| Literature DB >> 32974055 |
Mayra Evelia Jiménez de Los Santos1, Juan Armando Reyes-Pérez1, Rosa Martha Sandoval-Nava1, José Luis Villalobos-Juárez1, Yolanda Villaseñor-Navarro1, Itzel Vela-Sarmiento2, Isabel Sollozo-Dupont1.
Abstract
BACKGROUND: Apparent diffusion coefficient (ADC) values achieve promising results in treatment response prediction in patients with several types of cancers.Entities:
Keywords: Locally advanced rectal cancer; apparent diffusion coefficient; diffusion-weighted magnetic resonance imaging; neoadjuvant chemoradiation therapy; non-responders; responders
Year: 2020 PMID: 32974055 PMCID: PMC7495679 DOI: 10.1177/2058460120957295
Source DB: PubMed Journal: Acta Radiol Open
MRI sequences and data acquisition parameters.
MRI sequences | ||||||||
|---|---|---|---|---|---|---|---|---|
| Parameter | T2 FSE sagittal | T2 FSE axial | T2 FSE coronal | T1 FSE axial | DWI axial | T1 + GD axial | T1 + GD coronal | T1 + GD sagittal |
| Repetition time (ms) | 5325 | 9890 | 7509 | 850 | 7750 | 435 | 295 | 265 |
| Echo time (ms) | 102 | 102 | 102 | Min | Min | Min | Min | Min |
| Slices (n) | 30 | 40 | 30 | 40 | 40 | 40 | 30 | 30 |
| FOV | 24 | 20 | 20 | 20 | 20 | 20 | 20 | 24 |
| Slice thickness (mm) | 4 | 4 | 4 | 4 | 4 | 4 | 4 | 4 |
| Broadband (Hz/Px) | 62.5 | 62.5 | 50 | 62.5 | – | 50 | 50 | 50 |
| Phase | 384 | 384 | 416 | 384 | 60 | 320 | 320 | 320 |
| Acquisition time (min:s) | 2:35 | 3:08 | 2:45 | 3:53 | 5:18 | 2:31 | 2:16 | 2:02 |
DWI, diffusion-weighted imaging; FOV, field of view; FSE, fast spin echo; GD, Gadolinium; MRI, magnetic resonance imaging.
Clinical and pathological characteristics of participants.
| Gender | |
|---|---|
| Female | 21 |
| Male | 23 |
| RECIST 1.1 | |
| Partial response | 22 |
| Stable disease | 11 |
| Progressive disease | 11 |
| Ryan’s classification | |
| 0 | 8 |
| 1 | 12 |
| 2 | 9 |
| 3 | 15 |
| Treatment response | |
| Complete responders after nCRT | 8 (Ryan 0) |
| Non-responder patients after nCRT | 36 (Ryan 1–3) |
| Tumor location | |
| Upper third | 6 |
| Middle third | 13 |
| Lower third | 22 |
| Diffuse | 3 |
| ypT stage | |
| T0 | 4 |
| T1s | 2 |
| T1a | 2 |
| T2 | 6 |
| T3 | 20 |
| T4b | 10 |
| ypN stage | |
| N0 | 20 |
| N1a | 12 |
| N1c | 12 |
| Degree of differentiation | |
| Well-differentiated adenocarcinoma | 4 |
| Moderately differentiated adenocarcinoma | 35 |
| Poorly differentiated adenocarcinoma | 5 |
| Surgical approach | |
| Low anterior resection | 16 |
| Intersphincteric resection | 24 |
| Abdominoperineal resection | 4 |
nCRT, neoadjuvant chemoradiation treatment.
ICC and 95% CIs.
|
| ICC | 95% CI |
|---|---|---|
| Basal | ||
| Test1 and test2, reader1 | 0.750 | 0.742–0.800 |
| Test1 and test2, reader2 | 0.782 | 0.750–0.832 |
| Control | ||
| Tets1 and test2, reader1 | 0.762 | 0.748–0.824 |
| Tets1 and test2, reader2 | 0.793 | 0.766–0.811 |
|
| ||
| Basal | ||
| Test1 and test2, reader1 | 0.850 | 0.812–0.952 |
| Test1 and test2, reader2 | 0.900 | 0.877–0.956 |
| Control | ||
| Tets1 and test2, reader1 | 0.920 | 0.897–0.998 |
| Tets1 and test2, reader1 | 0.885 | 0.874–0.932 |
Based on the 95% CI of the ICC estimate, values <0.5, 0.5–0.75, 0.75–0.9, and >0.90 are indicative of poor, moderate, good, and excellent reliability, respectively.
