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Author Details

Su-In Lee
University of Washington
2003
48
20
Nevan J Krogan (CM4AI)
PMIDPaper TitleJournal TitlePublished Year
37127711Uncovering expression signatures of synergistic drug responses via ensembles of explainable machine-learning models.Nat Biomed Eng2023
37550579Isolating salient variations of interest in single-cell data with contrastiveVI.Nat Methods2023
37292705Dissection of medical AI reasoning processes via physician and generative-AI collaboration.medRxiv2023
37045821Predictive and robust gene selection for spatial transcriptomics.Nat Commun2023
37076856PAUSE: principled feature attribution for unsupervised gene expression analysis.Genome Biol2023
33818294Epigenome-wide analysis of long-term air pollution exposure and DNA methylation in monocytes: results from the Multi-Ethnic Study of Atherosclerosis.Epigenetics2022
35769343An automatic integrative method for learning interpretable communities of biological pathways.NAR Genom Bioinform2022
35393566A cost-aware framework for the development of AI models for healthcare applications.Nat Biomed Eng2022
36204043Interpretable machine learning prediction of all-cause mortality.Commun Med (Lond)2022
35922410Explaining a series of models by propagating Shapley values.Nat Commun2022
33945818Automated Detection of Glaucoma With Interpretable Machine Learning Using Clinical Data and Multimodal Retinal Images.Am J Ophthalmol2021
35419524Course Corrections for Clinical AI.Kidney3602021
33596178Efficient and Explainable Risk Assessments for Imminent Dementia in an Aging Cohort Study.IEEE J Biomed Health Inform2021
34880410Forecasting adverse surgical events using self-supervised transfer learning for physiological signals.NPJ Digit Med2021
34462593Reproducibility standards for machine learning in the life sciences.Nat Methods2021
34508095Unified AI framework to uncover deep interrelationships between gene expression and Alzheimer's disease neuropathologies.Nat Commun2021
34232461University of Washington Nathan Shock Center: innovation to advance aging research.Geroscience2021
32995822AI for radiographic COVID-19 detection selects shortcuts over signal.medRxiv2020
33381842Adversarial deconfounding autoencoder for learning robust gene expression embeddings.Bioinformatics2020
32607472From Local Explanations to Global Understanding with Explainable AI for Trees.Nat Mach Intell2020
30869146AIControl: replacing matched control experiments with machine learning improves ChIP-seq peak identification.Nucleic Acids Res2019
29298978A machine learning approach to integrate big data for precision medicine in acute myeloid leukemia.Nat Commun2018
31001455Explainable machine-learning predictions for the prevention of hypoxaemia during surgery.Nat Biomed Eng2018
30631343Associations Between Genetic Data and Quantitative Assessment of Normal Facial Asymmetry.Front Genet2018
30441472Identifying progressive gene network perturbation from single-cell RNA-seq data.Annu Int Conf IEEE Eng Med Biol Soc2018
26733551A Distributed Network for Intensive Longitudinal Monitoring in Metastatic Triple-Negative Breast Cancer.J Natl Compr Canc Netw2016
27145341Identifying Network Perturbation in Cancer.PLoS Comput Biol2016
27139377ChromNet: Learning the human chromatin network from all ENCODE ChIP-seq data.Genome Biol2016
27287041Extracting a low-dimensional description of multiple gene expression datasets reveals a potential driver for tumor-associated stroma in ovarian cancer.Genome Med2016
25583238Sparse expression bases in cancer reveal tumor drivers.Nucleic Acids Res2015
28843283The Proteomic Landscape of Triple-Negative Breast Cancer.Cell Rep2015
26167394Pathway Graphical Lasso.Proc AAAI Conf Artif Intell2015
25892236The proteomic landscape of triple-negative breast cancer.Cell Rep2015
25309137Node-Based Learning of Multiple Gaussian Graphical Models.J Mach Learn Res2014
25620891Learning Graphical Models With Hubs.J Mach Learn Res2014
24111127The use of pseudo-landmarks for craniofacial analysis: a comparative study with L⿁-regularized logistic regression.Annu Int Conf IEEE Eng Med Biol Soc2013
25152933Skull Retrieval for Craniosynostosis Using Sparse Logistic Regression Models.Med Image Comput Comput Assist Interv2013
22371081Massively parallel functional dissection of mammalian enhancers in vivo.Nat Biotechnol2012
25360066Structured Learning of Gaussian Graphical Models.Adv Neural Inf Process Syst2012
23366611Parcellation of human inferior parietal lobule based on diffusion MRI.Annu Int Conf IEEE Eng Med Biol Soc2012
23087359A systematic approach to multifactorial cardiovascular disease: causal analysis.Arterioscler Thromb Vasc Biol2012
21268112Learning generative models for protein fold families.Proteins2011
21734270Brn3a and Islet1 act epistatically to regulate the gene expression program of sensory differentiation.J Neurosci2011
19180192Learning a prior on regulatory potential from eQTL data.PLoS Genet2009
19636063A pluripotency signature predicts histologic transformation and influences survival in follicular lymphoma patients.Blood2009
16968785Identifying regulatory mechanisms using individual variation reveals key role for chromatin modification.Proc Natl Acad Sci U S A2006
16372000Sequencing of Aspergillus nidulans and comparative analysis with A. fumigatus and A. oryzae.Nature2005
14611662Application of independent component analysis to microarrays.Genome Biol2003
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Collaborators

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Co-authored papers 5
Fred Hutchinson Cancer Research Center
Co-authored papers 4
Stanford University
Co-authored papers 3
University of Washington
Co-authored papers 3
Stanford Center for Biomedical Informatics Research, Stanford University
Co-authored papers 3
Pacific Northwest Research Institute
Co-authored papers 2
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University of Toronto
Co-authored papers 2
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Co-authored papers 2
Co-authored papers 2
J. David Gladstone Institutes
Co-authored papers 2
Harvard Medical School
Co-authored papers 1
Microsoft Corporation
Co-authored papers 1
Bascom Palmer Eye Institute, University of Miami Miller School of Medicine
Co-authored papers 1
University of Washington
Co-authored papers 1
Princess Margaret Cancer Centre, University Health Network
Co-authored papers 1
University of Washington
Co-authored papers 1
University of California at Santa Cruz
Co-authored papers 1
University of California san francisco
Co-authored papers 1
University of British Columbia and BC Children's Hospital
Co-authored papers 1
University of California San Francisco
Co-authored papers 1
Kidney Research Institute, University of Washington
Co-authored papers 1
Duke University
Co-authored papers 1
CRUK Cambridge Institute, University of Cambridge
Co-authored papers 1
University of Washington, USA Brotman Baty Institute for Precision Medicine
Co-authored papers 1
University of Washington
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Center for Cancer Innovation, University of Washington
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Data4Cure Inc.
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University of Toronto
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Perelman School of Medicine, University of Pennsylvania
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