Yoshiharu Ohno1,2,3, Masao Yui4, Takeshi Yoshikawa3,5, Yoshimori Kassai4, Kaori Yamamoto4, Kazuhiro Murayama2, and Hiroshi Toyama1
1Radiology, Fujita Health University School of Medicine, Toyoake, Japan, 2Joint Research Laboratory of Advanced Medical Imaging, Fujita Health University School of Medicine, Toyoake, Japan, 3Division of Functional and Diagnostic Imaging Research, Department of Radiology, Kobe University Graduate School of Medicine, Kobe, Japan, 4Canon Medical Systems Corporation, Otawara, Japan, 5Diagnostic Radiology, Hyogo Cancer Center, Akashi, Japan
Synopsis
No major reports have been reported the comparison of capability for
differentiating recurrence from non-recurrence groups in candidates for
surgical resection due to lung cancer among CEST imaging, DWI and PET/CT. We
hypothesized that CEST imaging, which was determined as APT-weighted (APTw) imaging
at 3.5 ppm, had equal or better potential for prediction of postoperative
recurrence prediction in postoperative lung cancer patients, when compared with
DWI and FDG-PET/CT. The purpose of this
study was to compare the prediction capability of among single- and
multi-parametric approaches by APTw imaging, DWI, and FDG-PET/CT in NSCLC
patients.
Introduction
Prediction of recurrence group from non-recurrence group in
postoperative non-small cell lung cancer (NSCLC) patients are essential for
radiological examination in routine clinical practice. Currently, CT and MR imaging including
diffusion-weighted imaging (DWI) as well as dynamic contrast-enhanced MR
imaging have been applied for morphological evaluation, although FDG-PET and
PET/CT are applicable molecular imaging technique in various clinical and
academic interest. As compared with FDG-PET
or PET/CT, chemical exchange saturation transfer (CEST) imaging at 3.5 ppm (APT-weighted
imaging: APTw imaging) has been suggested as the new technique for MR-based
molecular imaging and reported as having the potential for diagnosis of
thoracic lesions as well as pulmonary nodules (1, 2). However, no major reports have been reported
the comparison of capability for differentiating recurrence from non-recurrence
groups in candidates for surgical resection due to lung cancer among APTw
imaging, DWI and PET/CT. We hypothesized that APTw imaging had equal
or better potential for prediction of postoperative recurrence prediction in
postoperative lung cancer patients, when compared with DWI and FDG-PET/CT. In addition, multiparametric approach among
all three methods (i.e. combined method) had better potential than
single-parametric approach on each method in this setting. The purpose of this study was to compare the
prediction capability of among single- and multi-parametric approaches by APTw
imaging, DWI, and FDG-PET/CT in NSCLC patients. Materials and Methods
Sixty-seven consecutive NSCLC (38 men, 29 women; mean age 71 years) patients
prospectively underwent CEST imaging and DWI at 3T MR system (Vantage Titan 3T,
Canon Medical Systems Corporation), FDG-PET/CT, surgical resection and/ or more
than 2 years follow-up examinations. Based
on the results of follow up examination, 67 operated patients were divided as
follows: non-recurrence group (n=52) and recurrence group (n=15). To obtain CEST data in each subject,
respiratory-synchronized FASE imaging was conducted following a series of
magnetization transfer (MT) pulses.
Then, magnetization transfer ratio asymmetry (MTRasym) was
calculated from z-spectra in each pixel, and MTRasym map was
computationally generated. To obtain
radiological indexes on CEST imaging, DWI and PET/CT, ROIs were placed over
each lesion, and determined MTRasym, apparent diffusion coefficient
(ADC) and maximum standard uptake value (SUVmax). Then, Student’s t-test was performed to
determine the MTRasym, ADC and SUVmax between recurrence
and non-recurrence groups in operated patients.
Multivariate logistic regression analysis was performed to investigate
the discriminating factors of recurrence from non-recurrence groups. In addition, ROC analyses were also performed
to differentiating two groups. Finally,
sensitivity, specificity and accuracy were compared each other by means of
McNemar’s test. A p value less than 0.05 was considered as significant in this
study. Results
Representative cases are shown in Figures 1. MTRasym, ADC and SUVmax
had significant difference between recurrence and non-recurrence groups
(p<0.05). Results of multivariate
regression analysis are shown in Figure 2.
Multivariate regression analyses identified MTRasym (Odds
ratio [OR]: 3.71, p=0.0008) and SUVmax (OR: 5.8, p=0.009) as
significant differentiators. Results of
ROC analyses and diagnostic performance comparison are shown in Figure 3. For differentiating recurrence from
non-recurrence group, specificity (SP) or accuracy (AC) of combined indexes
(SP: 96.2 [50/52]%, AC: 94.0 [63/67] %) were significantly higher than those of
MTRasym (SP: 82.7 [43/52]%, p<0.05; AC: 83.6 [58/67] %,
p<0.05) and SUVmax (SP: 84.6 [44/52]%, p<0.05). Conclusion
MTRasym and SUVmax were determined
as significant predictors for distinguishing recurrence from non-recurrence
groups. Multiparametric approaches of
MRI and PET/CT have better potential than PET/CT alone in these settings. Acknowledgements
This study was technically and financially supported by Canon Medical Systems Corporation. References
- Ohno Y, Yui M, Koyama H, et al. Chemical Exchange
Saturation Transfer MR Imaging: Preliminary Results for Differentiation of
Malignant and Benign Thoracic Lesions. Radiology. 2016; 279(2): 578-589.
- Ohno Y, Kishida Y, Seki S, et al. Amide proton
transfer-weighted imaging to differentiate malignant from benign pulmonary
lesions: Comparison with diffusion-weighted imaging and FDG-PET/CT. J Magn
Reson Imaging. 2018; 47(4): 1013-1021.