データの二次利用において,シンボリックデータ解析による発見的な解析で重要な 知見が得られることが示された.
付 録 A シミュレーション DVH の結 果一覧
図3.11,図3.16,図3.21のシミュレーションDVHについて,各DVHの最適照 射線量ならびに照射回数の一覧を次に示す.なお,各種パラメータは,α1 = 0.15, β1 = 0.015,α0 = 0.04,β0 = 0.02,Tk= 0,Tpot = 28,Dt,1 =Dt,0 = 6と設定した.
表 A.1: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(ASF)(δ= 0.01〜0.33)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.01 24.80 1 23.99 1 40.88 1 38.70 1 0.02 24.80 1 23.99 1 14.72 3 14.04 3 0.03 24.80 1 23.99 1 11.45 4 14.04 3 0.04 24.80 1 23.99 1 11.45 4 10.96 4 0.05 24.80 1 23.99 1 9.48 5 10.96 4 0.06 24.80 1 23.99 1 9.48 5 9.11 5 0.07 24.80 1 23.99 1 8.18 6 9.11 5 0.08 24.80 1 23.99 1 8.18 6 9.11 5 0.09 24.80 1 23.99 1 8.18 6 7.88 6 0.10 24.80 1 23.99 1 7.24 7 7.88 6 0.11 24.80 1 23.99 1 7.24 7 7.88 6 0.12 24.80 1 23.99 1 7.24 7 7.00 7 0.13 24.80 1 23.99 1 7.24 7 7.00 7 0.14 24.80 1 23.99 1 6.54 8 7.00 7 0.15 24.80 1 23.99 1 6.54 8 7.00 7 0.16 24.80 1 23.99 1 6.54 8 6.34 8 0.17 24.80 1 23.99 1 6.54 8 6.34 8 0.18 24.80 1 23.99 1 6.00 9 6.34 8 0.19 24.80 1 23.99 1 6.00 9 6.34 8 0.20 1.20 64 23.99 1 1.20 64 6.34 8 0.21 0.80 100 10.17 4 0.80 100 5.82 9 0.22 0.80 100 6.33 8 0.80 100 5.82 9 0.23 0.80 100 4.72 12 0.80 100 4.72 12 0.24 0.80 100 3.99 15 0.80 100 3.99 15 0.25 0.80 100 3.48 18 0.80 100 3.48 18 0.26 0.80 100 3.21 20 0.80 100 3.21 20 0.27 0.80 100 2.88 23 0.80 100 2.88 23 0.28 0.80 100 2.69 25 0.80 100 2.69 25 0.29 0.80 100 2.54 27 0.80 100 2.54 27 0.30 0.80 100 2.40 29 0.80 100 2.40 29 0.31 0.80 100 2.27 31 0.80 100 2.27 31 0.32 0.80 100 2.16 33 0.80 100 2.16 33
表 A.2: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(ASF)(δ= 0.34〜0.66)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.34 0.80 100 1.97 37 0.80 100 1.97 37 0.35 0.80 100 1.93 38 0.80 100 1.93 38 0.36 0.80 100 1.86 40 0.80 100 1.86 40 0.37 0.80 100 1.78 42 0.80 100 1.78 42 0.38 0.80 100 1.75 43 0.80 100 1.75 43 0.39 0.80 100 1.69 45 0.80 100 1.69 45 0.40 0.80 100 1.66 46 0.80 100 1.66 46 0.41 0.80 100 1.60 48 0.80 100 1.60 48 0.42 0.80 100 1.58 49 0.80 100 1.58 49 0.43 0.80 100 1.55 50 0.80 100 1.55 50 0.44 0.80 100 1.50 52 0.80 100 1.50 52 0.45 0.80 100 1.48 53 0.80 100 1.48 53 0.46 0.80 100 1.46 54 0.80 100 1.46 54 0.47 0.80 100 1.44 55 0.80 100 1.44 55 0.48 0.80 100 1.40 57 0.80 100 1.40 57 0.49 0.80 100 1.38 58 0.80 100 1.38 58 0.50 0.80 100 1.36 59 0.80 100 1.36 59 0.51 0.80 100 1.34 60 0.80 100 1.34 60 0.52 0.80 100 1.32 61 0.80 100 1.32 61 0.53 0.80 100 1.31 62 0.80 100 1.31 62 0.54 0.80 100 1.27 64 0.80 100 1.27 64 0.55 0.80 100 1.26 65 0.80 100 1.26 65 0.56 0.80 100 1.24 66 0.80 100 1.24 66 0.57 0.80 100 1.23 67 0.80 100 1.23 67 0.58 0.80 100 1.21 68 0.80 100 1.21 68 0.59 0.80 100 1.20 69 0.80 100 1.20 69 0.60 0.80 100 1.19 70 0.80 100 1.19 70 0.61 0.80 100 1.17 71 0.80 100 1.17 71 0.62 0.80 100 1.16 72 0.80 100 1.16 72 0.63 0.80 100 1.15 73 0.80 100 1.15 73 0.64 0.80 100 1.14 74 0.80 100 1.14 74 0.65 0.80 100 1.12 75 0.80 100 1.12 75
表 A.3: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(ASF)(δ= 0.66〜1.00)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.67 0.80 100 1.10 77 0.80 100 1.10 77 0.68 0.80 100 1.10 77 0.80 100 1.10 77 0.69 0.80 100 1.09 78 0.80 100 1.09 78 0.70 0.80 100 1.08 79 0.80 100 1.08 79 0.71 0.80 100 1.07 80 0.80 100 1.07 80 0.72 0.80 100 1.06 81 0.80 100 1.06 81 0.73 0.80 100 1.05 82 0.80 100 1.05 82 0.74 0.80 100 1.04 83 0.80 100 1.04 83 0.75 0.80 100 1.03 84 0.80 100 1.03 84 0.76 0.80 100 1.03 84 0.80 100 1.03 84 0.77 0.80 100 1.02 85 0.80 100 1.02 85 0.78 0.80 100 1.01 86 0.80 100 1.01 86 0.79 0.80 100 1.00 87 0.80 100 1.00 87 0.80 0.80 100 0.99 88 0.80 100 0.99 88 0.81 0.80 100 0.98 89 0.80 100 0.98 89 0.82 0.80 100 0.98 89 0.80 100 0.98 89 0.83 0.80 100 0.97 90 0.80 100 0.97 90 