Study, year | Modality | Overall survival | Disease specific survival | Local regional recurrence | Distant metastasis | Progressive-free/recurrence-free survival | Local control/local recurrence | Nodal/regional relapse | RQS |
---|---|---|---|---|---|---|---|---|---|
Huynh et al. [36], 2017 | Pre-SBRT free breathing and AIP CT | Not included | Not included | AIP stat skewness | AIP CT: Wavelet HLH, RLGL (run low gray level), LGLRE (low gray level run emphasis), GLCM correl1, LoG (Laplacian of Gaussian), 3-mm 3D-GLCM, Wavelet HLL stats skewness, compactness, sphericity, and sphere disproportionality | Not included | Not included | Not included | 12 |
Huynh et al. [24], 2016 | Pre-SBRT CT | Shape: Volume, maxDiameter 3D, maxAxialDiameter, | Shape: Volume | Non-significant | Wavelet LLH stats range | Not included | Not included | Not included | 12 |
Statistical: median, total energy | Statistical: Median, shortRunEmphasis, GLCM clusShade | ||||||||
Textual: LoG 5mm 3D rlgl shortRunEmphasis, GLCM clusShade | |||||||||
Kakino et al. [34], 2020 | Pre-SBRT CT | Not included | Not included | Random survival forest: log.sigma.2.5mm.3D_gldm_DependenceEntropy | Radom survival forest: wavelet.LH_glcm_MCC, wavelet.LL.glcm_imc2 | Not included | Not included | Not included | 16 |
Franceschini et al. [27], 2020 | Pre-SBRT CT | Not included | Shape_Compacity, GLRLM_SRLGE, GLZLM_ZLNU, GLCM_Homogeneity | Not included | Not included | NGLDM_Coarseness, GLRLM_LGRE, GLRLM_SRLGE, GLZLM_LGZE | Not included | Shape_Sphericity, Shape_Compacity, Histo_Energy, GLRLM_RLNU, GLRLM_LRE, NGLDM_Coarseness. | 11 |
Starkov et al. [35], 2019 | Pre-SBRT CT | Feature extraction using Gaussian filtering and high-pass Riesz wavelets: features unspecified | Not included | Non-significant | Non-significant | Non-significant | Non-significant | Not included | 4 |
Li et al. [25], 2017 | Pre-SBRT CT | Short axis × longest diameter, Hist-Energy-L1 | Not included | Short axis × longest diameter | Not included | short axis × longest diameter | Not included | Not included | 12 |
Lafata et al. [29], 2019 | Pre-SBRT CT | Not included | Not included | Multivariate logistic analysis with singular value decomposition | Multivariate logistic analysis with singular value decomposition | Not included | GLCM homogeneity2, LRHGLE (long-run-high-gray-level-emphasis) | Not included | 4 |
Yu et al. [28], 2017 | Pre-SBRT CT | Kurtosis, GLCM homogeneity2 | Not included | Not included | Kurtosis, GLCM homogeneity2 | Not included | Kurtosis, GLCM homogeneity2 | Not included | 8 |
Mattonen et al. [41], 2014 | Post-SBRT CT | Not included | Not included | Not included | Not included | Not included | GGO GLCM energy, GGO GLCM entropy | Not included | 11 |
Mattonen et al. [30], 2016 | Post-SBRT CT | Not included | Not included | Not included | Not included | Not included | Peri-consolidative region feature: minimum grey-level, GLCM homogeneity, GLCM correlation, and GLCM energy | Not included | 10 |
Consolidative region feature: grey-level uniformity | |||||||||
Mattonen et al. [40], 2015 | Post-SBRT CT | Not included | Not included | Not included | Not included | Not included | Entropy | Not included | 6 |
Li et al. [42], 2017 | Post-SBRT CT | Circularity | Not included | Circularity, 3D Laws features L5 L5 S5 Layer 1 | Not included | Radius of smallest enclosing ellipse, 3D Wavelet decomposition P1 L2 C3 Layer 1 | Not included | Not included | 11 |
CT, computed tomography; RQS, radiomic quality score; SBRT, stereotactic body radiotherapy; AIP, average intensity projected; Wavelet HLH, Wavelet high low high; Wavelet HLL, Wavelet high low low; LoG, Laplacian of Gaussian; RLGL, run low gray level; ZLNU, zone-length non-uniformity; GLCM, gray level co-occurrence matrix; LGRE, low gray-level run emphasis; SRLGE, short-run low gray-level emphasis; LGZE, low gray-level zone emphasis; GLRLM, gray level run length matrix; RLNU, run length non-uniformity; LRE, long-run emphasis; NGLDM, neighborhood gray-level different matrix; NGLDM, neighborhood gray-level different matrix; GGO, ground glass opacity. For detailed definition of the terms, readers will need to refer to the cited article.
