Non-uniform refinement: adaptive regularization improves single-particle cryo-EM reconstruction.

Abstract:

:Cryogenic electron microscopy (cryo-EM) is widely used to study biological macromolecules that comprise regions with disorder, flexibility or partial occupancy. For example, membrane proteins are often kept in solution with detergent micelles and lipid nanodiscs that are locally disordered. Such spatial variability negatively impacts computational three-dimensional (3D) reconstruction with existing iterative refinement algorithms that assume rigidity. We introduce non-uniform refinement, an algorithm based on cross-validation optimization, which automatically regularizes 3D density maps during refinement to account for spatial variability. Unlike common shift-invariant regularizers, non-uniform refinement systematically removes noise from disordered regions, while retaining signal useful for aligning particle images, yielding dramatically improved resolution and 3D map quality in many cases. We obtain high-resolution reconstructions for multiple membrane proteins as small as 100 kDa, demonstrating increased effectiveness of cryo-EM for this class of targets critical in structural biology and drug discovery. Non-uniform refinement is implemented in the cryoSPARC software package.

journal_name

Nat Methods

journal_title

Nature methods

authors

Punjani A,Zhang H,Fleet DJ

doi

10.1038/s41592-020-00990-8

subject

Has Abstract

pub_date

2020-12-01 00:00:00

pages

1214-1221

issue

12

eissn

1548-7091

issn

1548-7105

pii

10.1038/s41592-020-00990-8

journal_volume

17

pub_type

杂志文章
  • Channelrhodopsin-2 and optical control of excitable cells.

    abstract::Electrically excitable cells are important in the normal functioning and in the pathophysiology of many biological processes. These cells are typically embedded in dense, heterogeneous tissues, rendering them difficult to target selectively with conventional electrical stimulation methods. The algal protein Channelrho...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth936

    authors: Zhang F,Wang LP,Boyden ES,Deisseroth K

    更新日期:2006-10-01 00:00:00

  • Neutron-encoded mass signatures for multiplexed proteome quantification.

    abstract::We describe a protein quantification method called neutron encoding that exploits the subtle mass differences caused by nuclear binding energy variation in stable isotopes. These mass differences are synthetically encoded into amino acids and incorporated into yeast and mouse proteins via metabolic labeling. Mass spec...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.2378

    authors: Hebert AS,Merrill AE,Bailey DJ,Still AJ,Westphall MS,Strieter ER,Pagliarini DJ,Coon JJ

    更新日期:2013-04-01 00:00:00

  • An auxin-based degron system for the rapid depletion of proteins in nonplant cells.

    abstract::Plants have evolved a unique system in which the plant hormone auxin directly induces rapid degradation of the AUX/IAA family of transcription repressors by a specific form of the SCF E3 ubiquitin ligase. Other eukaryotes lack the auxin response but share the SCF degradation pathway, allowing us to transplant the auxi...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.1401

    authors: Nishimura K,Fukagawa T,Takisawa H,Kakimoto T,Kanemaki M

    更新日期:2009-12-01 00:00:00

  • Automated mapping of phenotype space with single-cell data.

    abstract::Accurate identification of cell subsets in complex populations is key to discovering novelty in multidimensional single-cell experiments. We present X-shift (http://web.stanford.edu/~samusik/vortex/), an algorithm that processes data sets using fast k-nearest-neighbor estimation of cell event density and arranges popu...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.3863

    authors: Samusik N,Good Z,Spitzer MH,Davis KL,Nolan GP

    更新日期:2016-06-01 00:00:00

  • Atomic-accuracy models from 4.5-Å cryo-electron microscopy data with density-guided iterative local refinement.

    abstract::We describe a general approach for refining protein structure models on the basis of cryo-electron microscopy maps with near-atomic resolution. The method integrates Monte Carlo sampling with local density-guided optimization, Rosetta all-atom refinement and real-space B-factor fitting. In tests on experimental maps o...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.3286

    authors: DiMaio F,Song Y,Li X,Brunner MJ,Xu C,Conticello V,Egelman E,Marlovits T,Cheng Y,Baker D

    更新日期:2015-04-01 00:00:00

  • Protein standard absolute quantification (PSAQ) method for the measurement of cellular ubiquitin pools.

