pre-production unit test consisting of 297 scans from over 120 mice collected by four different operators.

Conclusion: This work demonstrates that it is possible to record tumour measurements in a rapid minimally invasive, morphology-independent way, and with less human-bias compared to callipers, whilst also improving data traceability. Furthermore, the images collected by BioVolume may be useful, for example, as a source of biomarkers for animal welfare and secondary drug toxicity / efficacy.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6791540PMC
http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0216690PLOS

Publication Analysis

Top Keywords

tumour volume
16
tumour
11
tumour measurements
8
volume
8
images
5
innovative non-invasive
4
non-invasive technique
4
technique subcutaneous
4
subcutaneous tumour
4
measurements
4

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!