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Gastric cancer: texture analysis from multidetector computed tomography as a potential preoperative prognostic biomarker
by
Giganti, Francesco
, Orsenigo, Elena
, Salerno, Annalaura
, Nicoletti, Roberto
, Esposito, Antonio
, Antunes, Sofia
, Del Maschio, Alessandro
, Chiari, Damiano
, Albarello, Luca
, De Cobelli, Francesco
, Marra, Paolo
, Ambrosi, Alessandro
, Staudacher, Carlo
in
Adenocarcinoma - diagnostic imaging
/ Adenocarcinoma - pathology
/ Adenocarcinoma - surgery
/ Aged
/ Biomarkers
/ Biopsy
/ Cancer therapies
/ Carcinoma, Signet Ring Cell - diagnostic imaging
/ Carcinoma, Signet Ring Cell - pathology
/ Carcinoma, Signet Ring Cell - surgery
/ Diagnostic Radiology
/ Endoscopy
/ Entropy
/ Female
/ Gastric cancer
/ Gastrointestinal
/ Humans
/ Imaging
/ Internal Medicine
/ Interventional Radiology
/ Kaplan-Meier Estimate
/ Male
/ Medical prognosis
/ Medicine
/ Medicine & Public Health
/ Metastasis
/ Middle Aged
/ Multidetector Computed Tomography
/ Multivariate Analysis
/ Neoplasm Staging
/ Neuroradiology
/ Oncology
/ Prognosis
/ Proportional Hazards Models
/ Radiology
/ Retrospective Studies
/ Skewness
/ Stomach Neoplasms - diagnostic imaging
/ Stomach Neoplasms - pathology
/ Stomach Neoplasms - surgery
/ Surgery
/ Survival Rate
/ Tomography
/ Ultrasound
2017
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Gastric cancer: texture analysis from multidetector computed tomography as a potential preoperative prognostic biomarker
by
Giganti, Francesco
, Orsenigo, Elena
, Salerno, Annalaura
, Nicoletti, Roberto
, Esposito, Antonio
, Antunes, Sofia
, Del Maschio, Alessandro
, Chiari, Damiano
, Albarello, Luca
, De Cobelli, Francesco
, Marra, Paolo
, Ambrosi, Alessandro
, Staudacher, Carlo
in
Adenocarcinoma - diagnostic imaging
/ Adenocarcinoma - pathology
/ Adenocarcinoma - surgery
/ Aged
/ Biomarkers
/ Biopsy
/ Cancer therapies
/ Carcinoma, Signet Ring Cell - diagnostic imaging
/ Carcinoma, Signet Ring Cell - pathology
/ Carcinoma, Signet Ring Cell - surgery
/ Diagnostic Radiology
/ Endoscopy
/ Entropy
/ Female
/ Gastric cancer
/ Gastrointestinal
/ Humans
/ Imaging
/ Internal Medicine
/ Interventional Radiology
/ Kaplan-Meier Estimate
/ Male
/ Medical prognosis
/ Medicine
/ Medicine & Public Health
/ Metastasis
/ Middle Aged
/ Multidetector Computed Tomography
/ Multivariate Analysis
/ Neoplasm Staging
/ Neuroradiology
/ Oncology
/ Prognosis
/ Proportional Hazards Models
/ Radiology
/ Retrospective Studies
/ Skewness
/ Stomach Neoplasms - diagnostic imaging
/ Stomach Neoplasms - pathology
/ Stomach Neoplasms - surgery
/ Surgery
/ Survival Rate
/ Tomography
/ Ultrasound
2017
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Gastric cancer: texture analysis from multidetector computed tomography as a potential preoperative prognostic biomarker
by
Giganti, Francesco
, Orsenigo, Elena
, Salerno, Annalaura
, Nicoletti, Roberto
, Esposito, Antonio
, Antunes, Sofia
, Del Maschio, Alessandro
, Chiari, Damiano
, Albarello, Luca
, De Cobelli, Francesco
, Marra, Paolo
, Ambrosi, Alessandro
, Staudacher, Carlo
in
Adenocarcinoma - diagnostic imaging
/ Adenocarcinoma - pathology
/ Adenocarcinoma - surgery
/ Aged
/ Biomarkers
/ Biopsy
