Diagnosis |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Pauleit et al., 2009 |
[24] |
Prospective |
52 |
Not glioma:9 |
46 |
36 M 16 F |
PET |
Lmean/B # |
- |
|
|
|
|
|
|
|
|
|
Grade 2:22 |
|
|
|
Lmax/B # |
- |
|
|
|
|
|
|
|
|
|
Grade 3:12 |
|
|
|
Visual grading system # |
- |
|
|
|
|
|
|
|
|
|
Grade 4:9 |
|
|
|
|
|
|
|
|
|
|
Mauler et al., 2023 |
[25] |
Prospective |
30 |
Not glioma:6 |
48 |
16 M 14 F |
PET |
18F-FETn uptake |
1.4 x background |
76% |
80% |
0.89 |
78% |
|
|
|
|
|
Grade 2:7 |
|
|
MRI |
Cho/NAAn |
2.16 |
59% |
83% |
0.81 |
71% |
|
|
|
|
|
Grade 3:7 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 4:10 |
|
|
|
|
|
|
|
|
|
|
Floeth et al., 2005 |
[26] |
Prospective |
50 |
Not glioma:16 |
44 |
21 M 29 F |
PET |
FET lesion/brain ratio |
1.6 |
88% |
88% |
|
- |
|
|
|
|
|
Grade 1:2 |
|
|
MRI |
Gd enhancement |
- |
44% |
69% |
|
68% |
|
|
|
|
|
Grade 2:13 |
|
|
|
NAA/Cho ratio |
0.7 |
100% |
81% |
|
- |
|
|
|
|
|
Grade 3:14 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 4:5 |
|
|
|
|
|
|
|
|
|
|
Pauleit et al., 2005 |
[27] |
Prospective |
28 |
Not glioma:5 |
42 |
9 M 19 F |
PET |
FET ratio |
1.6 |
92% |
81% |
|
- |
|
|
|
|
|
Grade 1:2 |
|
|
MRI |
T1 ratio |
1.0 |
85% |
12% |
|
- |
|
|
|
|
|
Grade 2:7 |
|
|
|
Gd-T1 ratio |
1.0 |
38% |
96% |
|
- |
|
|
|
|
|
Grade 3:12 |
|
|
|
FLAIR ratio |
1.0 |
96% |
4% |
|
- |
|
|
|
|
|
Grade 4:2 |
|
|
|
T1/Gd-T1/FLAIR ratio |
- |
96% |
53% |
|
68% |
|
|
|
|
|
|
|
|
PET/CT + MRI |
FET/T1/Gd-T1/FLAIR ratio |
- |
93% |
94% |
|
94% |
Grading (LGG vs. HGG) |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jeong and Lim, 2012 |
[28] |
Prospective |
20 |
Grade 2:3 |
52 |
13 M 7 F |
PET |
SUVmax |
- |
|
|
|
|
|
|
|
|
|
Grade 3:2 |
|
|
|
TNR |
- |
|
|
|
|
|
|
|
|
|
Grade 4:15 |
|
|
|
|
|
|
|
|
|
|
Verger et al., 2017 |
[29] |
Retrospective |
72 |
Grade 1:1 |
49 |
42 M 30 F |
PET |
TBRmax |
2.62 |
82% |
68% |
0.83 |
78% |
|
|
|
|
|
Grade 2:21 |
|
|
|
TBRmean |
1.69 |
82% |
68% |
0.80 |
78% |
|
|
|
|
|
Grade 3:25 |
|
|
|
TTP |
30 min |
54% |
91% |
0.78 |
65% |
|
|
|
|
|
Grade 4:25 |
|
|
|
Slope |
−0.03 SUV/h |
64% |
91% |
0.78 |
72% |
|
|
|
|
|
|
|
|
PWI rCBF |
TBRmax |
1.51 |
64% |
64% |
0.74 |
64% |
|
|
|
|
|
|
|
|
|
TBRmean |
0.69 |
62% |
59% |
0.66 |
61% |
|
|
|
|
|
|
|
|
PWI rCBV |
TBRmax |
1.80 |
88% |
72% |
0.81 |
83% |
|
|
|
|
|
|
|
|
|
TBRmean |
1.14 |
72% |
77% |
0.80 |
74% |
|
|
|
|
|
|
|
|
PWI MTT |
TBRmax § |
1.16 |
64% |
50% |
0.58 |
60% |
|
|
|
|
|
|
|
|
|
TBRmean § |
0.98 |
54% |
36% |
0.43 |
49% |
|
Lopez et al., 2015 |
[30] |
Prospective |
23 |
No-grade:2 |
56 |
18 M 5 F |
PET |
UR |
3.0 |
|
|
|
|
|
|
|
|
|
Grade 1:1 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 2:7 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 3:2 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 4:11 |
|
|
|
|
|
|
|
|
|
|
Lohmann et al., 2015 |
[31] |
Prospective |
36 |
Grade 2:12 |
49 |
19 M 17 F |
PET |
TBRmean § |
2 |
83% |
58% |
0.65 |
75% |
|
|
|
|
|
Grade 3:8 |
|
|
|
∆TBRmean 20–40 min/70–90 min |
−8% |
83% |
75% |
0.85 |
81% |
|
|
|
|
|
Grade 4:16 |
|
|
|
TTP |
35 min |
58% |
92% |
0.76 |
69% |
|
|
|
|
|
|
|
|
|
Kinetic pattern |
II/III |
88% |
75% |
- |
83% |
|
Calcagni et al., 2011 |
[32] |
Prospective |
32 |
Grade 1:3 |
41 |
21 M 11 F |
PET |
TAC # |
I/II vs. III |
73% |
100% |
|
87% |
|
|
|
|
|
Grade 2:14 |
|
|
|
Early SUV |
2.32 |
73% |
71% |
|
72% |
|
|
|
|
|
Grade 3:11 |
|
|
|
Middle SUV § |
- |
- |
- |
|
- |
|
|
|
|
|
Grade 4:4 |
|
|
|
Late SUV § |
- |
- |
- |
|
- |
|
|
|
|
|
|
|
|
|
e-m ratio |
0.93 |
93% |
94% |
|
94% |
|
|
|
|
|
|
|
|
|
e-l ratio |
0.95 |
87% |
88% |
|
87% |
|
|
|
|
|
|
|
|
|
Tpeak |
25 min |
87% |
100% |
|
94% |
|
|
|
|
|
|
|
|
|
SoD |
0.5 |
93% |
82% |
|
87% |
|
|
|
|
|
|
|
|
|
Logistic regression using Early SUV + SoD § |
50% |
93% |
100% |
|
97% |
|
Albert et al., 2016 |
[33] |
Retrospective |
314 |
Grade 1:3 |
49 |
181 M 133 F |
PET |
TBRmax (20–40 min) |
2.7 |
67% |
78% |
|
70% |
|
|
|
|
|
Grade 2:128 |
|
|
|
TBRmax (0–10 min) |
2.8 |
76% |
79% |
|
76% |
|
|
|
|
|
Grade 3:95 |
|
|
|
TBRmax (5–15 min) |
2.7 |
78% |
76% |
|
77% |
|
|
|
|
|
Grade 4:88 |
|
|
|
TBRmax (5–20 min) |
2.6 |
80% |
74% |
|
76% |
|
|
|
|
|
|
|
|
|
TBRmax (10–30 min) |
2.5 |
75% |
75% |
|
74% |
|
|
|
|
|
|
|
|
|
Kinetic pattern # |
Decreasing |
90% |
66% |
|
80% |
|
Pöpperl et al., 2007 |
[19] |
Prospective |
54 |
Grade 2:15 |
49 |
30 M 24 F |
PET |
SUVmax/BG |
2.58 |
71% |
85% |
0.798 |
|
|
|
|
|
|
Grade 3:21 |
|
|
|
SUV90 10–60 min |
0.20 |
94% |
100% |
0.969 |
|
|
|
|
|
|
Grade 4:18 |
|
|
|
SUV90 15–60 min |
−0.41 |
94% |
100% |
0.965 |
|
Grade 2/3 vs. grade 4 |
Hua et al., 2021 |
[34] |
Retrospective |
58 |
Grade 2:33 |
42 |
37 M 21 F |
PET |
TBRmax |
2.67 |
92% |
61% |
0.824 |
67% |
|
|
|
|
|
Grade 3:13 |
|
|
|
TBRpeak |
2.35 |
92% |
61% |
0.832 |
67% |
|
|
|
|
|
Grade 4:12 |
|
|
|
TBRmean |
2.31 |
58% |
93% |
0.791 |
86% |
|
|
|
|
|
|
|
|
|
COV |
27.21 |
58% |
91% |
0.808 |
84% |
|
|
|
|
|
|
|
|
|
HI |
1.77 |
67% |
87% |
0.826 |
83% |
|
|
|
|
|
|
|
|
|
MTV |
20.13 |
75% |
80% |
0.801 |
79% |
|
|
|
|
|
|
|
|
|
TLU |
50.93 |
