CT based radiomic approach on first line pembrolizumab in lung cancer.
Aged
Aged, 80 and over
Antibodies, Monoclonal, Humanized
/ administration & dosage
Antineoplastic Agents, Immunological
/ therapeutic use
Biomarkers, Tumor
Carcinoma, Non-Small-Cell Lung
/ diagnosis
Female
Humans
Lung Neoplasms
/ diagnosis
Male
Middle Aged
Molecular Targeted Therapy
Prognosis
Proportional Hazards Models
ROC Curve
Tomography, X-Ray Computed
/ methods
Treatment Outcome
Tumor Burden
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
23 03 2021
23 03 2021
Historique:
received:
09
07
2020
accepted:
24
02
2021
entrez:
24
3
2021
pubmed:
25
3
2021
medline:
25
2
2023
Statut:
epublish
Résumé
Clinical evaluation poorly predicts outcomes in lung cancer treated with immunotherapy. The aim of the study is to assess whether CT-derived texture parameters can predict overall survival (OS) and progression-free survival (PFS) in patients with advanced non-small-cell lung cancer (NSCLC) treated with first line Pembrolizumab. Twenty-one patients with NSLC were prospectively enrolled; they underwent contrast enhanced CT (CECT) at baseline and during Pembrolizumab treatment. Response to therapy was assessed both with clinical and iRECIST criteria. Two radiologists drew a volume of interest of the tumor at baseline CECT, extracting several texture parameters. ROC curves, a univariate Kaplan-Meyer analysis and Cox proportional analysis were performed to evaluate the prognostic value of texture analysis. Twelve (57%) patients showed partial response to therapy while nine (43%) had confirmed progressive disease. Among texture parameters, mean value of positive pixels (MPP) at fine and medium filters showed an AUC of 72% and 74% respectively (P < 0.001). Kaplan-Meyer analysis showed that MPP < 56.2 were significantly associated with lower OS and PFS (P < 0.0035). Cox proportional analysis showed a significant correlation between MPP4 and OS (P = 0.0038; HR = 0.89[CI 95%:0.83,0.96]). In conclusion, MPP could be used as predictive imaging biomarkers of OS and PFS in patients with NSLC with first line immune treatment.
Identifiants
pubmed: 33758304
doi: 10.1038/s41598-021-86113-5
pii: 10.1038/s41598-021-86113-5
pmc: PMC7988058
doi:
Substances chimiques
Antibodies, Monoclonal, Humanized
0
Antineoplastic Agents, Immunological
0
Biomarkers, Tumor
0
pembrolizumab
DPT0O3T46P
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
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