/ Cancer therapies
/ Carcinoma, Signet Ring Cell - diagnostic imaging
/ Carcinoma, Signet Ring Cell - pathology
/ Carcinoma, Signet Ring Cell - surgery
/ Diagnostic Radiology
/ Endoscopy
/ Entropy
/ Female
/ Gastric cancer
/ Gastrointestinal
/ Humans
/ Imaging
/ Internal Medicine
/ Interventional Radiology
/ Kaplan-Meier Estimate
/ Male
/ Medical prognosis
/ Medicine
/ Medicine & Public Health
/ Metastasis
/ Middle Aged
/ Multidetector Computed Tomography
/ Multivariate Analysis
/ Neoplasm Staging
/ Neuroradiology
/ Oncology
/ Prognosis
/ Proportional Hazards Models
/ Radiology
/ Retrospective Studies
/ Skewness
/ Stomach Neoplasms - diagnostic imaging
/ Stomach Neoplasms - pathology
/ Stomach Neoplasms - surgery
/ Surgery
/ Survival Rate
/ Tomography
/ Ultrasound
2017
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Gastric cancer: texture analysis from multidetector computed tomography as a potential preoperative prognostic biomarker
Journal Article
Gastric cancer: texture analysis from multidetector computed tomography as a potential preoperative prognostic biomarker
2017
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Overview
Objectives
To investigate the association between preoperative texture analysis from multidetector computed tomography (MDCT) and overall survival in patients with gastric cancer.
Methods
Institutional review board approval and informed consent were obtained. Fifty-six patients with biopsy-proved gastric cancer were examined by MDCT and treated with surgery. Image features from texture analysis were quantified, with and without filters for fine to coarse textures. The association with survival time was assessed using Kaplan–Meier and Cox analysis.
Results
The following parameters were significantly associated with a negative prognosis, according to different thresholds:
energy
[no filter] – Logarithm of relative risk (Log RR): 3.25;
p
= 0.046;
entropy
[no filter] (Log RR: 5.96;
p
= 0.002);
entropy
[filter 1.5] (Log RR: 3.54;
p
= 0.027);
maximum Hounsfield unit value
[filter 1.5] (Log RR: 3.44;
p
= 0.027);
skewness
[filter 2] (Log RR: 5.83;
p
= 0.004);
root mean square
[filter 1] (Log RR: - 2.66;
p
= 0.024) and
mean absolute deviation
[filter 2] (Log RR: - 4.22;
p
= 0.007).
Conclusions
Texture analysis could increase the performance of a multivariate prognostic model for risk stratification in gastric cancer. Further evaluations are warranted to clarify the clinical role of texture analysis from MDCT.
Key points
•
Textural analysis from computed tomography can be applied in gastric cancer
.
•
Preoperative non
-
invasive texture features are related to prognosis in gastric cancer
.
•
Texture analysis could help to evaluate the aggressiveness of this tumour
.
Publisher
Springer Berlin Heidelberg,Springer Nature B.V
Subject
Adenocarcinoma - diagnostic imaging
/ Aged
/ Biopsy
/ Carcinoma, Signet Ring Cell - diagnostic imaging
/ Carcinoma, Signet Ring Cell - pathology
/ Carcinoma, Signet Ring Cell - surgery
/ Entropy
/ Female
/ Humans
/ Imaging
/ Male
/ Medicine
/ Multidetector Computed Tomography
/ Oncology
/ Skewness
/ Stomach Neoplasms - diagnostic imaging
/ Stomach Neoplasms - pathology
/ Surgery
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