Literature DB >> 32227266

Radiomics of cholangiocarcinoma on pretreatment CT can identify patients who would best respond to radioembolisation.

Cristina Mosconi1, Alessandro Cucchetti2,3, Antonio Bruno1, Alberta Cappelli1, Irene Bargellini4, Caterina De Benedittis1, Giulia Lorenzoni4, Annagiulia Gramenzi5, Francesco Paolo Tarantino4, Lorenza Parini1, Vincenzina Pettinato6, Francesco Modestino1, Giuliano Peta1, Roberto Cioni4, Rita Golfieri1.   

Abstract

OBJECTIVES: Results after trans-arterial radioembolisation (TARE) for intrahepatic cholangiocarcinoma (iCC) depend on the architecture of the tumour. This latter can be quantified through computed tomography (CT) texture analysis. The aims of the present study were to analyse relationships between CT textural features prior to TARE and objective response (OR), progression-free survival (PFS), and overall survival (OS).
METHODS: Texture analysis was retrospectively applied to 55 pre-TARE CT scans of iCCs, focusing attention on the histogram-based features and the grey-level co-occurrence matrix (GLCM). Texture features were harmonised using the ComBat procedure. Objective response was assessed using the Response Evaluation Criteria In Solid Tumours 1.1. The least absolute shrinkage and selection operator (LASSO) method was applied to select the most useful textural features related to OR.
RESULTS: Of the 55 patients, 53 had post-TARE imaging available, showing OR in 56.6% of cases. Texture analysis showed that iCCs showing OR after TARE had a higher uptake of iodine contrast in the arterial phase (higher mean histogram values, p < 0.001) and more homogeneous distribution (lower kurtosis, p = 0.043; GLCM contrast, p = 0.004; GLCM dissimilarity, p = 0.005, and higher GLCM homogeneity, p = 0.005; and GLCM correlation p = 0.030) at the pre-TARE CT scan. A favourable radiomic signature was calculated and observed in 15 of the 55 patients. The median PFS of these 15 patients was 12.1 months and that of the remaining 40 patients was 5.1 months (p = 0.008).
CONCLUSIONS: Texture analysis of pre-TARE CT scans can quantify vascularisation and homogeneity of iCC architecture, providing clinical information useful in identifying ideal TARE candidates. KEY POINTS: • Hypervascular tumours with a more homogeneous uptake of iodine contrast in the arterial phase were those most likely to be effectively treated by TARE. • The arterial phase was observed to be the best acquisition phase for providing information regarding the "sensitivity" of the tumour to TARE. • Patients with favourable radiomic signature showed a median progression-free survival of 12.1 months versus 5.1 months of patients with an unfavourable signature (p = 0.008).

Entities:  

Keywords:  Cancer; Cholangiocarcinoma; Radiology; Survival

Mesh:

Substances:

Year:  2020        PMID: 32227266     DOI: 10.1007/s00330-020-06795-9

Source DB:  PubMed          Journal:  Eur Radiol        ISSN: 0938-7994            Impact factor:   5.315


  10 in total

1.  Twenty Years of Radiation Therapy of Unresectable Intrahepatic Cholangiocarinoma: Internal or External? A Systematic Review and Meta-Analysis.

Authors:  Qian Yu; Chenyu Liu; Anjana Pillai; Osman Ahmed
Journal:  Liver Cancer       Date:  2021-07-19       Impact factor: 11.740

2.  Prognostic and incremental value of computed tomography-based radiomics from tumor and nodal regions in esophageal squamous cell carcinoma.

Authors:  Bangrong Cao; Kun Mi; Wei Dai; Tong Liu; Tianpeng Xie; Qiang Li; Jinyi Lang; Yongtao Han; Lin Peng; Qifeng Wang
Journal:  Chin J Cancer Res       Date:  2022-04-30       Impact factor: 4.026

Review 3.  Radiomics of Biliary Tumors: A Systematic Review of Current Evidence.

Authors:  Francesco Fiz; Visala S Jayakody Arachchige; Matteo Gionso; Ilaria Pecorella; Apoorva Selvam; Dakota Russell Wheeler; Martina Sollini; Luca Viganò
Journal:  Diagnostics (Basel)       Date:  2022-03-28

4.  Radiomics using CT images for preoperative prediction of futile resection in intrahepatic cholangiocarcinoma.

Authors:  Hongpeng Chu; Zelong Liu; Wen Liang; Qian Zhou; Ying Zhang; Kai Lei; Mimi Tang; Yiheng Cao; Shuling Chen; Sui Peng; Ming Kuang
Journal:  Eur Radiol       Date:  2020-10-08       Impact factor: 5.315

5.  Development of a computed tomography-based radiomics nomogram for prediction of transarterial chemoembolization refractoriness in hepatocellular carcinoma.

Authors:  Xiang-Ke Niu; Xiao-Feng He
Journal:  World J Gastroenterol       Date:  2021-01-14       Impact factor: 5.742

6.  Prediction of treatment response to transarterial radioembolization of liver metastases: Radiomics analysis of pre-treatment cone-beam CT: A proof of concept study.

Authors:  Adrian Kobe; Juliana Zgraggen; Florian Messmer; Gilbert Puippe; Thomas Sartoretti; Hatem Alkadhi; Thomas Pfammatter; Manoj Mannil
Journal:  Eur J Radiol Open       Date:  2021-08-30

7.  An update on radiomics techniques in primary liver cancers.

Authors:  Vincenza Granata; Roberta Fusco; Sergio Venazio Setola; Igino Simonetti; Diletta Cozzi; Giulia Grazzini; Francesca Grassi; Andrea Belli; Vittorio Miele; Francesco Izzo; Antonella Petrillo
Journal:  Infect Agent Cancer       Date:  2022-03-04       Impact factor: 2.965

8.  Conventional, functional and radiomics assessment for intrahepatic cholangiocarcinoma.

Authors:  Vincenza Granata; Roberta Fusco; Andrea Belli; Valentina Borzillo; Pierpaolo Palumbo; Federico Bruno; Roberta Grassi; Alessandro Ottaiano; Guglielmo Nasti; Vincenzo Pilone; Antonella Petrillo; Francesco Izzo
Journal:  Infect Agent Cancer       Date:  2022-03-28       Impact factor: 2.965

Review 9.  Selective Internal Radiation Therapy with Yttrium-90 for Intrahepatic Cholangiocarcinoma: A Systematic Review on Post-Treatment Dosimetry and Concomitant Chemotherapy.

Authors:  Sedighe Hosseini Shabanan; Nariman Nezami; Mohamed E Abdelsalam; Rahul Anil Sheth; Bruno C Odisio; Armeen Mahvash; Peiman Habibollahi
Journal:  Curr Oncol       Date:  2022-05-24       Impact factor: 3.109

10.  Integrated prognostication of intrahepatic cholangiocarcinoma by contrast-enhanced computed tomography: the adjunct yield of radiomics.

Authors:  Mario Silva; Michele Maddalo; Eleonora Leoni; Sara Giuliotti; Gianluca Milanese; Caterina Ghetti; Elisabetta Biasini; Massimo De Filippo; Gabriele Missale; Nicola Sverzellati
Journal:  Abdom Radiol (NY)       Date:  2021-06-24
  10 in total

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