0.84 0.80 100 0.97 91 0.80 100 0.97 91 0.85 0.80 100 0.96 92 0.80 100 0.96 92 0.86 0.80 100 0.96 92 0.80 100 0.96 92 0.87 0.80 100 0.95 93 0.80 100 0.95 93 0.88 0.80 100 0.94 94 0.80 100 0.94 94 0.89 0.80 100 0.93 95 0.80 100 0.93 95 0.90 0.80 100 0.93 95 0.80 100 0.93 95 0.91 0.80 100 0.93 96 0.80 100 0.93 96 0.92 0.80 100 0.92 97 0.80 100 0.92 97 0.93 0.80 100 0.91 98 0.80 100 0.91 98 0.94 0.80 100 0.91 98 0.80 100 0.91 98 0.95 0.80 100 0.91 99 0.80 100 0.91 99 0.96 0.80 100 0.90 100 0.80 100 0.90 100 0.97 0.80 100 0.90 100 0.80 100 0.90 100 0.98 0.80 100 0.90 100 0.80 100 0.90 100
表 A.4: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(IBED)(δ= 0.01〜0.33)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.01 24.80 1 23.99 1 21.26 2 20.21 2 0.02 24.80 1 23.99 1 14.72 3 14.04 3 0.03 24.80 1 23.99 1 11.45 4 14.04 3 0.04 24.80 1 23.99 1 11.45 4 10.96 4 0.05 24.80 1 23.99 1 9.48 5 10.96 4 0.06 24.80 1 23.99 1 9.48 5 9.11 5 0.07 24.80 1 23.99 1 8.18 6 9.11 5 0.08 24.80 1 23.99 1 8.18 6 9.11 5 0.09 24.80 1 23.99 1 8.18 6 7.88 6 0.10 24.80 1 23.99 1 7.24 7 7.88 6 0.11 24.80 1 23.99 1 7.24 7 7.88 6 0.12 24.80 1 23.99 1 7.24 7 7.00 7 0.13 24.80 1 23.99 1 7.24 7 7.00 7 0.14 24.80 1 23.99 1 6.54 8 7.00 7 0.15 24.80 1 23.99 1 6.54 8 7.00 7 0.16 24.80 1 23.99 1 6.54 8 6.34 8 0.17 24.80 1 23.99 1 6.54 8 6.34 8 0.18 24.80 1 23.99 1 6.00 9 6.34 8 0.19 24.80 1 23.99 1 6.00 9 6.34 8 0.20 1.45 52 23.99 1 1.45 52 6.34 8 0.21 0.80 100 10.17 4 0.80 100 5.82 9 0.22 0.80 100 6.33 8 0.80 100 5.82 9 0.23 0.80 100 4.72 12 0.80 100 4.72 12 0.24 0.80 100 3.99 15 0.80 100 3.99 15 0.25 0.80 100 3.48 18 0.80 100 3.48 18 0.26 0.80 100 3.21 20 0.80 100 3.21 20 0.27 0.80 100 2.88 23 0.80 100 2.88 23 0.28 0.80 100 2.69 25 0.80 100 2.69 25 0.29 0.80 100 2.54 27 0.80 100 2.54 27 0.30 0.80 100 2.40 29 0.80 100 2.40 29 0.31 0.80 100 2.27 31 0.80 100 2.27 31 0.32 0.80 100 2.16 33 0.80 100 2.16 33
表 A.5: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(IBED)(δ= 0.34〜0.66)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.34 0.80 100 1.97 37 0.80 100 1.97 37 0.35 0.80 100 1.93 38 0.80 100 1.93 38 0.36 0.80 100 1.86 40 0.80 100 1.86 40 0.37 0.80 100 1.78 42 0.80 100 1.78 42 0.38 0.80 100 1.75 43 0.80 100 1.75 43 0.39 0.80 100 1.69 45 0.80 100 1.69 45 0.40 0.80 100 1.66 46 0.80 100 1.66 46 0.41 0.80 100 1.60 48 0.80 100 1.60 48 0.42 0.80 100 1.58 49 0.80 100 1.58 49 0.43 0.80 100 1.55 50 0.80 100 1.55 50 0.44 0.80 100 1.50 52 0.80 100 1.50 52 0.45 0.80 100 1.48 53 0.80 100 1.48 53 0.46 0.80 100 1.46 54 0.80 100 1.46 54 0.47 0.80 100 1.44 55 0.80 100 1.44 55 0.48 0.80 100 1.40 57 0.80 100 1.40 57 0.49 0.80 100 1.38 58 0.80 100 1.38 58 0.50 0.80 100 1.36 59 0.80 100 1.36 59 0.51 0.80 100 1.34 60 0.80 100 1.34 60 0.52 0.80 100 1.32 61 0.80 100 1.32 61 0.53 0.80 100 1.31 62 0.80 100 1.31 62 0.54 0.80 100 1.27 64 0.80 100 1.27 64 0.55 0.80 100 1.26 65 0.80 100 1.26 65 0.56 0.80 100 1.24 66 0.80 100 1.24 66 0.57 0.80 100 1.23 67 0.80 100 1.23 67 0.58 0.80 100 1.21 68 0.80 100 1.21 68 0.59 0.80 100 1.20 69 0.80 100 1.20 69 0.60 0.80 100 1.19 70 0.80 100 1.19 70 0.61 0.80 100 1.17 71 0.80 100 1.17 71 0.62 0.80 100 1.16 72 0.80 100 1.16 72 0.63 0.80 100 1.15 73 0.80 100 1.15 73 0.64 0.80 100 1.14 74 0.80 100 1.14 74 0.65 0.80 100 1.12 75 0.80 100 1.12 75
表 A.6: シミュレーションDVH(Type 1)における最適照射線量と照射回数一覧
(IBED)(δ= 0.67〜1.00)
LQ LQ-R USC USC-R
δ d N d N d N d N
