Medicina, Vol. 58, Pages 1746: Current Evidence, Limitations and Future Challenges of Survival Prediction for Glioblastoma Based on Advanced Noninvasive Methods: A Narrative Review

1Yang [17]
201582Yes
TCIAT1C
FLAIRManual
Enhancing tumor
Whole tumorIntensity Normalization Re-SlicingMATLAB976SFTA, GLRLM, Local Binary Patterns, Histogram of oriented gradients, HaralickRFOut-Bag ValidationSFTA T1C
AUC = 0.692Chaddad [18]
201640Yes
TCIAT1
FLAIRManual
Enhancing Tumor
Necrosis
EdemaCo-Registration Intensity NormalizationMATLAB22GLCMDA, NB, DT,
SVMLOOCVAUC = 0.793 Phenotypes with KM significantly different3Liu [19]
201668NoRS-F- MRI
DTIAutomatic Anatomical LabellingRS-F-MRI:
SPM8 and DPARSF
DTI:
FSL and PANDAGRETNA Toolbox for Connectomics2797Functional and Structural Networks,
ClinicalSVMNoAccuracy = 75%4Macyszyn [20]
2016134NoT1C
T1
T2
T2FLAIR
DTI
DSAutomatic
Enhancing Tumor
Non/Enhancing Tumor
Edema
VentriclesCo-RegistrationN/A216First Order, Tumor Location, GLISTR Outputs,
IntensitiesSVM10-FoldCV
VD = 29Retrospective Accuracy = 77.14%
Prospective Accuracy = 79.17%5Kickingereder [21]
2016119NoT1
T1C
FLAIR
DWI
DS-CSemiautomatic, Enhancing Tumor
Non/Enhancing TumorCo-Registration
N4 bias Correction Intensity NormalizationMITK12,190First order, volumetric, Wavelet, Haralick, GLCM, GLRLM,SPCAVD = 40C-index = 0.61
HR = 3.45
KM6Lee [22]
201624Yes
TCIADS-CManual
Enhancing tumor
Nonenhancing tumor Normal WMCo-Registration
NormalizationMATLAB18First order, GLCM, HaralickUnivariate AnalyisisNoAUC = 0.83
HR = 0.019
KM7Ingrisch [23]
201766NoT1CSemiautomatic
Whole TumorResampling
NormalizationPython208First order, Haralick, Parameter-free Threshold Adjacency StatisticsMinimal Depth, RF10-FoldCVC-index = 0.67
HR = 1.04
KM8Liu [24]
2017133Yes
TCIAT1CManual
Enhancing TumorResamplingMATLAB56First order, GLCM, GLRLMRFE-SVM
10-FoldCVAUC = 0.81 Accuracy = 78%
KM9Li [25]
201792Yes
TCIA = 60T1
T1C
FLAIR
T2Automatic
Enhancing Tumor
Non/Enhancing Tumor
Necrosis
EdemaN4 bias correction, skull stripping, resampling, co-registration, histogram matchingMATLAB45,792First order, GLCM, GLRLM, GLSZM, NGTDMLASSOVD = 32C-index = 0.71
HR = 3.29
KM10Liu [24]
2017133Yes
TCGAT1CManual
Whole TumorResamplingMATLAB56GLCM, GLRLM, HistogramSVMNoAccuracy = 78.2%
AUC = 0.810411Lao [15]
2017112Yes
TCIA = 75T1
T1C
FLAIR
T2Manual
Necrosis
Enhancing tumor
EdemaN4 Bias correction
Resampling
Co-Registration
Histogram matchingMATLAB99,707First order, GLSM, GLRLM, GLSZM, NGTDM, Deep featuresLASSOVD = 37C-index = 0.71
HR = 5.13
KM
Nomogram12Prasanna [26]
201765Yes
TCIAT1C
FLAIR
T2Manual
Enhancing Tumor
Necrosis
EdemaCo-Registration
Insensity Normalization Bias Field CorrectionMATLAB402Haralick, Laws features, Histogram of oriented gradients, Laplacian pyramidsmRMR, RF3-FoldCVKM
C-index = 0.7013Kickingereder [27]
2018181NoT1
T1C
FLAIR
T2Semiautomatic, Enhancing Tumor
Nonenhancing tumor
NecrosisIntensity Normalization CoregistrationMITK1043First order, shape, GLCM, GLRLM, GLSZMLASSOVD = 61HR = 2.7214Bae [28]
2018217NoT1C
FLAIR
T2
DTIManual.
