Inter- and Intra-Patient Repeatability of Radiomic Features from Multiparametric Whole-Body MRI in Patients with Metastatic Prostate Cancer.

diffusion magnetic resonance imaging neoplasm metastases radiomics

Journal

Cancers
ISSN: 2072-6694
Titre abrégé: Cancers (Basel)
Pays: Switzerland
ID NLM: 101526829

Informations de publication

Date de publication:
25 Apr 2024
Historique:
received: 12 02 2024
revised: 13 04 2024
accepted: 22 04 2024
medline: 11 5 2024
pubmed: 11 5 2024
entrez: 11 5 2024
Statut: epublish

Résumé

(1) Background: We assessed the test-re-test repeatability of radiomics in metastatic castration-resistant prostate cancer (mCPRC) bone disease on whole-body diffusion-weighted (DWI) and T1-weighted Dixon MRI. (2) Methods: In 10 mCRPC patients, 1.5 T MRI, including DWI and T1-weighted gradient-echo Dixon sequences, was performed twice on the same day. Apparent diffusion coefficient (ADC) and relative fat-fraction-percentage (rFF%) maps were calculated. Per study, up to 10 target bone metastases were manually delineated on DWI and Dixon images. All 106 radiomic features included in the Pyradiomics toolbox were derived for each target volume from the ADC and rFF% maps. To account for inter- and intra-patient measurement repeatability, the log-transformed individual target measurements were fitted to a hierarchical model, represented as a Bayesian network. Repeatability measurements, including the intraclass correlation coefficient (ICC), were derived. Feature ICCs were compared with mean ADC and rFF ICCs. (3) Results: A total of 65 DWI and 47 rFF% targets were analysed. There was no significant bias for any features. Pairwise correlation revealed fifteen ADC and fourteen rFF% feature sub-groups, without specific patterns between feature classes. The median intra-patient ICC was generally higher than the inter-patient ICC. Features that describe extremes in voxel values (minimum, maximum, range, skewness, and kurtosis) showed generally lower ICCs. Several mostly shape-based texture features were identified, which showed high inter- and intra-patient ICCs when compared with the mean ADC or mean rFF%, respectively. (4) Conclusions: Pyradiomics texture features of mCRPC bone metastases varied greatly in inter- and intra-patient repeatability. Several features demonstrated good repeatability, allowing for further exploration as diagnostic parameters in mCRPC bone disease.

Identifiants

pubmed: 38730599
pii: cancers16091647
doi: 10.3390/cancers16091647
pii:
doi:

Types de publication

Journal Article

Langues

eng

Auteurs

Ricardo Donners (R)

University Hospital Basel, Petersgraben 4, 4031 Basel, Switzerland.

Antonio Candito (A)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Mihaela Rata (M)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Adam Sharp (A)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Christina Messiou (C)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Dow-Mu Koh (DM)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Nina Tunariu (N)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Matthew D Blackledge (MD)

The Institute of Cancer Research, 15 Cotswold Road, Sutton SM2 5NG, UK.

Classifications MeSH