75% |
83% |
0.841 |
81% |
|
|
|
|
|
|
|
|
|
SUVsd |
0.45 |
67% |
87% |
0.816 |
83% |
|
|
|
|
|
|
|
|
|
TBRmax + SUVsd + TBRmean |
- |
75% |
85% |
0.850 |
83% |
|
|
|
|
|
|
|
|
|
HI + SUVsd + MTV |
- |
75% |
83% |
0.848 |
81% |
|
|
|
|
|
|
|
|
|
HI + SUVsd + TLU |
- |
75% |
84% |
0.848 |
81% |
|
Kunz et al., 2011 |
[35] |
Prospective |
55 |
Grade 2:31 |
44 |
33 M 22 F |
PET |
TAC |
Increasing vs. decreasing |
96% |
94% |
|
|
|
|
|
|
|
Grade 3:22 |
|
|
MRI |
Tumor volume § |
- |
- |
- |
|
|
|
|
|
|
|
Grade 4:2 |
|
|
|
|
|
|
|
|
|
Grade 2/3 vs. grade 4 |
Röhrich et al., 2018 |
[36] |
Retrospective |
44 |
Grade 2:10 |
53 |
- |
PET |
TAC # |
LGG-like vs. mixed vs. HGG-like |
- |
- |
- |
|
|
|
|
|
|
Grade 3:13 |
|
|
|
SUVmax/BG |
- |
- |
- |
- |
|
|
|
|
|
|
Grade 4:21 |
|
|
|
TTP § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
Relative K1 |
- |
85% |
60% |
0.766 |
|
|
|
|
|
|
|
|
|
|
Relative K2 § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
Relative K3 § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
Relative FD |
- |
67% |
78% |
0.716 |
|
|
|
|
|
|
|
|
|
|
SUVmax/BG + TTP |
- |
- |
- |
0.745 |
|
|
|
|
|
|
|
|
|
|
SUVmax/BG + TTP + relative K1 + relative FD |
- |
- |
- |
0.799 |
|
|
Jansen et al., 2012 |
[37] |
Retrospective |
127 |
No tumor:7 |
46 |
72 M 55 F |
PET |
TAC # |
Increasing vs. decreasing |
95% |
72% |
|
|
|
|
|
|
|
Grade 1:4 |
|
|
|
FET uptake # |
Reduced vs. normal vs. increased |
- |
- |
|
|
|
|
|
|
|
Grade 2:69 |
|
|
|
FET uptake pattern § |
Inhomogeneous vs. diffuse vs. focal |
- |
- |
|
|
|
|
|
|
|
Grade 3:42 |
|
|
|
SUVmax/BG § |
- |
- |
- |
|
|
|
|
|
|
|
Grade 4:5 |
|
|
|
SUVmean/BG § |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
|
BTV § |
- |
- |
- |
|
|
grade 2 vs. 3 |
Jansen et al., 2012 |
[38] |
Prospective |
144 |
Grade 2:79 |
45 |
84 M 60 F |
PET |
TAC # |
Decreasing |
88% |
63% |
|
|
|
|
|
|
|
Grade 3:65 |
|
|
|
SUVmax/BG § |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
|
BTV § |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
|
SUVtotal/BG § |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG § |
- |
- |
- |
|
|
grade 3 vs. 4 |
Pyka et al., 2016 |
[39] |
Retrospective |
113 |
Grade 3:26 |
59 |
43 M 70 F |
PET |
TBRmax § |
2.74 |
|
|
0.614 |
|
|
|
|
|
|
Grade 4:87 |
|
|
|
TBRmean |
1.68 |
|
|
0.644 |
|
|
|
|
|
|
|
|
|
|
MTV |
19.7 |
|
|
0.710 |
|
|
|
|
|
|
|
|
|
|
TLU |
46.2 |
|
|
0.704 |
|
|
|
|
|
|
|
|
|
|
Textural parameters: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Coarseness |
0.607 |
|
|
0.757 |
|
|
|
|
|
|
|
|
|
|
Contrast |
0.203 |
|
|
0.775 |
|
|
|
|
|
|
|
|
|
|
Busyness |
1.12 |
|
|
0.737 |
|
|
|
|
|
|
|
|
|
|
Complexity |
0.069 |
|
|
0.633 |
|
|
|
|
|
|
|
|
|
|
Combined |
2.05 |
|
|
0.830 |
|
IDH status determination |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Hua et al., 2021 |
[34] |
Retrospective |
58 |
Grade 2:33 |
42 |
37 M 21 F |
PET |
TBRmax |
2.21 |
48% |
87% |
0.658 |
72% |
|
|
|
|
|
Grade 3:13 |
|
|
|
TBRpeak § |
2.15 |
57% |
73% |
0.638 |
67% |
|
|
|
|
|
Grade 4:12 |
|
|
|
TBRmean § |
1.84 |
62% |
68% |
0.633 |
66% |
|
|
|
|
|
|
|
|
|
COV |
8.85 |
52% |
76% |
0.650 |
67% |
|
|
|
|
|
|
|
|
|
HI |
1.26 |
48% |
87% |
0.676 |
72% |
|
|
|
|
|
|
|
|
|
MTV |
19.48 |
90% |
46% |
0.660 |
62% |
|
|
|
|
|
|
|
|
|
TLU |
28.95 |
81% |
57% |
0.698 |
66% |
|
|
|
|
|
|
|
|
|
SUVsd |
0.11 |
47% |
57% |
0.710 |
66% |
|
|
|
|
|
|
|
|
|
TBRmax + SUVsd + TBRmean |
- |
76% |
84% |
0.821 |
81% |
|
|
|
|
|
|
|
|
|
HI + SUVsd + MTV |
- |
86% |
81% |
0.804 |
83% |
|
|
|
|
|
|
|
|
|
HI + SUVsd + TLU |
- |
76% |
84% |
0.799 |
81% |
|
Zhou et al., 2021 |
[40] |
Retrospective |
58 |
Grade 2:31 |
- |
26 M 22 F |
PET |
SUVSD |
0.23 |
- |
- |
- |
- |
|
|
|
|
|
Grade 3:14 |
|
|
|
TLU § |
- |
- |
- |
- |
- |
|
|
|
|
|
Grade 4:13 |
|
|
|
MTV § |
- |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
TBRmax § |
- |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
TBRmean § |
- |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
TBRpeak § |
- |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
Midline involvement |
Yes vs. no |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
Simple predictive model |
- |
85% |
71% |
0.786 |
76% |
|
|
|
|
|
|
|
|
|
Radiomics models: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
PET-Rad model |
- |
80% |
74% |
0.812 |
76% |
|
|
|
|
|
|
|
|
CT |
CT-Rad model |
- |
85% |
76% |
0.883 |
79% |
|
|
|
|
|
|
|
|
PET/CT |
PET/CT-Rad model |
- |
85% |
87% |
0.912 |
86% |
|
Lohmann et al., 2018 |
[41] |
Retrospective |
84 |
Grade 2:7 |
54 |
50 M 34 F |
PET |
TBRmean |
1.68 |
12% |
100% |
0.66 |
73% |
|
|
|
|
|
Grade 3:26 |
|
|
|
TBRmax § |
2.07 |
8% |
100% |
0.59 |
71% |
|
|
|
|
|
Grade 4:51 |
|
|
|
TTP |
45 min |
27% |
93% |
0.75 |
73% |
|
|
|
|
|
|
|
|
|
Slope |
0.30 SUV/h |
58% |
90% |
0.79 |
80% |
|
|
|
|
|
|
|
|
|
Slope + Radiomic feature SZHGE |
- |
54% |
93% |
- |
81% |
|
|
|
|
|
|
|
|
|
Radiomic features: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
SkewnessH § |
- |
31% |
90% |
0.53 |
71% |
|
|
|
|
|
|
|
|
|
LRHGE § |
- |
8% |
100% |
0.52 |
71% |
|
Verger et al., 2018 |
