METHODS
Thirty-nine patients with LABC underwent DCE-MRI and 18F-FDG PET/CT at baseline, and 38 after
2-3 cycles of NAC (interim). Tumor diameter, spherical volume (SV), angiographic volume, peak signal
intensity (PSI), the rapid and medium component of initial rise, and percentage of Type I, Type II, and
Type III curves were calculated. SUVmax, total lesion glycolysis (TLG), and metabolic tumor volume
(MTV) were measured using adaptive (adp) and 42% thresholding methods in whole-body and late
prone images. Baseline and interim studies calculated percentage changes and compared the surgery
results, PCR, and non-PCR. ROC curves were obtained to calculate the area under the curve for PCR
prediction. Optimal threshold values to discriminate between PCR and non-PCR were calculated.
RESULTS
Late prone images had higher sensitivity and specificity to detect the residual tumor (91%, 71.4%) than
MRI (84%, 37.5%). 18F-FDG PET/CT parameters differed significantly between PCR and non-PCR
groups, except for MTV-42 values. Optimal cutoff values were-65% for SV%, 73% for MTV-adp%, and
88% for TLG-adp%.
CONCLUSION
Semi-quantitative parameters for 18F-FDG PET/CT and volumetric changes obtained with DCE-MRI
can predict response to NAC. Percentage changes in SV, MTV, and TLG can identify non-responding
patients better than other parameters.
Keywords: Breast carcinoma; magnetic resonance imaging; neoadjuvant chemotherapy; positron-emission tomography dual-phase imaging
The purpose of this prospective study was to investigate the success of dual time supine prone position 18F-FDG PET/CT and DCE-MRI in predicting NAC response in patients with LABC.
Study Cohort
We did not have patients with dose infiltration, suboptimal
image quality, and a feature that would prevent
PET/CT or MRI. Breast cancer diagnosis in all patients
was confirmed histopathologically from biopsy materials.
We recorded the size of the residual tumor from the
pathology results of patients who underwent a mastectomy
after NAC. We accepted the absence of invasive
tumor in the surgical specimen as a complete pathological
response, including carcinoma in situ.[
Imaging Protocol
Whole-Body 18F-FDG PET/CT Imaging
Late Prone Imaging
MRI
Data Analysis
Semi-quantitative Analysis
Data Analysis in MRI
Parameters Measured by MRI
Statistical Analysis
We included patients diagnosed with LABC and
planned to receive NAC. Patients Stage IIB, IIIA, IIIB,
or IIIC diseases were included according to the American
Joint Committee on Cancer 7th edition.[
DCE MRI and 18F-FDG PET/CT have been performed
sequentially within 3 days (0-6 days).
A dedicated PET/CT scanner (GE Medical Systems
Discovery ST PET/CT scanner, LLC 3000 N, Grandview
Blvd, Waukesha, Wisconsin, USA) was used for
18F-FDG PET/CT imaging. All patients were requested
to fast for at least 4-6 h before the PET/CT examination,
and their blood glucose levels were ≤180 mg/dl before
the 18F-FDG injection. Patients were scanned from the
skull base to the mid-thigh in the supine position, at six
to seven-bed positions (3 min per bed position) with
a 128×128 matrix. Iterative image processing was applied
to the images (2 iterations, 21 subsets). A lowdose
CT scan (4-slice, 120 kV, 300 mA) was obtained
for attenuation correction and anatomic localization.
We produced a dense sponge material coil for PET/CT
prone imaging based on the breast MRI unit's breast
coil. We have optimized its dimensions so that the patient
is not trapped in the PET/CT gantry. Late prone
images were obtained using that breast coil. In baseline
PET/CT late prone images, FDG uptake time was a median
of 142 min (99-191 min), and in interim late prone
images, FDG uptake time was 126.5 min (88-199 min).
MRI was performed on a 1.5 Tesla (General Electric)
device using an 8-channel breast coil. Pre-contrast
axial T1W (3 mm), axial (3 mm), and sagittal (4 mm)
T2 fat-suppressed STIR sequences were obtained in
the prone position. After intravenous administration
of gadolinium contrast agent (0.5 mmol/kg), 6 times
T1W (3 mm) fat-suppressed gradient echo dynamic
sequences in the axial plane were obtained. After the
extraction images were obtained, AngioMap and 3D
reconstructed images were obtained using Computer-
Aided Diagnosis (CADstream) software.
Data Analysis in 18F-FDG PET/CT
Visual evaluation
Two nuclear medicine physicians with over 20 years
of expertise and a research assistant evaluated the images
at the AW-46 workstation with a consensus. We recorded the localization and primary tumor focus and
excluded patients with distant metastases.
