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ProVenTL: a transfer-learning framework for predicting peptide-protein interactions derived from snake venom for cancer therapeutics.

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Title: ProVenTL: a transfer-learning framework for predicting peptide-protein interactions derived from snake venom for cancer therapeutics.
Authors: Adhiva J; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia., Pradana HA; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia., Kusuma WA; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia. ananta@apps.ipb.ac.id.; Bioinformatics Study Program, Faculty of Mathematics and Natural Sciences, IPB University, Bogor, 16128, Indonesia. ananta@apps.ipb.ac.id.; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia. ananta@apps.ipb.ac.id., Haryanto T; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia., Amanda CN; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia., Sofyantoro F; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia., Yudha DS; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia., Nuringtyas TR; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.; Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia., Putri WA; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia., Purwestri YA; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.; Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia., Lischer K; Bioprocess Engineering, Department of Chemical Engineering, Faculty of Engineering, University of Indonesia, Jakarta, 16424, Indonesia., Swasono RT; Department of Chemistry, Faculty of Mathematics and Natural Sciences, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.
Source: Journal of computer-aided molecular design [J Comput Aided Mol Des] 2026 Apr 02; Vol. 40 (1). Date of Electronic Publication: 2026 Apr 02.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Netherlands NLM ID: 8710425 Publication Model: Electronic Cited Medium: Internet ISSN: 1573-4951 (Electronic) Linking ISSN: 0920654X NLM ISO Abbreviation: J Comput Aided Mol Des Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: ProVenTL: a transfer-learning framework for predicting peptide-protein interactions derived from snake venom for cancer therapeutics.
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  Data: <searchLink fieldCode="AU" term="%22Adhiva+J%22">Adhiva J</searchLink>; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia.<br /><searchLink fieldCode="AU" term="%22Pradana+HA%22">Pradana HA</searchLink>; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia.<br /><searchLink fieldCode="AU" term="%22Kusuma+WA%22">Kusuma WA</searchLink>; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia. ananta@apps.ipb.ac.id.; Bioinformatics Study Program, Faculty of Mathematics and Natural Sciences, IPB University, Bogor, 16128, Indonesia. ananta@apps.ipb.ac.id.; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia. ananta@apps.ipb.ac.id.<br /><searchLink fieldCode="AU" term="%22Haryanto+T%22">Haryanto T</searchLink>; School of Data Science, Mathematics, and Informatics, IPB University, Bogor, 16128, Indonesia.<br /><searchLink fieldCode="AU" term="%22Amanda+CN%22">Amanda CN</searchLink>; Tropical Biopharmaca Research Center, IPB University, Bogor, 16680, Indonesia.<br /><searchLink fieldCode="AU" term="%22Sofyantoro+F%22">Sofyantoro F</searchLink>; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.<br /><searchLink fieldCode="AU" term="%22Yudha+DS%22">Yudha DS</searchLink>; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.<br /><searchLink fieldCode="AU" term="%22Nuringtyas+TR%22">Nuringtyas TR</searchLink>; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.; Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.<br /><searchLink fieldCode="AU" term="%22Putri+WA%22">Putri WA</searchLink>; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.<br /><searchLink fieldCode="AU" term="%22Purwestri+YA%22">Purwestri YA</searchLink>; Department of Tropical Biology, Faculty of Biology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.; Research Center for Biotechnology, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.<br /><searchLink fieldCode="AU" term="%22Lischer+K%22">Lischer K</searchLink>; Bioprocess Engineering, Department of Chemical Engineering, Faculty of Engineering, University of Indonesia, Jakarta, 16424, Indonesia.<br /><searchLink fieldCode="AU" term="%22Swasono+RT%22">Swasono RT</searchLink>; Department of Chemistry, Faculty of Mathematics and Natural Sciences, Universitas Gadjah Mada, Yogyakarta, 55281, Indonesia.
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  Data: <searchLink fieldCode="JN" term="%228710425%22">Journal of computer-aided molecular design</searchLink> [J Comput Aided Mol Des] 2026 Apr 02; Vol. 40 (1). <i>Date of Electronic Publication: </i>2026 Apr 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Netherlands <i>NLM ID: </i>8710425 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1573-4951 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%220920654X%22">0920654X </searchLink><i>NLM ISO Abbreviation: </i>J Comput Aided Mol Des <i>Subsets: </i>MEDLINE
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              Text: 2026 Apr 02
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