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. 2021 Dec 17;11(12):2383. doi: 10.3390/diagnostics11122383

Figure 1.

Figure 1

The flow diagram of the proposed radiotranscriptomic analysis incorporates acquisition of transcriptomics and computed tomography data with pixel-wise lesion delineation, followed by feature extraction, feature selection, minority oversampling, multi-view integration, and machine learning analysis. ROI, region of interest; SMOTE, synthetic minority oversampling technique.