The Effect of CT Scan Parameters on the Measurement of CT Radiomic Features: A Lung Nodule Phantom Study
Table 5
Effect of scan parameters on computer features in −630 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
<
2.85
<
2.71
<
0.28
0
0.07
>
1.11
Stddev
<
0.71
0
0.25
<
0.50
>
0.72
>
1.65
Variance
<
0.74
0
0.35
<
0.55
>
0.68
>
1.20
Skewness
<
1.15
<
1.25
0
0.19
<
0.61
<
1.04
Kurtosis
>
0.40
>
0.63
<
0.16
>
0.58
>
2.77
Energy
0
0.10
<
0.29
>
0.31
<
0.89
<
2.46
Entropy
<
0.52
0
0.07
<
0.38
>
0.85
>
2.56
GLCM
Contrast
<
1.32
<
0.97
<
0.65
>
0.58
>
1.27
Dissimilarity
<
1.21
<
0.74
<
0.56
>
0.65
>
1.67
Homogeneity
>
0.69
>
0.16
>
0.40
<
0.79
<
2.81
ASM
>
0.48
0
0.03
>
0.42
<
0.87
<
1.53
Energy
>
0.55
0
0.08
>
0.41
<
0.87
<
1.80
Probability max
>
0.34
0
0.06
0
0.26
<
0.76
<
1.21
Entropy
<
0.63
0
0.20
<
0.41
>
0.75
>
1.72
Correlation
>
1.20
>
0.80
>
0.65
<
0.58
<
1.21
GLRLM
LRE
>
0.40
0
0.08
>
0.34
<
0.79
<
2.12
GLN
0
0.13
<
0.23
>
0.31
<
0.91
<
2.23
RLN
<
0.46
0
0.02
<
0.34
>
0.83
>
2.27
LGRE
>
0.98
>
1.49
0
0.35
0
0.21
0
0.13
HGRE
<
2.89
<
2.64
<
0.44
>
0.20
>
1.09
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.