[42] |
Retrospective |
90 |
Grade 2:16 |
51 |
55 M 35 F |
PET |
TBRmean |
1.85 |
44% |
92% |
0.73 |
69% |
|
|
|
|
|
Grade 3:27 |
|
|
|
TBRmax |
2.15 |
56% |
77% |
0.68 |
67% |
|
|
|
|
|
Grade 4:47 |
|
|
|
TTP |
25 min |
86% |
60% |
0.75 |
72% |
|
|
|
|
|
|
|
|
|
Slope |
−0.26 SUV/h |
81% |
60% |
0.75 |
70% |
|
|
|
|
|
|
|
|
|
TBRmean + TBRmax |
1.85 and 2.15 |
44% |
91% |
- |
69% |
|
|
|
|
|
|
|
|
|
TTP + Slope |
25 min and −0.26 SUV/h |
77% |
70% |
- |
73% |
|
|
|
|
|
|
|
|
|
TBRmean + TTP |
1.85 and 25 min |
40% |
96% |
- |
69% |
|
|
|
|
|
|
|
|
|
TBRmax + TTP |
2.15 and 25 min |
51% |
94% |
- |
73% |
|
|
|
|
|
|
|
|
|
TBRmean + Slope |
1.85 and −0.26 SUV/h |
40% |
94% |
- |
68% |
|
|
|
|
|
|
|
|
|
TBRmax + Slope |
2.15 and −0.26 SUV/h |
47% |
91% |
- |
70% |
|
Blanc-Durand et al., 2018 |
[43] |
Retrospective |
37 |
Grade 1:3 |
45 |
23 M 14 F |
PET |
TBRmax |
|
- |
- |
|
|
|
|
|
|
|
Grade 2:15 |
|
|
|
TBRmean |
|
- |
- |
|
|
|
|
|
|
|
Grade 3:14 |
|
|
|
TTP |
|
- |
- |
|
|
|
|
|
|
|
Grade 4:5 |
|
|
|
Slope |
|
- |
- |
|
|
|
|
|
|
|
|
|
|
|
TAC |
Centroid #1 vs. centroid #3 |
- |
- |
|
|
|
Bette et al., 2016 |
[44] |
Retrospective |
65 |
Grade 1:11 |
38 |
36 M 29 F |
PET |
TBR # |
1.3 |
89% |
36% |
|
|
|
|
|
|
|
Grade 2:54 |
|
|
|
TBR # |
1.6 |
71% |
53% |
|
|
|
|
|
|
|
|
|
|
|
TBR # |
2.0 |
57% |
68% |
|
|
|
|
|
|
|
|
|
|
|
TBRmax § |
- |
- |
- |
|
|
Prediction of oligodendroglial components |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jansen et al., 2012 |
[38] |
Prospective |
144 |
Grade 2:79 |
45 |
84 M 60 F |
PET |
SUVmax/BG |
2.6 |
70% |
72% |
|
|
|
|
|
|
|
Grade 3:65 |
|
|
|
BTV |
4.0 |
71% |
69% |
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG |
2.1 |
61% |
59% |
|
|
|
|
|
|
|
|
|
|
|
SUVtotal/BG |
6.9 |
75% |
66% |
|
|
|
Bette et al., 2016 |
[44] |
Retrospective |
65 |
Grade 1:11 |
38 |
36 M 29 F |
PET |
TBR # |
1.3 |
100% |
23% |
|
|
|
|
|
|
|
Grade 2:54 |
|
|
|
TBR # |
1.6 |
93% |
48% |
|
|
|
|
|
|
|
|
|
|
|
TBR # |
2.0 |
86% |
65% |
|
|
|
|
|
|
|
|
|
|
|
TBRmax |
- |
- |
- |
|
|
Guided resection/biopsy |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Ort et al., 2021 |
[45] |
Retrospective |
30 |
Grade 3:5 |
59 |
19 M 11 F |
PET |
BTV |
1 cm3
|
|
|
|
|
|
|
|
|
|
Grade 4:25 |
|
|
|
|
|
|
|
|
|
|
Floeth et al., 2011 |
[46] |
Prospective |
30 patients/38 biopsies |
Grade 2:17 |
43 |
20 M 10 F |
PET |
TBR |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 3:19 |
|
|
MRI |
Gd-DTPA enhancement |
- |
|
|
|
|
|
|
|
|
|
Grade 4:2 |
|
|
5-ALA-fluorescence |
Fluorescent areas |
- |
|
|
|
|
|
Ewelt et al., 2011 |
[47] |
Prospective |
30 |
Grade 2:13 |
42 |
20 M 10 F |
|
LGG subgroup: |
|
|
|
|
|
|
|
|
|
|
Grade 3:15 |
|
|
PET |
Tumor/brain tissue ratio |
1.6 |
54% |
12% |
|
|
|
|
|
|
|
Grade 4:2 |
|
|
MRI |
Gd enhancement |
- |
8% |
36% |
|
|
|
|
|
|
|
|
|
|
5-ALA-fluorescence |
Fluorescent areas |
- |
8% |
29% |
|
|
|
|
|
|
|
|
|
|
PET/MRI |
- |
- |
8% |
35% |
|
|
|
|
|
|
|
|
|
|
MRI/5-ALA |
- |
- |
8% |
41% |
|
|
|
|
|
|
|
|
|
|
PET/5-ALA |
- |
- |
8% |
29% |
|
|
|
|
|
|
|
|
|
|
PET/MRI/5-ALA |
- |
- |
8% |
41% |
|
|
|
|
|
|
|
|
|
|
|
HGG subgroup: |
|
|
|
|
|
|
|
|
|
|
|
|
|
PET |
Tumor/brain tissue ratio |
1.6 |
88% |
46% |
|
|
|
|
|
|
|
|
|
|
MRI |
Gd enhancement |
- |
65% |
92% |
|
|
|
|
|
|
|
|
|
|
5-ALA-fluorescence |
Fluorescent areas |
- |
71% |
92% |
|
|
|
|
|
|
|
|
|
|
PET/MRI |
- |
- |
65% |
92% |
|
|
|
|
|
|
|
|
|
|
MRI/5-ALA |
- |
- |
59% |
92% |
|
|
|
|
|
|
|
|
|
|
PET/5-ALA |
- |
- |
71% |
92% |
|
|
|
|
|
|
|
|
|
|
PET/MRI/5-ALA |
- |
- |
59% |
92% |
|
|
|
Verburg et al., 2020 |
[48] |
Prospective |
20 |
Grade 2:8 |
- |
12 M 8 F |
PET |
TBR |
- |
- |
- |
0.76 |
|
|
|
|
|
|
Grade 4:12 |
|
|
T1G-MRI |
- |
- |
- |
- |
0.56 |
|
|
|
|
|
|
|
|
|
PET/MRI |
ADC + TBR |
- |
- |
- |
0.89 |
|
Detection of residual tumor |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Buchmann et al., 2016 |
[49] |
Retrospective |
62 |
Grade 4:62 |
61 |
37 M 25 F |
PET |
TBR |
1.6 |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Contrast-enhanced tissue areas |
- |
|
|
|
|
|
Kläsner et al., 2015 |
[50] |
Prospective |
25 |
Grade 2:4 |
62 |
16 M 9 F |
PET |
Visual uptake |
>Background |
|
|
|
|
|
|
|
|
|
Grade 3:3 |
|
|
MRI |
Contrast-enhancement volume |
0.175 cm2
|
|
|
|
|
|
|
|
|
|
Grade 4:18 |
|
|
|
|
|
|
|
|
|
Guided radiotherapy |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Allard et al., 2022 |
[51] |
Prospective |
23 |
Grade 3:3 |
59 |
14 M 9 F |
PET |
TBRmax # |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 4:20 |
|
|
|
SUVmax # |
30% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
40% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
50% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
60% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
70% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
80% |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax # |
90% |
|
|
|
|
|
|
|
|
|
|
|
|
CE-MRI |
Visual analysis # |
- |
|
|
|
|
|
Munck af Rosenschold et al., 2015 |
[52] |
Prospective |
54 |
Grade 3:19 |
55 |
- |
PET |
