. | This work . | Mehrabian et al. . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Parameter . | RN . | TP . | Welch’s 2-sample t-test . | Univariable logistic regression . | RN . | TP . | Univariable logistic regression . | ||||
Median value [IQR] . | P-value . | P-value . | AUC . | AIC . | Median value [IQR] . | P-value . | AUC . | AIC . | |||
MTRAmide,0.625µT | 12.8 [3.1] % | 12.6 [3.9] % | .939 | .939 | 0.51 | 188.2 | 9.0 [0.9] % | 7.3 [1.4] % | <.0001 | 0.87 | 72.8 |
MTRAmide,2.5µT | 53.3 [8.4] % | 55.1 [7.9] % | .973 | .974 | 0.51 | 188.2 | 48.2 [2.2] % | 42.2 [5.1] % | <.0001 | 0.88 | 67.3 |
MTRNOE,0.625µT | 14.4 [3.8] % | 14.0 [3.6] % | .424 | .452 | 0.55 | 187.6 | 10.2 [1.4] % | 8.3 [1.6] % | <.0001 | 0.82 | 78.4 |
MTRNOE,2.5µT | 52.3 [8.9] % | 52.4 [8.3] % | .744 | .751 | 0.53 | 188.1 | 46.5 [2.7] % | 41.2 [5.0] % | <.0001 | 0.83 | 77.9 |
MTRAsym,0.625µT | −1.6 [0.94] % | −1.3 [0.69] % | .029 | .068 | 0.63 | 184.7 | −1.2 [1.3] % | −1.0 [1.2] % | .70 | 0.52 | 105 |
MTRAsym,2.5µT | 1.8 [1.3] % | 2.1 [0.9] % | .319 | .402 | 0.61 | 187.5 | 1.7 [1.5] % | 1.2 [2.0] % | .23 | 0.58 | 103 |
T1 | 1.95 [0.49] s | 1.92 [0.42] s | .083 | .106 | 0.56 | 185.5 | 1.77 [0.19] s | 1.94 [0.32] s | .01 | 0.69 | 98.3 |
T2 | 179 [82] ms | 162 [88] ms | .433 | .410 | 0.55 | 187.5 | 114 [26] ms | 140 [34] ms | <.001 | 0.74 | 92.0 |
R·M0B / RA | 0.8 [0.5] | 0.8 [0.4] | .707 | .636 | 0.46 | 188.0 | 1.4 [0.2] | 1.2 [0.3] | .009 | 0.66 | 97.6 |
1 / (RA·T2A) | 5.9 [2.7] | 6.5 [2.9] | .030 | .024 | 0.60 | 182.8 | 29 [4] | 26 [6] | .005 | 0.73 | 96.6 |
AREXAmide,0.625µT | 0.040 [0.019] s-1 | 0.040 [0.025] s-1 | .250 | .250 | 0.55 | 186.8 | 2.1 [0.6] s-1 | 1.5 [0.9] s-1 | 0.002 | 0.81 | 94.7 |
AREXAmide,2.5µT | 0.23 [0.13] s−1 | 0.25 [0.15] s−1 | .948 | .948 | 0.51 | 188.2 | 7.6 [3.2] s−1 | 5.8 [2.7] s−1 | .01 | 0.68 | 98.3 |
AREXNOE,0.625µT | 0.052 [0.020] s−1 | 0.041 [0.024] s−1 | .874 | .878 | 0.51 | 188.1 | 2.8 [1.2] s−1 | 2.0 [0.7] s−1 | <.001 | 0.72 | 91.7 |
AREXNOE,2.5µT | 0.19 [0.13] s−1 | 0.22 [0.12] s−1 | .670 | .684 | 0.50 | 188.0 | 5.5 [2.5] s−1 | 4.6 [2.0] s−1 | .09 | 0.62 | 102.1 |
rCBV | 1.6 [1.3] | 1.7 [1.6] | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
After application of PCA to MTR and AREX parameters: | |||||||||||
MTRPC1 | N/A | N/A | .922 | .929 | 0.48 | 188.1 | N/A | N/A | N/A | N/A | N/A |
MTRPC2 | N/A | N/A | .251 | .296 | 0.57 | 187.1 | N/A | N/A | N/A | N/A | N/A |
AREXPC1 | N/A | N/A | .066 | .098 | 0.56 | 185.3 | N/A | N/A | N/A | N/A | N/A |
AREXPC2 | N/A | N/A | .051 | .054 | 0.62 | 184.2 | N/A | N/A | N/A | N/A | N/A |
. | This work . | Mehrabian et al. . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Parameter . | RN . | TP . | Welch’s 2-sample t-test . | Univariable logistic regression . | RN . | TP . | Univariable logistic regression . | ||||
