Texture Analysis of High b‐Value Diffusion‐Weighted Imaging for Evaluating Consistency of Pituitary Macroadenomas
Background Preoperative evaluation of the consistency of pituitary macroadenomas is important for neurosurgeons to prepare the surgical plan. Purpose To evaluate the diagnostic performance of texture analysis (TA) of diffusion‐weighted imaging (DWI) at a standard b‐value (b = 1000 s/mm2) and a high...
Saved in:
Published in | Journal of magnetic resonance imaging Vol. 51; no. 5; pp. 1507 - 1513 |
---|---|
Main Authors | , , , , , , , , , |
Format | Journal Article |
Language | English |
Published |
Hoboken, USA
John Wiley & Sons, Inc
01.05.2020
Wiley Subscription Services, Inc |
Subjects | |
Online Access | Get full text |
Cover
Loading…
Summary: | Background
Preoperative evaluation of the consistency of pituitary macroadenomas is important for neurosurgeons to prepare the surgical plan.
Purpose
To evaluate the diagnostic performance of texture analysis (TA) of diffusion‐weighted imaging (DWI) at a standard b‐value (b = 1000 s/mm2) and a high b‐value (b = 2000 s/mm2) for their ability to assess the tumor consistency of pituitary macroadenomas.
Study Type
Retrospective.
Population/Subjects
Fifty patients with histologically confirmed pituitary macroadenomas were classified as soft (n = 37) or hard (n = 13) types.
Field Strength/Sequence
Coronal T2‐weighted imaging (T2WI), Readout Segmentation of Long Variable Echo‐trains (RESOLVE) DWI at b = 1000 s/mm2 and b = 2000 s/mm2 were acquired with 3.0T MRI.
Assessment
The corresponding apparent diffusion coefficient (ADC) maps (ADC1000 and ADC2000) were registered to T2WI. Regions of interest (ROIs) were manually drawn along the solid part of the tumor from the coregistered T2WI‐ADC images. The texture parameters from T2WI, ADC1000, and ADC2000 were acquired.
Statistical Tests
The texture parameters were compared between the two types by using unpaired Student's t‐test. Receiver operating characteristic (ROC) curves and logistic regression analyses were used to assess their diagnostic performance.
Results
Significant differences in TA parameters of ADC1000 and ADC2000 were observed between soft and hard types (P < 0.05 for all), whereas the TA of T2WI resulted in no significant difference (P > 0.05 for all). TA of ADC2000 provided a superior diagnostic performance compared with that of ADC1000 (P = 0.038). A combination of mean value and entropy of ADC2000 yielded an AUC, a sensitivity, and a specificity of 0.911, 78.4% and 92.3%, respectively.
Data Conclusion
TA of ADC values were useful for assessing the tumor consistency of pituitary macroadenomas. ADC2000 may facilitate better type discrimination.
Level of Evidence: 3
Technical Efficacy Stage: 2
J. Magn. Reson. Imaging 2020;51:1507–1513. |
---|---|
Bibliography: | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 content type line 23 |
ISSN: | 1053-1807 1522-2586 1522-2586 |
DOI: | 10.1002/jmri.26941 |