TBR # |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 4:35 |
|
|
CE-MRI |
Visual analysis # |
- |
|
|
|
|
|
Fleischmann et al., 2020 |
[53] |
Retrospective |
36 |
Grade 4:36 |
66 |
20 M 16 F |
PET |
TBRmax # |
1.6 |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Visual analysis # |
|
|
|
|
|
|
Harat et al., 2016 |
[54] |
Prospective |
34 |
Grade 4:34 |
- |
- |
PET |
FET uptake # |
1.6 x SUVmean |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Visual analysis # |
- |
|
|
|
|
|
Dissaux et al., 2020 |
[55] |
Prospective |
30 |
Grade 3:5 |
63 |
20 M 10 F |
PET |
TBR# |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 4:25 |
|
|
MRI |
Visual analysis # |
- |
|
|
|
|
|
Hayes et al., 2018 |
[56] |
Retrospective |
26 |
Grade 3:5 |
61 |
17 M 9 F |
PET |
TBR # |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 4:21 |
|
|
CE-MRI |
Visual analysis # |
- |
|
|
|
|
|
|
|
|
|
|
|
|
FLAIR-MRI |
Visual analysis # |
- |
|
|
|
|
Detection of malignant transformation in LGG |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Galldiks et al., 2013 |
[57] |
Prospective |
27 |
Grade 2:27 |
44 |
18 M 9 F |
PET |
TBRmax |
∆33% |
72% |
89% |
0.87 |
78% |
|
|
|
|
|
|
|
|
|
TBRmean |
∆13% |
72% |
78% |
0.80 |
74% |
|
|
|
|
|
|
|
|
|
TTP |
∆-6 min |
72% |
89% |
0.78 |
78% |
|
|
|
|
|
|
|
|
|
Kinetic pattern change |
I to II/III |
72% |
89% |
- |
78% |
|
|
|
|
|
|
|
|
|
TBRmax + TTP + Kinetic pattern change |
∆ + 33% or ∆-6 min or I to II/III |
83% |
78% |
- |
81% |
|
|
|
|
|
|
|
|
MRI |
Contrast enhancement change |
- |
44% |
100% |
- |
63% |
|
Unterrainer et al., 2016 |
[58] |
Retrospective |
31 |
Grade 2:26 |
38 |
18 M 13 F |
PET |
TBRmax |
2.46 |
82% |
89% |
0.92 |
85% |
|
|
|
|
|
Grade 3:5 |
|
|
|
TTPmin |
17.5 min |
73% |
67% |
- |
70% |
|
Bashir et al., 2018 |
[59] |
Retrospective |
42 patients/47 PET |
Inconclusive:2 |
41 |
18 M 24 F |
PET |
TBRmax § |
- |
57% |
41% |
0.476 |
|
|
|
|
|
|
Grade 1:1 |
|
|
|
TAC § |
- |
71% |
41% |
0.549 |
|
|
|
|
|
|
Grade 1/2:1 |
|
|
|
TTP § |
25 min |
57% |
47% |
0.511 |
|
|
|
|
|
|
Grade 2:43 |
|
|
|
TBRmax + TAC + TTP § |
1.6 + II/III + 25 min |
65% |
58% |
0.634 |
|
|
|
|
|
|
|
|
|
|
TBRmax + TAC§ |
1.6 + II/III |
65% |
58% |
0.639 |
|
|
|
|
|
|
|
|
|
|
TBRmax + TTP § |
1.6 + 25 min |
96% |
25% |
0.591 |
|
|
|
|
|
|
|
|
|
MRI |
Contrast enhancement § (CE) |
new area |
43% |
77% |
0.597 |
|
|
|
|
|
|
|
|
|
PET/MRI |
TBRmax + TAC + TTP + CE § |
- |
70% |
50% |
0.643 |
|
|
|
|
|
|
|
|
|
|
TBRmax + TAC + CE § |
- |
52% |
75% |
0.656 |
|
|
|
|
|
|
|
|
|
|
TBRmax + TTP + CE § |
- |
57% |
58% |
0.620 |
|
Recurrence vs. treatment-related changes |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Jeong et al., 2010 |
[60] |
Retrospective |
32 |
Grade 2:10 |
47 |
12 M 20 F |
PET |
SUVmax |
1.66 |
87% |
100% |
0.978 |
|
|
|
|
|
|
Grade 3:8 |
|
|
|
LNR |
2.18 |
86% |
88% |
0.940 |
|
|
|
|
|
|
Grade 4:14 |
|
|
|
LGG subgroup: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax |
1.48 |
88% |
89% |
0.951 |
|
|
|
|
|
|
|
|
|
|
LNR |
1.64 |
100% |
75% |
0.893 |
|
|
|
|
|
|
|
|
|
|
HGG subgroup: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax |
1.66 |
93% |
100% |
0.993 |
|
|
|
|
|
|
|
|
|
|
LNR |
2.46 |
86% |
100% |
0.964 |
|
|
Jansen et al., 2013 |
[61] |
Prospective |
33 |
Grade 3:20 |
- |
- |
PET |
BTV after 6 months |
- |
|
|
|
|
|
|
|
|
|
Grade 4:13 |
|
|
|
SUVmax/BG after 6 months |
- |
|
|
|
|
|
Puranik et al., 2021 |
[62] |
Retrospective |
72 |
Grade 3:13 |
- |
47 M 25 F |
PET |
T/Wm |
2.65 |
80% |
88% |
|
|
|
|
|
|
|
Grade 4:59 |
|
|
|
|
|
|
|
|
|
|
Kertels et al., 2019 |
[63] |
Retrospective |
36 |
Grade 4:36 |
54 |
22 M 14 F |
PET |
TBRmax |
3.69 |
79% |
88% |
0.86 |
|
|
|
|
|
|
|
|
|
|
TBRmax |
3.58 |
64% |
100% |
0.84 |
|
|
|
|
|
|
|
|
|
|
TBRmax |
3.44 |
86% |
88% |
0.86 |
|
|
|
|
|
|
|
|
|
|
TBRmean |
2.31 |
61% |
100% |
0.83 |
|
|
|
|
|
|
|
|
|
|
TBRmean |
2.19 |
71% |
88% |
0.80 |
|
|
|
|
|
|
|
|
|
|
TBR16 mm |
2.44 |
82% |
75% |
0.82 |
|
|
|
|
|
|
|
|
|
|
TBR10 mm |
2.86 |
86% |
75% |
0.81 |
|
|
|
|
|
|
|
|
|
|
TBR90% |
3.23 |
71% |
100% |
0.85 |
|
|
|
|
|
|
|
|
|
|
TBR80% |
3.08 |
82% |
88% |
0.88 |
|
|
|
|
|
|
|
|
|
|
TBR70% |
2.72 |
86% |
88% |
0.87 |
|
|
Verger et al., 2018 |
[64] |
Retrospective |
31 patients/32 tumors |
Grade 2:2 |
52 |
16 M 15 F |
PET |
TBRmax |
2.61 |
80% |
86% |
0.78 |
81% |
|
|
|
|
|
Grade 3:3 |
|
|
|
TBRmean § |
- |
- |
- |
0.74 |
- |
|
|
|
|
|
Grade 4:27 |
|
|
|
TTP § |
- |
- |
- |
0.71 |
- |
|
|
|
|
|
|
|
|
|
Slope § |
- |
- |
- |
0.70 |
- |
|
|
|
|
|
|
|
|
PWI rCBF |
TBRmax § |
- |
- |
- |
0.65 |
- |
|
|
|
|
|
|
|
|
|
TBRmean § |
- |
- |
- |
0.55 |
- |
|
|
|
|
|
|
|
|
PWI rCBV |
TBRmax § |
- |
- |
- |
0.58 |
- |
|
|
|
|
|
|
|
|
|
TBRmean § |
- |
- |
- |
0.64 |
- |
|
|
|
|
|
|
|
|
PWI MTT |
TBRmax § |
- |
- |
- |
0.59 |
- |
|
|
|
|
|
|
|
|
|
TBRmean § |
- |
- |
- |
0.59 |
- |
|
Pyka et al., 2018 |
[65] |
Retrospective |
47 patients/63 lesions |
Grade 2:5 |
54 |
22 M 25 F |
PET |
TBR30–40 min |
2.07 |
80% |
85% |
0.863 |
|
|
|
|
|
|
Grade 3:20 |
|
|
|
TBR10–20 min |
1.71 |
76% |
85% |
0.848 |
|
|
|
|
|
|
Grade 4:38 |
|
|
|
TTP |
