Atomic Force Microscopy of Photosystem II and Its Unit Cell Clustering Quantitatively Delineate the Mesoscale Variability in Arabidopsis Thylakoids

Photoautotrophic organisms efficiently regulate absorption of light energy to sustain photochemistry while promoting photoprotection. Photoprotection is achieved in part by triggering a series of dissipative processes termed non-photochemical quenching (NPQ), which depend on the re-organization of photosystem (PS) II supercomplexes in thylakoid membranes. Using atomic force microscopy, we characterized the structural attributes of grana thylakoids from Arabidopsis thaliana to correlate differences in PSII organization with the role of SOQ1, a recently discovered thylakoid protein that prevents formation of a slowly reversible NPQ state. We developed a statistical image analysis suite to discriminate disordered from crystalline particles and classify crystalline arrays according to their unit cell properties. Through detailed analysis of the local organization of PSII supercomplexes in ordered and disordered phases, we found evidence that interactions among light-harvesting antenna complexes are weakened in the absence of SOQ1, inducing protein rearrangements that favor larger separations between PSII complexes in the majority (disordered) phase and reshaping the PSII crystallization landscape. The features we observe are distinct from known protein rearrangements associated with NPQ, providing further support for a role of SOQ1 in a novel NPQ pathway. The particle clustering and unit cell methodology developed here is generalizable to multiple types of microscopy and will enable unbiased analysis and comparison of large data sets.

[1]  Michael Eickenberg,et al.  Machine learning for neuroimaging with scikit-learn , 2014, Front. Neuroinform..

[2]  K. Niyogi,et al.  A thioredoxin-like/β-propeller protein maintains the efficiency of light harvesting in Arabidopsis , 2013, Proceedings of the National Academy of Sciences.

[3]  E. Boekema,et al.  High-light vs. low-light: effect of light acclimation on photosystem II composition and organization in Arabidopsis thaliana. , 2013, Biochimica et biophysica acta.

[4]  Anna R. Schneider,et al.  Coexistence of fluid and crystalline phases of proteins in photosynthetic membranes. , 2013, Biophysical journal.

[5]  T. Renger,et al.  Refined structure-based simulation of plant light-harvesting complex II: linear optical spectra of trimers and aggregates. , 2012, Biochimica et biophysica acta.

[6]  Matthew P. Johnson,et al.  Light-harvesting antenna composition controls the macrostructure and dynamics of thylakoid membranes in Arabidopsis. , 2012, The Plant journal : for cell and molecular biology.

[7]  E. Boekema,et al.  Supramolecular organization of photosystem II in green plants. , 2012, Biochimica et biophysica acta.

[8]  D. Nečas,et al.  Gwyddion: an open-source software for SPM data analysis , 2012 .

[9]  G. Wuite,et al.  Jumping Mode Atomic Force Microscopy on Grana Membranes from Spinach* , 2011, The Journal of Biological Chemistry.

[10]  R. van Grondelle,et al.  Different crystal morphologies lead to slightly different conformations of light-harvesting complex II as monitored by variations of the intrinsic fluorescence lifetime. , 2011, Physical chemistry chemical physics : PCCP.

[11]  Matthew P. Johnson,et al.  Photoprotective Energy Dissipation Involves the Reorganization of Photosystem II Light-Harvesting Complexes in the Grana Membranes of Spinach Chloroplasts[W] , 2011, Plant Cell.

[12]  G. Oostergetel,et al.  Fine structure of granal thylakoid membrane organization using cryo electron tomography. , 2011, Biochimica et biophysica acta.

[13]  Gaël Varoquaux,et al.  Scikit-learn: Machine Learning in Python , 2011, J. Mach. Learn. Res..

[14]  Sharon C. Glotzer,et al.  Characterizing complex particle morphologies through shape matching: Descriptors, applications, and algorithms , 2010, J. Comput. Phys..

[15]  Sharon C. Glotzer,et al.  Characterizing Structure Through Shape Matching and Applications to Self Assembly , 2010, ArXiv.

[16]  W. Sakamoto Faculty Opinions recommendation of Arrangement of photosystem II and ATP synthase in chloroplast membranes of spinach and pea. , 2010 .

[17]  E. Boekema,et al.  The PsbS protein controls the macro‐organisation of photosystem II complexes in the grana membranes of higher plant chloroplasts , 2010, FEBS letters.

