Single-Cell Multimodal Prediction via Transformers

Author:

Tang Wenzhuo1ORCID,Wen Hongzhi1ORCID,Liu Renming1ORCID,Ding Jiayuan1ORCID,Jin Wei2ORCID,Xie Yuying1ORCID,Liu Hui1ORCID,Tang Jiliang1ORCID

Affiliation:

1. Michigan State University, East Lansing, MI, USA

2. Emory University, Atlanta, GA, USA

Funder

NSF (National Science Foundation)

JPMorgan Chase and Company

Cisco Systems

NIH (National Institutes of Health)

Army Research Office

Home Depot

Johnson and Johnson

Amazon Web Services

Snap

Publisher

ACM

Reference44 articles.

1. Uri Alon and Eran Yahav . 2021 . On the Bottleneck of Graph Neural Networks and its Practical Implications . In International Conference on Learning Representations. Uri Alon and Eran Yahav. 2021. On the Bottleneck of Graph Neural Networks and its Practical Implications. In International Conference on Learning Representations.

2. Jason D Buenrostro , Paul G Giresi , Lisa C Zaba , Howard Y Chang , and William J Greenleaf . 2013. Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin , DNA-binding proteins and nucleosome position. Nature methods , Vol. 10 , 12 ( 2013 ), 1213--1218. Jason D Buenrostro, Paul G Giresi, Lisa C Zaba, Howard Y Chang, and William J Greenleaf. 2013. Transposition of native chromatin for fast and sensitive epigenomic profiling of open chromatin, DNA-binding proteins and nucleosome position. Nature methods, Vol. 10, 12 (2013), 1213--1218.

3. Joint profiling of chromatin accessibility and gene expression in thousands of single cells

4. Zhi-Jie Cao and Ge Gao . 2022. Multi-omics single-cell data integration and regulatory inference with graph-linked embedding. Nature Biotechnology ( 2022 ), 1--9. Zhi-Jie Cao and Ge Gao. 2022. Multi-omics single-cell data integration and regulatory inference with graph-linked embedding. Nature Biotechnology (2022), 1--9.

5. Dexiong Chen , Leslie O'Bray , and Karsten Borgwardt . 2022 . Structure-aware transformer for graph representation learning . In International Conference on Machine Learning. PMLR, 3469--3489 . Dexiong Chen, Leslie O'Bray, and Karsten Borgwardt. 2022. Structure-aware transformer for graph representation learning. In International Conference on Machine Learning. PMLR, 3469--3489.

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