ADC, apparent diffusion coefficient; CI, confidence interval; ICC, intraclass correlation coefficient.
Fig. 1.Bland–Altman plots showing the limit of agreement (bias ± 2 SD) between readers across both minimum and mean ADC values before (basal, (a) for ADCmin and (c) for ADCmean) and after nCRT (control, (b) for ADCmin and (d) for ADCmean). A comparison of the two readers’ interpretations indicated that the level of agreement was good in all cases. ADC, apparent diffusion coefficient.
Fig. 2.Changes in ADC values in response to nCRT in patients with LARC. Box plot summarizing minimum (a) and mean (b) ADC value changes to nCRT in non-responders and responder patients. Differences between basal and control ADC values are exhibited in their absolute manner (ΔADC) in (c) (minimum ADC) and (d) (mean ADC). Meanwhile, the relative changes of ADC (Δ%ADC) are exposed in (e) (minimum ADC) and (f) (mean ADC). For all plots, the circle represents outlier values. *P < 0.05, **P < 0.01, ***P < 0.001. ADC, apparent diffusion coefficient; nCRT, neoadjuvant chemoradiation treatment; Non-R, non-responders; R, responders.
Pre- and post-nCRT ADC values (minimum and mean), ΔADC, and Δ%ADC considering the responder and non-responder patients.
|
| |||
|---|---|---|---|
| Non-responder patients (Non-R) | Responder patients (R) | ||
Pre nCRT | Post nCRT | Pre nCRT |
|
| 0.75 × 10–3 mm2/s ± 0.12 | 0.77 × 10–3 mm2/s ± 0.23 | 0.77 × 10–3 mm2/s ± 0.30 | 1.23 × 10–3 mm2/s ± 0.16 |
|
| |||
| 0.87 × 10–3 mm2/s ± 0.20 | 0.85 × 10–3 mm2/s ± 0.14 | 0.92 × 10–3 mm2/s ± 0.17 | 1.44 × 10–3 mm2/s ± 0.47 |
Non-responder patients (Non-R) | Responder patients (R) | ||
| Δ | |||
| 0.23 ± 0.7 | 0.62 ± 0.35 | ||
| Δ | |||
| 0.26 ± 0.17 | 0.82 ± 0.41 | ||
| Δ% | |||
| 28.36 ± 21 | 75.17 ± 32 | ||
| Δ% | |||
| 18.35 ± 14 | 113.5 ± 37.6 | ||
ADC, apparent diffusion coefficient; nCRT, neoadjuvant chemoradiation treatment.
Fig. 3.ROC curves displaying the diagnostic performances of the three ADC-based markers (Post-CRT, ΔADC, and Δ%ADC) in the identification of responders to nCRT. (a) Analysis of the minimum ADC values; (b) analysis of the mean ADC values. ADC, apparent diffusion coefficient; nCRT, neoadjuvant chemoradiation treatment; ROC, receiver operating characteristic.
Diagnostic performance of ADC values to predict nCRT response in patients with LARC.
| Minimum ADC | Mean ADC | |
|---|---|---|
| To predict a pathological complete response | ||
| AUC | 0.824 | 0.861 |
| Cut-off | 1.05 | 1.50 |
| Sensitivity (%) | 61.1 | 72.2 |
| Specificity (%) | 66.7 | 83.3 |
| PPV (%) | 84.6 | 92.9 |
| NPV (%) | 36.4 | 50.0 |
| Absolute change (ΔADC) | ||
| AUC | 0.780 | 0.889 |
| Cut-off | 0.35 | 0.50 |
| Sensitivity (%) | 66.7 | 72.0 |
| Specificity (%) | 83.3 | 83.0 |
| PPV (%) | 92.3 | 92.9 |
| NPV (%) | 45.6 | 50.0 |
| Percentage of change (Δ%ADC) | ||
| AUC | 0.884 | 0.917 |
| Cut-off | 44.0 | 60.0 |
| Sensitivity (%) | 66.7 | 83.0 |
| Specificity (%) | 83.3 | 99.0 |
| PPV (%) | 92.9 | 92.9 |
| NPV (%) | 45.6 | 50.0 |
ADC, apparent diffusion coefficient; AUC, area under the receiver operating characteristic curve; LARC, locally advanced rectal cancer; nCRT, neoadjuvant chemoradiation treatment; NPV, negative predictive value; PPV, positive predictive value.