Table 1 Overall summary of the 108 most repeatable and reproducible features for all the experiments and presenting correlations with tumour volume ρ < 0.9.
From: Repeatability and reproducibility study of radiomic features on a phantom and human cohort
Overall summary TOP 108 features: 46 LOG, 59 WF, 3 TA | |||||
|---|---|---|---|---|---|
Median ICC and STD per categories | |||||
TA (0.933 ± 0.024) | |||||
LOG (0.923 ± 0.017) | |||||
WF (0.917 ± 0.014) | |||||
Feature name | Category | Median ICC | Feature name | Category | Median ICC |
RANK 1–50 | |||||
wavelet-LLH_glcm_JointEnergy | WF | 0.9822 | log-sigma-2-0-mm-3D_glrlm_ShortRunEmphasis | LOG | 0.9295 |
log-sigma-2-0-mm-3D_glrlm_RunLengthNonUniformity | LOG | 0.9766 | wavelet-LLH_glrlm_ShortRunEmphasis | WF | 0.9293 |
log-sigma-3-0-mm-3D_glrlm_RunLengthNonUniformity | LOG | 0.9724 | log-sigma-2-0-mm-3D_glrlm_RunLengthNonUniformityNormalized | LOG | 0.9284 |
original_gldm_DependenceNonUniformity | TA | 0.9571 | log-sigma-2-0-mm-3D_firstorder_Entropy | LOG | 0.9284 |
wavelet-LLH_glcm_Idm | WF | 0.9542 | wavelet-LHL_firstorder_10Percentile | WF | 0.9280 |
log-sigma-3-0-mm-3D_firstorder_10Percentile | LOG | 0.9484 | log-sigma-1-0-mm-3D_gldm_LargeDependenceEmphasis | LOG | 0.9274 |
log-sigma-3-0-mm-3D_glrlm_RunPercentage | LOG | 0.9475 | wavelet-LHL_firstorder_InterquartileRange | WF | 0.9270 |
wavelet-LLH_glcm_Id | WF | 0.9474 | wavelet-LHL_firstorder_MeanAbsoluteDeviation | WF | 0.9258 |
wavelet-LLH_glcm_SumEntropy | WF | 0.9424 | log-sigma-1-0-mm-3D_glrlm_ShortRunEmphasis | LOG | 0.9257 |
log-sigma-3-0-mm-3D_firstorder_Mean | LOG | 0.9409 | wavelet-LHL_firstorder_RobustMeanAbsoluteDeviation | WF | 0.9255 |
log-sigma-3-0-mm-3D_firstorder_Median | LOG | 0.9386 | wavelet-LHL_glcm_Imc2 | WF | 0.9252 |
log-sigma-2-0-mm-3D_glrlm_LongRunEmphasis | LOG | 0.9379 | wavelet-LHL_glcm_Idn | WF | 0.9227 |
log-sigma-2-0-mm-3D_gldm_LargeDependenceEmphasis | LOG | 0.9374 | wavelet-LHL_glszm_SizeZoneNonUniformity | WF | 0.9222 |
log-sigma-2-0-mm-3D_firstorder_10Percentile | LOG | 0.9372 | log-sigma-3-0-mm-3D_firstorder_MeanAbsoluteDeviation | LOG | 0.9219 |
wavelet-LLH_glrlm_GrayLevelNonUniformityNormalized | WF | 0.9367 | wavelet-LHL_glszm_ZonePercentage | WF | 0.9216 |
log-sigma-2-0-mm-3D_glrlm_RunVariance | LOG | 0.9364 | log-sigma-2-0-mm-3D_firstorder_Kurtosis | LOG | 0.9213 |
log-sigma-2-0-mm-3D_glrlm_RunPercentage | LOG | 0.9361 | wavelet-LHL_gldm_SmallDependenceEmphasis | WF | 0.9209 |
log-sigma-3-0-mm-3D_glrlm_RunLengthNonUniformityNormalized | LOG | 0.9352 | log-sigma-2-0-mm-3D_glcm_SumEntropy | LOG | 0.9200 |
original_glrlm_RunLengthNonUniformity | TA | 0.9333 | log-sigma-2-0-mm-3D_firstorder_RobustMeanAbsoluteDeviation | LOG | 0.9198 |
log-sigma-3-0-mm-3D_gldm_DependenceVariance | LOG | 0.9326 | log-sigma-3-0-mm-3D_firstorder_Kurtosis | LOG | 0.9196 |
wavelet-LLH_glrlm_RunLengthNonUniformityNormalized | WF | 0.9322 | wavelet-LHL_ngtdm_Contrast | WF | 0.9188 |
log-sigma-3-0-mm-3D_glrlm_ShortRunEmphasis | LOG | 0.9317 | wavelet-LHL_ngtdm_Strength | WF | 0.9182 |
log-sigma-3-0-mm-3D_firstorder_RootMeanSquared | LOG | 0.9314 | wavelet-HLL_firstorder_10Percentile | WF | 0.9174 |
wavelet-LLH_glrlm_RunPercentage | WF | 0.9304 | wavelet-HLL_firstorder_Entropy | WF | 0.9169 |
