Cryo-electron microscopy is rapidly emerging as a powerful technique to determine the structures of complex macromolecular systems elusive to other techniques. Because many of these systems are highly dynamical, characterizing their movements is also a crucial step to unravel their biological functions. To achieve this goal, we report an integrative modeling approach to simultaneously determine structure and dynamics of macromolecular systems from cryo-electron microscopy density maps. By quantifying the level of noise in the data and dealing with their ensemble-averaged nature, this approach enables the integration of multiple sources of information to model ensembles of structures and infer their populations. We illustrate the method by characterizing structure and dynamics of the integral membrane receptor STRA6, thus providing insights into the mechanisms by which it interacts with retinol binding protein and translocates retinol across the membrane.
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Bioengn, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Adams, Paul D.
Afonine, Pavel V.
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Afonine, Pavel V.
Bunkoczi, Gabor
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Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Bunkoczi, Gabor
Chen, Vincent B.
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Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Chen, Vincent B.
Echols, Nathaniel
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Echols, Nathaniel
Headd, Jeffrey J.
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Headd, Jeffrey J.
Hung, Li-Wei
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机构:
Los Alamos Natl Lab, Los Alamos, NM 87545 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Hung, Li-Wei
Jain, Swati
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h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Jain, Swati
Kapral, Gary J.
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h-index: 0
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Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Kapral, Gary J.
Kunstleve, Ralf W. Grosse
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h-index: 0
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Kunstleve, Ralf W. Grosse
McCoy, Airlie J.
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h-index: 0
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Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
McCoy, Airlie J.
Moriarty, Nigel W.
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Moriarty, Nigel W.
Oeffner, Robert D.
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h-index: 0
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Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Oeffner, Robert D.
Read, Randy J.
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Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Read, Randy J.
Richardson, David C.
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Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Richardson, David C.
Richardson, Jane S.
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Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Richardson, Jane S.
Terwilliger, Thomas C.
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Los Alamos Natl Lab, Los Alamos, NM 87545 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Terwilliger, Thomas C.
Zwart, Peter H.
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h-index: 0
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Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA
Beauchamp, Kyle A.
Lin, Yu-Shan
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Stanford Univ, Dept Chem, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA
Lin, Yu-Shan
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Das, Rhiju
Pande, Vijay S.
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h-index: 0
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USA
Stanford Univ, Dept Chem, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Univ Calif Berkeley, Dept Bioengn, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Adams, Paul D.
Afonine, Pavel V.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Afonine, Pavel V.
Bunkoczi, Gabor
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Bunkoczi, Gabor
Chen, Vincent B.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Chen, Vincent B.
Echols, Nathaniel
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Echols, Nathaniel
Headd, Jeffrey J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Headd, Jeffrey J.
Hung, Li-Wei
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87545 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Hung, Li-Wei
Jain, Swati
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Jain, Swati
Kapral, Gary J.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Kapral, Gary J.
Kunstleve, Ralf W. Grosse
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Kunstleve, Ralf W. Grosse
McCoy, Airlie J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
McCoy, Airlie J.
Moriarty, Nigel W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Moriarty, Nigel W.
Oeffner, Robert D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Oeffner, Robert D.
Read, Randy J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Cambridge, Dept Haematol, Cambridge Inst Med Res, Cambridge CB2 0XY, EnglandUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Read, Randy J.
Richardson, David C.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Richardson, David C.
Richardson, Jane S.
论文数: 0引用数: 0
h-index: 0
机构:
Duke Univ, Med Ctr, Dept Biochem, Durham, NC 27710 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Richardson, Jane S.
Terwilliger, Thomas C.
论文数: 0引用数: 0
h-index: 0
机构:
Los Alamos Natl Lab, Los Alamos, NM 87545 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
Terwilliger, Thomas C.
Zwart, Peter H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Berkeley, CA 94720 USA
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA
Beauchamp, Kyle A.
Lin, Yu-Shan
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Dept Chem, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA
Lin, Yu-Shan
论文数: 引用数:
h-index:
机构:
Das, Rhiju
Pande, Vijay S.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Biophys Program, Stanford, CA 94305 USA
Stanford Univ, Dept Chem, Stanford, CA 94305 USAStanford Univ, Biophys Program, Stanford, CA 94305 USA