    abstract::The protein ubiquitin is an important post-translational modifier that regulates a wide variety of biological processes. In cells, ubiquitin is apportioned among distinct pools, which include a variety of free and conjugated species. Although maintenance of a dynamic and complex equilibrium among ubiquitin pools is cr...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.1649

    authors: Kaiser SE,Riley BE,Shaler TA,Trevino RS,Becker CH,Schulman H,Kopito RR

    更新日期:2011-07-10 00:00:00

  • Fast interpolation-based t-SNE for improved visualization of single-cell RNA-seq data.

    abstract::t-distributed stochastic neighbor embedding (t-SNE) is widely used for visualizing single-cell RNA-sequencing (scRNA-seq) data, but it scales poorly to large datasets. We dramatically accelerate t-SNE, obviating the need for data downsampling, and hence allowing visualization of rare cell populations. Furthermore, we ...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/s41592-018-0308-4

    authors: Linderman GC,Rachh M,Hoskins JG,Steinerberger S,Kluger Y

    更新日期:2019-03-01 00:00:00

  • Mapping DNA-protein interactions in large genomes by sequence tag analysis of genomic enrichment.

    abstract::Identifying the chromosomal targets of transcription factors is important for reconstructing the transcriptional regulatory networks underlying global gene expression programs. We have developed an unbiased genomic method called sequence tag analysis of genomic enrichment (STAGE) to identify the direct binding targets...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth726

    authors: Kim J,Bhinge AA,Morgan XC,Iyer VR

    更新日期:2005-01-01 00:00:00

  • Quantitative analysis of gene expression in a single cell by qPCR.

    abstract::We developed a quantitative PCR method featuring a reusable single-cell cDNA library immobilized on beads for measuring the expression of multiple genes in a single cell. We used this method to analyze multiple cDNA targets (from several copies to several hundred thousand copies) with an experimental error of 15.9% or...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.1338

    authors: Taniguchi K,Kajiyama T,Kambara H

    更新日期:2009-07-01 00:00:00

  • Correlated light and electron microscopic imaging of multiple endogenous proteins using Quantum dots.

    abstract::The importance of locating proteins in their context within cells has been heightened recently by the accomplishments in molecular structure and systems biology. Although light microscopy (LM) has been extensively used for mapping protein localization, many studies require the additional resolution of the electron mic...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth791

    authors: Giepmans BN,Deerinck TJ,Smarr BL,Jones YZ,Ellisman MH

    更新日期:2005-10-01 00:00:00

  • Chemically defined generation of human cardiomyocytes.

    abstract::Existing methods for human induced pluripotent stem cell (hiPSC) cardiac differentiation are efficient but require complex, undefined medium constituents that hinder further elucidation of the molecular mechanisms of cardiomyogenesis. Using hiPSCs derived under chemically defined conditions on synthetic matrices, we s...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.2999

    authors: Burridge PW,Matsa E,Shukla P,Lin ZC,Churko JM,Ebert AD,Lan F,Diecke S,Huber B,Mordwinkin NM,Plews JR,Abilez OJ,Cui B,Gold JD,Wu JC

    更新日期:2014-08-01 00:00:00

  • An evaluation of 3C-based methods to capture DNA interactions.

    abstract::The shape of the genome is thought to play an important part in the coordination of transcription and other DNA-metabolic processes. Chromosome conformation capture (3C) technology allows us to analyze the folding of chromatin in the native cellular state at a resolution beyond that provided by current microscopy tech...

    journal_title:Nature methods

    pub_type: 杂志文章,评审

    doi:10.1038/nmeth1114

    authors: Simonis M,Kooren J,de Laat W

    更新日期:2007-11-01 00:00:00

  • Imaging cellular network dynamics in three dimensions using fast 3D laser scanning.

    abstract::Spatiotemporal activity patterns in three-dimensionally organized cellular networks are fundamental to the function of the nervous system. Despite advances in functional imaging of cell populations, a method to resolve local network activity in three dimensions has been lacking. Here we introduce a three-dimensional (...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth989

    authors: Göbel W,Kampa BM,Helmchen F

    更新日期:2007-01-01 00:00:00

  • Targeted chromosome elimination from ES-somatic hybrid cells.

    abstract::To engineer a stem cell genome, we developed a technology for targeted elimination of chromosomes from mouse embryonic stem (ES)-somatic hybrid cells. Here we demonstrate the use of a universal chromosome elimination cassette (CEC) for elimination of a single embryonic stem cell (ESC)-derived chromosome 11 or 12, and ...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth973

    authors: Matsumura H,Tada M,Otsuji T,Yasuchika K,Nakatsuji N,Surani A,Tada T

    更新日期:2007-01-01 00:00:00

  • Proteomics data reuse with MassIVE-KB.