Study, year | Modality | Overall survival | Disease specific survival | Disease-free survival | Distant metastasis | Local control | Regional control | RQS |
---|---|---|---|---|---|---|---|---|
Lovinfosse et al. [47], 2016 | PET | Non-significant | Dissimilarity | Dissimilarity, age | Not included | Not included | Not included | -2 |
Dissaux et al. [49], 2019 | PET and CT | Non-significant | Non-significant | BED10 (>150 Gy) | BED10 (>150 Gy) | PET IC2, PET strength, CT flatness | Not included | 12 |
Pyka et al. [46], 2015 | PET | Non-significant | Entropy | Not included | Non-significant | Entropy, correlation, busyness, coarseness, MTV, tumor size | Not included | -3 |
Li et al. [52], 2018 | PET and CT | Not included | Not included | Not included | Not included | Tumor tensor | Not included | 10 |
Takeda et al. [45], 2017 | PET | Non-significant | Not included | Not included | Not included | HILAE | Not included | -2 |
Oikonomou et al. [51], 2018 | PET and CT | PC3 (CT morphology 2, CT asymmetry 1 and 3) | PC2 (CT ROI max pixel intensity, CT standard deviation, CT mean gray level, CT asymmetry1-4) | PC1 (PET ROI max pixel intensity, PET ROI size, PET mean gray level, PET median gray level, PET standard deviation, CT homogeneity, CT normalized entropy, CT Entropy) | PC1 and PC4 | Not included | PC4 | 13 |
PC4 (PET kurtosis, PET skewness, PET homogeneity, PET normalized entropy, PET morphology 1 and 2) | Female sex | |||||||
Li et al. [54], 2018 | PET | Two-way clustering of radiomic features: features unspecified | Not included | Not included | Not included | Not included | Two-way clustering of radiomic features: features unspecified | 11 |
Zhou et al. [53], 2017 | Pre-SBRT CT and PET-CT | Not included | Not included | Not included | Multi-objective machine learning model: features unspecified | Not include | Not included | 10 |
PET, positron emission tomography; CT, computed tomography; RQS, radiomic quality score; BED, biologically effective dose; IC2, information correlation 2; MTV, metabolic tumor volume; PC3, principal component 3; PC4, principal component 4; PC2, principal component 2; ROI, region of interest; PC1, principal component 1; HILAE, high-intensity large-area emphasis; SBRT, stereotactic body radiotherapy.
Study, year | Modality | ROI | Features | RQS |
---|---|---|---|---|
Bousabarah et al. [17], 2019 | Pre-SBRT planning CT | GTV | Binsize.5_unfiltered_Hist_Uniformity, Binsize.5_LoG.15_Hist_RMS, Binsize.10_LoG.15_Hist_mean25, Binsize.20_LoG.15_Hist_mean100, Binsize.20_LoG.15_Hist_RMS | 11 |
Moran et al. [19], 2017 | Post-SBRT CT Thorax | Area of increased density | GLCM correlation, GLCM dissimilarity, GLCM contrast | -2 |
Qin et al. [60], 2020 | Cone-beam CT and planning CT | GTV | Planning CT: | 4 |
SHAPE: Mass | ||||
SHAPE: Orientation | ||||
CBCT1: | ||||
NGTDM25: Contrast | ||||
SHAPE: Max3DDiameter | ||||
CBCTmid: | ||||
ID: 60Percentile | ||||
NGTDM25: Complexity | ||||
CBCTlast | ||||
GLCM3: ClusterProminence | ||||
SHAPE: ConvexHullVolume | ||||
Hirose et al. [18], 2020 | Pre-SBRT planning CT | Lung volume excluding GTV | Ensemble averaging model: RLV (LHL), Correlation (original), RLV (LLH), Entropy_GLCM (original) | 10 |
SBRT, stereotactic body radiotherapy; CT, computed tomography; ROI, region of interest; RQS, radiomic quality score; GTV, gross volume tumor; NGTDM, neighbouring gray tone difference matrix; GLCM, gray level co-occurrence matrix; CBCT, cone-beam computed tomography; ID, inverse difference; RLV, run-length variance.