| Literature DB >> 29050274 |
Nan Zhou1, Tingting Guo2, Huanhuan Zheng1, Xia Pan1, Chen Chu1, Xin Dou1, Ming Li1, Song Liu1, Lijing Zhu3, Baorui Liu3, Weibo Chen4, Jian He1, Jing Yan3, Zhengyang Zhou1, Xiaofeng Yang5.
Abstract
We investigated apparent diffusion coefficient (ADC) histogram analysis to evaluate radiation-induced parotid damage and predict xerostomia degrees in nasopharyngeal carcinoma (NPC) patients receiving radiotherapy. The imaging of bilateral parotid glands in NPC patients was conducted 2 weeks before radiotherapy (time point 1), one month after radiotherapy (time point 2), and four months after radiotherapy (time point 3). From time point 1 to 2, parotid volume, skewness, and kurtosis decreased (P < 0.001, = 0.001, and < 0.001, respectively), but all other ADC histogram parameters increased (all P < 0.001, except P = 0.006 for standard deviation [SD]). From time point 2 to 3, parotid volume continued to decrease (P = 0.022), and SD, 75th and 90th percentiles continued to increase (P = 0.024, 0.010, and 0.006, respectively). Early change rates of parotid ADCmean, ADCmin, kurtosis, and 25th, 50th, 75th, 90th percentiles (from time point 1 to 2) correlated with late parotid atrophy rate (from time point 1 to 3) (all P < 0.05). Multiple linear regression analysis revealed correlations among parotid volume, time point, and ADC histogram parameters. Early mean change rates for bilateral parotid SD and ADCmax could predict late xerostomia degrees at seven months after radiotherapy (three months after time point 3) with AUC of 0.781 and 0.818 (P = 0.014, 0.005, respectively). ADC histogram parameters were reproducible (intraclass correlation coefficient, 0.830 - 0.999). ADC histogram analysis could be used to evaluate radiation-induced parotid damage noninvasively, and predict late xerostomia degrees of NPC patients treated with radiotherapy.Entities:
Keywords: apparent diffusion coefficient; histogram analysis; nasopharyngeal carcinoma; parotid glands; radiotherapy
Year: 2017 PMID: 29050274 PMCID: PMC5642549 DOI: 10.18632/oncotarget.19602
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Dynamic changes of parotid volume and apparent diffusion coefficient (ADC) histogram parameters during radiotherapy in patients with nasopharyngeal carcinoma
| Parameters | Time point 1 | Time point 2 | Time point 3 | |
|---|---|---|---|---|
| Volume | 27.15 ± 6.53 | 19.47 ± 4.38* | 16.60 ± 4.56*,§ | < 0.001 |
| ADCmean | 726.5 ± 79.2 | 1084.6 ± 140.5* | 1136.5 ± 187.0* | < 0.001 |
| SD | 177.3 ± 31.0 | 195.2 ± 34.2* | 209.9 ± 36.8*,§ | < 0.001 |
| ADCmin | 132.4 ± 127.5 | 426.1 ± 274.8* | 476.8 ± 292.0* | < 0.001 |
| ADCmax | 1521.5 ± 194.2 | 1811.8 ± 223.3* | 1882.8 ± 202.6* | < 0.001 |
| 5th percentile | 449.3 ± 119.7 | 780.7 ± 164.2* | 799.5 ± 230.3* | < 0.001 |
| 10th percentile | 514.4 ± 104.2 | 847.3 ± 154.1* | 875.4 ± 210.8* | < 0.001 |
| 25th percentile | 613.8 ± 86.2 | 955.1 ± 142.1* | 996.5 ± 193.4* | < 0.001 |
| 50th percentile | 719.9 ± 75.9 | 1078.9 ± 140.9* | 1130.6 ± 187.0* | < 0.001 |
| 75th percentile | 831.7 ± 72.4 | 1205.8 ± 138.5* | 1273.9 ± 183.2*,§ | < 0.001 |
| 90th percentile | 943.2 ± 76.1 | 1331.9 ± 140.1* | 1404.1 ± 173.6*,§ | < 0.001 |
| Skewness | 0.781 ± 0.806 | 0.308 ± 0.689* | 0.418 ± 0.748* | 0.003 |
| Kurtosis | 9.718 ± 2.609 | 6.815 ± 2.687* | 7.120 ± 2.575* | < 0.001 |
Note: ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest, respectively. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness. Time point 1 was within 2 weeks before radiotherapy. Time point 2 was one month after radiotherapy. Time point 3 was four months after radiotherapy. P values were calculated by one-way analysis of variance.
The volume unit is cm3, and all the ADC histogram parameters are in the units of × 10-6 mm2/s except for skewness and kurtosis.
* P < 0.05 compared to time point 1.
§ P < 0.05 compared to time point 2.
