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Author Details
Full Name
Marinka Zitnik
Affiliation
Harvard Medical School
ORCID
Career Start Year
2013
Papers
53
H Index
22
Expertise
CM4AI Collaborator
Emma Lundberg (CM4AI)
PMID
Paper Title
Journal Title
Published Year
37503080
Contextualizing protein representations using deep learning on protein networks and single-cell data.
bioRxiv
2024
37503080
Contextualizing protein representations using deep learning on protein networks and single-cell data.
bioRxiv
2024
36223348
Extending the Nested Model for User-Centric XAI: A Design Study on GNN-based Drug Repurposing.
IEEE Trans Vis Comput Graph
2023
36223348
Extending the Nested Model for User-Centric XAI: A Design Study on GNN-based Drug Repurposing.
IEEE Trans Vis Comput Graph
2023
38076673
Multimodal learning with graphs.
Nat Mach Intell
2023
37276949
Multimodal learning on graphs for disease relation extraction.
J Biomed Inform
2023
37140542
Metapaths: similarity search in heterogeneous knowledge graphs via meta-paths.
Bioinformatics
2023
36805623
Multimodal representation learning for predicting molecule-disease relations.
Bioinformatics
2023
36934095
Evaluating explainability for graph neural networks.
Sci Data
2023
36540965
Mutual interactors as a principle for phenotype discovery in molecular interaction networks.
Pac Symp Biocomput
2023
36540964
Session Introduction: Graph Representations and Algorithms in Biomedicine.
Pac Symp Biocomput
2023
36732524
Building a knowledge graph to enable precision medicine.
Sci Data
2023
37532811
Scientific discovery in the age of artificial intelligence.
Nature
2023
38076673
Multimodal learning with graphs.
Nat Mach Intell
2023
37532811
Scientific discovery in the age of artificial intelligence.
Nature
2023
37276949
Multimodal learning on graphs for disease relation extraction.
J Biomed Inform
2023
37140542
Metapaths: similarity search in heterogeneous knowledge graphs via meta-paths.
Bioinformatics
2023
36540965
Mutual interactors as a principle for phenotype discovery in molecular interaction networks.
Pac Symp Biocomput
2023
36540964
Session Introduction: Graph Representations and Algorithms in Biomedicine.
Pac Symp Biocomput
2023
36805623
Multimodal representation learning for predicting molecule-disease relations.
Bioinformatics
2023
36934095
Evaluating explainability for graph neural networks.
Sci Data
2023
36732524
Building a knowledge graph to enable precision medicine.
Sci Data
2023
35085500
Sparse dictionary learning recovers pleiotropy from human cell fitness screens.
Cell Syst
2022
36310683
Enhancing convolutional neural network predictions of electrocardiograms with left ventricular dysfunction using a novel sub-waveform representation.
Cardiovasc Digit Health J
2022
36131149
Artificial intelligence foundation for therapeutic science.
Nat Chem Biol
2022
35992305
Identification of potent inhibitors of SARS-CoV-2 infection by combined pharmacological evaluation and cellular network prioritization.
iScience
2022
36328669
A manifesto on explainability for artificial intelligence in medicine.
Artif Intell Med
2022
36316368
Graph representation learning in biomedicine and healthcare.
Nat Biomed Eng
2022
33907750
Identification of druggable host targets needed for SARS-CoV-2 infection by combined pharmacological evaluation and cellular network directed prioritization both in vitro and in vivo.
bioRxiv
2022
35085500
Sparse dictionary learning recovers pleiotropy from human cell fitness screens.
Cell Syst
2022
36310683
Enhancing convolutional neural network predictions of electrocardiograms with left ventricular dysfunction using a novel sub-waveform representation.
Cardiovasc Digit Health J
2022
36131149
Artificial intelligence foundation for therapeutic science.
Nat Chem Biol
2022
35992305
Identification of potent inhibitors of SARS-CoV-2 infection by combined pharmacological evaluation and cellular network prioritization.
iScience
2022
36328669
A manifesto on explainability for artificial intelligence in medicine.
Artif Intell Med
2022
36316368
Graph representation learning in biomedicine and healthcare.
Nat Biomed Eng
2022
33907750
Identification of druggable host targets needed for SARS-CoV-2 infection by combined pharmacological evaluation and cellular network directed prioritization both in vitro and in vivo.
bioRxiv
2022
33442560
Contrastive Learning Improves Critical Event Prediction in COVID-19 Patients.
ArXiv
2021
33906951
Network medicine framework for identifying drug-repurposing opportunities for COVID-19.
Proc Natl Acad Sci U S A
2021
33741907
Identification of disease treatment mechanisms through the multiscale interactome.
Nat Commun
2021
34035453
Quantifying the variation in neonatal transport referral patterns using network analysis.
J Perinatol
2021
33442560
Contrastive Learning Improves Critical Event Prediction in COVID-19 Patients.
ArXiv
2021
33275143
DeepPurpose: a deep learning library for drug-target interaction prediction.
Bioinformatics
2021
34548483
Leveraging the Cell Ontology to classify unseen cell types.
Nat Commun
2021
34753957
Co-evolution based machine-learning for predicting functional interactions between human genes.
Nat Commun
2021
33741907
Identification of disease treatment mechanisms through the multiscale interactome.
Nat Commun
2021
33906951
Network medicine framework for identifying drug-repurposing opportunities for COVID-19.
Proc Natl Acad Sci U S A
2021
34548483
Leveraging the Cell Ontology to classify unseen cell types.
Nat Commun
2021
34753957
Co-evolution based machine-learning for predicting functional interactions between human genes.
Nat Commun
2021
34035453
Quantifying the variation in neonatal transport referral patterns using network analysis.
J Perinatol
2021
33275143
DeepPurpose: a deep learning library for drug-target interaction prediction.
Bioinformatics
2021
1 - 50 of 106
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