Necrosis
Enhancing Tumor
Non/Enhancing TumorCo-Registration
N4-Bias Correction
NormalizationPython796GLCM, GLRLM, GLSZMVHA, RSFVD = 54AUC = 0.652
KM15Sanghani [29]
2018163Yes
BRATST1
T1C
FLAIR
T2Manual
Enhancing Tumor
Non/Enhancing Tumor
EdemaCo-Registration ResamplingPython2200Volumetric, Shape, First order, GLCM, Gabor textureRFE-SVM5-FoldCVAccuracy = 98.7%16Chaddad [30]
201840Yes
TCIAT1
FLAIRManual
Enhancing Tumor
Non/Enhancing Tumor
Necrosis
EdemaCo-Registration Resampling
Intensity NormalizationMATLAB9Texture features based on LOG filterRF5-FoldCVAUC = 0.8517Liu [31]
2018119YesT1
T1C
FLAIR
T2Manual
Enhancing tumorCo-Registration ResamplingMATLAB54First order, GLCM, GLRLMSVM-RFENoT1C
AUC = 0.79, Accuracy = 80.67%
KM18Molina-Garcia [32]
2019404Yes
TCIAT1CManual
Enhancing Tumor
Necrotic CoreNoMATLAB44First Order, GLRLM, GLCMNN
SVM
RTVD = 93C-Index = 0.817
(Optimal Linear Prognosis Model)19Tan [33]
2019147Yes
TCIA = 112T1C
FLAIRManual
Whole tumor
Edema
Contralateral WMCo-Registration
N4 Bias Correction Resampling
Intensity NormalizationMATLAB1456 LASSOVD = 35Radiomics
C-index = 0.71
HR = 2.18
Nomogram
C-Index = 0.7620Nie [34]
201993NoT1C
DTI
RS-F-MRIManual
Whole TumorCo-RegistrationN/A2048CNN supervisedCNN
SVM10-FoldCV
VD =25Accuracy = 90.46%
(VD = 88%)21Choi [35]
2019114Yes
TCIA = 53T2Manual
PeritumoralN/APython106First Order, GLCM, GLRLM, GLSZMNo
VD = 34C-index 0.659
KM22Chen [36]
2019127Yes
TCIAT1CManual
Enhancing tumorInsensity NormalizationMATLAB3824First order, Shape, GLCM, GLRLMmRMRN/AHR = 3.65
AUC = 0.82
KM23Sasaki [37]
2019182NoT1
T1C
T2Manual
Enhancing tumor
Whole tumorCo-Registration
Intensity NormalizationMATLAB489First order, GLCM, GLRLM, shapeSPCA,
LASSO10-FoldCVHR = 1.62
High and Low risk Log Rank Test
p = 0.00424Um [38]
2019161Yes
TCIAT1
T1C
FLAIRSemiautomatic
Whole tumorCo-Registration
Rescaling
Bias field Correction Histogram Matching ResamplingCERR420First order, Edge features (LoG, Sober, Gabor, Wavelet), GLCM, GLSZM, HaralickLASSOVD = 47HR = 3.61
KM25Chang [39]
201912NoT1
T2FLAIR
Pretreatment
Posttreatment1
Posttreatment2Manual
Whole TumorCo-RegistrationMATLAB61GLCM, GLDM, GLRLM, GLSZM, Delta RadiomicsRF, Linear- SVM, Kernel-SVM, NN, NB, LRNoAUC = 0.889
Best Result:
RF with SVM
and
NN with Delta Radiomics26Tixier [40]
2019159Yes
TCIA = 47T1
T1C
FLAIRSemiautomatic
Whole tumorCo-Registration
Gabor Filtering
BinningCERR286First order, GLCM, GLSZM, GaborLASSOVD = 61KM27Shboul [41]
2019224Yes
BRATST1