Figure 1Dynamic changes of mean apparent diffusion coefficient (ADC) histograms (a), (bin size of 50 × 10-6 mm2/s) and its corresponding fitting curves (b) of 56 parotid glands in 28 patients with nasopharyngeal carcinoma receiving radiotherapy.
Correlations between early change rates of parotid apparent diffusion coefficient (ADC) histogram parameters and late parotid atrophy rate in patients with nasopharyngeal carcinoma
| Early change rate (from time point 1 to 2) | Correlation coefficient (r) | ||
|---|---|---|---|
| Late atrophy rate (from time point 1 to 3) | ADCmean | 0.484 | 0.003* |
| SD | − 0.187 | 0.275 | |
| ADCmin | 0.477 | 0.016* | |
| ADCmax | 0.047 | 0.784 | |
| 5th percentile | 0.219 | 0.198 | |
| 10th percentile | 0.319 | 0.058 | |
| 25th percentile | 0.430 | 0.009* | |
| 50th percentile | 0.475 | 0.003* | |
| 75th percentile | 0.481 | 0.003* | |
| 90th percentile | 0.489 | 0.002* | |
| Skewness | − 0.141 | 0.413 | |
| Kurtosis | − 0.380 | 0.022* |
Note: ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest, respectively. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness. Time point 1 was within 2 weeks before radiotherapy. Time point 2 was one month after radiotherapy. Time point 3 was four months after radiotherapy.
* Significant correlations with Pearson correlation test.
Multiple linear regression analysis of volume and MR scan time point contributing to apparent diffusion coefficient (ADC) histogram parameters
| Parameters | R2 | Volume | Time point | ||
|---|---|---|---|---|---|
| Standardized coefficients | Standardized coefficients | ||||
| ADCmean | 0.564 | -0.269 | 0.001* | 0.555 | < 0.001* |
| SD | 0.140 | -0.043 | 0.703 | 0.346 | 0.002* |
| ADCmin | 0.280 | -0.308 | 0.003* | 0.281 | 0.007* |
| ADCmax | 0.391 | -0.256 | 0.007* | 0.434 | < 0.001* |
| 5th percentile | 0.404 | -0.289 | 0.002* | 0.415 | < 0.001* |
| 10th percentile | 0.464 | -0.289 | 0.001* | 0.464 | < 0.001* |
| 25th percentile | 0.524 | -0.269 | 0.002* | 0.527 | < 0.001* |
| 50th percentile | 0.560 | -0.255 | 0.002* | 0.564 | < 0.001* |
| 75th percentile | 0.601 | -0.257 | 0.001* | 0.590 | < 0.001* |
| 90th percentile | 0.621 | -0.262 | 0.001* | 0.599 | < 0.001* |
| Skewness | 0.047 | -0.128 | 0.277 | 0.270 | 0.024* |
| Kurtosis | 0.235 | 0.432 | < 0.001* | -0.080 | 0.448 |
Note: ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest, respectively. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness. Time point 1 was within 2 weeks before radiotherapy. Time point 2 was one month after radiotherapy. Time point 3 was four months after radiotherapy.
* Significant correlations with multiple linear regression analysis.
Diagnostic performance of early mean change rates of bilateral parotid volume and apparent diffusion coefficient (ADC) histogram parameters in predicting xerostomia degrees in patients with nasopharyngeal carcinoma seven months after radiotherapy
| Change rates (from time point 1 to 2) | Cutoff value (%) | Sensitivity (%) | Specificity (%) | AUC (95% CI) | |
|---|---|---|---|---|---|
| Volume | 26.6 | 81.8 | 28.6 | 0.766 (0.539 - 0.993) | 0.063 |
| ADCmean | 61.0 | 54.5 | 88.2 | 0.588 (0.328 - 0.849) | 0.438 |
| SD | 10.8 | 90.9 | 70.6 | 0.781 (0.593 - 0.969) | 0.014* |
| ADCmin | 128.2 | 77.8 | 62.5 | 0.708 (0.449 - 0.968) | 0.149 |
| ADCmax | 16.0 | 100.0 | 70.6 | 0.818 (0.656 - 0.980) | 0.005* |
| 5th percentile | 37.2 | 94.1 | 36.4 | 0.524 (0.270 - 0.778) | 0.832 |
| 10th percentile | 45.0 | 88.2 | 54.5 | 0.513 (0.255 - 0.772) | 0.906 |
| 25th percentile | 74.5 | 36.4 | 94.1 | 0.551 (0.299 - 0.803) | 0.655 |
| 50th percentile | 63.4 | 54.5 | 94.1 | 0.604 (0.346 - 0.862) | 0.359 |
| 75th percentile | 56.1 | 54.5 | 94.1 | 0.615 (0.362 - 0.868) | 0.312 |
| 90th percentile | 49.1 | 54.5 | 88.2 | 0.599 (0.347 - 0.851) | 0.384 |
| Skewness | -12.7 | 27.3 | 94.1 | 0.503 (0.256 - 0.750) | 0.981 |
| Kurtosis | -14.1 | 54.5 | 88.2 | 0.679 (0.460 - 0.899) | 0.115 |
Note: AUC is the area under receiver operating characteristic (ROC) curve. ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness. Time point 1 was within 2 weeks before radiotherapy. Time point 2 was one month after radiotherapy. CI: confidence interval.
