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Author Details
Full Name
Jian Peng
Affiliation
University of Illinois
ORCID
Career Start Year
2009
Papers
61
H Index
28
Expertise
CM4AI Collaborator
Trey Ideker (CM4AI)
PMID
Paper Title
Journal Title
Published Year
37129358
Metabolic activity organizes olfactory representations.
Elife
2023
35238654
Deep learning guided optimization of human antibody against SARS-CoV-2 variants with broad neutralization.
Proc Natl Acad Sci U S A
2022
33957083
Comprehensive interactome profiling of the human Hsp70 network highlights functional differentiation of J domains.
Mol Cell
2021
34873599
A large-scale systematic survey of SARS-CoV-2 antibodies reveals recurring molecular features.
bioRxiv
2021
34593817
ECNet is an evolutionary context-integrated deep learning framework for protein engineering.
Nat Commun
2021
34795232
Jumper enables discontinuous transcript assembly in coronaviruses.
Nat Commun
2021
34252956
Bayesian information sharing enhances detection of regulatory associations in rare cell types.
Bioinformatics
2021
34223192
Few-shot learning creates predictive models of drug response that translate from high-throughput screens to individual patients.
Nat Cancer
2021
33214279
A marine microbiome antifungal targets urgent-threat drug-resistant fungi.
Science
2020
30893303
Identification of pathways associated with chemosensitivity through network embedding.
PLoS Comput Biol
2019
30010790
Metagenomic binning through low-density hashing.
Bioinformatics
2019
31235599
Robust single-cell Hi-C clustering by convolution- and random-walk-based imputation.
Proc Natl Acad Sci U S A
2019
31483777
Integrating thermodynamic and sequence contexts improves protein-RNA binding prediction.
PLoS Comput Biol
2019
29218868
Large-scale integration of heterogeneous pharmacogenomic data for identifying drug mechanism of action.
Pac Symp Biocomput
2018
29936184
Generalizable and Scalable Visualization of Single-Cell Data Using Neural Networks.
Cell Syst
2018
30138580
Principles of Systems Biology, No. 31.
Cell Syst
2018
30745791
DPPred: An Effective Prediction Framework with Concise Discriminative Patterns.
IEEE Trans Knowl Data Eng
2018
30297789
Typing tumors using pathways selected by somatic evolution.
Nat Commun
2018
30423083
Learning structural motif representations for efficient protein structure search.
Bioinformatics
2018
29725668
Generalizable visualization of mega-scale single-cell data.
Res Comput Mol Biol
2018
29408992
Reconstructing spatial organizations of chromosomes through manifold learning.
Nucleic Acids Res
2018
29275173
Enhancing Evolutionary Couplings with Deep Convolutional Neural Networks.
Cell Syst
2018
29218918
Annotating gene sets by mining large literature collections with protein networks.
Pac Symp Biocomput
2018
27896959
PROSNET: INTEGRATING HOMOLOGY WITH MOLECULAR NETWORKS FOR PROTEIN FUNCTION PREDICTION.
Pac Symp Biocomput
2017
28131822
Genome-Scale Networks Link Neurodegenerative Disease Genes to α-Synuclein through Specific Molecular Pathways.
Cell Syst
2017
28570104
Detection of Complexes in Biological Networks Through Diversified Dense Subgraph Mining.
J Comput Biol
2017
28924171
A network integration approach for drug-target interaction prediction and computational drug repositioning from heterogeneous information.
Nat Commun
2017
28574983
Network-assisted target identification for haploinsufficiency and homozygous profiling screens.
PLoS Comput Biol
2017
27897012
SCALABLE VISUALIZATION FOR HIGH-DIMENSIONAL SINGLE-CELL DATA.
Pac Symp Biocomput
2017
26752681
Protein Secondary Structure Prediction Using Deep Convolutional Neural Fields.
Sci Rep
2016
28163983
DPClass: An Effective but Concise Discriminative Patterns-Based Classification Framework.
Proc SIAM Int Conf Data Min
2016
28299178
DWCox: A density-weighted Cox model for outlier-robust prediction of prostate cancer survival.
F1000Res
2016
28127592
Low-Density Locality-Sensitive Hashing Boosts Metagenomic Binning.
Res Comput Mol Biol
2016
28174677
MACFP: Maximal Approximate Consecutive Frequent Pattern Mining under Edit Distance.
Proc SIAM Int Conf Data Min
2016
27889536
Compact Integration of Multi-Network Topology for Functional Analysis of Genes.
Cell Syst
2016
26930205
Reconstructing Causal Biological Networks through Active Learning.
PLoS One
2016
27054987
Compressive mapping for next-generation sequencing.
Nat Biotechnol
2016
25748910
Quality score compression improves genotyping accuracy.
Nat Biotechnol
2015
28748230
Diffusion Component Analysis: Unraveling Functional Topology in Biological Networks.
Res Comput Mol Biol
2015
26098139
Discovering What Dimensionality Reduction Really Tells Us About RNA-Seq Data.
J Comput Biol
2015
26072504
Exploiting ontology graph for predicting sparsely annotated gene function.
Bioinformatics
2015
25910212
Widespread macromolecular interaction perturbations in human genetic disorders.
Cell
2015
24675685
HapTree: a novel Bayesian framework for single individual polyplotyping using NGS data.
PLoS Comput Biol
2014
25036637
A quantitative chaperone interaction network reveals the architecture of cellular protein homeostasis pathways.
Cell
2014
23486213
Protein structure alignment beyond spatial proximity.
Sci Rep
2013
23594911
Computational solutions for omics data.
Nat Rev Genet
2013
23812995
Compressive genomics for protein databases.
Bioinformatics
2013
22095743
Modeling large regions in proteins: applications to loops, termini, and folding.
Protein Sci
2012
22937800
A computational framework for boosting confidence in high-throughput protein-protein interaction datasets.
Genome Biol
2012
22689779
A conditional neural fields model for protein threading.
Bioinformatics
2012
1 - 50 of 61
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