| Literature DB >> 28454564 |
Chao Ma1, Yanjun Li1, Li Wang1, Yang Wang2, Yong Zhang3, He Wang3, Shiyue Chen1, Jianping Lu4.
Abstract
BACKGROUND: To investigate the associations between the diffusion parameters obtained from multiple-b-values diffusion weighted imaging (DWI) of pancreatic ductal adenocarcinoma (PDAC) and the aggressiveness and local stage prediction, and assess the values of the quantitative parameters for the discrimination of tumors from healthy pancreas.Entities:
Keywords: Apparent diffusion coefficient; Biexponential apparent diffusion; DWI; IVIM; Pancreatic cancer
Mesh:
Year: 2017 PMID: 28454564 PMCID: PMC5410078 DOI: 10.1186/s40644-017-0114-8
Source DB: PubMed Journal: Cancer Imaging ISSN: 1470-7330 Impact factor: 3.909
Fig. 1Flowchart of study patients’ inclusion process
The main parameters of MR sequences
| Sequences | TR/TE | FOV | Matrix | Thickness/gap | Flip angle | slices | NEX | Band width | Acceleration factor |
|---|---|---|---|---|---|---|---|---|---|
| 2D Single-Shot Fast Spin Echo, SSFSE (MRCP) | 7000/1221 | 300 × 300 | 288 × 288 | 64/0 | - | 6 | 0.92 | 31.3 | - |
| Axial Fast Spin Echo, FSE (T2WI) | 6316/72 | 360 ~ 400 | 320 × 192 | 5/1 | 90 | 20 | 2 | 83.3 | 2 |
| Axial Single-Shot Echo Planar Imaging, ss DWEPI (DWI) | 3333/66.8 | 360 ~ 400 | 192 × 160 | 5/1 | 90 | 20 | 4 | 250 | 2 |
| 3D fat-suppressed Gradient Echo, 3D GRE (LAVA) | 2.5/1.1 | 440 × 418 | 256 × 180 | 5/0 | 11 | 76 | 0.71 | 125 | 2 |
Fig. 2Images from a 67-year-old woman with a moderate differentiated pancreatic ductal adenocarcinoma on the head of the pancreas. (A) Axial contrast-enhanced T1-weighted image shows hypovascularity of the mass (arrow). (B) The nodule is detected on the DW image (b = 1000 s/mm2) with clear hyperintensity relative to the remainder of the pancreas (arrow). (C-F) The calculated ADCtotal, ADCslow, ADCfast and f -maps, respectively (measurements of the values of ROI were showed in the images)
Comparisons of multi-b-value DWI derived parameters (mean ± standard deviation) of healthy pancreas and pancreatic adenocarcinoma
| Parameters | Pancreatic cancer | Healthy pancreas |
|
|---|---|---|---|
| ADC20 (×10−3mm2/s) | 4.08 ± 2.19 | 9.01 ± 3.76 |
|
| ADC50 (×10−3mm2/s) | 2.62 ± 1.57 | 5.19 ± 2.07 |
|
| ADC100 (×10−3mm2/s) | 1.96 ± 0.92 | 3.72 ± 1.60 |
|
| ADC200 (×10−3mm2/s) | 1.86 ± 0.65 | 2.61 ± 0.82 |
|
| ADC400 (×10−3mm2/s) | 1.72 ± 0.43 | 2.03 ± 0.52 |
|
| ADC600 (×10−3mm2/s) | 1.61 ± 0.43 | 1.76 ± 0.38 |
|
| ADC800 (×10−3mm2/s) | 1.49 ± 0.33 | 1.61 ± 0.34 | 0.177 |
| ADC1000 (×10−3mm2/s) | 1.20 ± 0.28 | 1.31 ± 0.25 |
|
| ADCtotal (×10−3mm2/s) | 1.38 ± 0.26 | 1.56 ± 0.30 |
|
| ADCfast (×10−3mm2/s) | 6.39 ± 5.55 | 14.05 ± 8.31 |
|
| ADCslow (×10−3mm2/s) | 0.84 ± 0.32 | 0.92 ± 0.26 | 0.235 |
| f (%) | 0.42 ± 0.15 | 0.39 ± 0.12 | 0.212 |
ADC indicates apparent diffusion coefficient; IVIM, intravoxel incoherent motion; SD, standard deviation; P < 0.05 was considered to indicate a statistically significant difference
Fig. 3ROC-curves for differentiating pancreatic cancer from healthy pancreas of ADC20-600, ADC1000, ADCtotal, and ADCfast. ADC20 revealed significantly higher AUC than other multiple-b-values DWI derived parameters
Results from the ROC analyses for the 9 parameters to distinguish between pancreatic adenocarcinoma and healthy pancreas
| Parameters | Optimal cutoff values | AUC | Sensitivities (%) | Spectificities (%) | PPV (%) | NPV (%) | ACC (%) |