* P < 0.05.
Inter- and intra-observer agreements of apparent diffusion coefficient (ADC) histogram parameters
| Parameters | Inter-observer ICC (95% CI) | Intra-observer ICC (95% CI) |
|---|---|---|
| ADCmean | 0.997 (0.995 - 0.998) | 0.998 (0.996 - 0.999) |
| SD | 0.908 (0.837 - 0.948) | 0.931 (0.881 - 0.960) |
| ADCmin | 0.947 (0.908 - 0.969) | 0.960 (0.929 - 0.977) |
| ADCmax | 0.857 (0.754 - 0.917) | 0.830 (0.701 - 0.904) |
| 5th percentile | 0.997 (0.994 - 0.998) | 0.998 (0.996 - 0.999) |
| 10th percentile | 0.997 (0.996 - 0.999) | 0.998 (0.997 - 0.999) |
| 25th percentile | 0.998 (0.997 - 0.999) | 0.999 (0.998 - 0.999) |
| 50th percentile | 0.998 (0.997 - 0.999) | 0.998 (0.997 - 0.999) |
| 75th percentile | 0.993 (0.988 - 0.996) | 0.997 (0.994 - 0.998) |
| 90th percentile | 0.992 (0.986 - 0.995) | 0.995 (0.993 - 0.996) |
| Skewness | 0.914 (0.852 - 0.950) | 0.921 (0.860 - 0.955) |
| Kurtosis | 0.947 (0.909 - 0.969) | 0.964 (0.937 - 0.980) |
Note: ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest, respectively. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness. ICC: intraclass correlation coefficient; CI: confidence interval.
Characteristics of NPC patients treated with radiotherapy
| Characteristics | Value |
|---|---|
| Total patients (men/women) | 28 (25/3) |
| Mean age (years) age range | 48.3 ± 13.5 21 - 68 |
| T stage | |
| T1 | 15 (53.6%) |
| T2 | 9 (32.1%) |
| T3 | 3 (10.7%) |
| T4 | 1 (3.6%) |
| N stage | |
| N0 | 2 (7.1%) |
| N1 | 8 (28.6%) |
| N2 | 16 (57.2%) |
| N3 | 2 (7.1%) |
| Grade 0/1/2 xerostomia (patients) | |
| Time point 1 | 28/0/0 |
| Time point 2 | 0/15/13 |
| Time point 3 | 0/15/13 |
| Seven months after radiotherapy | 0/17/11 |
| Mean radiation dose of parotid glands (Gy) | 28.4 ± 2.6 |
Note: Time point 1 was within 2 weeks before radiotherapy. Time point 2 was one month after radiotherapy. Time point 3 was four months after radiotherapy. Xerostomia degrees were evaluated by the Radiation Therapy Oncology Group (RTOG) acute and late radiation morbidity scoring criteria. The TN staging was performed based on the American Joint Committee on Cancer (AJCC) and the Union for International Cancer Control (UICC). NPC: nasopharyngeal carcinoma.
Power of simple size for one-way analysis of variance (ANOVA)
| Parameters | Power |
|---|---|
| Volume | 0.972 |
| ADCmean | 1.000 |
| SD | 0.956 |
| ADCmin | 0.979 |
| ADCmax | 0.976 |
| 5th percentile | 0.995 |
| 10th percentile | 0.985 |
| 25th percentile | 0.999 |
| 50th percentile | 0.954 |
| 75th percentile | 0.980 |
| 90th percentile | 0.978 |
| Skewness | 0.953 |
| Kurtosis | 0.951 |
Note: ADCmean, ADCmin, and ADCmax are the mean, minimum, and maximum ADC values of all voxels within the volume of interest, respectively. SD is the standard deviation of ADC values. The 5th, 10th, 25th, 50th, 75th, and 90th percentiles are the ADC values at which 5%, 10%, 25%, 50%, 75%, and 90% of the voxel values that formed the histogram are found to the left, respectively. Skewness is the degree of histogram asymmetry around the mean. Kurtosis is a measurement of the histogram sharpness.
Figure 2In-house software screenshot
The region of interest is exactly copied on the diffusion weighted image (DWI) to the corresponding T1-weighted image (T1WI) and apparent diffusion coefficient (ADC) map in real time. Parotid glands can be distinguished from the adjacent structures on DWI and T1WI.