20 min |
64% |
79% |
0.728 |
|
|
|
|
|
|
|
|
|
PWI MRI |
rCBVuncor |
4.32 |
62% |
77% |
0.726 |
|
|
|
|
|
|
|
|
|
|
rCBVcor |
3.35 |
66% |
77% |
0.708 |
|
|
|
|
|
|
|
|
|
DWI MRI |
ADC |
1610 × 10−6 mm2/s |
50% |
77% |
0.688 |
|
|
|
|
|
|
|
|
|
|
nADC |
1.22 |
62% |
77% |
0.697 |
|
|
|
|
|
|
|
|
|
|
FA § |
98.9 |
65% |
62% |
0.593 |
|
|
|
|
|
|
|
|
|
PET/MRI |
TBR30–40 min + TTP + rCBVcor + nADC |
- |
78% |
92% |
0.891 |
|
|
Werner et al., 2021 |
[66] |
Retrospective |
23 |
Grade 4:23 |
58 |
13 M 10 F |
PET |
TBRmax |
2.85 |
64% |
92% |
0.75 |
78% |
|
|
|
|
|
|
|
|
|
TBRmean |
1.95 |
82% |
92% |
0.77 |
87% |
|
|
|
|
|
|
|
|
|
Slope § |
0.02 SUV/h |
73% |
75% |
0.72 |
74% |
|
|
|
|
|
|
|
|
|
TTP |
35 min |
64% |
83% |
0.82 |
74% |
|
|
|
|
|
|
|
|
|
TBRmax + TTP |
2.85 and 35 min |
36% |
100% |
- |
70% |
|
|
|
|
|
|
|
|
|
TBRmean + TTP |
1.95 and 35 min |
55% |
100% |
- |
78% |
|
|
|
|
|
|
|
|
MRI |
RANO criteria § |
- |
30% |
79% |
- |
58% |
|
Galldiks et al., 2015 |
[67] |
Retrospective |
22 |
Grade 4:22 |
56 |
14 M 8 F |
PET |
TBRmax |
2.3 |
100% |
91% |
0.94 |
96% |
|
|
|
|
|
|
|
|
|
TBRmean |
2.0 |
82% |
82% |
0.91 |
82% |
|
|
|
|
|
|
|
|
|
Kinetic pattern |
II/III |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
TBRmax+ Kinetic pattern |
2.3 and II/III |
80% |
91% |
- |
86% |
|
|
|
|
|
|
|
|
|
TBRmean+ Kinetic pattern |
2.0 and II/III |
60% |
91% |
- |
76% |
|
Werner et al., 2019 |
[68] |
Retrospective |
48 |
Grade 3:8 |
50 |
29 M 19 F |
PET |
TBRmax |
1.95 |
100% |
79% |
0.89 |
83% |
|
|
|
|
|
Grade 4:40 |
|
|
|
TBRmean |
1.95 |
100% |
79% |
0.89 |
83% |
|
|
|
|
|
|
|
|
|
TTP |
32.5 min |
80% |
69% |
0.79 |
72% |
|
|
|
|
|
|
|
|
|
Slope |
0.32 SUV/h |
70% |
75% |
0.82 |
74% |
|
|
|
|
|
|
|
|
|
TBRmax/mean + TTP |
1.95 and 32.5 min |
89% |
91% |
- |
90% |
|
|
|
|
|
|
|
|
|
TBRmax/mean + Slope |
1.95 and 0.32 SUV/h |
78% |
97% |
- |
93% |
|
|
|
|
|
|
|
|
DWI-MRI |
Visual assessment § |
- |
70% |
66% |
- |
67% |
|
|
|
|
|
|
|
|
|
ADC § |
1.09×10−3 mm2/s |
60% |
71% |
0.73 |
69% |
|
|
|
|
|
|
|
|
PET/MRI |
TBRmax/mean + ADC |
- |
67% |
94% |
- |
89% |
|
Lohmann et al., 2020 |
[69] |
Retrospective |
34 |
Grade 3:1 |
57 |
21 M 13 F |
PET |
TBRmax |
2.25 |
81% |
67% |
0.79 |
74% |
|
|
|
|
|
Grade 4:33 |
|
|
|
TBRmean |
1.95 |
75% |
61% |
0.73 |
68% |
|
|
|
|
|
|
|
|
|
TTP § |
25 min |
75% |
44% |
0.61 |
59% |
|
|
|
|
|
|
|
|
|
Slope § |
0.3 SUV/h |
56% |
61% |
0.55 |
59% |
|
|
|
|
|
|
|
|
|
TBRmean + TBRmax |
- |
75% |
72% |
- |
74% |
|
|
|
|
|
|
|
|
|
TBRmean + TTP |
- |
69% |
78% |
- |
74% |
|
|
|
|
|
|
|
|
|
TBRmean + Slope § |
- |
50% |
78% |
- |
65% |
|
|
|
|
|
|
|
|
|
TBRmax + TTP |
- |
69% |
83% |
- |
76% |
|
|
|
|
|
|
|
|
|
TBRmax + Slope |
- |
50% |
89% |
- |
71% |
|
|
|
|
|
|
|
|
|
TTP + Slope § |
- |
56% |
61% |
- |
59% |
|
|
|
|
|
|
|
|
|
TBRmax + TBRmean + TTP |
- |
69% |
89% |
- |
79% |
|
|
|
|
|
|
|
|
|
Radiomics features |
- |
100% |
40% |
0.74 |
70% |
|
Kebir et al., 2016 |
[70] |
Retrospective |
26 |
Grade 4:26 |
58 |
21 M 5 F |
PET |
TBRmax |
1.9 |
84% |
86% |
0.88 |
85% |
|
|
|
|
|
|
|
|
|
TBRmean |
1.9 |
74% |
86% |
0.86 |
77% |
|
|
|
|
|
|
|
|
|
TAC |
II/III |
84% |
100% |
- |
89% |
|
|
|
|
|
|
|
|
|
TTP |
- |
- |
- |
0.86 |
- |
|
Rachinger et al., 2005 |
[71] |
Retrospective |
45 |
Grade 1:1 |
45 |
23 M 22 F |
PET |
SUVmax |
2.2 |
100% |
93% |
|
|
|
|
|
|
|
Grade 2:10 |
|
|
MRI |
Volume/Gd-enhancing area |
∆25%/new area |
94% |
50% |
|
|
|
|
|
|
|
Grade 3:12 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 4:22 |
|
|
|
|
|
|
|
|
|
|
Lohmeier et al., 2019 |
[72] |
Retrospective |
42 |
Grade 1–2:2 |
47 |
32 M 10 F |
PET |
SUVmax § |
- |
- |
- |
- |
|
|
|
|
|
|
Grade 3–4:40 |
|
|
|
SUV80mean § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
SUV-BG § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
TBR80mean |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
TBRmax |
2.0 |
81% |
60% |
0.81 |
|
|
|
|
|
|
|
|
|
DWI-MRI |
ADCmean |
1254 × 10−6 mm2/s |
62% |
100% |
0.82 |
|
|
|
|
|
|
|
|
|
|
ADC-BG § |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
|
rADCmean |
- |
- |
- |
- |
|
|
|
|
|
|
|
|
|
PET/MRI |
TBRmax + ADCmean |
- |
97% |
60% |
0.90 |
|
|
Bashir et al., 2019 |
[73] |
Retrospective |
146 |
Grade 4:146 |
60 |
96 M 50 F |
PET |
TBRmax |
2.0 |
99% |
94% |
0.970 |
99% |
|
|
|
|
|
|
|
|
|
TBRmean |
1.8 |
96% |
94% |
0.977 |
96% |
|
|
|
|
|
|
|
|
|
BTV |
0.55 cm3
|
98% |
94% |
0.955 |
98% |
|
Steidl et al., 2020 |
[74] |
Retrospective |
104 |
Grade 2:9 |
52 |
68 M 36 F |
PET |
TBRmax |
1.95 |
70% |
60% |
0.72 |
68% |
|
|
|
|
|
Grade 3:24 |
|
|
|
TBRmean |
- |
- |
- |
0.72 |
- |
|
|
|
|
|
Grade 4:71 |
|
|
|
TTP § |
- |
- |
- |
0.60 |
- |
|
|
|
|
|
|
|
|
|
Slope |
0.69 SUV/h |
84% |
62% |
0.69 |
80% |
|
|
|
|
|
|
|
|
|
TBRmax + Slope # |
1.95 and/or 0.69 SUV/h |
96% |
43% |
- |
86% |
|
|
|
|
|
|
|
|
MRI |
rCBVmax |
2.85 |
54% |
100% |
0.75 |
63% |
|
|
|
|
|
|
|
|
PET/MRI |
rCBVmax + TBRmax + Slope # |
- |
98% |
43% |
- |
87% |
|
Pöpperl et al., 2006 |
[75] |
Prospective |
24 |
Grade 3:5 |
49 |
15 M 9 F |
PET |
Tumax/BG # |
2.0 |
100% |
78% |
|
|
|
|
|
|
|