0.67 0.80 100 1.10 77 0.80 100 1.10 77 0.68 0.80 100 1.10 77 0.80 100 1.10 77 0.69 0.80 100 1.09 78 0.80 100 1.09 78 0.70 0.80 100 1.08 79 0.80 100 1.08 79 0.71 0.80 100 1.07 80 0.80 100 1.07 80 0.72 0.80 100 1.06 81 0.80 100 1.06 81 0.73 0.80 100 1.05 82 0.80 100 1.05 82 0.74 0.80 100 1.04 83 0.80 100 1.04 83 0.75 0.80 100 1.03 84 0.80 100 1.03 84 0.76 0.80 100 1.03 84 0.80 100 1.03 84 0.77 0.80 100 1.02 85 0.80 100 1.02 85 0.78 0.80 100 1.01 86 0.80 100 1.01 86 0.79 0.80 100 1.00 87 0.80 100 1.00 87 0.80 0.80 100 0.99 88 0.80 100 0.99 88 0.81 0.80 100 0.98 89 0.80 100 0.98 89 0.82 0.80 100 0.98 89 0.80 100 0.98 89 0.83 0.80 100 0.97 90 0.80 100 0.97 90 0.84 0.80 100 0.97 91 0.80 100 0.97 91 0.85 0.80 100 0.96 92 0.80 100 0.96 92 0.86 0.80 100 0.96 92 0.80 100 0.96 92 0.87 0.80 100 0.95 93 0.80 100 0.95 93 0.88 0.80 100 0.94 94 0.80 100 0.94 94 0.89 0.80 100 0.93 95 0.80 100 0.93 95 0.90 0.80 100 0.93 95 0.80 100 0.93 95 0.91 0.80 100 0.93 96 0.80 100 0.93 96 0.92 0.80 100 0.92 97 0.80 100 0.92 97 0.93 0.80 100 0.91 98 0.80 100 0.91 98 0.94 0.80 100 0.91 98 0.80 100 0.91 98 0.95 0.80 100 0.91 99 0.80 100 0.91 99 0.96 0.80 100 0.90 100 0.80 100 0.90 100 0.97 0.80 100 0.90 100 0.80 100 0.90 100 0.98 0.80 100 0.90 100 0.80 100 0.90 100
表 A.7: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(ASF)(δmin = 0.01〜0.33)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.01 24.80 1 23.99 1 21.26 2 20.21 2 0.02 24.80 1 23.99 1 14.72 3 14.04 3 0.03 24.80 1 23.99 1 11.45 4 14.04 3 0.04 24.80 1 23.99 1 11.45 4 10.96 4 0.05 24.80 1 23.99 1 9.48 5 10.96 4 0.06 24.80 1 23.99 1 9.48 5 9.11 5 0.07 24.80 1 23.99 1 8.18 6 9.11 5 0.08 24.80 1 23.99 1 8.18 6 9.11 5 0.09 24.80 1 23.99 1 8.18 6 7.88 6 0.10 24.80 1 23.99 1 7.24 7 7.88 6 0.11 24.80 1 23.99 1 7.24 7 7.88 6 0.12 24.80 1 23.99 1 7.24 7 7.00 7 0.13 24.80 1 23.99 1 7.24 7 7.00 7 0.14 24.80 1 23.99 1 6.54 8 7.00 7 0.15 24.80 1 23.99 1 6.54 8 7.00 7 0.16 24.80 1 23.99 1 6.54 8 6.34 8 0.17 24.80 1 23.99 1 6.54 8 6.34 8 0.18 24.80 1 23.99 1 6.00 9 6.34 8 0.19 24.80 1 23.99 1 6.00 9 6.34 8 0.20 1.45 52 23.99 1 1.45 52 6.34 8 0.21 0.80 100 10.17 4 0.80 100 5.82 9 0.22 0.80 100 6.33 8 0.80 100 5.82 9 0.23 0.80 100 4.72 12 0.80 100 4.72 12 0.24 0.80 100 3.99 15 0.80 100 3.99 15 0.25 0.80 100 3.48 18 0.80 100 3.48 18 0.26 0.80 100 3.21 20 0.80 100 3.21 20 0.27 0.80 100 2.88 23 0.80 100 2.88 23 0.28 0.80 100 2.69 25 0.80 100 2.69 25 0.29 0.80 100 2.54 27 0.80 100 2.54 27 0.30 0.80 100 2.40 29 0.80 100 2.40 29 0.31 0.80 100 2.27 31 0.80 100 2.27 31 0.32 0.80 100 2.16 33 0.80 100 2.16 33
表 A.8: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(ASF)(δmin = 0.34〜0.66)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.34 0.80 100 1.97 37 0.80 100 1.97 37 0.35 0.80 100 1.93 38 0.80 100 1.93 38 0.36 0.80 100 1.86 40 0.80 100 1.86 40 0.37 0.80 100 1.78 42 0.80 100 1.78 42 0.38 0.80 100 1.75 43 0.80 100 1.75 43 0.39 0.80 100 1.69 45 0.80 100 1.69 45 0.40 0.80 100 1.66 46 0.80 100 1.66 46 0.41 0.80 100 1.60 48 0.80 100 1.60 48 0.42 0.80 100 1.58 49 0.80 100 1.58 49 0.43 0.80 100 1.55 50 0.80 100 1.55 50 0.44 0.80 100 1.50 52 0.80 100 1.50 52 0.45 0.80 100 1.48 53 0.80 100 1.48 53 0.46 0.80 100 1.46 54 0.80 100 1.46 54 0.47 0.80 100 1.44 55 0.80 100 1.44 55 0.48 0.80 100 1.40 57 0.80 100 1.40 57 0.49 0.80 100 1.38 58 0.80 100 1.38 58 0.50 0.80 100 1.36 59 0.80 100 1.36 59 0.51 0.80 100 1.34 60 0.80 100 1.34 60 0.52 0.80 100 1.32 61 0.80 100 1.32 61 0.53 0.80 100 1.31 62 0.80 100 1.31 62 0.54 0.80 100 1.27 64 0.80 100 1.27 64 0.55 0.80 100 1.26 65 0.80 100 1.26 65 0.56 0.80 100 1.24 66 0.80 100 1.24 66 0.57 0.80 100 1.23 67 0.80 100 1.23 67 0.58 0.80 100 1.21 68 0.80 100 1.21 68 0.59 0.80 100 1.20 69 0.80 100 1.20 69 0.60 0.80 100 1.19 70 0.80 100 1.19 70 0.61 0.80 100 1.17 71 0.80 100 1.17 71 0.62 0.80 100 1.16 72 0.80 100 1.16 72 0.63 0.80 100 1.15 73 0.80 100 1.15 73 0.64 0.80 100 1.14 74 0.80 100 1.14 74 0.65 0.80 100 1.12 75 0.80 100 1.12 75
