Besides prognostic clinical factors, baseline risk assessment in personalized cancer research would benefit from quantitative disease characterization to inform therapy planning. Texture analysis of [18F]FMCH PET/CT imaging is paving the way for such purposes but its potential is still braked by radiomic feature limitation, such as redundancy and lack of standardization. In this work, we provide a method for a robust assessment of intratumor heterogeneity in patients affected by prostate cancer, through a depth-based ranking quantifying the level of centrality/outlyingness of the lesion with respect to peers. We interpret the results in terms of clinical information of lesions.

Quantitative depth-based [18F]FMCH-avid lesion profiling in prostate cancer treatment

Cavinato, Lara;Ragni, Alessandra;Ieva, Francesca;
2021-01-01

Abstract

Besides prognostic clinical factors, baseline risk assessment in personalized cancer research would benefit from quantitative disease characterization to inform therapy planning. Texture analysis of [18F]FMCH PET/CT imaging is paving the way for such purposes but its potential is still braked by radiomic feature limitation, such as redundancy and lack of standardization. In this work, we provide a method for a robust assessment of intratumor heterogeneity in patients affected by prostate cancer, through a depth-based ranking quantifying the level of centrality/outlyingness of the lesion with respect to peers. We interpret the results in terms of clinical information of lesions.
2021
Quantitative depth-based [18F]FMCH-avid lesion profiling in prostate cancer treatment
9788891927361
Depth Measures, PET/CT medical imaging, Precision medicine, Prostate cancer, Ranking, Radiomics
File in questo prodotto:
File Dimensione Formato  
SIS_2021.pdf

accesso aperto

: Publisher’s version
Dimensione 204.94 kB
Formato Adobe PDF
204.94 kB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11311/1177649
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact