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Geometric deep learning assists protein engineering. Opportunities and Challenges.

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Title: Geometric deep learning assists protein engineering. Opportunities and Challenges.
Authors: García-Vinuesa J; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile., Rojas J; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile., Soto-García N; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile., Martínez N; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile., Alvarez-Saravia D; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Centro Asistencial de Docencia e Investigación, CADI, Universidad de Magallanes. Av. Los Flamencos 01364, Punta Arenas, Chile., Uribe-Paredes R; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Centro Asistencial de Docencia e Investigación, CADI, Universidad de Magallanes. Av. Los Flamencos 01364, Punta Arenas, Chile., Davari MD; Leibniz-Institute of Plant Biochemistry Department of Bioorganic Chemistry, Weinberg 3, D-06120 Halle, Germany., Conca C; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile; Center for Mathematical Modeling, (CMM) (UMI CNRS 2807), Department of Mathematical Engineering, Universidad de Chile, Beauchef 851, Santiago, Chile., Asenjo JA; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile., Medina-Ortiz D; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Leibniz-Institute of Plant Biochemistry Department of Bioorganic Chemistry, Weinberg 3, D-06120 Halle, Germany. Electronic address: david.medina@umag.cl.
Source: Biotechnology advances [Biotechnol Adv] 2026 Mar-Apr; Vol. 87, pp. 108790. Date of Electronic Publication: 2025 Dec 26.
Publication Type: Journal Article; Review
Journal Info: Publisher: Elsevier Science Country of Publication: England NLM ID: 8403708 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1873-1899 (Electronic) Linking ISSN: 07349750 NLM ISO Abbreviation: Biotechnol Adv Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Geometric deep learning assists protein engineering. Opportunities and Challenges.
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  Data: <searchLink fieldCode="AU" term="%22García-Vinuesa+J%22">García-Vinuesa J</searchLink>; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Rojas+J%22">Rojas J</searchLink>; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile.<br /><searchLink fieldCode="AU" term="%22Soto-García+N%22">Soto-García N</searchLink>; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile.<br /><searchLink fieldCode="AU" term="%22Martínez+N%22">Martínez N</searchLink>; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Alvarez-Saravia+D%22">Alvarez-Saravia D</searchLink>; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Centro Asistencial de Docencia e Investigación, CADI, Universidad de Magallanes. Av. Los Flamencos 01364, Punta Arenas, Chile.<br /><searchLink fieldCode="AU" term="%22Uribe-Paredes+R%22">Uribe-Paredes R</searchLink>; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Centro Asistencial de Docencia e Investigación, CADI, Universidad de Magallanes. Av. Los Flamencos 01364, Punta Arenas, Chile.<br /><searchLink fieldCode="AU" term="%22Davari+MD%22">Davari MD</searchLink>; Leibniz-Institute of Plant Biochemistry Department of Bioorganic Chemistry, Weinberg 3, D-06120 Halle, Germany.<br /><searchLink fieldCode="AU" term="%22Conca+C%22">Conca C</searchLink>; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile; Center for Mathematical Modeling, (CMM) (UMI CNRS 2807), Department of Mathematical Engineering, Universidad de Chile, Beauchef 851, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Asenjo+JA%22">Asenjo JA</searchLink>; Departamento de Ingeniería Química, Biotecnología y Materiales, Universidad de Chile, Beauchef 851, Santiago, Chile; Centre for Biotechnology and Bioengineering, CeBiB, Beauchef 851, Universidad de Chile, Santiago, Chile.<br /><searchLink fieldCode="AU" term="%22Medina-Ortiz+D%22">Medina-Ortiz D</searchLink>; Departamento de Ingeniería En Computación, Universidad de Magallanes, Avenida Bulnes 01855, Punta Arenas, Chile; Leibniz-Institute of Plant Biochemistry Department of Bioorganic Chemistry, Weinberg 3, D-06120 Halle, Germany. Electronic address: david.medina@umag.cl.
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  Data: <searchLink fieldCode="JN" term="%228403708%22">Biotechnology advances</searchLink> [Biotechnol Adv] 2026 Mar-Apr; Vol. 87, pp. 108790. <i>Date of Electronic Publication: </i>2025 Dec 26.
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