Xinghua Lu, MD, PhD, MS

Learning Latent Causal Structures with a Redundant Input Neural Network

Young JD, Andrews B, Cooper GF, Lu X. Learning Latent Causal Structures with a Redundant Input Neural Network. arXiv:2003.13135v1 29 Mar 2020.

 

Predicting Drug Sensitivity of Cancer Cells Lines via Collaborative Filtering with Contextual Attention.

Yifeng Tao, Shuangxia Ren, Michael Q. Ding, Russell Schwartz, Xinghua Lu. Predicting Drug Sensitivity of Cancer Cells Lines via Collaborative Filtering with Contextual Attention.  Proceedings of Machine Learning Research. 2020. 1-A7

Systematic discovery of the functional impact of somatic genome alterations in individual tumors through tumor-specific causal inferenc

Cai C, Cooper GF, Lu KN, Ma X, Xu S, Zhao Z, Chen X, Xue Y, Lee AV, Clark N, Chen V, Lu S, Chen L, Yu L, Hochheiser HS, Jiang X, Wang JQ, Lu X. Systematic discovery of the functional impact of somatic genome alterations in individual tumors through tumor-specific causal inference. PLOS Comput Biol, 2019 Jul 15(7):e1007088. doi: 10.1371/journal.pcbi.1007088. [Epub ahead of print] PMID: 31276486; PMCID: PMC6650088.

Integrating data and knowledge to identify functional modules of genes: a multilayer approach

Liang L, Chen V, Zhu K, Fan X, Lu X, Lu S. Integrating data and knowledge to identify functional modules of genes: a multilayer approach. BMC Bioinformatics. 2019 May 2;20(1):225. doi: 10.1186/s12859-019-2800-y. PubMed PMID: 31046665. 

A novel method of using Deep Belief Networks and genetic perturbation data to search for yeast signaling pathways

Lu S, Fan X, Chen L, Lu X. A novel method of using Deep Belief Networks and genetic perturbation data to search for yeast signaling pathways. Plos One. September 2018; 13(9). https://doi.org/10.1371/journal.pone.0203871. 

Genome-wide methylomic and transcriptomic analyses identify subtype-specific epigenetic signatures commonly dysregulated in glioma stem cells and glioblastoma

Pangeni RP, Zhang Z, Alvarez AA, Wan X, Sastry N, Lu S, Shi T, Huang T, Lei CX, James CD, Kessler JA, Brennan CW, Nakano I, Lu X, Hu B, Zhang W, Cheng SY. Genome-wide methylomic and transcriptomic analyses identify subtype-specific epigenetic signatures commonly dysregulated in glioma stem cells and glioblastoma. Epigenetics. 2018;13(4):432-448. doi: 10.1080/15592294.2018.1469892. Epub 2018 Aug 6. PMID: 29927689.

Activation of the receptor tyrosine kinase AXL mediates the immune microenvironment in glioblastoma

Sadahiro H, Kang K, Gibson J, Minata M, Yu H, Shi J, Chhipa R, Chen Z, Lu S, Simoni Y, Furuta T, Sabit H, Zhang S, Bastola S, Yamaguchi S, Alsheikh H, Komarova S, Wang J, Kim S, Hambardzumyan D, Lu X, Newell E, Dasgupta B, Nakada M, Lee L, Nabors B, Norian L, Nakano I. Activation of the receptor tyrosine kinase AXL mediates the immune microenvironment in glioblastoma.  2018 Jun 1;78(11):3002-3013. doi: 10.1158/0008-5472.CAN-17-2433. Epub 2018 Mar 12. PMID: 29531161.

Precision Oncology Beyond Targeted Therapy: Combining Omics Data with Machine Learning Matches the Majority of Cancer Cells to Effective Therapeutics

Ding MQ, Chen L, Cooper GF, Young JD, Lu X. Precision Oncology Beyond Targeted Therapy: Combining Omics Data with Machine Learning Matches the Majority of Cancer Cells to Effective Therapeutics. Mol Cancer Res. 2018 Feb;16(2):269-278. doi: 10.1158/1541-7786.MCR-17-0378. Epub 2017 Nov 13. PMID: 29133589. PMCID: PMC5821274.

Attention MeSH: Simple, Effective and Interpretable Automatic MeSH Indexer

Jin Q, Dhingra B, Cohen WW, Lu X. Attention MeSH: Simple, Effective and Interpretable Automatic MeSH Indexer. 

A signal-based method for finding driver modules of breast cancer metastasis to the lung

Yan G, Chen V, Lu X, Lu S. A signal-based method for finding driver modules of breast cancer metastasis to the lung. Sci Rep. 2017 Aug 30; 7(1):10023. doi: 10.1038/s41598-09951-2. PMID: 28855549. PMC ID: PMC5577160.

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