Table 2.
A | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Summary of segmentation evaluation for select structures: brain rest, hippocampus (Hc), caudate putamen (CPu), substantia nigra (SN), anterior commissure (ac), corpus callosum (cc), lateral ventricles (LV). Data represent mean Dice coefficients±SEM. Minimum and maximum values are shown in bold characters. | |||||||||||||||
Channel selection impacted the accuracy of segmentation. | |||||||||||||||
C57BL/6 | T1 (%) | T2* (%) | T1T2* (%) | T1Tr (%) | T1FA (%) | T1RA (%) | T2*FA (%) | T2*RA (%) | T2*Tr (%) | T1RD (%) | T2*RD (%) | T1E0 (%) | T2*E0(%) | F(12,39) | p |
Brain rest | 95.47±0.58 | 94.94±0.64 | 95.84±0.21 | 96.57±0.21 | 96.41±0.67 | 97.24±0.03 | 97.01±0.17 | 97.18±0.04 | 96.16±0.17 | 96.76±0.23 | 96.34±0.25 | 96.76±0.12 | 96.51±0.21 | 3.79 | 7.62E−04 |
Hc | 84.37±0.71 | 84.14±2.62 | 83.43±2.40 | 87.29±1.51 | 88.67±1.62 | 90.64±0.50 | 90.53±0.77 | 90.75±0.71 | 87.85±1.19 | 89.62±1.67 | 88.69±1.46 | 89.29±0.83 | 89.75±0.91 | 3.13 | 0.0034 |
CPu | 82.08±0.26 | 82.47±2.03 | 77.21±1.37 | 85.02±1.75 | 87.18±1.59 | 88.68±0.35 | 87.75±0.66 | 88.30±0.50 | 81.34±1.68 | 87.22±1.15 | 84.11±1.35 | 87.21±1.56 | 84.69±1.66 | 4.88 | 7.58E−05 |
SN | 77.69±4.78 | 71.01±4.64 | 72.58±5.55 | 80.21±1.44 | 77.01±3.73 | 79.12±4.84 | 78.55±2.93 | 77.00±4.14 | 79.66±1.45 | 80.74±1.37 | 78.36±2.00 | 78.88±2.50 | 77.73±2.69 | 0.64 | 0.7945 |
ac | 51.02±9.29 | 28.52±10.95 | 18.43±10.48 | 56.20±5.01 | 69.24±4.63 | 73.31±2.81 | 65.21±5.47 | 73.83±2.21 | 52.30±3.04 | 63.60±1.89 | 59.48±2.81 | 61.05±1.56 | 56.56±1.66 | 7.99 | 2.98E−07 |
cc | 54.74±4.43 | 54.10±3.64 | 51.67±2.11 | 54.07±5.13 | 67.87±6.68 | 70.28±2.40 | 70.10±1.19 | 71.33±1.28 | 45.21±4.16 | 64.66±7.34 | 55.72±7.94 | 62.34±3.76 | 55.50±6.10 | 3.04 | 0.0042 |
LV | 30.49±8.21 | 44.09±3.24 | 32.38±7.84 | 56.41±6.60 | 57.89±5.29 | 61.42±5.90 | 59.72±2.18 | 61.80±1.29 | 27.46±4.55 | 62.33±6.83 | 43.32±7.12 | 67.60±4.19 | 50.26±7.07 | 5.46 | 2.39E−05 |
B | |||||
---|---|---|---|---|---|
Multichannel segmentation of C57BL/6mice incorporating DTI outperformed single channel segmentation using conventional contrast. | |||||
Factor 1 | Factor 2 | Diff (%) | CI1 | CI2 | p |
Hc | |||||
T2*RA | T1T2* | 7.32 | 0.11 | 14.53 | 0.04* |
T1RA | T1T2* | 7.21 | 0.00 | 14.42 | 0.05 |
T2*FA | T1T2* | 7.10 | −0.11 | 14.31 | 0.06 |
T2*RA | T2* | 6.61 | −0.60 | 13.82 | 0.10 |
T2*RA | T1 | 6.37 | −0.84 | 13.58 | 0.13 |
CPu | |||||
T1RA | T1T2* | 11.48 | 3.82 | 19.13 | 0.0003* |
T2*RA | T1T2* | 11.09 | 3.44 | 18.74 | 0.0006* |
T2*FA | T1T2* | 10.55 | 2.89 | 18.20 | 0.0012* |
T1RD | T1T2* | 10.01 | 2.36 | 17.66 | 0.003* |
