Unsupervised clustering of quantitative image phenotypes reveals breast cancer subtypes with distinct prognoses and molecular pathways
… Using unsupervised consensus clustering of quantitative imaging phenotypes of the tumor
… show that imaging phenotypes may be used to infer dysregulated molecular pathways that …
… show that imaging phenotypes may be used to infer dysregulated molecular pathways that …
Magnetic resonance image features identify glioblastoma phenotypic subtypes with distinct molecular pathway activities
H Itakura, AS Achrol, LA Mitchell, JJ Loya… - Science translational …, 2015 - science.org
… To map imaging subtypes to particular molecular signaling pathways, we performed SAM
on pathway activity estimates derived from the analysis of TCGA tumor CNV and gene …
on pathway activity estimates derived from the analysis of TCGA tumor CNV and gene …
Pathway reporter genes define molecular phenotypes of human cells
JD Zhang, E Küng, F Boess, U Certa, M Ebeling - BMC genomics, 2015 - Springer
… digital transcript imaging enables simultaneous monitoring of the entire pathway reporter
gene … We show that molecular phenotyping allows fast and accurate pathway delineation in …
gene … We show that molecular phenotyping allows fast and accurate pathway delineation in …
Non–small cell lung cancer radiogenomics map identifies relationships between molecular and imaging phenotypes with prognostic implications
… samples, it is not always apparent from the imaging phenotype. … image phenotypes with
RNA signatures captured by metagenes and how they are associated with molecular pathways. …
RNA signatures captured by metagenes and how they are associated with molecular pathways. …
Imaging-genomics reveals driving pathways of MRI derived volumetric tumor phenotype features in Glioblastoma
P Grossmann, DA Gutman, WD Dunn, CA Holder… - BMC cancer, 2016 - Springer
… drivers of these imaging phenotypes remain largely unknown. An Imaging-Genomics analysis
… MRI derived quantitative volumetric tumor phenotype features and molecular pathways. …
… MRI derived quantitative volumetric tumor phenotype features and molecular pathways. …
Identification of key processes underlying cancer phenotypes using biologic pathway analysis
… , and distinguish phenotypes such as estrogen receptor status and p53 mutation state.
Pathways identified through this analysis perform as well or better than phenotypes used in the …
Pathways identified through this analysis perform as well or better than phenotypes used in the …
MinePath: mining for phenotype differential sub-paths in molecular pathways
… Pathway analysis methodologies couple traditional gene expression … molecular pathway
networks, offering a promising approach towards the biological interpretation of phenotype …
networks, offering a promising approach towards the biological interpretation of phenotype …
Human-interpretable image features derived from densely mapped cancer pathology slides predict diverse molecular phenotypes
… molecular phenotypes from whole-slide histopathology images using human-interpretable
image … that can exhaustively map whole-slide images at two and four micron-resolution. Cell- …
image … that can exhaustively map whole-slide images at two and four micron-resolution. Cell- …
Data-Driven Radiogenomic Approach for Deciphering Molecular Mechanisms Underlying Imaging Phenotypes in Lung Adenocarcinoma: A Pilot Study
S Fischer, N Spath, M Hamed - International Journal of Molecular …, 2023 - mdpi.com
… research area called “molecular imaging”, “imaging genomics”, … molecular properties of
tumors and their imaging phenotypes. … significant correlations of molecular markers and clinical …
tumors and their imaging phenotypes. … significant correlations of molecular markers and clinical …
Genes and molecular pathways underpinning ciliopathies
… -associated proteins and phenotypes has improved our knowledge of ciliary functions. In
particular, investigating ciliopathies has helped us to understand the molecular mechanisms by …
particular, investigating ciliopathies has helped us to understand the molecular mechanisms by …
相关搜索
- molecular subtypes imaging phenotypes
- molecular mechanisms imaging phenotypes
- intrinsic imaging phenotypes
- distinct imaging phenotypes
- unsupervised clustering image phenotypes
- pathway reporter genes molecular phenotypes
- imaging predictors molecular profile
- cancer phenotypes pathway analysis
- molecular subtype in glioblastoma imaging patterns
- imaging features breast cancer molecular subtypes
- multi-parametric mr imaging molecular analysis
- imaging features molecular genomics
- preliminary associations imaging phenotypes
- radiogenomic approach imaging phenotypes
- model discovery imaging phenotypes
- breast cancer tumors imaging phenotypes