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        <datestamp>2026-09-30T12:06:55Z</datestamp>
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          <dc:title>Speak to a Protein: An Interactive Multimodal Co-Scientist
for Protein Analysis</dc:title>
          <dc:creator>Carles Navarro (17276046)</dc:creator>
          <dc:creator>Mariona Torrens-Fontanals (25143752)</dc:creator>
          <dc:creator>Philipp Tholke (25143755)</dc:creator>
          <dc:creator>Stefan Doerr (4332823)</dc:creator>
          <dc:creator>Gianni de Fabritiis (5648713)</dc:creator>
          <dc:subject>Biophysics</dc:subject>
          <dc:subject>Biochemistry</dc:subject>
          <dc:subject>Medicine</dc:subject>
          <dc:subject>Biotechnology</dc:subject>
          <dc:subject>Immunology</dc:subject>
          <dc:subject>Biological Sciences not elsewhere classified</dc:subject>
          <dc:subject>Information Systems not elsewhere classified</dc:subject>
          <dc:subject>Infectious Diseases</dc:subject>
          <dc:subject>working mental model</dc:subject>
          <dc:subject>tightly coupling language</dc:subject>
          <dc:subject>https :// open</dc:subject>
          <dc:subject>enables hypothesis generation</dc:subject>
          <dc:subject>ai system retrieves</dc:subject>
          <dc:subject>advanced structural analysis</dc:subject>
          <dc:subject>synthesizes relevant literature</dc:subject>
          <dc:subject>live 3d scene</dc:subject>
          <dc:subject>inspecting ligand complexes</dc:subject>
          <dc:subject>turns protein analysis</dc:subject>
          <dc:subject>protein analysis building</dc:subject>
          <dc:subject>interactive multimodal co</dc:subject>
          <dc:subject>relevant proteins</dc:subject>
          <dc:subject>multimodal dialogue</dc:subject>
          <dc:subject>ligand data</dc:subject>
          <dc:subject>3d structures</dc:subject>
          <dc:subject>protein &lt;/</dc:subject>
          <dc:subject>unevenly accessible</dc:subject>
          <dc:subject>test ideas</dc:subject>
          <dc:subject>referencing crystal</dc:subject>
          <dc:subject>posing questions</dc:subject>
          <dc:subject>new capability</dc:subject>
          <dc:subject>grounds answers</dc:subject>
          <dc:subject>freely accessible</dc:subject>
          <dc:subject>explaining results</dc:subject>
          <dc:subject>expert coscientist</dc:subject>
          <dc:subject>conformational changes</dc:subject>
          <dc:subject>binding pockets</dc:subject>
          <dc:subject>also generates</dc:subject>
          <dc:subject>activity relationships</dc:subject>
          <dc:description>Building
a working mental model of a protein typically requires
weeks of reading, cross-referencing crystal and predicted structures,
and inspecting ligand complexes, an effort that is slow, unevenly
accessible, and often requires specialized computational skills. We
introduce &lt;i&gt;Speak to a Protein&lt;/i&gt;, a new capability that
turns protein analysis into an interactive, multimodal dialogue with
an expert coscientist. The AI system retrieves and synthesizes relevant
literature, structures, and ligand data; grounds answers in a live
3D scene; and can highlight, annotate, manipulate, and see the visualization.
It also generates and runs code when needed, explaining results in
both text and graphics. We demonstrate these capabilities on relevant
proteins, posing questions about binding pockets, conformational changes,
or structure-activity relationships to test ideas in real time. &lt;i&gt;Speak to a Protein&lt;/i&gt; reduces the time from question to evidence,
lowers the barrier to advanced structural analysis, and enables hypothesis
generation by tightly coupling language, code, and 3D structures. &lt;i&gt;Speak to a Protein&lt;/i&gt; is freely accessible at https://open.playmolecule.org.</dc:description>
          <dc:date>2026-09-30T00:00:00Z</dc:date>
          <dc:type>Text</dc:type>
          <dc:type>Journal contribution</dc:type>
          <dc:identifier>10.1021/acs.jcim.6c01738.s001</dc:identifier>
          <dc:relation>https://figshare.com/articles/journal_contribution/Speak_to_a_Protein_An_Interactive_Multimodal_Co-Scientist_for_Protein_Analysis/34032116</dc:relation>
          <dc:rights>CC BY-NC 4.0</dc:rights>
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