Summary A method of assisting detection of breast cancer with high accuracy is disclosed.The method of assisting the detection of breast cancer is an index of the presence of at least one of miRNA, ISOMIR, miRNA precursor or transfer RNA fragment having a specific base sequence included in the...
In this article, we compared fourteen published gene selection methods (eight using network knowledge) on six public breast cancer datasets with respect to prediction accuracy, biomarker signature stability and biological interpretability in terms of an enrichment of disease related genes, KEGG pathways a...
The results of different models in terms of the evaluation metrics for predicting 4-category molecular subtypes of breast cancer in the test cohort (n = 672) are displayed in Table 2. The Multi-ResNet50 model had an accuracy of 84.4%, precision of 83.7%, recall of 81.3%, F1-score...
Discrimination, calibration and clinical usefulness of the nomogram for predicting breast cancer were assessed in the validation group. The radiomics score included 9 selected radiomics features. The radiomics score and BI-RADS category were independently associated with breast malignancy. The nomogram ...
The enzyme attacks healthy cells in ways that seem to promote the spread of cancer. In early tests focused on MMP14, the device detected early-stage or metastatic breast cancer with 97% accuracy in a first group of 30 people and 93% in a second group of 70 people. "This hi...
Receiver operating characteristic (ROC) and accuracy rates were calculated with the help of the R implementation pROC [59] with the relative signature score as predictor and the experimental condition as response. Analysis of signature scores in relation to Notch mutation status in the TCGA BRCA coh...
The black horizontal lines indicate the corresponding 95% confidence intervals of the estimated accuracy (interval whiskers). The black diamonds indicate the mean with the corresponding 95% confidence intervals of the predictive accuracy, and the dashed horizontal lines indicate the corresponding 95% ...
Cancer. 2007;110:876–84. Article PubMed Google Scholar Stead LA, Lash TL, Sobieraj JE, Chi DD, Westrup JL, Charlot M, et al. Triple-negative breast cancers are increased in black women regardless of age or body mass index. Breast Cancer Res. 2009;11:R18. Article PubMed PubMed ...
and validated on 182 samples. Despite different populations and assays, M2EFM models validated with good accuracy (C-index or AUC ≥ 0.7) for all outcomes and had the most consistent performance compared to other methods. Finally, we demonstrated that M2EFM identifies functionally relevant ...
To evaluate the robustness and overfitting of the proposed ML approach, Table4gives the BC risk prediction accuracy in terms of mAP on the training, validation and test sets of the KBCP dataset. In both systems, the prediction accuracies of the training set and the validation/test sets are...