log-sigma-2-0-mm-3D_firstorder_Mean | LOG | 0.9297 | wavelet-HLL_firstorder_InterquartileRange | WF | 0.9169 |
RANK 51–100 | |||||
wavelet-HLL_firstorder_MeanAbsoluteDeviation | WF | 0.9168 | wavelet-HLL_gldm_LargeDependenceEmphasis | WF | 0.9089 |
wavelet-HLL_firstorder_RobustMeanAbsoluteDeviation | WF | 0.9167 | wavelet-HLL_gldm_SmallDependenceEmphasis | WF | 0.9089 |
log-sigma-2-0-mm-3D_glcm_JointEntropy | LOG | 0.9163 | original_gldm_SmallDependenceEmphasis | TA | 0.9084 |
wavelet-HLL_firstorder_Uniformity | WF | 0.9162 | log-sigma-2-0-mm-3D_glcm_JointEnergy | LOG | 0.9082 |
wavelet-HLL_glcm_DifferenceAverage | WF | 0.9157 | wavelet-HLL_ngtdm_Contrast | WF | 0.9074 |
wavelet-HLL_glcm_DifferenceEntropy | WF | 0.9154 | wavelet-HHL_glrlm_RunPercentage | WF | 0.9073 |
log-sigma-3-0-mm-3D_firstorder_Variance | LOG | 0.9153 | wavelet-HHL_gldm_LargeDependenceEmphasis | WF | 0.9069 |
log-sigma-2-0-mm-3D_firstorder_RootMeanSquared | LOG | 0.9142 | log-sigma-3-0-mm-3D_firstorder_RobustMeanAbsoluteDeviation | LOG | 0.9059 |
log-sigma-2-0-mm-3D_firstorder_Uniformity | LOG | 0.9139 | wavelet-LLL_firstorder_Entropy | WF | 0.9056 |
log-sigma-2-0-mm-3D_glcm_Id | LOG | 0.9138 | log-sigma-1-0-mm-3D_firstorder_RobustMeanAbsoluteDeviation | LOG | 0.9055 |
log-sigma-2-0-mm-3D_glcm_Idm | LOG | 0.9137 | wavelet-LLL_firstorder_RootMeanSquared | WF | 0.9051 |
wavelet-HLL_glcm_JointEntropy | WF | 0.9134 | wavelet-LLL_glcm_Contrast | WF | 0.9051 |
wavelet-HLL_glcm_Idm | WF | 0.9132 | wavelet-LLL_glcm_DifferenceAverage | WF | 0.9044 |
wavelet-HLL_glcm_Idmn | WF | 0.9131 | log-sigma-3-0-mm-3D_firstorder_InterquartileRange | LOG | 0.9042 |
wavelet-HLL_glcm_Id | WF | 0.9131 | log-sigma-2-0-mm-3D_glrlm_GrayLevelNonUniformityNormalized | LOG | 0.9039 |
wavelet-HLL_glcm_Idn | WF | 0.9130 | log-sigma-2-0-mm-3D_glcm_DifferenceAverage | LOG | 0.9039 |
wavelet-HLL_glcm_MaximumProbability | WF | 0.9123 | wavelet-LLL_glcm_DifferenceEntropy | WF | 0.9037 |
log-sigma-2-0-mm-3D_firstorder_MeanAbsoluteDeviation | LOG | 0.9120 | wavelet-LLL_glcm_JointEntropy | WF | 0.9036 |
wavelet-HLL_glcm_SumEntropy | WF | 0.9119 | log-sigma-2-0-mm-3D_glcm_DifferenceEntropy | LOG | 0.9036 |
log-sigma-1-0-mm-3D_glrlm_RunPercentage | LOG | 0.9115 | log-sigma-1-0-mm-3D_glcm_Id | LOG | 0.9035 |
wavelet-HLL_glrlm_GrayLevelNonUniformityNormalized | WF | 0.9114 | wavelet-LLL_glcm_Idm | WF | 0.9032 |
wavelet-HLL_glrlm_RunLengthNonUniformityNormalized | WF | 0.9112 | log-sigma-1-0-mm-3D_glrlm_RunLengthNonUniformityNormalized | LOG | 0.9031 |
log-sigma-2-0-mm-3D_firstorder_InterquartileRange | LOG | 0.9110 | wavelet-LLL_glcm_Id | WF | 0.9031 |
wavelet-HLL_glrlm_RunPercentage | WF | 0.9109 | log-sigma-1-0-mm-3D_firstorder_InterquartileRange | LOG | 0.9026 |
wavelet-HLL_glrlm_RunVariance | WF | 0.9107 | wavelet-LLL_glcm_Idn | WF | 0.9025 |
wavelet-HLL_glrlm_ShortRunEmphasis | WF | 0.9105 | log-sigma-1-0-mm-3D_firstorder_10Percentile | LOG | 0.9015 |
wavelet-HLL_glszm_LargeAreaEmphasis | WF | 0.9098 | wavelet-LLL_gldm_DependenceNonUniformity | WF | 0.9009 |
wavelet-HLL_glszm_ZonePercentage | WF | 0.9098 | wavelet-LLL_gldm_DependenceNonUniformityNormalized | WF | 0.9005 |
wavelet-HLL_glszm_ZoneVariance | WF | 0.9092 | wavelet-LLL_gldm_SmallDependenceEmphasis | WF | 0.9001 |
