| Literature DB >> 30681974 |
Vincenza Granata1, Roberta Fusco2, Sergio Venanzio Setola1, Raffaele Palaia3, Vittorio Albino3, Mauro Piccirillo3, Robert Grimm4, Antonella Petrillo1, Francesco Izzo3.
Abstract
Background The aim of the study was to evaluate diagnostic performance of functional parameters derived by conventional mono-exponential approach of diffusion weighted imaging (DWI) and by diffusion kurtosis imaging (DKI) in the assessment of pancreatic tumours treated with electrochemotherapy (ECT). Patients and methods Twenty-one consecutive patients with locally advanced pancreatic adenocarcinoma subjected to ECT were enrolled in a clinical approved trial. Among twenty-one enrolled patients, 13/21 (61.9%) patients were subjected to MRI before and after ECT. DWI was performed with a 1.5 T scanner; a free breathing axial single shot echo planar DWI pulse sequence parameters were acquired using seven b value = 0, 50, 100, 150, 400, 800, 1000 s/mm2. Apparent diffusion coefficient by conventional mono-exponential approach and mean of diffusion coefficient (MD) and mean of diffusional kurtosis (MK) by DKI approach were derived from DWI. Receiver operating characteristic (ROC) analysis was performed and sensitivity, specificity, positive and negative predictive value were calculated. Results Among investigated diffusion parameters, only the MD derived by DKI showed a significant variation of values between pre and post treatment (p = 0.02 at Wilcoxon test) and a significant statistically difference for percentage change between responders and not responders (p = 0.01 at Kruskal Wallis test). MD had a good diagnostic performance with a sensitivity of 80%, a specificity of 100% and area under ROC of 0.933. Conclusions MD derived by DKI allows identifying responders and not responders patients subject to ECT treatment. MD had higher diagnostic performance to assess ECT response compared to conventional DWI derived parameters.Entities:
Keywords: diffusion kurtosis imaging; diffusion weighted imaging; electrochemotherapy; magnetic resonance imaging; pancreatic cancer
Mesh:
Substances:
Year: 2019 PMID: 30681974 PMCID: PMC6411027 DOI: 10.2478/raon-2019-0004
Source DB: PubMed Journal: Radiol Oncol ISSN: 1318-2099 Impact factor: 2.991
Patients’ characteristics
| Patients ( | |
|---|---|
| Histotype, % | |
| Adenocarcinoma | 100 (21/21) |
| Location, % | |
| Head | 52.4 (11/21) |
| Body/tail | 47.6 (10/21) |
| Largest diameter lesion, cm (range) | 5.2 (2.2–9.9) |
| Venus involvement (superior mesenteric vein [SMV] or portal vein [PV]), % | |
| Yes | 81.0 (17/21) |
| No | 19.0 (4/21) |
| Arterial encasement, % | |
| Yes | 57.1 (12/21) |
| No | 42.9 (9/21) |
MRI protocol parameters
| Sequence | Orientation | TR/TE/FA (ms/ms/deg.) | FOV (mm2) | Acquisition matrix | Slice thickness/ gap (mm) |
|---|---|---|---|---|---|
| HASTE T2-W | Axial | 1500/90/180 | 380 × 380 | 320 × 320 | 5/0 |
| FLASH T1-W, In-out phase | Axial | 160/4.87/70 | 285 × 380 | 192 × 256 | 5/0 |
| FLASH T1-W, out phase | Axial | 178/2.3/80 | 325 × 400 | 416 × 412 | 3/0 |
| DWI | Axial | 7500/91/90 | 340 × 340 | 192 × 192 | 3/0 |
| VIBE T1-W | Axial | 4.89/2.38/10 | 325 × 400 | 320 × 260 | 3/0 |
| TWIST T1-W, Pre and post contrast agent injection | Axial | 3.01/1.09/25 | 300 × 300 | 256 × 256 | 2/0 |