表 A.9: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(ASF)(δmin = 0.67〜1.00)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.67 0.80 100 1.10 77 0.80 100 1.10 77 0.68 0.80 100 1.10 77 0.80 100 1.10 77 0.69 0.80 100 1.09 78 0.80 100 1.09 78 0.70 0.80 100 1.08 79 0.80 100 1.08 79 0.71 0.80 100 1.07 80 0.80 100 1.07 80 0.72 0.80 100 1.06 81 0.80 100 1.06 81 0.73 0.80 100 1.05 82 0.80 100 1.05 82 0.74 0.80 100 1.04 83 0.80 100 1.04 83 0.75 0.80 100 1.03 84 0.80 100 1.03 84 0.76 0.80 100 1.03 84 0.80 100 1.03 84 0.77 0.80 100 1.02 85 0.80 100 1.02 85 0.78 0.80 100 1.01 86 0.80 100 1.01 86 0.79 0.80 100 1.00 87 0.80 100 1.00 87 0.80 0.80 100 0.99 88 0.80 100 0.99 88 0.81 0.80 100 0.98 89 0.80 100 0.98 89 0.82 0.80 100 0.98 89 0.80 100 0.98 89 0.83 0.80 100 0.97 90 0.80 100 0.97 90 0.84 0.80 100 0.97 91 0.80 100 0.97 91 0.85 0.80 100 0.96 92 0.80 100 0.96 92 0.86 0.80 100 0.96 92 0.80 100 0.96 92 0.87 0.80 100 0.95 93 0.80 100 0.95 93 0.88 0.80 100 0.94 94 0.80 100 0.94 94 0.89 0.80 100 0.93 95 0.80 100 0.93 95 0.90 0.80 100 0.93 95 0.80 100 0.93 95 0.91 0.80 100 0.93 96 0.80 100 0.93 96 0.92 0.80 100 0.92 97 0.80 100 0.92 97 0.93 0.80 100 0.91 98 0.80 100 0.91 98 0.94 0.80 100 0.91 98 0.80 100 0.91 98 0.95 0.80 100 0.91 99 0.80 100 0.91 99 0.96 0.80 100 0.90 100 0.80 100 0.90 100 0.97 0.80 100 0.90 100 0.80 100 0.90 100 0.98 0.80 100 0.90 100 0.80 100 0.90 100
表 A.10: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(IBED)(δmin = 0.01〜0.33)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.01 0.80 100 1.11 76 0.80 100 1.11 76 0.02 0.80 100 1.11 76 0.80 100 1.11 76 0.03 0.80 100 1.11 76 0.80 100 1.11 76 0.04 0.80 100 1.11 76 0.80 100 1.11 76 0.05 0.80 100 1.11 76 0.80 100 1.11 76 0.06 0.80 100 1.11 76 0.80 100 1.11 76 0.07 0.80 100 1.11 76 0.80 100 1.11 76 0.08 0.80 100 1.11 76 0.80 100 1.11 76 0.09 0.80 100 1.11 76 0.80 100 1.11 76 0.10 0.80 100 1.11 76 0.80 100 1.11 76 0.11 0.80 100 1.10 77 0.80 100 1.10 77 0.12 0.80 100 1.10 77 0.80 100 1.10 77 0.13 0.80 100 1.10 77 0.80 100 1.10 77 0.14 0.80 100 1.10 77 0.80 100 1.10 77 0.15 0.80 100 1.10 77 0.80 100 1.10 77 0.16 0.80 100 1.10 77 0.80 100 1.10 77 0.17 0.80 100 1.10 77 0.80 100 1.10 77 0.18 0.80 100 1.09 78 0.80 100 1.09 78 0.19 0.80 100 1.09 78 0.80 100 1.09 78 0.20 0.80 100 1.09 78 0.80 100 1.09 78 0.21 0.80 100 1.09 78 0.80 100 1.09 78 0.22 0.80 100 1.09 78 0.80 100 1.09 78 0.23 0.80 100 1.09 78 0.80 100 1.09 78 0.24 0.80 100 1.08 79 0.80 100 1.08 79 0.25 0.80 100 1.08 79 0.80 100 1.08 79 0.26 0.80 100 1.08 79 0.80 100 1.08 79 0.27 0.80 100 1.08 79 0.80 100 1.08 79 0.28 0.80 100 1.07 80 0.80 100 1.07 80 0.29 0.80 100 1.07 80 0.80 100 1.07 80 0.30 0.80 100 1.07 80 0.80 100 1.07 80 0.31 0.80 100 1.07 80 0.80 100 1.07 80 0.32 0.80 100 1.06 81 0.80 100 1.06 81
表 A.11: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(IBED)(δmin = 0.34〜0.66)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.34 0.80 100 1.06 81 0.80 100 1.06 81 0.35 0.80 100 1.06 81 0.80 100 1.06 81 0.36 0.80 100 1.05 82 0.80 100 1.05 82 0.37 0.80 100 1.05 82 0.80 100 1.05 82 0.38 0.80 100 1.05 82 0.80 100 1.05 82 0.39 0.80 100 1.05 82 0.80 100 1.05 82 0.40 0.80 100 1.04 83 0.80 100 1.04 83 0.41 0.80 100 1.04 83 0.80 100 1.04 83 0.42 0.80 100 1.04 83 0.80 100 1.04 83 0.43 0.80 100 1.04 83 0.80 100 1.04 83 0.44 0.80 100 1.03 84 0.80 100 1.03 84 0.45 0.80 100 1.03 84 0.80 100 1.03 84 0.46 0.80 100 1.03 84 0.80 100 1.03 84 0.47 0.80 100 1.02 85 0.80 100 1.02 85 0.48 0.80 100 1.02 85 0.80 100 1.02 85 0.49 0.80 100 1.02 85 0.80 100 1.02 85 0.50 0.80 100 1.01 86 0.80 100 1.01 86 0.51 0.80 100 1.01 86 0.80 100 1.01 86 0.52 0.80 100 1.01 86 0.80 100 1.01 86 0.53 0.80 100 1.01 86 0.80 100 1.01 86 0.54 0.80 100 1.00 87 0.80 100 1.00 87 0.55 0.80 100 1.00 87 0.80 100 1.00 87 0.56 0.80 100 1.00 87 0.80 100 1.00 87 0.57 0.80 100 0.99 88 0.80 100 0.99 88 0.58 0.80 100 0.99 88 0.80 100 0.99 88 0.59 0.80 100 0.99 88 0.80 100 0.99 88 0.60 0.80 100 0.98 89 0.80 100 0.98 89 0.61 0.80 100 0.98 89 0.80 100 0.98 89 0.62 0.80 100 0.98 89 0.80 100 0.98 89 0.63 0.80 100 0.97 90 0.80 100 0.97 90 0.64 0.80 100 0.97 90 0.80 100 0.97 90 0.65 0.80 100 0.97 90 0.80 100 0.97 90
