Author

A. Narayanaswamy

Listed by name: these papers carry no ORCID for this author, so different people with the same name may be mixed together.

Biology Disciplines

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Cell Biology· 2

Signature Assays, Organisms & Methods

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Approach:deep learning· 2 Assay:imaging· 2 Research Focus:batch correction / integration· 1 Research Focus:cell type annotation· 1 Research Focus:cell-cell communication· 1 Approach:contrastive learning· 1 Research Focus:differential expression· 1 Assay:fluorescence / live-cell microscopy· 1

Frequent Co-Authors

S. Venugopalan· 2 shared A. Daigavane· 1 shared A. Duren-Lubanski· 1 shared A. Geraschenko· 1 shared B. Fischbacher· 1 shared B. Migliori· 1 shared B. Williams· 1 shared C. Bonilla· 1 shared

Activity by Year

2020-2020 · peak 2/yr

Co-Author Collaboration Network

10 top collaborators · 37 mutual co-author links

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2 shared papersCell Biology

S. Venugopalan

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Author profile →

2 papers

Recent·Most cited

Integrating deep learning and unbiased automated high-content screening to identify complex disease signatures in human fibroblasts

L. Schiff, B. Migliori, Y. Chen, D. Carter, C. Bonilla, J. Hall, M. Fan, E. Tam, S. Ahadi, B. Fischbacher, A. Geraschenko, C. J. Hunter, S. Venugopalan, S. DesMarteau, A. Narayanaswamy, , Yang

This study develops a platform combining deep learning and high-content imaging to identify disease-specific phenotypes in Parkinson's fibroblasts, achieving high accuracy in distinguishing disease subtypes.

bioRxiv · Nov 13, 2020Cell Biology

Batch Equalization with a Generative Adversarial Network

W. W. Qian, C. Xia, S. Venugopalan, A. Narayanaswamy, J. Peng, D. M. Ando

This paper develops a GAN-based method to reduce batch effects in image data by transferring images between batches while preserving biological features.

bioRxiv · Feb 7, 2020Cell Biology