Abstract:
:In recent years, texture analysis of medical images has become increasingly popular in studies investigating diagnosis, classification and treatment response assessment of cancerous disease. Despite numerous applications in oncology and medical imaging in general, there is no consensus regarding texture analysis workflow, or reporting of parameter settings crucial for replication of results. The aim of this study was to assess how sensitive Haralick texture features of apparent diffusion coefficient (ADC) MR images are to changes in five parameters related to image acquisition and pre-processing: noise, resolution, how the ADC map is constructed, the choice of quantization method, and the number of gray levels in the quantized image. We found that noise, resolution, choice of quantization method and the number of gray levels in the quantized images had a significant influence on most texture features, and that the effect size varied between different features. Different methods for constructing the ADC maps did not have an impact on any texture feature. Based on our results, we recommend using images with similar resolutions and noise levels, using one quantization method, and the same number of gray levels in all quantized images, to make meaningful comparisons of texture feature results between different subjects.
journal_name
Sci Repjournal_title
Scientific reportsauthors
Brynolfsson P,Nilsson D,Torheim T,Asklund T,Karlsson CT,Trygg J,Nyholm T,Garpebring Adoi
10.1038/s41598-017-04151-4subject
Has Abstractpub_date
2017-06-22 00:00:00pages
4041issue
1issn
2045-2322pii
10.1038/s41598-017-04151-4journal_volume
7pub_type
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