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Brock C. Christensen
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2020 – today
- 2022
- [c6]Zarif L. Azher, Louis J. Vaickus, Lucas A. Salas
, Brock C. Christensen, Joshua J. Levy:
Development of biologically interpretable multimodal deep learning model for cancer prognosis prediction. SAC 2022: 636-644 - 2021
- [c5]Joshua J. Levy, Christian Haudenschild, Clark Barwick, Brock C. Christensen, Louis J. Vaickus:
Topological Feature Extraction and Visualization of Whole Slide Images using Graph Neural Networks. PSB 2021 - 2020
- [j9]Joshua J. Levy
, Alexander J. Titus
, Curtis L. Petersen, Youdinghuan Chen, Lucas A. Salas
, Brock C. Christensen:
MethylNet: an automated and modular deep learning approach for DNA methylation analysis. BMC Bioinform. 21(1): 108 (2020) - [c4]Joshua J. Levy
, Christopher R. Jackson, Aravindhan Sriharan, Brock C. Christensen, Louis J. Vaickus:
Preliminary Evaluation of the Utility of Deep Generative Histopathology Image Translation at a Mid-sized NCI Cancer Center. BIOINFORMATICS 2020: 302-311 - [c3]Joshua J. Levy, Lucas A. Salas, Brock C. Christensen, Aravindhan Sriharan, Louis J. Vaickus:
PathFlowAI: A High-Throughput Workflow for Preprocessing, Deep Learning and Interpretation inDigital Pathology. PSB 2020: 403-414 - [i1]Joshua J. Levy
, Rebecca M. Lebeaux, Anne G. Hoen, Brock C. Christensen, Louis J. Vaickus, Todd A. MacKenzie:
Longevity Associated Geometry Identified in Satellite Images: Sidewalks, Driveways and Hiking Trails. CoRR abs/2003.08750 (2020)
2010 – 2019
- 2019
- [j8]Joshua J. Levy
, Alexander J. Titus
, Lucas A. Salas
, Brock C. Christensen
:
PyMethylProcess - convenient high-throughput preprocessing workflow for DNA methylation data. Bioinform. 35(24): 5379-5381 (2019) - 2018
- [c2]Alexander J. Titus
, Carly A. Bobak
, Brock C. Christensen:
A New Dimension of Breast Cancer Epigenetics - Applications of Variational Autoencoders with DNA Methylation. BIOINFORMATICS 2018: 140-145 - 2016
- [j7]Eugene Andres Houseman, Kevin C. Johnson, Brock C. Christensen:
OxyBS: estimation of 5-methylcytosine and 5-hydroxymethylcytosine from tandem-treated oxidative bisulfite and bisulfite DNA. Bioinform. 32(16): 2505-2507 (2016) - [j6]Alexander J. Titus
, Eugene Andres Houseman, Kevin C. Johnson, Brock C. Christensen:
methyLiftover: cross-platform DNA methylation data integration. Bioinform. 32(16): 2517-2519 (2016) - [j5]Devin C. Koestler, Meaghan J. Jones
, Joseph Usset
, Brock C. Christensen, Rondi A. Butler, Michael S. Kobor
, John K. Wiencke, Karl T. Kelsey:
Improving cell mixture deconvolution by identifying optimal DNA methylation libraries (IDOL). BMC Bioinform. 17: 120 (2016) - 2012
- [j4]Eugene Andres Houseman
, William P. Accomando, Devin C. Koestler
, Brock C. Christensen, Carmen J. Marsit
, Heather H. Nelson
, John K. Wiencke, Karl T. Kelsey:
DNA methylation arrays as surrogate measures of cell mixture distribution. BMC Bioinform. 13: 86 (2012) - 2010
- [j3]Devin C. Koestler
, Carmen J. Marsit
, Brock C. Christensen, Margaret R. Karagas, Raphael Bueno, David J. Sugarbaker, Karl T. Kelsey, Eugene Andres Houseman
:
Semi-supervised recursively partitioned mixture models for identifying cancer subtypes. Bioinform. 26(20): 2578-2585 (2010)
2000 – 2009
- 2009
- [j2]Eugene Andres Houseman
, Brock C. Christensen, Margaret R. Karagas, Margaret R. Wrensch, Heather H. Nelson
, Joseph Wiemels, Shichun Zheng, John K. Wiencke, Karl T. Kelsey, Carmen J. Marsit
:
Copy number variation has little impact on bead-array-based measures of DNA methylation. Bioinform. 25(16): 1999-2005 (2009) - 2008
- [j1]Eugene Andres Houseman
, Brock C. Christensen, Ru-Fang Yeh, Carmen J. Marsit
, Margaret R. Karagas, Margaret R. Wrensch, Heather H. Nelson
, Joseph Wiemels, Shichun Zheng, John K. Wiencke, Karl T. Kelsey:
Model-based clustering of DNA methylation array data: a recursive-partitioning algorithm for high-dimensional data arising as a mixture of beta distributions. BMC Bioinform. 9 (2008) - [c1]Yuanyuan Xiao, Mark R. Segal, Eugene Andres Houseman, Joseph Wiemels, John K. Wiencke, Shichun Zheng, Margaret R. Wrensch, Brock C. Christensen, Carmen J. Marsit, Karl T. Kelsey, Heather H. Nelson
, Margaret R. Karagas, Ru-Fang Yeh:
Analysis of High-throughput DNA Methylation Bead Arrays Utilizing Bayesian Genotyping Algorithms. BMEI (1) 2008: 447-452
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