AT = acquisition time; DWI = diffusion-weighted imaging; FA = flip angle; FLASH = fast low angle shot; FOV = field of view; HASTE = half-Fourier acquisition single-shot turbo spin-echo; TE = echo time; TR = repetition time; TWIST = time-resolved angiography with stochastic trajectories; VIBE = volumetric interpolated breath hold examination; W = weighted
Electrochemotherapy (ECT) response classification for each patient
| No. | CT response according Choi | DCE-MRI response according ΔWIS and ΔWOS | PET response according PERCIST | Consenssus among two modalities |
|---|---|---|---|---|
| 1 | PR | PR | PD | PR |
| 2 | PR | PR | PR | |
| 3 | PR | PR | PR | PR |
| 4 | PR | PR | PR | |
| 10 | PR | CR | PR | |
| 11 | PR | SD | PR | SD |
| 12 | SD | PR | SD | SD |
| 13 | PR | SD | PR | PR |
| 14 | PR | PR | PR | PR |
| 17 | PR | PR | SD | PR |
| 18 | PR | PR | SD | PR |
| 19 | PR | PR/SD | PR | PR |
| 20 | PR | PR | PR | |
| 21 | SD | SD | SD |
Choi = Choi criteria; CT = computed tomography; DCE-MRI = dynamic contrast enhanced magnetic resonance imaging; PERCIST = positron emission tomography response criteria in solid tumours; PR = partial response; SD = sTable disease; WIS = wash-in slope; WOS = wash-out slope; Δ = percentage change between pre and post treatment
Figure 1Boxplot of apparent diffusion coefficient (ADC) and diffusion kurtosis imaging (DKI) parameters pre and post treatment values between responders and not responders.
MD = mean of diffusion coefficient; MK = mean of diffusional kurtosis
Figure 2Boxplot of apparent diffusion coefficient (ADC) and diffusion kurtosis imaging (DKI) parameters percentage change values between responders and not responders.
Delta (Δ) = percentage change between pre and post treatment; MD = mean of diffusion coefficient; MK = mean of diffusional kurtosis
Diagnostic accuracy of MRI extracted parameters in discrimination of responders and not responders.
| AUC | 95% CI | p value | Sensitivity | Specificity | Cut-off | |
|---|---|---|---|---|---|---|
| ΔADC | 0,767 | 0,429–1,00 | 0,176 | 0,900 | 0,667 | -25,775 |
| ΔMK | 0,533 | 0,229–0,837 | 0,866 | 0,500 | 1,000 | 14,555 |
| ADC PRE | 0,667 | 0,292–1,000 | 0,398 | 0,700 | 0,667 | 1182,550 |
| MK PRE | 0,667 | 0,380–1,953 | 0,398 | 0,600 | 1,000 | 1348,700 |
| MD PRE | 0,700 | 0,360–1,000 | 0,310 | 0,400 | 1,000 | 2477,500 |
| ADC POST | 0,367 | 0,000–0,766 | 0,499 | 0,800 | 0,333 | 1177,825 |
| MK POST | 0,800 | 0,505–1,000 | 0,128 | 0,500 | 1,000 | 1299,075 |
| MD POST | 0,267 | 0,000–0,602 | 0,237 | 0,600 | 0,333 | 2020,725 |
ADC = apparent diffusion coefficient; CI = confidence interval; MD = mean of diffusion coefficient; MK = mean of diffusional kurtosis
Figure 3ROC curve of apparent diffusion coefficient (ADC) and diffusion kurtosis imaging (DKI) features to assess electrochemotherapy (ECT) response.
MD = mean of diffusion coefficient; MK = mean of diffusional kurtosis
Figure 4Adenocarcinoma of the pancreatic head. Before treatment in (A) (half-Fourier acquisition single-shot turbo spin-echo [HASTE] T2- Weighted [W] sequence), the lesion (arrow) appears hyperintense, in (B) (in-phase T1-W sequence) and (C) (out-phase T1-W sequence) appears hypointense and hypovascular in (D) (volumetric interpolated breath hold examination [VIBE] T1-W in equilibrium phase). After the treatment the lesion in (E) (HASTE T2-W sequence), (F) (in-phase T1-W sequence), (G) (out-phase T1-W sequence) and (H) (VIBE T1-W in equilibrium phase): there were not significant differences in size and signal compared to baseline. Apparent diffusion coefficient (ADC) map before and after treatment (I, J).