[18]  T. Morosinotto,et al.  Purification of structurally intact grana from plants thylakoids membranes , 2010, Journal of bioenergetics and biomembranes.

[19]  Matthew P. Johnson,et al.  Visualizing the mobility and distribution of chlorophyll proteins in higher plant thylakoid membranes: effects of photoinhibition and protein phosphorylation. , 2010, The Plant journal : for cell and molecular biology.

[20]  Roberta Croce,et al.  Functional architecture of higher plant photosystem II supercomplexes , 2009, The EMBO journal.

[21]  Matthew P. Johnson,et al.  The Photosystem II Light-Harvesting Protein Lhcb3 Affects the Macrostructure of Photosystem II and the Rate of State Transitions in Arabidopsis[W][OA] , 2009, The Plant Cell Online.

[22]  T. Morosinotto,et al.  Light-induced Dissociation of an Antenna Hetero-oligomer Is Needed for Non-photochemical Quenching Induction , 2009, Journal of Biological Chemistry.

[23]  Robert P. W. Duin,et al.  Growing a multi-class classifier with a reject option , 2008, Pattern Recognit. Lett..

[24]  T. Morosinotto,et al.  Minor Antenna Proteins CP24 and CP26 Affect the Interactions between Photosystem II Subunits and the Electron Transport Rate in Grana Membranes of Arabidopsis[W] , 2008, The Plant Cell Online.

[25]  Matthew P. Johnson,et al.  Photosynthetic acclimation: Does the dynamic structure and macro‐organisation of photosystem II in higher plant grana membranes regulate light harvesting states? , 2008, The FEBS journal.

[26]  J. Nield,et al.  Probing the organization of photosystem II in photosynthetic membranes by atomic force microscopy. , 2008, Biochemistry.

[27]  S. Wegner,et al.  Low-light-induced formation of semicrystalline photosystem II arrays in higher plant chloroplasts. , 2007, Biochemistry.

[28]  E. Boekema,et al.  University of Groningen Lack of the Light-Harvesting Complex CP24 Affects the Structure and Function of the Grana Membranes of Higher Plant Chloroplasts , 2006 .

[29]  Egbert J Boekema,et al.  Supramolecular organization of thylakoid membrane proteins in green plants. , 2005, Biochimica et biophysica acta.

[30]  J. Barber,et al.  Structural analysis of the photosystem II core/antenna holocomplex by electron microscopy , 2005 .

[31]  K. Satoh,et al.  Photosystem II, the Light-Driven Water: Plastoquinone Oxidoreductase , 2005 .

[32]  U. Kubitscheck,et al.  Supramolecular photosystem II organization in grana thylakoid membranes: evidence for a structured arrangement. , 2004, Biochemistry.

[33]  D. Ruppert The Elements of Statistical Learning: Data Mining, Inference, and Prediction , 2004 .

[34]  E. Boekema,et al.  Plants lacking the main light-harvesting complex retain photosystem II macro-organization , 2003, Nature.

[35]  E. Boekema,et al.  The structure of photosystem II in Arabidopsis: localization of the CP26 and CP29 antenna complexes. , 2003, Biochemistry.

[36]  E. Boekema,et al.  Arrangement of photosystem II supercomplexes in crystalline macrodomains within the thylakoid membrane of green plant chloroplasts. , 2000, Journal of molecular biology.

[37]  W Chiu,et al.  EMAN: semiautomated software for high-resolution single-particle reconstructions. , 1999, Journal of structural biology.

[38]  K. Niyogi,et al.  PHOTOPROTECTION REVISITED: Genetic and Molecular Approaches. , 1999, Annual review of plant physiology and plant molecular biology.

[39]  A Leith,et al.  SPIDER and WEB: processing and visualization of images in 3D electron microscopy and related fields. , 1996, Journal of structural biology.

[40]  G. Semenova PARTICLE REGULARITY ON THYLAKOID FRACTURE FACES IS INFLUENCED BY STORAGE CONDITIONS , 1995 .

[41]  M. Powell A Direct Search Optimization Method That Models the Objective and Constraint Functions by Linear Interpolation , 1994 .

[42]  D. Rubin,et al.  Maximum likelihood from incomplete data via the EM - algorithm plus discussions on the paper , 1977 .