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118528

The Role of Texture Analysis and Radiomics in Prediction of Bone Marrow Infiltration in Patients with Lymphoma

Article

Last updated: 22 Jan 2023

Subjects

-

Tags

Radiation and environmental biophysics

Abstract

Purpose. To explore the ability of image-based parameters with texture parameters in the differentiation of bone marrow infiltration by positron emission tomography-computed tomography (PET/CT).
Procedures. We retrospectively evaluated the baseline PET/CT scan of 44 patients with histologically proven lymphoma. Seventy-three of features were extracted using CGITA software and statistical analysis were carried out on SPSS program.
Results. Spearman correlation analysis revealed a strong positive correlation between conventional PET metrics and texture features (19 significant association features) and inverse correlation was found (one parameter significant association feature). Area under the curve and p-value of receive operating characteristics showed that (HILRE (4-bin), HILZE (64-bin), LRE (64-bin), LZE (64-bin), max spectrum (8-bin), busyness (64-bin),code similarity (32-bin & 64-bin)) were significant discriminator of bone marrow infiltration among other features (AUC>0.682, p < 0.05). Univariate analyses of texture features showed that code similarity and LRE (both 64 bin) has significant prediction to BMI. Multivariate analyses revealed that LRE (64 bin) p= 0.031; odds ratio: 1.022; 95% CI, 1.002-1.043) were independent variables for bone marrow infiltration.
Conclusions. Significant associations emerged between PET features and bone marrow infiltration in lymphoma. Texture analysis on PET/CT shows potential to differentiate between bone marrow infiltration in patients with Lymphoma.

DOI

10.21608/ejbbe.2020.42006.1038

Keywords

Keywords: Lymphoma, 18F-FDG PET/CT, Texture analysis, Bone marrow, Radiomics

Authors

First Name

Mahmoud

Last Name

Kenawy

MiddleName

A.

Affiliation

Nasr City, Cairo, Egypt

Email

mahmoudbiophysics@yahoo.com

City

Nasr

Orcid

0000-0002-7512-9242

First Name

Magdy

Last Name

Khalil

MiddleName

-

Affiliation

Department of Physics, Faculty of Science, Helwan University, Ain Helwan 11795, Cairo, Egypt

Email

magdy_khalil@hotmail.com

City

Helwan

Orcid

0000-0003-2087-5229

First Name

Mahmoud

Last Name

Abdelgawad

MiddleName

H.

Affiliation

Al-Azhar university, faculty of science, physics department, biophysics branch

Email

mh_abutaha@yahoo.com

City

Cairo

Orcid

0000-0002-1905-9040

First Name

H.

Last Name

El-Bahnasawy

MiddleName

H.

Affiliation

Department of Physics, Faculty of Science, Azhar University, Nasr City 11884, Cairo, Egypt.

Email

bahnasawy1@gmail.com

City

Nasr

Orcid

-

Volume

21

Article Issue

1

Related Issue

19110

Issue Date

2020-12-01

Receive Date

2020-09-06

Publish Date

2020-12-01

Page Start

43

Page End

55

Print ISSN

1110-8525

Online ISSN

2357-0911

Link

https://ejbbe.journals.ekb.eg/article_118528.html

Detail API

https://ejbbe.journals.ekb.eg/service?article_code=118528

Order

5

Type

Original Article

Type Code

109

Publication Type

Journal

Publication Title

Egyptian Journal of Biomedical Engineering and Biophysics

Publication Link

https://ejbbe.journals.ekb.eg/

MainTitle

-

Details

Type

Article

Created At

22 Jan 2023