T1C
FLAIR
T2Automatic
Whole tumor
Edema
Necrosis
Enhancing TumorCo-Registration
Bias Correction NormalizationN/A31,000Texture, Euler, HistogramUnivariate, RFS, RF, XGBoostVD = 61
LOOCVAccuracy = 73%
VD-Accuracy = 68%28Chaddad [42]
2019200Yes
TCIA = 71T1C, FLAIRManual
Whole tumorResamplingMATLAB45First order, GLCM, NGTDM, GLSZMNoVD = 100AUC = 0.752
KM29Kim [43]
201983NoT1
T1C
FLAIR
T2
DTI
DS-CSemiautomatic
Enhancing Tumor
Non/Enhancing TumorCo-Registration
Intensity Normalization ResamplingMATLAB6472First order, Wavelet, GLCM, GLRLMLASSO10-FoldCVDTI Radiomics
AUC = 0.70
C-index 0.63
DS-C
AUC = 0.76
C-index = 0.5530Liao [44]
2019137Yes
TCIAFLAIRManualN/APython72First order, GLCM, GLSZM, GLRLM, NGTDM, GLDMGBDT, SVM, kNNVD = 41Accuracy = 81% Short survival
AUC = 0.79
Long survival
AUC = 0.8131Osman [45]
2019163Yes,
BRATST1
T1C
FLAIR
T2Manual
Enhancing Tumor
Non/Enhancing Tumor
EdemaCo-Registration
Smoothing
Interpolation
Intensity Normalization Intensisty RescalingMATLAB147First order, GLCM, Histogram of oriented gradients, Local Binary Pattern.LASSO, SVM, kNN, DAVD = 54Accuracy = 57.8% Short survival
AUC = 0.81
Median survival
AUC = 0.47
Long survival
AUC = 0.7232Chaddad [46]
201973Yes
TCIAT1C
FLAIRManual
Enhancing Tumor
Necrosis
EdemaCo-Registration Resampling
Intensity NormalizationMATLAB11JIM, GLCMSpCoR
RFLOOCVJIM features:
HR = 1.88
AUC = 0.77633Zhang
2019 [47]105Yes
TCIAT1
T1C
FLAIR
T2Manual
FLAIR Signal
Enhancing Tumor
Necrosis
EdemaCo-Registration Resampling
Collewet NormalizationMATLAB4000First Order, GLCM, GLRLM, GLSZM, WaveletLASSO
LRVD = 35C-Index = 0.94
Nomogram34Han [6]
2020178Yes
TCIA = 128T1CManual
Whole TumorNormalization
Gray-Level Quantization
ResamplingMATLAB (radiomics)
CNN
(Keras-TensorFlow)
Elastic Net/Cox
(R)8540First order, Nontexture, Histogram,
GLCM, GLRLM, GLSZM, NGTDM
Deep features(CNN)MAD,
C-Index,
PearsonCNoLong Rank Test Long/Short Survival p < 0.001 (HR = 3.26)35Zhang [48]
2020104Yes
TCIAT1
T1C
FLAIR
T2Manual
Whole Tumor
Tumor subregionsCo-Registration Resampling
NormalizationMATLAB180First Order, GLCM, GLRLM, GLSZMMultiple Instance Learning, SVMVD = 33Accuracy = 87.9% Sensitivity = 85.7% Specificity = 89.4%36Suter [49]
2020109Yes
TCIA = 76T1
T1C
FLAIR
T2Automatic
Enhancing Tumor
Non/Enhancing Tumor
Necrosis
EdemaCo-Registration
Skull Stripping
Resampling
N4 Bias CorrectionPython8327First order, GLCM, GLSZM, GLRLM, NGTDM, GLDM, Deep features.13 F selection (RelieF, GINI, CHSQ…) and 12 ML methods