Median value [IQR] . | P-value . | P-value . | AUC . | AIC . | Median value [IQR] . | P-value . | AUC . | AIC . | |||
MTRAmide,0.625µT | 12.8 [3.1] % | 12.6 [3.9] % | .939 | .939 | 0.51 | 188.2 | 9.0 [0.9] % | 7.3 [1.4] % | <.0001 | 0.87 | 72.8 |
MTRAmide,2.5µT | 53.3 [8.4] % | 55.1 [7.9] % | .973 | .974 | 0.51 | 188.2 | 48.2 [2.2] % | 42.2 [5.1] % | <.0001 | 0.88 | 67.3 |
MTRNOE,0.625µT | 14.4 [3.8] % | 14.0 [3.6] % | .424 | .452 | 0.55 | 187.6 | 10.2 [1.4] % | 8.3 [1.6] % | <.0001 | 0.82 | 78.4 |
MTRNOE,2.5µT | 52.3 [8.9] % | 52.4 [8.3] % | .744 | .751 | 0.53 | 188.1 | 46.5 [2.7] % | 41.2 [5.0] % | <.0001 | 0.83 | 77.9 |
MTRAsym,0.625µT | −1.6 [0.94] % | −1.3 [0.69] % | .029 | .068 | 0.63 | 184.7 | −1.2 [1.3] % | −1.0 [1.2] % | .70 | 0.52 | 105 |
MTRAsym,2.5µT | 1.8 [1.3] % | 2.1 [0.9] % | .319 | .402 | 0.61 | 187.5 | 1.7 [1.5] % | 1.2 [2.0] % | .23 | 0.58 | 103 |
T1 | 1.95 [0.49] s | 1.92 [0.42] s | .083 | .106 | 0.56 | 185.5 | 1.77 [0.19] s | 1.94 [0.32] s | .01 | 0.69 | 98.3 |
T2 | 179 [82] ms | 162 [88] ms | .433 | .410 | 0.55 | 187.5 | 114 [26] ms | 140 [34] ms | <.001 | 0.74 | 92.0 |
R·M0B / RA | 0.8 [0.5] | 0.8 [0.4] | .707 | .636 | 0.46 | 188.0 | 1.4 [0.2] | 1.2 [0.3] | .009 | 0.66 | 97.6 |
1 / (RA·T2A) | 5.9 [2.7] | 6.5 [2.9] | .030 | .024 | 0.60 | 182.8 | 29 [4] | 26 [6] | .005 | 0.73 | 96.6 |
AREXAmide,0.625µT | 0.040 [0.019] s-1 | 0.040 [0.025] s-1 | .250 | .250 | 0.55 | 186.8 | 2.1 [0.6] s-1 | 1.5 [0.9] s-1 | 0.002 | 0.81 | 94.7 |
AREXAmide,2.5µT | 0.23 [0.13] s−1 | 0.25 [0.15] s−1 | .948 | .948 | 0.51 | 188.2 | 7.6 [3.2] s−1 | 5.8 [2.7] s−1 | .01 | 0.68 | 98.3 |
AREXNOE,0.625µT | 0.052 [0.020] s−1 | 0.041 [0.024] s−1 | .874 | .878 | 0.51 | 188.1 | 2.8 [1.2] s−1 | 2.0 [0.7] s−1 | <.001 | 0.72 | 91.7 |
AREXNOE,2.5µT | 0.19 [0.13] s−1 | 0.22 [0.12] s−1 | .670 | .684 | 0.50 | 188.0 | 5.5 [2.5] s−1 | 4.6 [2.0] s−1 | .09 | 0.62 | 102.1 |
rCBV | 1.6 [1.3] | 1.7 [1.6] | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
After application of PCA to MTR and AREX parameters: | |||||||||||
MTRPC1 | N/A | N/A | .922 | .929 | 0.48 | 188.1 | N/A | N/A | N/A | N/A | N/A |
MTRPC2 | N/A | N/A | .251 | .296 | 0.57 | 187.1 | N/A | N/A | N/A | N/A | N/A |
AREXPC1 | N/A | N/A | .066 | .098 | 0.56 | 185.3 | N/A | N/A | N/A | N/A | N/A |
AREXPC2 | N/A | N/A | .051 | .054 | 0.62 | 184.2 | N/A | N/A | N/A | N/A | N/A |
The median and interquartile ranges are shown for the radiation necrosis (RN) and tumor progression (TP) cohorts for each parameter. Welch’s 2-sample t-test was computed for each parameter. Univariable logistic regression was performed where the area under the receiver-operating characteristic curve (AUC) and Akaike information criterion (AIC) were obtained for each parameter. The values from Mehrabian et al.24 are also shown to allow for direct comparison of the results. Values with P-values below .05 are bolded.