表 A.12: シミュレーションDVH(Type 2)における最適照射線量と照射回数一覧
(IBED)(δmin = 0.67〜1.00)
LQ LQ-R USC USC-R
δmin d N d N d N d N
0.67 0.80 100 0.97 91 0.80 100 0.97 91 0.68 0.80 100 0.97 91 0.80 100 0.97 91 0.69 0.80 100 0.96 92 0.80 100 0.96 92 0.70 0.80 100 0.96 92 0.80 100 0.96 92 0.71 0.80 100 0.96 92 0.80 100 0.96 92 0.72 0.80 100 0.95 93 0.80 100 0.95 93 0.73 0.80 100 0.95 93 0.80 100 0.95 93 0.74 0.80 100 0.95 93 0.80 100 0.95 93 0.75 0.80 100 0.94 94 0.80 100 0.94 94 0.76 0.80 100 0.94 94 0.80 100 0.94 94 0.77 0.80 100 0.94 94 0.80 100 0.94 94 0.78 0.80 100 0.93 95 0.80 100 0.93 95 0.79 0.80 100 0.93 95 0.80 100 0.93 95 0.80 0.80 100 0.93 95 0.80 100 0.93 95 0.81 0.80 100 0.93 96 0.80 100 0.93 96 0.82 0.80 100 0.93 96 0.80 100 0.93 96 0.83 0.80 100 0.93 96 0.80 100 0.93 96 0.84 0.80 100 0.92 97 0.80 100 0.92 97 0.85 0.80 100 0.92 97 0.80 100 0.92 97 0.86 0.80 100 0.92 97 0.80 100 0.92 97 0.87 0.80 100 0.91 98 0.80 100 0.91 98 0.88 0.80 100 0.91 98 0.80 100 0.91 98 0.89 0.80 100 0.91 98 0.80 100 0.91 98 0.90 0.80 100 0.91 99 0.80 100 0.91 99 0.91 0.80 100 0.91 99 0.80 100 0.91 99 0.92 0.80 100 0.91 99 0.80 100 0.91 99 0.93 0.80 100 0.90 100 0.80 100 0.90 100 0.94 0.80 100 0.90 100 0.80 100 0.90 100 0.95 0.80 100 0.90 100 0.80 100 0.90 100 0.96 0.80 100 0.90 100 0.80 100 0.90 100 0.97 0.80 100 0.90 100 0.80 100 0.90 100 0.98 0.80 100 0.90 100 0.80 100 0.90 100
表 A.13: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(ASF)(w= 0.01〜0.33)
LQ LQ-R USC USC-R
w d N d N d N d N
0.01 24.80 1 23.99 1 14.72 3 14.04 3 0.02 24.80 1 23.99 1 8.18 6 7.88 6 0.03 24.80 1 23.99 1 8.18 6 7.88 6 0.04 24.80 1 23.99 1 8.18 6 7.88 6 0.05 24.80 1 23.99 1 8.18 6 7.88 6 0.06 24.80 1 23.99 1 8.18 6 7.88 6 0.07 24.80 1 23.99 1 8.18 6 7.88 6 0.08 24.80 1 23.99 1 8.18 6 7.88 6 0.09 24.80 1 23.99 1 8.18 6 7.88 6 0.10 24.80 1 23.99 1 8.18 6 7.88 6 0.11 24.80 1 23.99 1 8.18 6 7.88 6 0.12 24.80 1 23.99 1 8.18 6 7.88 6 0.13 24.80 1 23.99 1 8.18 6 7.88 6 0.14 24.80 1 23.99 1 8.18 6 7.88 6 0.15 24.80 1 23.99 1 8.18 6 7.88 6 0.16 24.80 1 23.99 1 8.18 6 7.88 6 0.17 24.80 1 23.99 1 8.18 6 7.88 6 0.18 24.80 1 23.99 1 8.18 6 7.88 6 0.19 24.80 1 23.99 1 8.18 6 7.88 6 0.20 24.80 1 23.99 1 8.18 6 7.88 6 0.21 24.80 1 23.99 1 8.18 6 7.88 6 0.22 24.80 1 23.99 1 8.18 6 7.88 6 0.23 24.80 1 23.99 1 8.18 6 7.88 6 0.24 24.80 1 23.99 1 8.18 6 7.88 6 0.25 24.80 1 23.99 1 8.18 6 7.88 6 0.26 24.80 1 23.99 1 8.18 6 7.88 6 0.27 24.80 1 23.99 1 8.18 6 7.88 6 0.28 24.80 1 23.99 1 8.18 6 7.88 6 0.29 24.80 1 23.99 1 8.18 6 7.88 6 0.30 24.80 1 23.99 1 8.18 6 7.88 6 0.31 24.80 1 23.99 1 8.18 6 7.88 6 0.32 24.80 1 23.99 1 8.18 6 7.88 6
表 A.14: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(ASF)(w= 0.34〜0.66)
LQ LQ-R USC USC-R
w d N d N d N d N
0.34 24.80 1 23.99 1 8.18 6 7.88 6 0.35 24.80 1 23.99 1 8.18 6 7.88 6 0.36 24.80 1 23.99 1 8.18 6 7.88 6 0.37 24.80 1 23.99 1 8.18 6 7.88 6 0.38 24.80 1 23.99 1 8.18 6 7.88 6 0.39 24.80 1 23.99 1 8.18 6 7.88 6 0.40 24.80 1 23.99 1 8.18 6 7.88 6 0.41 24.80 1 23.99 1 8.18 6 7.88 6 0.42 24.80 1 23.99 1 8.18 6 7.88 6 0.43 24.80 1 23.99 1 8.18 6 7.88 6 0.44 24.80 1 23.99 1 8.18 6 7.88 6 0.45 24.80 1 23.99 1 8.18 6 7.88 6 0.46 24.80 1 23.99 1 8.18 6 7.88 6 0.47 24.80 1 23.99 1 8.18 6 7.88 6 0.48 24.80 1 23.99 1 8.18 6 7.88 6 0.49 24.80 1 23.99 1 8.18 6 7.88 6 0.50 24.80 1 23.99 1 8.18 6 7.88 6 0.51 24.80 1 23.99 1 8.18 6 7.88 6 0.52 24.80 1 23.99 1 8.18 6 7.88 6 0.53 24.80 1 23.99 1 8.18 6 7.88 6 0.54 24.80 1 23.99 1 8.18 6 7.88 6 0.55 24.80 1 23.99 1 8.18 6 7.88 6 0.56 24.80 1 23.99 1 8.18 6 7.88 6 0.57 24.80 1 23.99 1 8.18 6 7.88 6 0.58 24.80 1 23.99 1 8.18 6 7.88 6 0.59 24.80 1 23.99 1 8.18 6 7.88 6 0.60 24.80 1 23.99 1 8.18 6 7.88 6 0.61 24.80 1 23.99 1 8.18 6 7.88 6 0.62 24.80 1 23.99 1 8.18 6 7.88 6 0.63 24.80 1 23.99 1 8.18 6 7.88 6 0.64 24.80 1 23.99 1 8.18 6 7.88 6 0.65 24.80 1 23.99 1 8.18 6 7.88 6
