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Statistical single cell multi-omics integration

Published:2018-02 Issue: Volume:7 Page:54-59
ISSN:2452-3100
Container-title:Current Opinion in Systems Biology
language:en
Short-container-title:Current Opinion in Systems Biology

Author:

Colomé-Tatché M.,Theis F.J.

Funder

Impuls-und Vernetzungsfonds of the Helmholtz-Gemeinschaft

German Science Foundation

Federal Ministry of Education and Research

Publisher

Elsevier BV

Subject

Applied Mathematics,Computer Science Applications,Drug Discovery,General Biochemistry, Genetics and Molecular Biology,Modelling and Simulation

Reference52 articles.

1. Single-cell genomics: coming of age;Linnarsson;Genome Biol,2016

2. Science forum: the human cell Atlas;Regev;Elife,2017

3. Entering the era of single-cell transcriptomics in biology and medicine;Sandberg;Nat Meth,2014

4. Computational and analytical challenges in single-cell transcriptomics;Stegle;Nat Rev Genet,2015

5. mRNA-Seq whole-transcriptome analysis of a single cell;Tang;Nat Meth,2009

Cited by 63 articles. 订阅此论文施引文献订阅此论文施引文献，注册后可以免费订阅5篇论文的施引文献，订阅后可以查看论文全部施引文献

1. ZMGA: A ZINB-based multi-modal graph autoencoder enhancing topological consistency in single-cell clustering;Biomedical Signal Processing and Control;2024-11

2. MOCAT: multi-omics integration with auxiliary classifiers enhanced autoencoder;BioData Mining;2024-03-05

3. SHARE-Topic: Bayesian interpretable modeling of single-cell multi-omic data;Genome Biology;2024-02-23

4. scMGCN: A Multi-View Graph Convolutional Network for Cell Type Identification in scRNA-seq Data;International Journal of Molecular Sciences;2024-02-13

5. scICML: Information-Theoretic Co-Clustering-Based Multi-View Learning for the Integrative Analysis of Single-Cell Multi-Omics Data;IEEE/ACM Transactions on Computational Biology and Bioinformatics;2024-01

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