The Effect of CT Scan Parameters on the Measurement of CT Radiomic Features: A Lung Nodule Phantom Study
Table 3
Absolute effect size in 100 HU phantom nodules.
Image features
Slice thickness
mAs
Reconstruction algorithm
5.00 vs 1.25
5.00 vs 2.50
2.50 vs 1.25
30 vs 120
Lung vs standard
Effect
d
Effect
d
Effect
d
Effect
d
Effect
d
Histogram
Mean
<
4.62
<
2.81
<
1.18
<
0.07
>
1.02
Stddev
>
3.06
>
1.05
>
1.40
>
0.42
>
0.59
Variance
>
3.35
>
0.72
>
1.06
>
0.38
>
0.50
Skewness
<
1.98
<
1.77
<
1.20
<
0.18
<
0.40
Kurtosis
>
0.64
>
1.58
>
0.15
0
0.13
>
1.09
Energy
<
5.63
<
2.70
<
1.44
<
0.35
>
0.74
Entropy
>
7.06
>
3.25
>
1.67
>
0.26
<
0.65
GLCM
Contrast
<
5.73
<
2.27
<
2.26
>
0.13
>
0.15
Dissimilarity
<
2.04
0
0.11
0
1.05
>
0.52
<
0.31
Homogeneity
<
5.81
<
3.36
<
0.87
<
0.46
>
0.45
ASM
<
4.20
<
2.32
<
0.79
<
0.68
>
0.57
Energy
<
5.53
<
3.28
<
0.88
<
0.49
>
0.50
Probability max
<
5.25
<
3.28
<
0.77
<
0.51
>
0.49
Entropy
>
6.56
>
3.38
>
1.34
>
0.39
<
0.53
Correlation
>
5.61
>
1.69
>
1.96
<
0.18
0
0.10
GLRLM
LRE
<
4.40
<
3.05
<
0.65
<
0.64
>
0.34
GLN
<
5.36
<
2.96
<
1.17
<
0.40
>
0.64
RLN
>
5.35
>
3.85
>
0.88
>
0.35
<
0.39
LGRE
>
5.18
>
1.59
>
0.64
0
0.11
<
0.37
HGRE
<
6.30
<
3.93
<
1.66
<
0.13
>
0.54
and A is statistically smaller than B (A vs B); and A is statistically larger than B (A vs B); 0 indicates A and B are not statistically significant (A vs B). Cohen’s d: small ≥ 0.20; medium ≥ 0.50; large ≥ 0.80.