表 A.15: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(ASF)(w= 0.67〜1.00)
LQ LQ-R USC USC-R
w d N d N d N d N
0.67 24.80 1 23.99 1 8.18 6 7.88 6 0.68 24.80 1 23.99 1 8.18 6 7.88 6 0.69 24.80 1 23.99 1 0.80 100 7.88 6 0.70 24.80 1 23.99 1 0.80 100 7.88 6 0.71 24.80 1 23.99 1 0.80 100 7.88 6 0.72 24.80 1 23.99 1 0.80 100 7.88 6 0.73 24.80 1 23.99 1 0.80 100 7.88 6 0.74 24.80 1 23.99 1 0.80 100 7.88 6 0.75 24.80 1 23.99 1 0.80 100 7.88 6 0.76 24.80 1 23.99 1 0.80 100 7.88 6 0.77 24.80 1 23.99 1 0.80 100 7.88 6 0.78 24.80 1 23.99 1 0.80 100 7.88 6 0.79 24.80 1 23.99 1 0.80 100 7.88 6 0.80 24.80 1 23.99 1 0.80 100 7.88 6 0.81 24.80 1 23.99 1 0.80 100 7.88 6 0.82 0.80 100 23.99 1 0.80 100 7.88 6 0.83 0.80 100 23.99 1 0.80 100 7.88 6 0.84 0.80 100 23.99 1 0.80 100 7.88 6 0.85 0.80 100 23.99 1 0.80 100 7.88 6 0.86 0.80 100 23.99 1 0.80 100 7.00 7 0.87 0.80 100 23.99 1 0.80 100 1.50 52 0.88 0.80 100 23.99 1 0.80 100 1.44 55 0.89 0.80 100 23.99 1 0.80 100 1.38 58 0.90 0.80 100 23.99 1 0.80 100 1.32 61 0.91 0.80 100 23.99 1 0.80 100 1.29 63 0.92 0.80 100 1.24 66 0.80 100 1.24 66 0.93 0.80 100 1.20 69 0.80 100 1.20 69 0.94 0.80 100 1.16 72 0.80 100 1.16 72 0.95 0.80 100 1.12 75 0.80 100 1.12 75 0.96 0.80 100 1.09 78 0.80 100 1.09 78 0.97 0.80 100 1.06 81 0.80 100 1.06 81 0.98 0.80 100 1.03 84 0.80 100 1.03 84
表 A.16: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(IBED)(w= 0.01〜0.33)
LQ LQ-R USC USC-R
w d N d N d N d N
0.01 24.80 1 23.99 1 8.18 6 7.88 6 0.02 24.80 1 23.99 1 6.54 8 6.34 8 0.03 0.80 100 5.39 10 0.80 100 5.39 10 0.04 0.80 100 2.78 24 0.80 100 2.78 24 0.05 0.80 100 2.11 34 0.80 100 2.11 34 0.06 0.80 100 1.82 41 0.80 100 1.82 41 0.07 0.80 100 1.66 46 0.80 100 1.66 46 0.08 0.80 100 1.55 50 0.80 100 1.55 50 0.09 0.80 100 1.46 54 0.80 100 1.46 54 0.10 0.80 100 1.40 57 0.80 100 1.40 57 0.11 0.80 100 1.34 60 0.80 100 1.34 60 0.12 0.80 100 1.31 62 0.80 100 1.31 62 0.13 0.80 100 1.26 65 0.80 100 1.26 65 0.14 0.80 100 1.24 66 0.80 100 1.24 66 0.15 0.80 100 1.21 68 0.80 100 1.21 68 0.16 0.80 100 1.19 70 0.80 100 1.19 70 0.17 0.80 100 1.17 71 0.80 100 1.17 71 0.18 0.80 100 1.16 72 0.80 100 1.16 72 0.19 0.80 100 1.14 74 0.80 100 1.14 74 0.20 0.80 100 1.12 75 0.80 100 1.12 75 0.21 0.80 100 1.11 76 0.80 100 1.11 76 0.22 0.80 100 1.10 77 0.80 100 1.10 77 0.23 0.80 100 1.10 77 0.80 100 1.10 77 0.24 0.80 100 1.09 78 0.80 100 1.09 78 0.25 0.80 100 1.08 79 0.80 100 1.08 79 0.26 0.80 100 1.07 80 0.80 100 1.07 80 0.27 0.80 100 1.07 80 0.80 100 1.07 80 0.28 0.80 100 1.06 81 0.80 100 1.06 81 0.29 0.80 100 1.06 81 0.80 100 1.06 81 0.30 0.80 100 1.05 82 0.80 100 1.05 82 0.31 0.80 100 1.04 83 0.80 100 1.04 83 0.32 0.80 100 1.04 83 0.80 100 1.04 83
表 A.17: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(IBED)(w= 0.34〜0.66)
LQ LQ-R USC USC-R
w d N d N d N d N