    abstract:: ...

    journal_title:Nature methods

    pub_type: 评论,杂志文章

    doi:10.1038/s41592-018-0283-9

    authors: Doerr A

    更新日期:2019-01-01 00:00:00

  • Author Correction: Genetically engineered cerebral organoids model brain tumor formation.

    abstract::In the originally published paper, the "before" image for the afatinib condition in Fig. 6c was incorrect. Instead of an image displaying a GBM-3 neoplastic organoid before afatinib treatment, this panel showed an image from the GBM-2 control (DMSO) group before treatment. This error has now been corrected in the HTML...

    journal_title:Nature methods

    pub_type: 已发布勘误

    doi:10.1038/s41592-018-0118-8

    authors: Bian S,Repic M,Guo Z,Kavirayani A,Burkard T,Bagley JA,Krauditsch C,Knoblich JA

    更新日期:2018-09-01 00:00:00

  • On the art of identifying effective and specific siRNAs.

    abstract::Small interfering RNAs (siRNAs) have been widely exploited for sequence-specific gene knockdown, predominantly to investigate gene function in cultured vertebrate cells, and also hold promise as therapeutic agents. Because not all siRNAs that are cognate to a given target mRNA are equally effective, computational tool...

    journal_title:Nature methods

    pub_type: 杂志文章,评审

    doi:10.1038/nmeth911

    authors: Pei Y,Tuschl T

    更新日期:2006-09-01 00:00:00

  • Structural modeling of protein-RNA complexes using crosslinking of segmentally isotope-labeled RNA and MS/MS.

    abstract::Ribonucleoproteins (RNPs) are key regulators of cellular function. We established an efficient approach, crosslinking of segmentally isotope-labeled RNA and tandem mass spectrometry (CLIR-MS/MS), to localize protein-RNA interactions simultaneously at amino acid and nucleotide resolution. The approach was tested on pol...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.4235

    authors: Dorn G,Leitner A,Boudet J,Campagne S,von Schroetter C,Moursy A,Aebersold R,Allain FH

    更新日期:2017-05-01 00:00:00

  • Tracking the wily transcription factor.

    abstract::A 'paired-end ditag' (PET) strategy for pinpointing protein binding sites can reveal a wealth of information about transcription factors and other DNA-binding proteins. ...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth0506-341

    authors: Eisenstein M

    更新日期:2006-05-01 00:00:00

  • Stable long-term chronic brain mapping at the single-neuron level.

    abstract::Stable in vivo mapping and modulation of the same neurons and brain circuits over extended periods is critical to both neuroscience and medicine. Current electrical implants offer single-neuron spatiotemporal resolution but are limited by such factors as relative shear motion and chronic immune responses during long-t...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.3969

    authors: Fu TM,Hong G,Zhou T,Schuhmann TG,Viveros RD,Lieber CM

    更新日期:2016-10-01 00:00:00

  • Unified rational protein engineering with sequence-based deep representation learning.

    abstract::Rational protein engineering requires a holistic understanding of protein function. Here, we apply deep learning to unlabeled amino-acid sequences to distill the fundamental features of a protein into a statistical representation that is semantically rich and structurally, evolutionarily and biophysically grounded. We...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/s41592-019-0598-1

    authors: Alley EC,Khimulya G,Biswas S,AlQuraishi M,Church GM

    更新日期:2019-12-01 00:00:00

  • Nanoscale imaging of RNA with expansion microscopy.

    abstract::The ability to image RNA identity and location with nanoscale precision in intact tissues is of great interest for defining cell types and states in normal and pathological biological settings. Here, we present a strategy for expansion microscopy of RNA. We developed a small-molecule linker that enables RNA to be cova...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.3899

    authors: Chen F,Wassie AT,Cote AJ,Sinha A,Alon S,Asano S,Daugharthy ER,Chang JB,Marblestone A,Church GM,Raj A,Boyden ES

    更新日期:2016-08-01 00:00:00

  • FLIRT: fast local infrared thermogenetics for subcellular control of protein function.