Grade 4:19 |
|
|
|
Tumax/BG # |
2.1 |
97% |
91% |
|
|
|
|
|
|
|
|
|
|
|
Tumax/BG # |
2.2 |
82% |
95% |
|
|
|
|
|
|
|
|
|
|
|
Tumax/BG # |
2.3 |
74% |
98% |
|
|
|
|
|
|
|
|
|
|
|
Tumax/BG # |
2.4 |
74% |
100% |
|
|
|
|
|
|
|
|
|
|
|
Tumax/BG # |
2.5 |
62% |
100% |
|
|
|
|
|
|
|
|
|
|
|
Visual analysis # |
Nodular vs. non-nodular |
94% |
94% |
|
|
|
Müller et al., 2022 |
[76] |
Retrospective |
151 |
Grade 2:28 |
52 |
97 M 54 F |
PET |
TBRmax |
- |
- |
- |
- |
|
|
|
|
|
|
Grade 3:40 |
|
|
|
TBRmean |
- |
- |
- |
- |
|
|
|
|
|
|
Grade 4:83 |
|
|
|
TBRmax + TBRmean # |
- |
66% |
80% |
0.78 |
|
|
|
|
|
|
|
|
|
|
Radiomics features # |
- |
73% |
80% |
0.85 |
|
|
|
|
|
|
|
|
|
|
TBRmax + TBRmean + radiomics features # |
- |
81% |
70% |
0.85 |
|
|
Mehrkens et al., 2008 |
[77] |
Prospective |
31 |
Grade 2:17 |
46 |
17 M 14 F |
PET |
SUVmax/BG § |
2.0 |
|
|
|
|
|
|
|
|
|
Grade 3:6 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Grade 4:8 |
|
|
|
|
|
|
|
|
|
|
Galldiks et al., 2015 |
[78] |
Retrospective |
124 |
Grade 2:55 |
52 |
81 M 43 F |
PET |
TBRmax |
2.3 |
68% |
100% |
0.85 |
71% |
|
|
|
|
|
Grade 3:19 |
|
|
|
TBRmean |
2.0 |
74% |
91% |
0.91 |
75% |
|
|
|
|
|
Grade 4:50 |
|
|
|
TTP |
45 min |
82% |
73% |
0.81 |
81% |
|
|
|
|
|
|
|
|
|
Curve pattern |
II/III |
78% |
73% |
- |
77% |
|
|
|
|
|
|
|
|
|
TBRmax + Curve pattern |
2.3 and/or II/III |
93% |
73% |
- |
91% |
|
|
|
|
|
|
|
|
|
TBRmean + Curve pattern |
2.0 and/or II/III |
93% |
73% |
- |
91% |
|
|
|
|
|
|
|
|
|
TBRmax + TTP |
2.3 and/or 45 min |
92% |
73% |
- |
90% |
|
|
|
|
|
|
|
|
|
TBRmean + TTP |
2.0 and/or 45 min |
93% |
100% |
- |
93% |
|
|
|
|
|
|
|
|
MRI |
RANO criteria § |
- |
92% |
9% |
- |
85% |
|
Pöpperl et al., 2004 |
[79] |
Prospective |
53 |
Grade 1:1 |
- |
28 M 25 F |
PET |
SUVmax |
2.2 |
|
|
|
|
|
|
|
|
|
Grade 2:9 |
|
|
|
SUVmax/BG |
2.0 |
|
|
|
|
|
|
|
|
|
Grade 3:16 |
|
|
|
SUV80/BG |
- |
|
|
|
|
|
|
|
|
|
Grade 4:27 |
|
|
|
SUV70/BG |
- |
|
|
|
|
Prognosis/Treatment response evaluation |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Müther et al., 2019 |
[80] |
Prospective |
31 |
Grade 4:31 |
67 |
13 M 18 F |
PET |
Volume |
4.3 cm3
|
|
|
|
|
|
Jansen et al., 2013 |
[61] |
Prospective |
33 |
Grade 3:20 |
- |
- |
PET |
Uptake kinetics |
Increasing |
|
|
|
|
|
|
|
|
|
Grade 4:13 |
|
|
|
|
|
|
|
|
|
|
Suchorska et al., 2018 |
[81] |
Retrospective |
61 |
Grade 2:44 |
46 |
31 M 30 F |
PET |
Initial BTV § |
- |
|
|
|
|
|
|
|
|
|
Grade 3:17 |
|
|
|
Initial TBRmax § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Initial TAC § |
Increasing vs. decreasing |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV after 6 months |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmax after 6 months § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
TAC after 6 months § |
Increasing vs. decreasing |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV response |
∆ ± 25% |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmax response |
∆ ± 10% |
|
|
|
|
|
|
|
|
|
|
|
|
|
TAC response § |
Stable increasing vs. Decreasing to increasing vs. Increasing to decreasing vs. Stable decreasing |
|
|
|
|
|
|
|
|
|
|
|
|
|
FET-PET response |
Yes vs. no |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Initial T2 volume |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
T2 volume after 6 months |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
T2 volume response § |
RD vs. SD vs. PD |
|
|
|
|
|
Galldiks et al., 2012 |
[82] |
Prospective |
25 |
Grade 4:25 |
54 |
15 M 10 F |
PET |
TBRmax change |
∆-10% (PFS)/∆-20% (OS) |
83% (OS) |
67% (OS) |
0.75 (OS) |
|
|
|
|
|
|
|
|
|
|
TBRmean change |
∆-5% |
67% |
75% |
0.72 |
|
|
|
|
|
|
|
|
|
|
Tvol 1.6 change |
∆0% (PFS) |
- |
- |
- |
|
|
|
|
|
|
|
|
|
MRI |
Gd-volume § |
∆0%/∆-25% |
- |
- |
- |
|
|
Suchorska et al., 2015 |
[83] |
Prospective |
79 |
Grade 4:79 |
- |
- |
PET |
BTVpreRCx |
9.5 cm3
|
64% |
70% |
|
|
|
|
|
|
|
|
|
|
|
LBRmax-preRCx |
2.9 (OS) |
68% |
73% |
|
|
|
|
|
|
|
|
|
|
|
Initial TAC |
Increasing vs. decreasing (OS) |
- |
- |
|
|
|
|
|
|
|
|
|
|
MRI |
Gd+ volume |
- |
- |
- |
|
|
|
Jansen et al., 2014 |
[84] |
Retrospective |
59 |
Grade 2:59 |
43 |
32 M 27 F |
PET |
TAC |
Increasing vs. decreasing |
|
|
|
|
|
|
|
|
|
|
|
|
|
Uptake § |
Positive vs. negative |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax/BG § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVtotal/BG § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Contrast enhancement § |
Yes vs. no |
|
|
|
|
|
|
|
|
|
|
|
|
|
Largest diameter |
6 cm (PFS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
Tumor crossing midline § |
Yes vs. no |
|
|
|
|
|
Thon et al., 2015 |
[85] |
Prospective |
98 |
Grade 2:54 |
- |
56 M 42 F |
PET |
TAC |
Homogeneous decreasing vs. focal decreasing vs. homogeneous increasing |
|
|
|
|
|
|
|
|
|
Grade 3:40 |
|
|
|
SUVmax § |
2.3 |
|
|
|
|
|
|
|
|
|
Grade 4:4 |
|
|
MRI |
Tumor volume § |
35 mL |
|
|
|
|
|
Kunz et al., 2018 |
[86] |
Prospective |
98 |
Grade 2:59 |
- |
- |
PET |
TAC |
Homogeneous increasing vs. mixed vs. homogeneous decreasing |
|
|
|
|
|
|
|
|
|
