Radiogenomics-based cancer prognosis in colorectal cancer.
Adult
Aged
Antigens, CD
/ genetics
Cell Adhesion Molecules, Neuronal
/ genetics
Colorectal Neoplasms
/ diagnostic imaging
Contrast Media
Cyclin-Dependent Kinase Inhibitor p21
/ genetics
Female
Fetal Proteins
/ genetics
Gene Expression Profiling
/ methods
Gene Expression Regulation, Neoplastic
Humans
Image Interpretation, Computer-Assisted
Inhibin-beta Subunits
/ genetics
Male
Middle Aged
Multidrug Resistance-Associated Protein 2
Multidrug Resistance-Associated Proteins
/ genetics
Neoplasm Staging
Pilot Projects
Prognosis
Progression-Free Survival
Retrospective Studies
Tomography, X-Ray Computed
/ methods
Tumor Burden
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
05 07 2019
05 07 2019
Historique:
received:
16
02
2019
accepted:
20
06
2019
entrez:
7
7
2019
pubmed:
7
7
2019
medline:
21
10
2020
Statut:
epublish
Résumé
Radiogenomics aims at investigating the relationship between imaging radiomic features and gene expression alterations. This study addressed the potential prognostic complementary value of contrast enhanced computed tomography (CE-CT) radiomic features and gene expression data in primary colorectal cancers (CRC). Sixty-four patients underwent CT scans and radiomic features were extracted from the delineated tumor volume. Gene expression analysis of a small set of genes, previously identified as relevant for CRC, was conducted on surgical samples from the same tumors. The relationships between radiomic and gene expression data was assessed using the Kruskal-Wallis test. Multiple testing was not performed, as this was a pilot study. Cox regression was used to identify variables related to overall survival (OS) and progression free survival (PFS). ABCC2 gene expression was correlated with N (p = 0.016) and M stages (p = 0.022). Expression changes of ABCC2, CD166, CDKNV1 and INHBB genes exhibited significant correlations with some radiomic features. OS was associated with Ratio 3D Surface/volume (p = 0.022) and ALDH1A1 expression (p = 0.042), whereas clinical stage (p = 0.004), ABCC2 expression (p = 0.035), and Entropy
Identifiants
pubmed: 31278324
doi: 10.1038/s41598-019-46286-6
pii: 10.1038/s41598-019-46286-6
pmc: PMC6611779
doi:
Substances chimiques
ABCC2 protein, human
0
ALCAM protein, human
0
Antigens, CD
0
CDKN1A protein, human
0
Cell Adhesion Molecules, Neuronal
0
Contrast Media
0
Cyclin-Dependent Kinase Inhibitor p21
0
Fetal Proteins
0
INHBB protein, human
0
Multidrug Resistance-Associated Protein 2
0
Multidrug Resistance-Associated Proteins
0
Inhibin-beta Subunits
93443-12-0
Types de publication
Journal Article
Research Support, Non-U.S. Gov't
Langues
eng
Sous-ensembles de citation
IM
Pagination
9743Commentaires et corrections
Type : CommentIn
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