FDG PET/CT whole-body and late prone imaging
We calculated the tumor's SUVmax, SUVmean, and SULpeak
values. Metabolic volumes (MTVs) were measured
with VOI. To measure MTV, we used two different evaluation
methods: The volume of the lesion measured
using the threshold value of 42% of the SUVmax (MTV-
42) and the volume of the metabolically active part of
the tumor visually (MTV-adp).[
Two experienced breast radiologists with over 20 years
of expertise performed the visual and semi-quantitative
analysis of the MRI images. Subtraction image
was obtained by subtracting the images obtained before
and after intravenous gadolinium. Contrast areas
were detected. Tumor size, volume, and time-contrast
curves were obtained using AngioMap and 3D reconstructed
images using CADstream software.
(1) Number of tumors, (2) three dimensions, (3) spherical
volume (SV=length × height × thickness×0.52), (4)
perfusion volume (angiovolume [AV]), (5) time-contrast
curves. a-Type 1-2-3 contrast enhancement percentages.
b-Percentages of "rapid" and "medium" at the
beginning of the contrast curve. c-PSI (PSI, maximum
value of the contrast curve). The parameters change after
2-3 cycles of chemotherapy was calculated according
to the formula used in PET/CT. The difference values
were calculated since Types I, II, and III, and "rapid"
and "medium" values were given as percentages.
The conformity of the variables to the normal distribution
was examined with the Kolmogorov-Smirnov
test. Continuous variables were expressed as median
(min-max) and mean with standard deviation. The parameters
calculated in the whole-body and late studies
were compared using parametric or non-parametric
tests. As a non-parametric test, Kruskal-Wallis analysis
(K-W) and Jonckheere-Terpstra (J-P) trend analysis
were performed in multiple groups. Chi-square, Fisher, t-test, or Mann-Whitney U tests were used when examining
the response to NAC with univariate analyses.
The diagnostic decision-making properties of the calculated
parameters in predicting the surgical response
were analyzed by ROC curve analysis. In the presence
of significant threshold values, the sensitivity, specificity,
and positive and negative predictive values were calculated.
p<0.05 was considered statistically significant.
Statistical analyses were performed using SPSS 18.
The clinical data of patients are given in Table
NAC Regimen
The chemotherapy regimen included four cycles of
adriamycin and cyclophosphamide every 21 days, followed
by weekly paclitaxel for 12 weeks. Patients with
HER2+breast cancer also received concomitant weekly
trastuzumab with paclitaxel.
Surgical Response Assessment
All patients underwent modified radical mastectomy
following the end of NAC. The complete pathological
response was detected in the primary tumor in 12 patients
(30.8%). In the remaining 27 patients (69.2%),
residual tumors ranging in size from 5 to 70 mm (median:
25 mm) were observed.
Visual Evaluation
18F-FDG PET/CT
We evaluated the primary tumor"s whole-body (n=39)
and late prone (n=37) images at baseline. In 19 patients,
additional tumors were detected with late prone images.
After NAC, while the size and metabolic activity
of the lesions decreased at different levels, no primary tumor was observed in whole-body images in six patients
and late images in three patients. In one patient,
the metabolic activity of the tumor increased. Two unifocal
and one multifocal tumor not observed in wholebody
images were detected in three patients with late
images. We performed whole-body imaging in 34 patients
at the end of NAC. Late images were present in 32
patients. While the residual tumor was observed in 19
patients with whole-body images, the residual tumor
was detected in 24 patients with late images. Compared
with the surgical response, the sensitivity, specificity,
and positive and negative predictive values of wholebody
imaging and late prone imaging were 62.5% versus
91.3%, 80% versus 71.4%, 62.6% versus 91.3%, and
47% versus 62.5%, respectively. While the highest sensitivity
and positive and negative predictive values were
obtained in late images, the specificity value was high
with whole-body images detecting residual tumors.
Contrast-enhanced Dynamic MRI
Baseline DCE-MRI was obtained in 39 patients. While a
single tumor focus (57 mm [17-200 mm]) was observed
in 60% of the patients, two tumor foci were observed
in 35%, and more than 2 tumor foci were observed in
5% of the patients. A significant reduction in tumor size was observed in the interim study (32 mm [5-100 mm])
(p<0.0001), and the major focus disappeared in one of
the patients with two tumor foci. After NAC, the primary
lesion completely disappeared in seven patients, while the
lesion size (27 mm [11-85 mm]) decreased significantly
in other patients. According to the surgical outcome, the
sensitivity, specificity, and positive and negative predictive
values of MRI for residual tumors were 84%, 37.5%,
80.7%, and 42.8%, respectively, Figure
MRI: Magnetic resonance imaging.
