Research Article
The Effect of CT Scan Parameters on the Measurement of CT Radiomic Features: A Lung Nodule Phantom Study
Table 2
Regression coefficients in the comparison between different slice thickness, mAs, and reconstruction algorithm in 100 HU nodule phantoms.
| Image features | Constant | Slice thickness | mAs | Reconstruction algorithm | 5.00 (ref.) | 2.50 | 1.25 | 30 (ref.) | 120 | Lung (ref.) | Standard |
| Histogram | | Mean | 0.323 | 0 | 0.418† | 0.613† | 0 | 0.020† | 0 | −0.271† | | Stddev | 0.442 | 0 | −0.085† | −0.237† | 0 | −0.055† | 0 | −0.075† | | Variance | 0.260 | 0 | −0.058† | −0.152† | 0 | −0.036† | 0 | −0.047† | | Skewness | 0.008 | 0 | 0.179† | 0.463† | 0 | 0.051† | 0 | 0.108† | | Kurtosis | 0.772 | 0 | −0.135† | −0.177† | 0 | −0.032 | 0 | −0.234† | | Energy | 0.112 | 0 | 0.388† | 0.642† | 0 | 0.103† | 0 | −0.209† | | Entropy | 0.814 | 0 | −0.430† | −0.664† | 0 | −0.079† | 0 | 0.188† |
| GLCM | | Contrast | 0.078 | 0 | 0.171† | 0.383† | 0 | −0.022† | 0 | −0.026† | | Dissimilarity | 0.231 | 0 | 0.011 | 0.135† | 0 | −0.058† | 0 | 0.036† | | Homogeneity | 0.147 | 0 | 0.472† | 0.600† | 0 | 0.131† | 0 | −0.127† | | ASM | 0.025 | 0 | 0.387† | 0.552† | 0 | 0.186† | 0 | −0.159† | | Energy | 0.130 | 0 | 0.476† | 0.614† | 0 | 0.142† | 0 | −0.145† | | Probability max | 0.150 | 0 | 0.466† | 0.583† | 0 | 0.141† | 0 | −0.137† | | Entropy | 0.856 | 0 | −0.454† | −0.646† | 0 | −0.116† | 0 | 0.153† | | Correlation | 0.927 | 0 | −0.129† | −0.299† | 0 | 0.026† | 0 | 0.015 |
| GLRLM | | LRE | 0.036 | 0 | 0.452† | 0.574† | 0 | 0.178† | 0 | −0.097† | | GLN | 0.105 | 0 | 0.418† | 0.621† | 0 | 0.117† | 0 | −0.181† | | RLN | 0.745 | 0 | −0.541† | −0.636† | 0 | −0.105† | 0 | 0.116† | | LGRE | 0.212 | 0 | −0.130† | −0.180† | 0 | −0.011 | 0 | 0.037† | | HGRE | 0.288 | 0 | 0.509† | 0.672† | 0 | 0.039† | 0 | −0.161† |
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