Grade 3:35 |
|
|
|
TTPmin |
>25 min vs. 12.5 < t ≤ 25 min vs. ≤12.5 min |
|
|
|
|
|
|
|
|
|
Grade 4:4 |
|
|
|
SUVmax § |
2.3 |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Tumor volume § |
35 mL |
|
|
|
|
|
Ceccon et al., 2021 |
[87] |
Prospective |
41 |
Grade 2:1 |
52 |
22 M 19 F |
PET |
TBRmax baseline |
2.0 (PFS)/1.9 § (OS) |
|
|
|
|
|
|
|
|
|
Grade 3:2 |
|
|
|
TBRmean baseline § |
1.9 (PFS)/1.8 (OS) |
|
|
|
|
|
|
|
|
|
Grade 4:38 |
|
|
|
MTV baseline |
28.2 mL (PFS)/13.8 mL (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmax change |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmean change § |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
|
MTV change |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
RANO criteria § |
SD/PR/CR vs. PD |
|
|
|
|
|
Galldiks et al., 2018 |
[88] |
Prospective |
21 |
Grade 4:21 |
55 |
13 M 8 F |
PET |
TBRmax relative reduction § |
27% |
92% |
63% |
0.78 |
|
|
|
|
|
|
|
|
|
|
TBRmean relative reduction § |
16% |
92% |
63% |
0.81 |
|
|
|
|
|
|
|
|
|
|
MTV relative reduction § |
27% |
77% |
63% |
0.82 |
|
|
|
|
|
|
|
|
|
|
Absolute MTV at follow-up |
5 mL |
85% |
88% |
0.92 |
|
|
|
|
|
|
|
|
|
MRI |
RANO criteria § |
PR or SD |
63% |
69% |
- |
|
|
Carles et al., 2021 |
[89] |
Prospective |
32 |
Grade 4:32 |
52 |
17 M 15 F |
PET |
Radiomic features: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmin & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
GLV & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
GLV2 & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
WF_GLV & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Qacor & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QHGZE & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QSZHGE & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QGLN2 & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QHGRE & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QSRHGE & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QLRHGE & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SZLGE |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Busyness & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
WF_TS & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
QvarianceCM & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Eccentricity & |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean + WF_GLV + QLRHGE + SUVmin |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SZLGE + Busyness + QVarianceCM + Eccentricity |
- |
|
|
|
|
|
Suchorska et al., 2018 |
[90] |
Retrospective |
300 |
Grade 2:121 |
48 |
166 M 134 F |
PET |
TBRmax § |
1.6 |
|
|
|
|
|
|
|
|
|
Grade 3:106 |
|
|
|
TBRmax § |
2.6 |
|
|
|
|
|
|
|
|
|
Grade 4:73 |
|
|
|
TTPmin |
17.5 min (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Contrast enhancement § |
Yes vs. no |
|
|
|
|
|
|
|
|
|
|
|
|
|
T2 volume § |
49 mL |
|
|
|
|
|
Wirsching et al., 2021 |
[91] |
Retrospective |
31 |
Grade 4:31 |
- |
- |
PET |
TBR in non-contrast enhancing tumor portions at follow-up |
High vs. low |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Contrast enhancement at baseline |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
ADC at baseline |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Contrast enhancement at follow-up |
- |
|
|
|
|
|
Sweeney et al., 2013 |
[92] |
Retrospective |
28 |
Grade 2:5 |
- |
21 M 7 F |
PET |
SUVmax |
2.6 |
|
|
|
|
|
|
|
|
|
Grade 3:12 |
|
|
|
TBRmax § |
- |
|
|
|
|
|
|
|
|
|
Grade 4:11 |
|
|
|
TBRmean§ |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Tumor volume § |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
VolSUVmax ≥ 2.2 |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Vol ≥ 40%SUVmax |
- |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
VolMRI |
- |
|
|
|
|
|
|
|
|
|
|
|
|
PET/MRI |
VolMRI + VolSUVmax ≥ 2.2 |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
VolMRI + Vol≥ 40%SUVmax |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Non-overlap, VolMRI + VolSUVmax ≥ 2.2 |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Non-overlap, VolMRI + Vol ≥ 40%SUVmax |
- |
|
|
|
|
|
Pyka et al., 2014 |
[93] |
Retrospective |
34 |
Grade 1:2 |
41 |
22 M 12 F |
PET |
TBRmax |
2.5 |
|
|
0.696 |
|
|
|
|
|
|
Grade 2:19 |
|
|
|
TBRmean |
2.3 |
|
|
0.696 |
|
|
|
|
|
|
Grade 3:3 |
|
|
|
TTP |
20 min |
|
|
0.848 |
|
|
|
|
|
|
Grade 4:10 |
|
|
|
Peak TBR |
2.2 |
|
|
0.704 |
|
|
|
|
|
|
|
|
|
|
Slope-to-peak |
7 × 10−5/s |
|
|
0.711 |
|
|
Wollring et al., 2022 |
[94] |
Retrospective |
36 |
Grade 3:8 |
54 |
20 M 16 F |
PET |
New distant FET hotspot |
Yes vs. no |
|
|
|
|
|
|
|
|
|
Grade 4:28 |
|
|
|
TBRmax change |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmean change § |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
|
MTV change |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
|
TTP change § |
0% |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
RANO criteria |
SD/PR/CR vs. PD |
|
|
|
|
|
Bauer et al., 2020 |
[95] |
Retrospective |
60 |
Grade 3:15 |
55 |
35 M 25 F |
PET |
TBRmax § |
2.55 |
70% |
57% |
0.63 |
|
|
|
|
|
|
Grade 4:45 |
|
|