|---|---|---|---|---|---|---|---|
| ADC20 | 5.58 | 0.911 | 0.895 | 0.824 | 0.820 | 0.898 | 0.858 |
| ADC50 | 3.06 | 0.874 | 0.912 | 0.725 | 0.748 | 0.902 | 0.813 |
| ADC100 | 2.37 | 0.876 | 0.877 | 0.765 | 0.770 | 0.874 | 0.818 |
| ADC200 | 2.19 | 0.771 | 0.667 | 0.784 | 0.734 | 0.725 | 0.729 |
| ADC400 | 1.91 | 0.667 | 0.491 | 0.765 | 0.651 | 0.627 | 0.636 |
| ADC600 | 1.41 | 0.616 | 0.842 | 0.373 | 0.546 | 0.725 | 0.594 |
| ADC1000 | 1.09 | 0.634 | 0.877 | 0.431 | 0.580 | 0.797 | 0.642 |
| ADCtotal | 1.36 | 0.664 | 0.807 | 0.490 | 0.586 | 0.739 | 0.640 |
| ADCfast | 5.86 | 0.828 | 0.895 | 0.706 | 0.731 | 0.883 | 0.795 |
ROC, operating characteristic curve; AUC, area under curve; ADC, apparent diffusion coefficient; PPV, positive predictive value; NPV, negative predictive value; ACC, accuracy
Comparisons of multi-b-value DWI derived parameters (mean ± standard deviation) of pancreatic adenocarcinoma with tumor characteristics
| Parameters | Grades of differentiation | Tumor locations | Tumor grades | lymph node status | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| well/moderately differentiated | poorly differentiated |
| Head | Elsewhere in pancreas |
| T1/T2 | T3/T4 |
| Present | Absent |
| |
| ADC20 (×10−3mm2/s) | 4.15 ± 2.24 | 3.92 ± 2.13 | 0.849 | 4.05 ± 2.12 | 4.13 ± 2.35 | 0.901 | 4.24 ± 2.78 | 4.06 ± 2.04 | 0.846 | 3.97 ± 2.37 | 4.17 ± 2.09 | 0.419 |
| ADC50 (×10−3mm2/s) | 2.62 ± 1.69 | 2.62 ± 1.23 | 0.665 | 2.44 ± 1.36 | 2.87 ± 1.83 | 0.358 | 3.04 ± 1.33 | 2.50 ± 1.65 | 0.098 | 2.64 ± 1.79 | 2.60 ± 1.40 | 0.897 |
| ADC100 (×10−3mm2/s) | 2.03 ± 1.01 | 1.77 ± 0.65 | 0.499 | 1.89 ± 0.71 | 2.06 ± 1.18 | 0.954 | 2.19 ± 0.81 | 1.88 ± 0.96 | 0.107 | 1.95 ± 0.96 | 1.97 ± 0.92 | 0.775 |
| ADC200 (×10−3mm2/s) | 1.89 ± 0.74 | 1.77 ± 0.29 | 0.460 | 1.86 ± 0.51 | 1.85 ± 0.82 | 0.599 | 2.10 ± 0.44 | 1.79 ± 0.70 | 0.060 | 1.93 ± 0.79 | 1.81 ± 0.53 | 0.827 |
| ADC400 (×10−3mm2/s) | 1.73 ± 0.49 | 1.68 ± 0.19 | 0.768 | 1.69 ± 0.35 | 1.76 ± 0.52 | 0.811 | 1.80 ± 0.27 | 1.70 ± 0.46 | 0.496 | 1.74 ± 0.43 | 1.70 ± 0.43 | 0.732 |
| ADC600 (×10−3mm2/s) | 1.63 ± 0.49 | 1.57 ± 0.23 | 0.941 | 1.53 ± 0.28 | 1.73 ± 0.57 | 0.320 | 1.73 ± 0.29 | 1.59 ± 0.46 | 0.226 | 1.65 ± 0.51 | 1.58 ± 0.36 | 0.662 |
| ADC800 (×10−3mm2/s) | 1.51 ± 0.36 | 1.44 ± 0.19 | 0.486 | 1.43 ± 0.26 | 1.57 ± 0.40 | 0.235 | 1.60 ± 0.27 | 1.46 ± 0.34 | 0.256 | 1.51 ± 0.29 | 1.47 ± 0.35 | 0.917 |
| ADC1000 (×10−3mm2/s) | 1.22 ± 0.31 | 1.14 ± 0.17 | 0.506 | 1.16 ± 0.23 | 1.25 ± 0.32 | 0.203 | 1.21 ± 0.17 | 1.20 ± 0.30 | 0.880 | 1.18 ± 0.29 | 1.21 ± 0.27 | 0.337 |
| ADCtotal (×10−3mm2/s) | 1.38 ± 0.29 | 1.35 ± 0.16 | 0.720 | 1.34 ± 0.22 | 1.43 ± 0.31 | 0.450 | 1.47 ± 0.20 | 1.36 ± 0.27 | 0.399 | 1.37 ± 0.19 | 1.38 ± 0.30 | 0.387 |
| ADCfast (×10−3mm2/s) | 6.98 ± 6.28 | 4.81 ± 2.38 | 0.326 | 6.87 ± 6.49 | 5.70 ± 3.88 | 0.612 | 8.89 ± 9.15 | 5.58 ± 3.74 | 0.154 | 5.63 ± 3.6 | 6.96 ± 6.67 | 0.634 |
| ADCslow (×10−3mm2/s) | 0.86 ± 0.32 | 0.81 ± 0.33 | 0.658 | 0.80 ± 0.31 | 0.91 ± 0.33 | 0.343 | 0.86 ± 0.37 | 0.84 ± 0.31 | 0.689 | 0.80 ± 0.36 | 0.88 ± 0.29 | 0.313 |
| f (%) | 0.42 ± 0.15 | 0.42 ± 0.14 | 0.941 | 0.41 ± 0.16 | 0.43 ± 0.13 | 0.653 | 0.43 ± 0.17 | 0.42 ± 0.14 | 0.854 | 0.43 ± 0.16 | 0.41 ± 0.14 | 0.562 |
ADC indicates apparent diffusion coefficient; IVIM, intravoxel incoherent motion; SD, standard deviation