Skip to main content
Fig. 1 | BMC Medical Imaging

Fig. 1

From: Development and validation of a multi-modal ultrasomics model to predict response to neoadjuvant chemoradiotherapy in locally advanced rectal cancer

Fig. 1

Flowchart of this study

Ultrasomics features extracted from the region of interest of tumors based on BUS and CEUS images, respectively. Mann-Whitney U test, spearman, and LASSO were utilized to reduce feature’s dimension. Five models were built based on ultrasomics and clinical analysis using MLP classifier

BUS: B-mode ultrasound; CEUS: contrast-enhanced ultrasound; LASSO: least absolute shrinkage and selection operator; MLP: multilayer perceptron neural network

Back to article page

BMC Medical Imaging

ISSN: 1471-2342

Contact us