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• W2594194899 abstract "Abstract Motivation The Hi-C technology has become an efficient tool to measure the spatial organization of the genome. With the recent advance of 1Kb resolution Hi-C experiment, some of the essential regulatory features have been uncovered. However, most available Hi-C datasets are in coarse-resolution due to the extremely high cost for generating high-resolution data. Therefore, a computational method to maximum the usage of the current available Hi-C data is urgently desired. Results Inspired by the super-resolution image technique, we develop a computational approach to impute the high-resolution Hi-C data from low-resolution Hi-C data using the deep convolutional neural network. We hypothesize that the Hi-C interaction heatmap contains the repeating features, and develop an end-to-end framework to map these features from low-resolution Hi-C heatmap to high-resolution Hi-C heatmap at the feature level. Our approach successfully reconstructs the high-resolution Hi-C interaction map from the low-resolution counterpart, which also proves that the Hi-C interaction matrix is a combination of the regional features. Besides, our approach is highly expandable, and we can also increase prediction accuracy by incorporating ChIA-PET data. Availability Source code is publicly available at https://github.com/zhangyan32/HiCPlus Contact jtang@cse.sc.edu , fyue@hmc.psu.edu" @default.
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• W2594194899 date "2017-03-01" @default.
• W2594194899 modified "2023-09-26" @default.
• W2594194899 title "HiCPlus: Resolution Enhancement of Hi-C interaction heatmap" @default.
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• W2594194899 doi "https://doi.org/10.1101/112631" @default.
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