T1E0 | T1T2* | 10.00 | 2.35 | 17.65 | 0.003* |
T1FA | T1T2* | 9.97 | 2.32 | 17.63 | 0.003* |
T2*RD | T1T2* | 9.26 | 1.61 | 16.91 | 0.01* |
T1Tr | T1T2* | 7.81 | 0.16 | 15.46 | 0.04* |
T2*E0 | T1T2* | 7.48 | −0.17 | 15.13 | 0.06 |
T1RA | T2*Tr | 7.35 | −0.30 | 15.00 | 0.07 |
T2*RA | T2*Tr | 6.96 | −0.69 | 14.61 | 0.11 |
LV | |||||
T1E0 | T2*Tr | 40.14 | 11.22 | 69.06 | 0.001* |
T1E0 | T1 | 37.11 | 8.19 | 66.03 | 0.003* |
T1E0 | T1T2* | 35.22 | 6.30 | 64.14 | 0.006* |
T1RD | T2*Tr | 34.87 | 5.95 | 63.79 | 0.007* |
T2*RA | T2*Tr | 34.34 | 5.42 | 63.26 | 0.01* |
T1RA | T2*Tr | 33.96 | 5.04 | 62.88 | 0.01* |
T2*FA | T2*Tr | 32.26 | 3.34 | 61.18 | 0.02* |
T1RD | T1 | 31.84 | 2.92 | 60.76 | 0.02* |
T2*RA | T1 | 31.31 | 2.39 | 60.23 | 0.02* |
T1RA | T1 | 30.93 | 2.01 | 59.85 | 0.03* |
T1FA | T2*Tr | 30.43 | 1.51 | 59.35 | 0.03* |
T1RD | T1T2* | 29.96 | 1.03 | 58.88 | 0.04* |
T2*RA | T1T2* | 29.42 | 0.50 | 58.34 | 0.04* |
T2*FA | T1 | 29.23 | 0.31 | 58.15 | 0.046* |
T1RA | T1T2* | 29.04 | 0.12 | 57.96 | 0.048* |
T1Tr | T2*Tr | 28.95 | 0.03 | 57.87 | 0.05 |
T1FA | T1 | 27.40 | −1.52 | 56.32 | 0.08 |
T2*FA | T1T2* | 27.34 | −1.58 | 56.26 | 0.08 |
ac | |||||
T2*RA | T1T2* | 55.40 | 26.70 | 84.10 | <.0001* |
T1RA | T1T2* | 54.88 | 26.18 | 83.59 | <.0001* |
T1FA | T1T2* | 50.81 | 22.11 | 79.51 | <.0001* |
T2*FA | T1T2* | 46.78 | 18.08 | 75.49 | <.0001* |
T2*RA | T2* | 45.31 | 16.61 | 74.01 | 0.0001* |
T1RD | T1T2* | 45.17 | 16.47 | 73.87 | 0.0001* |
T1RA | T2* | 44.79 | 16.09 | 73.49 | 0.0002* |
T1E0 | T1T2* | 42.62 | 13.92 | 71.32 | 0.0004* |
T2*RD | T1T2* | 41.05 | 12.35 | 69.75 | 0.001* |
T1FA | T2* | 40.72 | 12.02 | 69.42 | 0.001* |
T2*E0 | T1T2* | 38.13 | 9.43 | 66.83 | 0.002* |
T1Tr | T1T2* | 37.77 | 9.07 | 66.47 | 0.002* |
T2*FA | T2* | 36.69 | 7.99 | 65.40 | 0.004* |
T1RD | T2* | 35.08 | 6.37 | 63.78 | 0.006* |
T2*Tr | T1T2* | 33.87 | 5.17 | 62.58 | 0.009* |
T1 | T1T2* | 32.59 | 3.88 | 61.29 | 0.01* |
T1E0 | T2* | 32.53 | 3.82 | 61.23 | 0.01* |
T2*RD | T2* | 30.96 | 2.25 | 59.66 | 0.02* |
T2*E0 | T2* | 28.04 | −0.66 | 56.74 | 0.06 |
T1Tr | T2* | 27.68 | −1.03 | 56.38 | 0.07 |
cc | |||||
T2*RA | T2*Tr | 26.13 | 2.08 | 50.17 | 0.02* |
T1RA | T2*Tr | 25.08 | 1.03 | 49.12 | 0.03* |
T2*FA | T2*Tr | 24.90 | 0.85 | 48.94 | 0.04* |
T1FA | T2*Tr | 22.66 | −1.39 | 46.71 | 0.08 |
Brain rest | |||||
T1RA | T2* | 2.30 | 0.60 | 4.01 | 0.002* |
T2*RA | T2* | 2.24 | 0.53 | 3.95 | 0.003* |
T2*FA | T2* | 2.07 | 0.36 | 3.78 | 0.01* |
T1E0 | T2* | 1.82 | 0.11 | 3.53 | 0.03* |
T1RD | T2* | 1.82 | 0.11 | 3.53 | 0.03* |
T1RA | T1 | 1.77 | 0.06 | 3.48 | 0.04* |
T2*RA | T1 | 1.70 | −0.01 | 3.41 | 0.05 |
