WENPIN HOU
Assistant Professor
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About
Wenpin Hou is an Assistant Professor at Columbia University in the United States. His research focuses on biomedical image classification, glioblastoma immunology, and single-cell RNA sequencing analysis. Recent publications include studies on multimodal models for one-shot learning, the role of myeloid-derived suppressor cells in cancer, and the impact of environmental factors on DNA methylation. Dr. Hou's work contributes to advancements in computational biology and cancer research.
Articles (14)
Year:
2025
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2025
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2024
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2023
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2023
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2023
Year:
2022
Summary In the exploratory data analysis of single-cell or spatial genomic data, single-cells or spatial spots are often visualized using a two-dimensional plot where cell clusters or spot clusters are marked with different colors. With tens of clusters, current visualization methods often assign visually similar colors to spatially neighboring clusters, making it hard to identify the distinction between clusters. To address this issue, we developed Palo that optimizes the color palette assignment for single-cell and spatial data in a spatially aware manner. Palo identifies pairs of clusters that are spatially neighboring to each other and assigns visually distinct colors to those neighboring pairs. We demonstrate that Palo leads to improved visualization in real single-cell and spatial genomic datasets. Availability and implementation Palo R package is freely available at Github (https://github.com/Winnie09/Palo) and Zenodo (https://doi.org/10.5281/zenodo.6562505). Supplementary information Supplementary data are available at Bioinformatics online.
Year:
2022
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2022
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2021
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2021
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2021
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2020
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2020
Collaborators (3)
Christina Jackson
Assistant Professor of Neurosurgery
Hospital of the University of Pennsylvania
Zhicheng Ji
Duke University School of Medicine
Taibo Li
Broad Institute
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