. | This work . | Mehrabian et al. . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Parameter . | RN . | TP . | Welch’s 2-sample t-test . | Univariable logistic regression . | RN . | TP . | Univariable logistic regression . | ||||
Median value [IQR] . | P-value . | P-value . | AUC . | AIC . | Median value [IQR] . | P-value . | AUC . | AIC . | |||
MTRAmide,0.625µT | 12.8 [3.1] % | 12.6 [3.9] % | .939 | .939 | 0.51 | 188.2 | 9.0 [0.9] % | 7.3 [1.4] % | <.0001 | 0.87 | 72.8 |
MTRAmide,2.5µT | 53.3 [8.4] % | 55.1 [7.9] % | .973 | .974 | 0.51 | 188.2 | 48.2 [2.2] % | 42.2 [5.1] % | <.0001 | 0.88 | 67.3 |
MTRNOE,0.625µT | 14.4 [3.8] % | 14.0 [3.6] % | .424 | .452 | 0.55 | 187.6 | 10.2 [1.4] % | 8.3 [1.6] % | <.0001 | 0.82 | 78.4 |
MTRNOE,2.5µT | 52.3 [8.9] % | 52.4 [8.3] % | .744 | .751 | 0.53 | 188.1 | 46.5 [2.7] % | 41.2 [5.0] % | <.0001 | 0.83 | 77.9 |
MTRAsym,0.625µT | −1.6 [0.94] % | −1.3 [0.69] % | .029 | .068 | 0.63 | 184.7 | −1.2 [1.3] % | −1.0 [1.2] % | .70 | 0.52 | 105 |
MTRAsym,2.5µT | 1.8 [1.3] % | 2.1 [0.9] % | .319 | .402 | 0.61 | 187.5 | 1.7 [1.5] % | 1.2 [2.0] % | .23 | 0.58 | 103 |
T1 | 1.95 [0.49] s | 1.92 [0.42] s | .083 | .106 | 0.56 | 185.5 | 1.77 [0.19] s | 1.94 [0.32] s | .01 | 0.69 | 98.3 |
T2 | 179 [82] ms | 162 [88] ms | .433 | .410 | 0.55 | 187.5 | 114 [26] ms | 140 [34] ms | <.001 | 0.74 | 92.0 |
R·M0B / RA | 0.8 [0.5] | 0.8 [0.4] | .707 | .636 | 0.46 | 188.0 | 1.4 [0.2] | 1.2 [0.3] | .009 | 0.66 | 97.6 |
1 / (RA·T2A) | 5.9 [2.7] | 6.5 [2.9] | .030 | .024 | 0.60 | 182.8 | 29 [4] | 26 [6] | .005 | 0.73 | 96.6 |
AREXAmide,0.625µT | 0.040 [0.019] s-1 | 0.040 [0.025] s-1 | .250 | .250 | 0.55 | 186.8 | 2.1 [0.6] s-1 | 1.5 [0.9] s-1 | 0.002 | 0.81 | 94.7 |
AREXAmide,2.5µT | 0.23 [0.13] s−1 | 0.25 [0.15] s−1 | .948 | .948 | 0.51 | 188.2 | 7.6 [3.2] s−1 | 5.8 [2.7] s−1 | .01 | 0.68 | 98.3 |
AREXNOE,0.625µT | 0.052 [0.020] s−1 | 0.041 [0.024] s−1 | .874 | .878 | 0.51 | 188.1 | 2.8 [1.2] s−1 | 2.0 [0.7] s−1 | <.001 | 0.72 | 91.7 |
AREXNOE,2.5µT | 0.19 [0.13] s−1 | 0.22 [0.12] s−1 | .670 | .684 | 0.50 | 188.0 | 5.5 [2.5] s−1 | 4.6 [2.0] s−1 | .09 | 0.62 | 102.1 |
rCBV | 1.6 [1.3] | 1.7 [1.6] | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
After application of PCA to MTR and AREX parameters: | |||||||||||
MTRPC1 | N/A | N/A | .922 | .929 | 0.48 | 188.1 | N/A | N/A | N/A | N/A | N/A |
MTRPC2 | N/A | N/A | .251 | .296 | 0.57 | 187.1 | N/A | N/A | N/A | N/A | N/A |
AREXPC1 | N/A | N/A | .066 | .098 | 0.56 | 185.3 | N/A | N/A | N/A | N/A | N/A |
AREXPC2 | N/A | N/A | .051 | .054 | 0.62 | 184.2 | N/A | N/A | N/A | N/A | N/A |
. | This work . | Mehrabian et al. . | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Parameter . | RN . | TP . | Welch’s 2-sample t-test . | Univariable logistic regression . | RN . | TP . | Univariable logistic regression . | ||||
