<p>A. CHER’s model for drug sensitivity to paclitaxel. Each vertical bar represents a data of a sample. All features are gene expression profiles except PTEN, which is a mutation profile feature (blue bars represents samples with mutations). AKT1 and WT1 are predictive for both melanoma and glioma. PTEN-mut, DUSP6 and USP6 are predictive features specific for melanoma whereas DUSP14 is specific for glioma. The greyed out heatmaps represents those features are not predictive for the samples. The predictions are obtained from leave-one-out procedure with the final selected features. B. Expression of WT1 is predictive of the cytotoxic drugs paclitaxel, irinotecan and topotecan, which likely due to IGF1-R activity.</p
<p>The predictive models were derived from cell line Oncopanel expression data. Patient data normali...
BACKGROUND:High-grade gliomas are amongst the most deadly human tumors. Treatment results are disapp...
Mean enrichment of predicted (A) OGs and (B) TS and LOFs with experimental data. The error bars show...
(1) Background: Inter-tumour heterogeneity is one of cancer’s most fundamental features. Patient str...
We have developed a complete statistical model for the analysis of tumor specific gene expression pr...
The development of therapies that target specific disease subtypes has dramatically improved outcome...
In silico models to predict which tumors will respond to a given drug are necessary for Precision On...
As a common brain cancer derived from glial cells, gliomas have three subtypes: glioblastoma, diffus...
<p>A. Example of a model learned by CHER, where the drug sensitivity of melanoma samples can be pred...
Breast cancers with PIK3CA mutations can be treated with PIK3CA inhibitors in hormone receptor-posit...
Background: The natural history of patients with low-grade glioma (LGG) varies widely, but most pati...
Motivation: Cell lines and patient-derived xenografts (PDXs) have been used extensively to understan...
Background: High-grade gliomas are amongst the most deadly human tumors. Treatment results are disap...
<p>Schematic of prediction model of protein expression constructed from quantitative imaging phenoty...
Despite high initial response rates to targeted kinase inhibitors, the majority of patients sufferin...
<p>The predictive models were derived from cell line Oncopanel expression data. Patient data normali...
BACKGROUND:High-grade gliomas are amongst the most deadly human tumors. Treatment results are disapp...
Mean enrichment of predicted (A) OGs and (B) TS and LOFs with experimental data. The error bars show...
(1) Background: Inter-tumour heterogeneity is one of cancer’s most fundamental features. Patient str...
We have developed a complete statistical model for the analysis of tumor specific gene expression pr...
The development of therapies that target specific disease subtypes has dramatically improved outcome...
In silico models to predict which tumors will respond to a given drug are necessary for Precision On...
As a common brain cancer derived from glial cells, gliomas have three subtypes: glioblastoma, diffus...
<p>A. Example of a model learned by CHER, where the drug sensitivity of melanoma samples can be pred...
Breast cancers with PIK3CA mutations can be treated with PIK3CA inhibitors in hormone receptor-posit...
Background: The natural history of patients with low-grade glioma (LGG) varies widely, but most pati...
Motivation: Cell lines and patient-derived xenografts (PDXs) have been used extensively to understan...
Background: High-grade gliomas are amongst the most deadly human tumors. Treatment results are disap...
<p>Schematic of prediction model of protein expression constructed from quantitative imaging phenoty...
Despite high initial response rates to targeted kinase inhibitors, the majority of patients sufferin...
<p>The predictive models were derived from cell line Oncopanel expression data. Patient data normali...
BACKGROUND:High-grade gliomas are amongst the most deadly human tumors. Treatment results are disapp...
Mean enrichment of predicted (A) OGs and (B) TS and LOFs with experimental data. The error bars show...