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Author Details
Full Name
Su-In Lee
Affiliation
University of Washington
ORCID
Career Start Year
2003
Papers
48
H Index
20
Expertise
CM4AI Collaborator
Nevan J Krogan (CM4AI)
PMID
Paper Title
Journal Title
Published Year
37127711
Uncovering expression signatures of synergistic drug responses via ensembles of explainable machine-learning models.
Nat Biomed Eng
2023
37550579
Isolating salient variations of interest in single-cell data with contrastiveVI.
Nat Methods
2023
37292705
Dissection of medical AI reasoning processes via physician and generative-AI collaboration.
medRxiv
2023
37045821
Predictive and robust gene selection for spatial transcriptomics.
Nat Commun
2023
37076856
PAUSE: principled feature attribution for unsupervised gene expression analysis.
Genome Biol
2023
33818294
Epigenome-wide analysis of long-term air pollution exposure and DNA methylation in monocytes: results from the Multi-Ethnic Study of Atherosclerosis.
Epigenetics
2022
35769343
An automatic integrative method for learning interpretable communities of biological pathways.
NAR Genom Bioinform
2022
35393566
A cost-aware framework for the development of AI models for healthcare applications.
Nat Biomed Eng
2022
36204043
Interpretable machine learning prediction of all-cause mortality.
Commun Med (Lond)
2022
35922410
Explaining a series of models by propagating Shapley values.
Nat Commun
2022
33945818
Automated Detection of Glaucoma With Interpretable Machine Learning Using Clinical Data and Multimodal Retinal Images.
Am J Ophthalmol
2021
35419524
Course Corrections for Clinical AI.
Kidney360
2021
33596178
Efficient and Explainable Risk Assessments for Imminent Dementia in an Aging Cohort Study.
IEEE J Biomed Health Inform
2021
34880410
Forecasting adverse surgical events using self-supervised transfer learning for physiological signals.
NPJ Digit Med
2021
34462593
Reproducibility standards for machine learning in the life sciences.
Nat Methods
2021
34508095
Unified AI framework to uncover deep interrelationships between gene expression and Alzheimer's disease neuropathologies.
Nat Commun
2021
34232461
University of Washington Nathan Shock Center: innovation to advance aging research.
Geroscience
2021
32995822
AI for radiographic COVID-19 detection selects shortcuts over signal.
medRxiv
2020
33381842
Adversarial deconfounding autoencoder for learning robust gene expression embeddings.
Bioinformatics
2020
32607472
From Local Explanations to Global Understanding with Explainable AI for Trees.
Nat Mach Intell
2020
30869146
AIControl: replacing matched control experiments with machine learning improves ChIP-seq peak identification.
Nucleic Acids Res
2019
29298978
A machine learning approach to integrate big data for precision medicine in acute myeloid leukemia.
Nat Commun
2018
31001455
Explainable machine-learning predictions for the prevention of hypoxaemia during surgery.
Nat Biomed Eng
2018
30631343
Associations Between Genetic Data and Quantitative Assessment of Normal Facial Asymmetry.
Front Genet
2018
30441472
Identifying progressive gene network perturbation from single-cell RNA-seq data.
Annu Int Conf IEEE Eng Med Biol Soc
2018
26733551
A Distributed Network for Intensive Longitudinal Monitoring in Metastatic Triple-Negative Breast Cancer.
J Natl Compr Canc Netw
2016
27145341
Identifying Network Perturbation in Cancer.
PLoS Comput Biol
2016
27139377
ChromNet: Learning the human chromatin network from all ENCODE ChIP-seq data.
Genome Biol
2016
27287041
Extracting a low-dimensional description of multiple gene expression datasets reveals a potential driver for tumor-associated stroma in ovarian cancer.
Genome Med
2016
25583238
Sparse expression bases in cancer reveal tumor drivers.
Nucleic Acids Res
2015
28843283
The Proteomic Landscape of Triple-Negative Breast Cancer.
Cell Rep
2015
26167394
Pathway Graphical Lasso.
Proc AAAI Conf Artif Intell
2015
25892236
The proteomic landscape of triple-negative breast cancer.
Cell Rep
2015
25309137
Node-Based Learning of Multiple Gaussian Graphical Models.
J Mach Learn Res
2014
25620891
Learning Graphical Models With Hubs.
J Mach Learn Res
2014
24111127
The use of pseudo-landmarks for craniofacial analysis: a comparative study with Lâ¿-regularized logistic regression.
Annu Int Conf IEEE Eng Med Biol Soc
2013
25152933
Skull Retrieval for Craniosynostosis Using Sparse Logistic Regression Models.
Med Image Comput Comput Assist Interv
2013
22371081
Massively parallel functional dissection of mammalian enhancers in vivo.
Nat Biotechnol
2012
25360066
Structured Learning of Gaussian Graphical Models.
Adv Neural Inf Process Syst
2012
23366611
Parcellation of human inferior parietal lobule based on diffusion MRI.
Annu Int Conf IEEE Eng Med Biol Soc
2012
23087359
A systematic approach to multifactorial cardiovascular disease: causal analysis.
Arterioscler Thromb Vasc Biol
2012
21268112
Learning generative models for protein fold families.
Proteins
2011
21734270
Brn3a and Islet1 act epistatically to regulate the gene expression program of sensory differentiation.
J Neurosci
2011
19180192
Learning a prior on regulatory potential from eQTL data.
PLoS Genet
2009
19636063
A pluripotency signature predicts histologic transformation and influences survival in follicular lymphoma patients.
Blood
2009
16968785
Identifying regulatory mechanisms using individual variation reveals key role for chromatin modification.
Proc Natl Acad Sci U S A
2006
16372000
Sequencing of Aspergillus nidulans and comparative analysis with A. fumigatus and A. oryzae.
Nature
2005
14611662
Application of independent component analysis to microarrays.
Genome Biol
2003
1 - 48 of 48
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