0.34 0.80 100 1.03 84 0.80 100 1.03 84 0.35 0.80 100 1.03 84 0.80 100 1.03 84 0.36 0.80 100 1.02 85 0.80 100 1.02 85 0.37 0.80 100 1.02 85 0.80 100 1.02 85 0.38 0.80 100 1.01 86 0.80 100 1.01 86 0.39 0.80 100 1.01 86 0.80 100 1.01 86 0.40 0.80 100 1.01 86 0.80 100 1.01 86 0.41 0.80 100 1.00 87 0.80 100 1.00 87 0.42 0.80 100 1.00 87 0.80 100 1.00 87 0.43 0.80 100 1.00 87 0.80 100 1.00 87 0.44 0.80 100 1.00 87 0.80 100 1.00 87 0.45 0.80 100 0.99 88 0.80 100 0.99 88 0.46 0.80 100 0.99 88 0.80 100 0.99 88 0.47 0.80 100 0.99 88 0.80 100 0.99 88 0.48 0.80 100 0.99 88 0.80 100 0.99 88 0.49 0.80 100 0.98 89 0.80 100 0.98 89 0.50 0.80 100 0.98 89 0.80 100 0.98 89 0.51 0.80 100 0.98 89 0.80 100 0.98 89 0.52 0.80 100 0.98 89 0.80 100 0.98 89 0.53 0.80 100 0.98 89 0.80 100 0.98 89 0.54 0.80 100 0.97 90 0.80 100 0.97 90 0.55 0.80 100 0.97 90 0.80 100 0.97 90 0.56 0.80 100 0.97 90 0.80 100 0.97 90 0.57 0.80 100 0.97 90 0.80 100 0.97 90 0.58 0.80 100 0.97 90 0.80 100 0.97 90 0.59 0.80 100 0.97 91 0.80 100 0.97 91 0.60 0.80 100 0.97 91 0.80 100 0.97 91 0.61 0.80 100 0.97 91 0.80 100 0.97 91 0.62 0.80 100 0.97 91 0.80 100 0.97 91 0.63 0.80 100 0.97 91 0.80 100 0.97 91 0.64 0.80 100 0.97 91 0.80 100 0.97 91 0.65 0.80 100 0.97 91 0.80 100 0.97 91
表 A.18: シミュレーションDVH(Type 3)における最適照射線量と照射回数一覧
(IBED)(w= 0.67〜1.00)
LQ LQ-R USC USC-R
w d N d N d N d N
0.67 0.80 100 0.96 92 0.80 100 0.96 92 0.68 0.80 100 0.96 92 0.80 100 0.96 92 0.69 0.80 100 0.96 92 0.80 100 0.96 92 0.70 0.80 100 0.96 92 0.80 100 0.96 92 0.71 0.80 100 0.96 92 0.80 100 0.96 92 0.72 0.80 100 0.96 92 0.80 100 0.96 92 0.73 0.80 100 0.96 92 0.80 100 0.96 92 0.74 0.80 100 0.95 93 0.80 100 0.95 93 0.75 0.80 100 0.95 93 0.80 100 0.95 93 0.76 0.80 100 0.95 93 0.80 100 0.95 93 0.77 0.80 100 0.95 93 0.80 100 0.95 93 0.78 0.80 100 0.95 93 0.80 100 0.95 93 0.79 0.80 100 0.95 93 0.80 100 0.95 93 0.80 0.80 100 0.95 93 0.80 100 0.95 93 0.81 0.80 100 0.95 93 0.80 100 0.95 93 0.82 0.80 100 0.95 93 0.80 100 0.95 93 0.83 0.80 100 0.95 93 0.80 100 0.95 93 0.84 0.80 100 0.94 94 0.80 100 0.94 94 0.85 0.80 100 0.94 94 0.80 100 0.94 94 0.86 0.80 100 0.94 94 0.80 100 0.94 94 0.87 0.80 100 0.94 94 0.80 100 0.94 94 0.88 0.80 100 0.94 94 0.80 100 0.94 94 0.89 0.80 100 0.94 94 0.80 100 0.94 94 0.90 0.80 100 0.94 94 0.80 100 0.94 94 0.91 0.80 100 0.94 94 0.80 100 0.94 94 0.92 0.80 100 0.94 94 0.80 100 0.94 94 0.93 0.80 100 0.94 94 0.80 100 0.94 94 0.94 0.80 100 0.94 94 0.80 100 0.94 94 0.95 0.80 100 0.94 94 0.80 100 0.94 94 0.96 0.80 100 0.94 94 0.80 100 0.94 94 0.97 0.80 100 0.94 94 0.80 100 0.94 94 0.98 0.80 100 0.93 95 0.80 100 0.93 95
謝辞
本論文の作成,また,方向性に関しての指導ならびに議論してくださった北海道 大学大学院情報科学研究科情報理工学専攻 水田正弘教授ならびに南弘征教授に心よ り感謝申し上げます.
北海道大学大学院情報科学研究科の教員の皆様に深く感謝申し上げます.最後に 支えてくださった家族に感謝を表します.
参考文献
Amelio D, Lorentini S, Schwarz M et al. (2010). Intensity-modulated radiation therapy in newly diagnosed glioblastoma: a systematic review on clinical and technical issues.Radiother Oncol, 97, 361-9.
Andisheh B, Edgren M, Belki? D et al. (2013). A comparative analysis of radiobiological models for cell surviving fractions at high doses.Technol Cancer Res Treat,12, 183-92.
Bolla, M. (2010). Statistical Inference on Large Contingency Tables: Conver-gence, Testability, Stability.Proc. of the COMPSTAT 2010: 19th International Conference on Computational Statistics, Springer, 817-824.
Clark BG, Souhami L, Pla C et al. (1998). The integral biologically effective dose to predict brain stem toxicity of hypofractionated stereotactic radiotherapy.Int J Radiat Oncol Biol Phys,40, 667-75.
De Bari B, Arcangeli S, Ciardo D et al. (2016). Extreme hypofractionation for early prostate cancer: Biology meets technology. Cancer Treat Rev, 50, 48-60.
Di Franco R, Borzillo V, Ravo V et al. (2017). Rectal/urinary toxicity after hy-pofractionated vs conventional radiotherapy in low/intermediate risk localized prostate cancer: systematic review and meta analysis. Oncotarget, 8, 17383-17395.
Diday E. & Noirhomme-Fraiture, M. (2008). Symbolic data analysis and the SODAS software. John Wiley & Sons, Ltd.
Fowler JF. (2010). 21 years of biologically effective dose. Br J Radiol,83, 554-68.