T1Tr | T2* | 1.63 | −0.08 | 3.34 | 0.08 |
T2*E0 | T2* | 1.57 | −0.14 | 3.28 | 0.10 |
C | |||||
---|---|---|---|---|---|
Multichannel segmentation in test strains showed that T1 and T1T2w combinations have similar performance, and outperformed T2w in segmenting the cc (T1 vs T2w: CI [4.7 81.9]; T2w vs T1T2w: CI [−81.6 −4.3]) and VS (T1 vs T2w: CI [4.7 85.8]; T2w vs T1T2w: CI [−83.8 −2.7]). | |||||
T1 (%) | T2(%) | T1T2w (%) | F | P | |
Brain rest | 90.60±1.07 | 89.92±1.14 | 90.76±1.03 | 0.02 | 0.98 |
Hc | 79.95±2.27 | 72.02±3.18 | 80.04±2.42 | 0.07 | 0.93 |
CPu | 83.08±1.41 | 79.07±1.03 | 83.82±1.45 | 0.18 | 0.84 |
SN | 48.63±5.11 | 53.69±3.88 | 54.70±5.00 | 0.04 | 0.96 |
ac | 39.14±3.97 | 29.28±4.25 | 39.74±3.35 | 0.64 | 0.54 |
cc | 53.67±3.32 | 39.14±2.88 | 53.57±3.36 | 5.29 | 0.01* |
VS | 46.42±2.41 | 31.75±3.54 | 44.07±3.01 | 5.05 | 0.02* |
D | |||||||
---|---|---|---|---|---|---|---|
For C57BL/6 miceMRF classification following deformable registration (Diff), using T2* and RA images outperformed Diff only (using T2* and RA images), and differences were significant in 5 out of 8 structures labeled. | |||||||
C57BL/6 | Diff(%) | MRF(%) | Difference (%) | t | CI1 | CI2 | p |
Brain rest | 95.97±0.70 | 95.13±0.63 | −0.84 | −0.89 | −2.94 | 1.26 | 0.39 |
Hc | 91.39±0.39 | 93.61±0.28 | 2.22 | 4.65 | 1.16 | 3.29 | 0.001* |
CPu | 88.82±0.60 | 92.02±0.54 | 3.2 | 3.99 | 1.41 | 4.99 | 0.003* |
SN | 72.56±2.35 | 80.86±1.12 | 8.3 | 3.18 | 2.49 | 14.11 | 0.01* |
ac | 74.90±3.18 | 77.59±5.17 | 2.69 | 0.44 | −10.83 | 16.21 | 0.67 |
cc | 73.47±1.86 | 79.96±1.75 | 6.49 | 2.54 | 0.8 | 12.18 | 0.03* |
LV | 62.65±3.29 | 73.92±3.13 | 11.26 | 2.48 | 1.14 | 21.38 | 0.03* |
V4 | 56.92±5.55 | 63.30±5.55 | 6.39 | 0.81 | −11.11 | 23.88 | 0.44 |
E | |||||||
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For test strains there was a trend for MRF classification following deformable registration (Diff) to outperform Diff, with the exception of the ac, which was not reliably segmented. | |||||||
Test strains | Diff (%) | MRF (%) | Difference (%) | t | CI1 | CI2 | p |
Brain rest | 90.76±0.42 | 90.12±0.30 | −0.64 | 1.24 | −1.57 | 2.85 | 0.34 |
Hc | 80.04±1.88 | 87.37±1.91 | 7.32 | −2.74 | −18.84 | 4.19 | 0.11 |
CPu | 83.82±1.15 | 86.23±4.61 | 2.41 | −0.51 | −22.87 | 18.05 | 0.66 |
SN | 54.70±4.74 | 66.62±3.64 | 11.92 | −1.99 | −37.64 | 13.80 | 0.18 |
ac | 39.74±1.98 | 16.83±1.69 | −22.90 | 8.79 | 11.69 | 34.11 | 0.01 |
cc | 53.57±6.51 | 59.81±6.77 | 6.24 | −0.66 | −46.64 | 34.16 | 0.57 |
VS | 44.07±7.15 | 53.08±16.12 | 9.01 | −0.51 | −84.87 | 66.85 | 0.66 |
indicates significance at a p<0.05 level