Search Results - "In-su Lee"
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1
AI for radiographic COVID-19 detection selects shortcuts over signal
Published in Nature machine intelligence (01-07-2021)“…Artificial intelligence (AI) researchers and radiologists have recently reported AI systems that accurately detect COVID-19 in chest radiographs. However, the…”
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2
Explaining a series of models by propagating Shapley values
Published in Nature communications (03-08-2022)“…Local feature attribution methods are increasingly used to explain complex machine learning models. However, current methods are limited because they are…”
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3
Learning generative models for protein fold families
Published in Proteins, structure, function, and bioinformatics (01-04-2011)“…We introduce a new approach to learning statistical models from multiple sequence alignments (MSA) of proteins. Our method, called GREMLIN (Generative…”
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4
Highly Mesoporous Metal‐Organic Frameworks as Synergistic Multimodal Catalytic Platforms for Divergent Cascade Reactions
Published in Angewandte Chemie International Edition (24-02-2020)“…Rational engineering and assimilation of diverse chemo‐ and biocatalytic functionalities in a single nanostructure is highly desired for efficient multistep…”
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5
A machine learning approach to integrate big data for precision medicine in acute myeloid leukemia
Published in Nature communications (03-01-2018)“…Cancers that appear pathologically similar often respond differently to the same drug regimens. Methods to better match patients to drugs are in high demand…”
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6
Explainable machine-learning predictions for the prevention of hypoxaemia during surgery
Published in Nature biomedical engineering (01-10-2018)“…Although anaesthesiologists strive to avoid hypoxaemia during surgery, reliably predicting future intraoperative hypoxaemia is not possible at present. Here,…”
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7
Massively parallel functional dissection of mammalian enhancers in vivo
Published in Nature biotechnology (01-03-2012)“…Two groups describe approaches for synthesizing and assaying the function of thousands of variants of mammalian DNA regulatory elements. Melnikov et al . use…”
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8
Hollow Manganese Oxide Nanoparticles as Multifunctional Agents for Magnetic Resonance Imaging and Drug Delivery
Published in Angewandte Chemie (International ed.) (01-01-2009)“…MRI jack‐o'‐lanterns? Hollow manganese oxide nanoparticles (HMON) show greatly improved relaxivities and drug‐loading capacities compared to those with solid…”
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9
Predictive and robust gene selection for spatial transcriptomics
Published in Nature communications (12-04-2023)“…A prominent trend in single-cell transcriptomics is providing spatial context alongside a characterization of each cell’s molecular state. This typically…”
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10
PAUSE: principled feature attribution for unsupervised gene expression analysis
Published in Genome Biology (19-04-2023)“…As interest in using unsupervised deep learning models to analyze gene expression data has grown, an increasing number of methods have been developed to make…”
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11
The proteomic landscape of triple-negative breast cancer
Published in Cell reports (Cambridge) (28-04-2015)“…Triple-negative breast cancer is a heterogeneous disease characterized by poor clinical outcomes and a shortage of targeted treatment options. To discover…”
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12
Unified AI framework to uncover deep interrelationships between gene expression and Alzheimer’s disease neuropathologies
Published in Nature communications (10-09-2021)“…Deep neural networks (DNNs) capture complex relationships among variables, however, because they require copious samples, their potential has yet to be fully…”
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13
Nanocatalosomes as Plasmonic Bilayer Shells with Interlayer Catalytic Nanospaces for Solar‐Light‐Induced Reactions
Published in Angewandte Chemie International Edition (08-06-2020)“…Interest and challenges remain in designing and synthesizing catalysts with nature‐like complexity at few‐nm scale to harness unprecedented functionalities by…”
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14
Colloids of Holey Gd2O3 Nanosheets Converted from Exfoliated Gadolinium Hydroxide Layers
Published in Small (Weinheim an der Bergstrasse, Germany) (06-09-2018)“…This paper proposes a confined solid‐state conversion approach using layered metal‐hydroxides for the production of a colloidal suspension of porous 2D…”
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15
Interpretable machine learning prediction of all-cause mortality
Published in Communications medicine (03-10-2022)“…Background Unlike linear models which are traditionally used to study all-cause mortality, complex machine learning models can capture non-linear…”
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16
Effectiveness of manual therapy and cervical spine stretching exercises on pain and disability in myofascial temporomandibular disorders accompanied by headaches: a single-center cohort study
Published in BMC sports science, medicine & rehabilitation (23-03-2023)“…Previous studies have demonstrated a relationship between headaches and temporomandibular disorders (TMDs). Moreover, recent studies have shown functional,…”
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17
Associations Between Genetic Data and Quantitative Assessment of Normal Facial Asymmetry
Published in Frontiers in genetics (18-12-2018)“…Human facial asymmetry is due to a complex interaction of genetic and environmental factors. To identify genetic influences on facial asymmetry, we developed a…”
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18
Identifying Network Perturbation in Cancer
Published in PLoS computational biology (04-05-2016)“…We present a computational framework, called DISCERN (DIfferential SparsE Regulatory Network), to identify informative topological changes in gene-regulator…”
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19
Nanosilica‐Confined Synthesis of Orthogonally Active Catalytic Metal Nanocrystals in the Compartmentalized Carbon Framework
Published in Small (Weinheim an der Bergstrasse, Germany) (01-06-2019)“…Multifunctionalized porous catalytic nanoarchitectures are highly desirable for a variety of chemical transformations; however, selective installation of…”
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20
Molecular cloning, purification, and characterization of a novel polyMG-specific alginate lyase responsible for alginate MG block degradation in Stenotrophomas maltophilia KJ-2
Published in Applied microbiology and biotechnology (01-09-2012)“…A gene for a polyMG-specific alginate lyase possessing a novel structure was identified and cloned from Stenotrophomas maltophilia KJ-2 by using PCR with…”
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