Table 3 Selected predictor radiomics features analyzed by LASSO regression
From: Low-dose CT radiomics features-based neural networks predict lymphoma types
Outcomes | Hodgkin versus non-Hodgkin lymphoma prediction | B-cell versus T-cell lymphoma prediction |
|---|---|---|
Intercept | − 30.85 | − 9.72 |
Model λ | 0.01 | 0.01 |
% dev | 0.19 | 0.16 |
Predictors | 612 wavelet-HHH first order skewness | 612 wavelet-HHH first order skewness |
781 wavelet-LLL glcm difference entropy | 781 wavelet-LLL glcm difference entropy | |
601 wavelet-HHH glcm autocorrelation | 601 wavelet-HHH glcm autocorrelation | |
409 wavelet-LLH glcm Difference entropy | 605 wavelet-HHH glcm cluster prominence | |
43 original glcm autocorrelation | 596 wavelet-HHH glcm inverse variance | |
694 wavelet-HHL glcm autocorrelation | 578 wavelet-HHH gldm small dependence emphasis | |
671 wavelet-HHL gldm small dependence emphasis | 709 wavelet-HHL first order robust mean absolute deviation | |
502 wavelet-HLH glcm difference entropy | 502 wavelet-HLH glcm difference entropy | |
506 wavelet-HLH glcm Idm | 320 wavelet-LHH glcm Idm | |
113 wavelet-HLL gldm small dependence emphasis | 687 wavelet-HHL glcm contrast | |
687 wavelet-HHL glcm Contrast | 299 wavelet-LHH gldm small dependence emphasis | |
392 wavelet-LLH gldm small dependence emphasis | 764 wavelet-LLL gldm small dependence emphasis | |
206 wavelet-LHL gldm small dependence emphasis | 176 wavelet-HLL glrlm long run low gray level emphasis | |
764 wavelet-LLL gldm small dependence emphasis | 501 wavelet-HLH glcm contrast | |
227 wavelet-LHL glcm Idm | 227 wavelet-LHL glcm Idm | |
362 wavelet-LHH glrlm long run low gray level emphasis | 180 wavelet-LHH glrlm long run low gray level emphasis | |
490 wavelet-HLH gldm dependence variance | 490 wavelet-HLH gldm dependence variance | |
552 wavelet-HLH glszm gray level variance | 583 wavelet-HHH gldm dependence variance | |
269 wavelet-HLH glszm gray level variance | 240 wavelet-LHL first order skewness | |
304 wavelet-LHH gldm dependence variance | 426 wavelet-LLH first order skewness | |
41wavelet-LLH glcm inverse variance | 41 wavelet-LLH glcm inverse variance |