Machine learning in epigenomics: Insights into cancer biology and medicine
The recent deluge of genome-wide technologies for the mapping of the epigenome and
resulting data in cancer samples has provided the opportunity for gaining insights into and …
resulting data in cancer samples has provided the opportunity for gaining insights into and …
Integrating the multiple dimensions of genomic and epigenomic landscapes of cancer
Advances in high-throughput, genome-wide profiling technologies have allowed for an
unprecedented view of the cancer genome landscape. Specifically, high-density microarrays …
unprecedented view of the cancer genome landscape. Specifically, high-density microarrays …
Integrative analysis of the cancer transcriptome
DR Rhodes, AM Chinnaiyan - Nature genetics, 2005 - nature.com
DNA microarrays have been widely applied to the study of human cancer, delineating
myriad molecular subtypes of cancer, many of which are associated with distinct biological …
myriad molecular subtypes of cancer, many of which are associated with distinct biological …
Deep learning in cancer diagnosis, prognosis and treatment selection
Deep learning is a subdiscipline of artificial intelligence that uses a machine learning
technique called artificial neural networks to extract patterns and make predictions from …
technique called artificial neural networks to extract patterns and make predictions from …
Estimating gene expression from high-dimensional DNA methylation levels in cancer data: A bimodal unsupervised dimension reduction algorithm
Recent molecular and genetic studies have revealed the importance of DNA methylation, a
key epigenetic mark, in regulating gene expression and the abnormal profiles of DNA …
key epigenetic mark, in regulating gene expression and the abnormal profiles of DNA …
Multi-omics and deep learning provide a multifaceted view of cancer
Cancer is a complex disease with a large financial and healthcare burden on society. One
hallmark of the disease is the uncontrolled growth and proliferation of malignant cells. Unlike …
hallmark of the disease is the uncontrolled growth and proliferation of malignant cells. Unlike …
[图书][B] Methods for cancer epigenome analysis
RP Nagarajan, SD Fouse, RJA Bell, JF Costello - 2013 - Springer
Accurate detection of epimutations in tumor cells is crucial for understanding the molecular
pathogenesis of cancer. Alterations in DNA methylation in cancer are functionally important …
pathogenesis of cancer. Alterations in DNA methylation in cancer are functionally important …
Epigenetic regulation of gene expression in cancer: techniques, resources and analysis
LT Kagohara, GL Stein-O'Brien, D Kelley… - Briefings in …, 2018 - academic.oup.com
Cancer is a complex disease, driven by aberrant activity in numerous signaling pathways in
even individual malignant cells. Epigenetic changes are critical mediators of these functional …
even individual malignant cells. Epigenetic changes are critical mediators of these functional …
An integrative multi-dimensional genetic and epigenetic strategy to identify aberrant genes and pathways in cancer
Background Genomics has substantially changed our approach to cancer research. Gene
expression profiling, for example, has been utilized to delineate subtypes of cancer, and …
expression profiling, for example, has been utilized to delineate subtypes of cancer, and …
Expanding the computational toolbox for mining cancer genomes
High-throughput DNA sequencing has revolutionized the study of cancer genomics with
numerous discoveries that are relevant to cancer diagnosis and treatment. The latest …
numerous discoveries that are relevant to cancer diagnosis and treatment. The latest …