Median value [IQR] . | P-value . | P-value . | AUC . | AIC . | Median value [IQR] . | P-value . | AUC . | AIC . | |||
MTRAmide,0.625µT | 12.8 [3.1] % | 12.6 [3.9] % | .939 | .939 | 0.51 | 188.2 | 9.0 [0.9] % | 7.3 [1.4] % | <.0001 | 0.87 | 72.8 |
MTRAmide,2.5µT | 53.3 [8.4] % | 55.1 [7.9] % | .973 | .974 | 0.51 | 188.2 | 48.2 [2.2] % | 42.2 [5.1] % | <.0001 | 0.88 | 67.3 |
MTRNOE,0.625µT | 14.4 [3.8] % | 14.0 [3.6] % | .424 | .452 | 0.55 | 187.6 | 10.2 [1.4] % | 8.3 [1.6] % | <.0001 | 0.82 | 78.4 |
MTRNOE,2.5µT | 52.3 [8.9] % | 52.4 [8.3] % | .744 | .751 | 0.53 | 188.1 | 46.5 [2.7] % | 41.2 [5.0] % | <.0001 | 0.83 | 77.9 |
MTRAsym,0.625µT | −1.6 [0.94] % | −1.3 [0.69] % | .029 | .068 | 0.63 | 184.7 | −1.2 [1.3] % | −1.0 [1.2] % | .70 | 0.52 | 105 |
MTRAsym,2.5µT | 1.8 [1.3] % | 2.1 [0.9] % | .319 | .402 | 0.61 | 187.5 | 1.7 [1.5] % | 1.2 [2.0] % | .23 | 0.58 | 103 |
T1 | 1.95 [0.49] s | 1.92 [0.42] s | .083 | .106 | 0.56 | 185.5 | 1.77 [0.19] s | 1.94 [0.32] s | .01 | 0.69 | 98.3 |
T2 | 179 [82] ms | 162 [88] ms | .433 | .410 | 0.55 | 187.5 | 114 [26] ms | 140 [34] ms | <.001 | 0.74 | 92.0 |
R·M0B / RA | 0.8 [0.5] | 0.8 [0.4] | .707 | .636 | 0.46 | 188.0 | 1.4 [0.2] | 1.2 [0.3] | .009 | 0.66 | 97.6 |
1 / (RA·T2A) | 5.9 [2.7] | 6.5 [2.9] | .030 | .024 | 0.60 | 182.8 | 29 [4] | 26 [6] | .005 | 0.73 | 96.6 |
AREXAmide,0.625µT | 0.040 [0.019] s-1 | 0.040 [0.025] s-1 | .250 | .250 | 0.55 | 186.8 | 2.1 [0.6] s-1 | 1.5 [0.9] s-1 | 0.002 | 0.81 | 94.7 |
AREXAmide,2.5µT | 0.23 [0.13] s−1 | 0.25 [0.15] s−1 | .948 | .948 | 0.51 | 188.2 | 7.6 [3.2] s−1 | 5.8 [2.7] s−1 | .01 | 0.68 | 98.3 |
AREXNOE,0.625µT | 0.052 [0.020] s−1 | 0.041 [0.024] s−1 | .874 | .878 | 0.51 | 188.1 | 2.8 [1.2] s−1 | 2.0 [0.7] s−1 | <.001 | 0.72 | 91.7 |
AREXNOE,2.5µT | 0.19 [0.13] s−1 | 0.22 [0.12] s−1 | .670 | .684 | 0.50 | 188.0 | 5.5 [2.5] s−1 | 4.6 [2.0] s−1 | .09 | 0.62 | 102.1 |
rCBV | 1.6 [1.3] | 1.7 [1.6] | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A |
After application of PCA to MTR and AREX parameters: | |||||||||||
MTRPC1 | N/A | N/A | .922 | .929 | 0.48 | 188.1 | N/A | N/A | N/A | N/A | N/A |
MTRPC2 | N/A | N/A | .251 | .296 | 0.57 | 187.1 | N/A | N/A | N/A | N/A | N/A |
AREXPC1 | N/A | N/A | .066 | .098 | 0.56 | 185.3 | N/A | N/A | N/A | N/A | N/A |
AREXPC2 | N/A | N/A | .051 | .054 | 0.62 | 184.2 | N/A | N/A | N/A | N/A | N/A |
The median and interquartile ranges are shown for the radiation necrosis (RN) and tumor progression (TP) cohorts for each parameter. Welch’s 2-sample t-test was computed for each parameter. Univariable logistic regression was performed where the area under the receiver-operating characteristic curve (AUC) and Akaike information criterion (AIC) were obtained for each parameter. The values from Mehrabian et al.24 are also shown to allow for direct comparison of the results. Values with P-values below .05 are bolded.
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