|
TBRmean § |
2.05 |
60% |
70% |
0.69 |
|
|
|
|
|
|
|
|
|
|
MTV § |
11.15 mL |
72% |
54% |
0.56 |
|
|
|
|
|
|
|
|
|
|
TTP |
25 min |
90% |
87% |
0.90 |
|
|
|
|
|
|
|
|
|
|
Slope § |
−0.103 SUV/h |
70% |
90% |
0.77 |
|
|
Piroth et al., 2011 |
[96] |
Prospective |
44 |
Grade 4:44 |
57 |
16 M 28 F |
PET |
VolTBR ≥ 1.6 |
25 mL |
|
|
|
|
|
|
|
|
|
|
|
|
|
VolTBR ≥ 2.0 |
10 mL |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmax |
2.4 |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmean |
2.0 |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Gd-volume § |
10 mL |
|
|
|
|
|
Jansen et al., 2015 |
[97] |
Retrospective |
121 |
Grade 3:51 |
54 |
73 M 48 F |
PET |
TTPmin |
12.5 min |
|
|
|
|
|
|
|
|
|
Grade 4:70 |
|
|
|
SUVmax/BG § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
contrast enhancement § |
Yes vs. no |
|
|
|
|
|
Moller et al., 2016 |
[98] |
Prospective |
31 |
Grade 3:6 |
54 |
- |
PET |
BTV baseline |
- |
|
|
|
|
|
|
|
|
|
Grade 4:25 |
|
|
|
Tmax/B baseline # |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
∆BTV scan 2 § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
∆BTV scan 3 § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
∆Tmax/B scan 2 # |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
∆Tmax/B scan 3 # |
- |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Volume (+necrosis) § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Volume (−necrosis) |
- |
|
|
|
|
|
Dissaux et al., 2020 |
[99] |
Prospective |
29 |
Grade 3:3 |
60 |
17 M 12 F |
PET |
TBRmax |
Median (5.03) |
|
|
|
|
|
|
|
|
|
Grade 4:26 |
|
|
|
TBRmean § |
Median |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax § |
Median |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean § |
Median |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVpeak § |
Median |
|
|
|
|
|
|
|
|
|
|
|
|
|
TLG § |
Median |
|
|
|
|
|
|
|
|
|
|
|
|
|
Volume § |
Median |
|
|
|
|
|
Piroth et al., 2011 |
[100] |
Prospective |
22 |
Grade 4:22 |
56 |
13 M 9 F |
PET |
Volume |
20 mL |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmax § |
3.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmean § |
2.0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
TBRmean |
2.4 |
|
|
|
|
|
|
|
|
|
|
|
|
|
Early TBRmax response |
∆-10% |
|
|
|
|
|
|
|
|
|
|
|
|
|
Early TBRmean response |
∆-10% |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Diameter of contrast-enhanced area |
4 cm |
|
|
|
|
|
Schneider et al., 2020 |
[101] |
Retrospective |
42 |
Grade 2:19 |
46 |
26 M 16 F |
PET |
SUVmax |
3.4 |
|
|
|
|
|
|
|
|
|
Grade 3:23 |
|
|
|
TBRmax |
3.03 |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV |
10 cm3
|
|
|
|
|
|
Kertels et al., 2019 |
[102] |
Retrospective |
35 |
Grade 2:14 |
48 |
20 M 15 F |
PET |
FET positivity |
Yes vs. no |
|
|
|
|
|
|
|
|
|
Grade 3:21 |
|
|
|
|
|
|
|
|
|
|
Floeth et al., 2007 |
[103] |
Prospective |
33 |
Grade 2:33 |
- |
20 M 13 F |
PET |
Mean FET uptake |
1.1 |
|
|
|
|
|
|
|
|
|
|
|
|
|
Maximum FET uptake § |
2.0 |
|
|
|
|
|
|
|
|
|
|
|
|
MRI |
Hemisphere§ |
Right vs. left |
|
|
|
|
|
|
|
|
|
|
|
|
|
Brain lobe location § |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
Extension § |
Deep vs. superficial |
|
|
|
|
|
|
|
|
|
|
|
|
|
Size § |
3 cm |
|
|
|
|
|
|
|
|
|
|
|
|
|
Mass shift § |
Yes vs. no |
|
|
|
|
|
|
|
|
|
|
|
|
|
Appearance |
Circumscribed vs. diffuse |
|
|
|
|
|
|
|
|
|
|
|
|
PET/MRI |
Mean FET uptake + MRI appearance |
- |
|
|
|
|
|
Niyazi et al., 2012 |
[104] |
Retrospective |
56 |
Grade 3:13 |
50 |
34 M 22 F |
PET |
Kinetics pre re-RT |
G1–2 vs. G3 vs. G4–5 |
|
|
|
|
|
|
|
|
|
Grade 4:43 |
|
|
|
Kinetics post re-RT § |
G1–2 vs. G3 vs. G4–5 |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax/BG pre re-RT § |
3.3 |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmax/BG post re-RT § |
2.6 |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG pre re-RT § |
2.2 |
|
|
|
|
|
|
|
|
|
|
|
|
|
SUVmean/BG post re-RT § |
2.3 |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV pre re-RT § |
13.7 cc |
|
|
|
|
|
|
|
|
|
|
|
|
|
BTV post re-RT § |
7.3 cc |
|
|
|
|
|
Pyka et al., 2016 |
[39] |
Retrospective |
113 |
Grade 3:26 |
59 |
43 M 70 F |
PET |
TBRmax § |
2.5 |
|
|
|
|
|
|
|
|
|
Grade 4:87 |
|
|
|
TBRmean § |
1.56 (PFS)/1.57 (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
MTV |
19.4 (PFS) §/18.9 (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
TLU |
35.0 (PFS) §/17.1 (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
Textural parameters: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Coarseness |
5.96 × 10−3 (PFS)/6.88 × 10−3 (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
Contrast |
0.427 |
|
|
|
|
|
|
|
|
|
|
|
|
|
Busyness |
1.366 (PFS)/0.984 (OS) |
|
|
|
|
|
|
|
|
|
|
|
|
|
Complexity |
0.085 (PFS)/0.094 (OS) |
|
|
|
|
|
Blanc-Durand et al., 2018 |
[43] |
Retrospective |
37 |
Grade 1:3 |
45 |
23 M 14 F |
PET |
TBRmax § |
- |
|
|
|
|
|
|
|
|
|
Grade 2:15 |
|
|
|
TBRmean § |
- |
|
|
|
|
|
|
|
|
|
Grade 3:14 |
|
|
|
TTP |
- |
|
|
|
|
|
|
|
|
|
Grade 4:5 |
|
|
|
Slope |
- |
|
|
|
|
|
|
|
|
|
|
|
|
|
TAC |
- |
|
|
|
|