(CNN, SVM, RF, DT…)VD = 762-Classes:
AUC = 0.66
Accuracy = 64%
3-Classes:
AUC = 0.58
Accuracy = 38%37Bakas [50]
2020101NoT1
T1C
FLAIR
T2
DTI
DS-CAutomatic
Enhancing Tumor
Non/Enhancing Tumor
EdemaCo-Registration
Resampling
Noise Filtering
Histogram MatchingCaPTk1612First order, Volumetric, Wavelet, GLCM, GLRLM, GLSZM, NGTDM, Spatial information, diffusion propertiesForward Selection, SVM5-FoldCVAccuracy
Advanced MRI = 73%
Basic MRI = 74.3%
KM38Park [51]
2020216NoT1C
FLAIR
DWI
DS-CSemiautomatic
Enhancing tumorCo-Registration
Intensity Normalization ResamplingMATLAB1618First order, GLCM, GLRLM, WaveletLASSOVD = 58C-index = 0.64
KM
Nomogram39Lu [52]
2020181NoT1CSemiautomatic
Whole tumor
Enhancing tumor
Nonenhancing tumor
NecrosisIntensity Normalization N4 Bias CorrectionPython333Shape, First order, GLCM, GLDM, GLRLM, GLSZM, NGTDM
VASARIVHA,
RFSVD = 78AUC = 0. 96
C-index = 0.9040Baid [53]
2020346Yes
BRATST1
T1C
FLAIR
T2Automatic.
Whole Tumor
Enhancing tumor
Tumor coreCo-Registration
N4 Bias Correction NormalizationMATLAB678First order, Wavelet decomposition, GLCMSpCoR,
RFVD = 53Accuracy = 57.1%41Moradmand [11]
2021260Yes
TCGA
IVYN/AN/AN/APythonN/AClinical, Tumor Data, PostSurgical Treatment, Molecular variablesCoxPH, RF, NNTD = 78C-index = 0.823 Bayesian Hyperparameter Optimization42Yan [8]
2021688Yes
TCIA
CGGA
LocalDTI
T2 FlairManual
Whole TumorCoregistration
StandardizationPythonN/ARadiogenomics
ClinicalCNNVD = 77C-index = 0.825
(VD-C-index = 0.79)43Priya [54]
202185NoT1CManual
Whole TumorN/ATexRAD36Texture, AgeSVM
NN
RT5-FoldCVAUC = 0.811
Accuracy = 67%
AUC CV = 0.7144Cepeda [55]
2022203Yes
TCIA = 34
BraTS = 119T1
T1C
FLAIR
T2Hybrid (GLISTRboost)
Enhancing tumor
Nonenhancing tumor
EdemaRe-Orientation
Co-Registration
Resampling
NormalizationCaPTk15,720First Order, Histogram, Volumetric, Morphologic, GLCM, GLDM, GLRLM, GLSZM, NGTDMGini Index, FCBF, InfoGain
/
LR, NB, kNN, RF, SVM, NNTD = 60AUC = 0.98
Accuracy = 94%
(TD-AUC = 0.77
TD-Accuracy = 80%)
Naïve Bayes45Ben Ahmed [14]
2022163Yes
BRATST1CAutomatic
Enhancing tumor
Tumor core
Whole TumorNull-Voxel Reduction
Data Augmentation
2D TransformationPython35,709SnapshotCNNVD = 46Accuracy = 74%46Ruan [56]
2022200Yes
TCGA = 129T1C
T1
T2FLAIRManual
Whole TumorStandardizationMATLAB
3D Slicer665First Order,
VASARI, GLCM, GLDM, GLRLM, GLSZM, NGTDMLASSOVDRadiomics
C-Index = 0.935
RadiomicsVASARI
C-Index = 0.622

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