Haidich AB. (2010). Meta-analysis in medical research. Hippokratia, 14(Suppl 1), 29-37.
Greco C, Catalano G, Di Grazia A et al. (2004). Radiotherapy of liver malignan-cies. From whole liver irradiation to stereotactic hypofractionated radiotherapy.
Tumori, 90, 73-9.
Hong T-S, Wo J-Y, Yeap BY. (2016). Multi-Institutional Phase II Study of High-Dose Hypofractionated Proton Beam Therapy in Patients With Localized, Unresectable Hepatocellular Carcinoma and Intrahepatic Cholangiocarcinoma.
J Clin Oncol,34, 460-8.
Huang B-S, Tsang N-M, Lin S-M et al. (2016). High-dose hypofractionated X-ray radiotherapy for hepatocellular carcinoma: Tumor responses and toxicities.
Oncol Lett,6, 1514-1520.
Jansen JP, Fleurence R. Devine B et al. (2011). Interpreting indirect treatment comparisons and network meta-analysis for health-care decision making: report of the ISPOR Task Force on Indirect Treatment Comparisons Good Research Practices: part 1.Value in Health, 14(4), 417-428.
Jones J, Jang S, Getch CC et al. (2007). Advances in the radiosurgical treatment of large inoperable arteriovenous malformations.Neurosurg Focus,23, E7.
Khan L, Soliman H, Sahgal A et al. (2016). External beam radiation dose escalation for high grade glioma. Cochrane Database Syst Rev,8, CD011475.
Kirkpatrick JP, Meyer JJ, Marks LB. (2008). The linear-quadratic model is inappropriate to model high dose per fraction effects in radiosurgery. Semin Radiat Oncol, 18, 240-3.
Laine AM, Pompos A, Timmerman R et al. (2015). The Role of Hypofraction-ated Radiation Therapy with Photons, Protons, and Heavy Ions for Treating Extracranial Lesions. Front Oncol, 5, 302.
Lartigau E, Mirabel X, Prevost B et al. (2009). Extracranial stereotactic radio-therapy: preliminary results with the CyberKnife.Onkologie, 32, 209-15.
Lov´asz, L. & Szegedy, B. (2006). Szemer´edi’s Lemma for the Analyst.Microsoft Research Technical Report, MSR-TR-2005-90.
Ma L-H, Li G, Zhang H-W et al. (2012). Hypofractionated stereotactic ra-diotherapy with or without whole-brain rara-diotherapy for patients with newly
diagnosed brain metastases from non-small cell lung cancer.J Neurosurg,117, 49-56.
Miralbell R, Roberts SA, Zubizarreta E et al. (2012). Dose-fractionation sensi-tivity of prostate cancer deduced from radiotherapy outcomes of 5,969 patients in seven international institutional datasets: α/β = 1.4 (0.9-2.2) Gy. Int J Radiat Oncol Biol Phys, 82, e17-24.
Miyakawa A, Shibamoto Y, Otsuka S et al. (2014). Applicability of the linear-quadratic model to single and fractionated radiotherapy schedules: an experi-mental study.J Radiat Res, 55, 451-4.
Mizuta M, Date H, Takao S et al. (2012). Graphical representation of the effects on tumor and OAR for determining the appropriate fractionation regimen in radiation therapy planning.Med Phys, 39, 6791-5.
Mizuta M, Takao S, Date H et al. (2012). A mathematical study to select frac-tionation regimen based on physical dose distribution and the linear-quadratic model. Int J Radiat Oncol Biol Phys, ;84, 829-33.
Moonen L, Bartelink H. (1994). Fractionation in radiotherapy. Cancer Treat Rev,20, 365-78.
Murad MH, Montori VM, Ioannidis JP et al. (2014). How to read a systematic review and meta-analysis and apply the results to patient care: users’ guides to
the medical literature. Journal of the American Medical Association, 312(2), 171-179.
Necdet S. (2014). Study Designs in Medicine.Balkan Medical Journal,31, 273-277 .
Niemierko A. (1997). Reporting and analyzing dose distributions: a concept of equivalent uniform dose. Med Phys,24, 103-10.
O’Donoghue JA. (1999). Implications of nonuniform tumor doses for radioim-munotherapy. J Nucl Med,40, 1337-41.
Park C, Papiez L, Zhang S et al. (2008). Universal survival curve and single fraction equivalent dose: useful tools in understanding potency of ablative ra-diotherapy. Int J Radiat Oncol Biol Phys,70, 847-52.
Robertson SP, Quon H, Kiess AP et al. (2015). A data-mining framework for large scale analysis of dose-outcome relationships in a database of irradiated head and neck cancer patients.Med Phys, 42, 4329-37.
Saberian F, Ghate A, Kim M. (2016). Optimal fractionation in radiotherapy with multiple normal tissues. Math Med Biol, 33, 211-52.
Sugano Y, Mizuta M, Takao S et al. (2015). Optimization of the fractionated irradiation scheme considering physical doses to tumor and organ at risk based on dose-volume histograms.Med Phys, 42, 6203-10.
Takagi R, Komiya Y, Sutherland KL et al. (2018). Comparison of the average surviving fraction model with the integral biologically effective dose model for an optimal irradiation scheme.J Radiat Res, 59(suppl 1), i32-i39.
Takagi R, Minami H & Mizuta M. (2017). Meta-analysis with symbolic data analysis and its application for clinical data. 2017 IASC-ARS/NZSA Confer-ence, University of Auckland, Auckland, 10-14 December 2017.
Thompson, SG. & Higgins, JP. (2002). How should meta-regression analyses be undertaken and interpreted? Statistics in Medicine, 21(11), 1559-1573.
Tom´e WA, Meeks SL, McNutt TR et al. Optically guided intensity modulated radiotherapy. Radiother Oncol 2001;61:33-44.
Unkelbach J, Craft D, Salari E et al. (2013). The dependence of optimal frac-tionation schemes on the spatial dose distribution. Phys Med Biol, 58, 159-67.
Valle LF, Agarwal S, Bickel KE et al. (2017). Hypofractionated whole breast radiotherapy in breast conservation for early-stage breast cancer: a systematic review and meta-analysis of randomized trials. Breast Cancer Res Treat, 162, 409-417.
Vickers, AJ. (2006). Whose data set is it anyway? Sharing raw data from randomized trials.Trials,7, 15.