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. 2021 Sep 23;11:18985. doi: 10.1038/s41598-021-98289-x

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© The Author(s) 2021

Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Prediction of new DTIs. (a) Precision-Recall (PR) and (b) Receiver Operating Characteristic (ROC) curves for assessing the ability of the framework to capture the known drug–target interactions accurately. AUC area under the curve. (c) Distribution of the association scores of the reconstructed matrix, for the input DTIs (orange) and the new drug–gene pairs obtained by the matrix completion property of GNMTF (blue). New drug–gene pairs on the right side of the threshold (dashed line) were considered to be newly predicted DTIs.