Quantitative Evaluation
18F-FDG PET/CT
Interim images of 38 patients were evaluated. The %
change values between the interim and baseline images
are given in Table
Response to NAC
When the % changes were compared to surgical response,
%TLG-adp and % MTV-adp were significantly
different according to surgical response in the wholebody
and late images. These values showed more variation
in the group with the complete surgical response.
We found no difference in whole-body and late prone
images for %MTV-42.
DCE MRI
Interim MRI was performed on 38 patients. Baseline
and interim MRI parameters were not significantly different
between receptor subgroups and grades. When
the PCR and non-PCR groups were compared, rapid
(p=0.044), medium (p=0.044), and peak (p=0.034) values
were statistically different and changed on baseline
MRI. Long diameter (p=0.035) and volume (p=0.02)
in interim MRI were significantly lower in the PCR
group. MRI parameters changes are given in Table
PET/CT: Positron emission tomography/Computed tomography; TN: Triple negative; ER: Estrogen receptor; PR: Progesterone receptor;
HER2: Human epidermal growth factor receptor-2.
Predictive Value of Parameters
Between the interim and baseline studies, percent change
values of PSI and SV from MRI, SULpeak, MTV-adp, and
TLG-adp from PET/CT could predict PCR with high
accuracy. The list of parameters for which ROC analysis
was performed to evaluate NAC response and whose
p-value was significant is given in Table
When comparing standard whole-body imaging
with late prone imaging in the visual evaluation of 18FFDG
PET/CT, we found that the assessment of primary
tumor was most successfully performed with late
prone images. The breast was evaluated more easily
in the prone position using a breast coil. We detected
additional primary lesions in late imaging due to the increase in 18F-FDG uptake in the tumor with time,
the decrease in the level of 18F-FDG in the normal
breast tissue, and the increase in the tumor/ground
activity contrast. In primary tumor evaluation, prone
imaging is recommended to increase 18F-FDG PET/
CT sensitivity. Other authors have also described the
use of breast coils which are also used to fuse MRI/
PET images to increase the specificity of MRI images.
[
While different tumor metabolic activity reduction
levels were observed with interim 18F-FDG PET/
CT, we detected a reduction in lesion size with MRI.
When the post-NAC, pre-surgery, 18F-FDG PET/CT,
and MRI images were compared with the histopathological
results, the sensitivity of MRI was higher than
that of whole-body supine 18F-FDG PET/CT images.
However, late images were more successful than MRI.
Positive predictive values were higher than negative
predictive values.
It is known that quantitative parameters are more
successful than visual evaluation. The changes in SUVmax
values were examined most frequently in the studies.[
The volume change measured in standard MRI has
been defined as a sensitive parameter in predicting
NAC response. The contrast enhancement curve and
dynamic parameters obtained by dynamic MRI with
contrast provide information about the angiogenesis
of the tumor. A study comparing MRI and 18F-FDG
PET/CT in TN and non-TN breast tumors found that
MRI enhancement kinetics and SUVmax change were
correlated. It was emphasized that MRI measured angiogenesis/
perfusion and PET measured metabolism
were correlated, which was more robust in the more aggressive TN group.[
Limitations
Although the study started with 46 patients, we had to
exclude some patients due to a lack of data. Our study
group was heterogeneous as the response differed according
to the receptor groups. Separate statistical
evaluation according to receptor subgroups could not
be made due to the low number of patients.
Peer-review: Externally peer-reviewed.
Conflict of Interest: All authors declared no conflict of interest.
Ethics Committee Approval: The study was approved by the Hacettepe University Non-interventional Clinical Research Ethics Committee (no: GO 13/45-29, date: 23/01/2013).
Financial Support: None declared.
Authorship contributions: Concept - M.T., M.G.A., K.A., F.B.D., B.E.; Design - O.K., M.T., P.Ö.K., M.G.A., K.A., F.B.D., B.E.; Supervision - M.T., F.B.D., B.E.; Funding - None; Materials - None; Data collection and/or processing - M.T., P.Ö.K., M.G.A., K.A., F.B.D., B.E.; Data analysis and/or interpretation - O.K., M.T., B.E.; Literature search - O.K., M.T., K.A., B.E.; Writing - O.K., M.T., K.A., F.B.D., B.E.; Critical review - O.K., M.T., P.Ö.K., M.G.A., K.A., F.B.D., B.E.