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BGC-MAC and BGC-MAP: Attention-Based Models for Biosynthetic Gene Cluster Classification and Product Matching.

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Title: BGC-MAC and BGC-MAP: Attention-Based Models for Biosynthetic Gene Cluster Classification and Product Matching.
Authors: Lu K; Department of Pathology, UMass Chan Medical School, Worcester, Massachusetts 01655, United States., Li M; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States., Geng H; Department of Chemistry, The University of Chicago, Chicago, Illinois 60637, United States., Xu W; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States., Chen M; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States., Fu TM; Department of Pathology, UMass Chan Medical School, Worcester, Massachusetts 01655, United States., Luesch H; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.; Program in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore 169857, Singapore., Ding Y; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States., Xie WJ; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.
Source: Journal of chemical information and modeling [J Chem Inf Model] 2026 Jan 12; Vol. 66 (1), pp. 138-151. Date of Electronic Publication: 2025 Dec 18.
Publication Type: Journal Article; Research Support, N.I.H., Extramural
Journal Info: Publisher: American Chemical Society Country of Publication: United States NLM ID: 101230060 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1549-960X (Electronic) Linking ISSN: 15499596 NLM ISO Abbreviation: J Chem Inf Model Subsets: MEDLINE
Database: MEDLINE Ultimate
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PubType: Academic Journal
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  Data: BGC-MAC and BGC-MAP: Attention-Based Models for Biosynthetic Gene Cluster Classification and Product Matching.
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  Data: <searchLink fieldCode="AU" term="%22Lu+K%22">Lu K</searchLink>; Department of Pathology, UMass Chan Medical School, Worcester, Massachusetts 01655, United States.<br /><searchLink fieldCode="AU" term="%22Li+M%22">Li M</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.<br /><searchLink fieldCode="AU" term="%22Geng+H%22">Geng H</searchLink>; Department of Chemistry, The University of Chicago, Chicago, Illinois 60637, United States.<br /><searchLink fieldCode="AU" term="%22Xu+W%22">Xu W</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.<br /><searchLink fieldCode="AU" term="%22Chen+M%22">Chen M</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.<br /><searchLink fieldCode="AU" term="%22Fu+TM%22">Fu TM</searchLink>; Department of Pathology, UMass Chan Medical School, Worcester, Massachusetts 01655, United States.<br /><searchLink fieldCode="AU" term="%22Luesch+H%22">Luesch H</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.; Program in Cancer and Stem Cell Biology, Duke-NUS Medical School, Singapore 169857, Singapore.<br /><searchLink fieldCode="AU" term="%22Ding+Y%22">Ding Y</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.<br /><searchLink fieldCode="AU" term="%22Xie+WJ%22">Xie WJ</searchLink>; Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development (CNPD3), University of Florida, Gainesville, Florida 32610, United States.
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  Data: <searchLink fieldCode="JN" term="%22101230060%22">Journal of chemical information and modeling</searchLink> [J Chem Inf Model] 2026 Jan 12; Vol. 66 (1), pp. 138-151. <i>Date of Electronic Publication: </i>2025 Dec 18.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Chemical+Society%22">American Chemical Society </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>101230060 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1549-960X (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2215499596%22">15499596 </searchLink><i>NLM ISO Abbreviation: </i>J Chem Inf Model <i>Subsets: </i>MEDLINE
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        Value: 10.1021/acs.jcim.5c02082
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        Text: English
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        StartPage: 138
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      – TitleFull: BGC-MAC and BGC-MAP: Attention-Based Models for Biosynthetic Gene Cluster Classification and Product Matching.
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              Text: 2026 Jan 12
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