    abstract::FLIRT (fast local infrared thermogenetics) is a microscopy-based technology to locally and reversibly manipulate protein function while simultaneously monitoring the effects in vivo. FLIRT locally inactivates fast-acting temperature-sensitive mutant proteins. We demonstrate that FLIRT can control temperature-sensitive...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/s41592-018-0168-y

    authors: Hirsch SM,Sundaramoorthy S,Davies T,Zhuravlev Y,Waters JC,Shirasu-Hiza M,Dumont J,Canman JC

    更新日期:2018-11-01 00:00:00

  • High-resolution mass spectrometry of small molecules bound to membrane proteins.

    abstract::Small molecules are known to stabilize membrane proteins and to modulate their function and oligomeric state, but such interactions are often hard to precisely define. Here we develop and apply a high-resolution, Orbitrap mass spectrometry-based method for analyzing intact membrane protein-ligand complexes. Using this...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.3771

    authors: Gault J,Donlan JA,Liko I,Hopper JT,Gupta K,Housden NG,Struwe WB,Marty MT,Mize T,Bechara C,Zhu Y,Wu B,Kleanthous C,Belov M,Damoc E,Makarov A,Robinson CV

    更新日期:2016-04-01 00:00:00

  • A probability-based approach for the analysis of large-scale RNAi screens.

    abstract::We describe a statistical analysis methodology designed to minimize the impact of off-target activities upon large-scale RNA interference (RNAi) screens in mammalian cells. Application of this approach enhances reconfirmation rates and facilitates the experimental validation of new gene activities through the probabil...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth1089

    authors: König R,Chiang CY,Tu BP,Yan SF,DeJesus PD,Romero A,Bergauer T,Orth A,Krueger U,Zhou Y,Chanda SK

    更新日期:2007-10-01 00:00:00

  • Light-based feedback for controlling intracellular signaling dynamics.

    abstract::The ability to apply precise inputs to signaling species in live cells would be transformative for interrogating and understanding complex cell-signaling systems. Here we report an 'optogenetic' method for applying custom signaling inputs using feedback control of a light-gated protein-protein interaction. We applied ...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.1700

    authors: Toettcher JE,Gong D,Lim WA,Weiner OD

    更新日期:2011-09-11 00:00:00

  • Nanoscopy with more than 100,000 'doughnuts'.

    abstract::We show that nanoscopy based on the principle called RESOLFT (reversible saturable optical fluorescence transitions) or nonlinear structured illumination can be effectively parallelized using two incoherently superimposed orthogonal standing light waves. The intensity minima of the resulting pattern act as 'doughnuts'...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.2556

    authors: Chmyrov A,Keller J,Grotjohann T,Ratz M,d'Este E,Jakobs S,Eggeling C,Hell SW

    更新日期:2013-08-01 00:00:00

  • Pooled CRISPR screening with single-cell transcriptome readout.

    abstract::CRISPR-based genetic screens are accelerating biological discovery, but current methods have inherent limitations. Widely used pooled screens are restricted to simple readouts including cell proliferation and sortable marker proteins. Arrayed screens allow for comprehensive molecular readouts such as transcriptome pro...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.4177

    authors: Datlinger P,Rendeiro AF,Schmidl C,Krausgruber T,Traxler P,Klughammer J,Schuster LC,Kuchler A,Alpar D,Bock C

    更新日期:2017-03-01 00:00:00

  • In-cell recordings by extracellular microelectrodes.

    abstract::Current extracellular multisite recordings suffer from low signal-to-noise ratio, limiting the monitoring to action potentials, and preclude detection of subthreshold synaptic potentials. Here we report an approach to induce Aplysia californica neurons to actively engulf protruding microelectrodes, providing 'in-cell ...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.1420

    authors: Hai A,Shappir J,Spira ME

    更新日期:2010-03-01 00:00:00

  • Membrane-protein structure determination by solid-state NMR spectroscopy of microcrystals.

    abstract::Membrane proteins are largely underrepresented among available atomic-resolution structures. The use of detergents in protein purification procedures hinders the formation of well-ordered crystals for X-ray crystallography and leads to slower molecular tumbling, impeding the application of solution-state NMR. Solid-st...

    journal_title:Nature methods

    pub_type: 杂志文章

    doi:10.1038/nmeth.2248

    authors: Shahid SA,Bardiaux B,Franks WT,Krabben L,Habeck M,van Rossum BJ,Linke D

    更新日期:2012-12-01 00:00:00