Journal of Biomolecular NMR最新文献

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Measurement of 1Hα transverse relaxation rates in proteins: application to solvent PREs 蛋白质中1Hα横向弛豫速率的测量:在溶剂PREs中的应用
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-08-26 DOI: 10.1007/s10858-022-00401-4
Yuki Toyama, Atul Kaushik Rangadurai, Lewis E. Kay
{"title":"Measurement of 1Hα transverse relaxation rates in proteins: application to solvent PREs","authors":"Yuki Toyama,&nbsp;Atul Kaushik Rangadurai,&nbsp;Lewis E. Kay","doi":"10.1007/s10858-022-00401-4","DOIUrl":"10.1007/s10858-022-00401-4","url":null,"abstract":"<div><p>It has recently been demonstrated that accurate near surface electrostatic potentials can be calculated for proteins from solvent paramagnetic relaxation enhancements (PREs) of amide protons measured using spin labels of similar structures but different charges (Yu <i>et al</i>. in Proc Natl Acad Sci 118(25):e2104020118, 2021). Here we develop methodology for extending such measurements to intrinsically disordered proteins at neutral pH where amide spectra are of very poor quality. Under these conditions it is shown that accurate PRE values can be measured using the haCONHA experiment that has been modified for recording <sup>1</sup>H<sup>α</sup> transverse relaxation rates. The optimal pulse scheme includes a spin-lock relaxation element for suppression of homonuclear scalar coupled evolution for all <sup>1</sup>H<sup>α</sup> protons, except those derived from Ser and Thr residues, and minimizes the radiation damping field from water magnetization that would otherwise increase measured relaxation rates. The robustness of the experiment is verified by developing a second approach using a band selective adiabatic decoupling scheme for suppression of scalar coupling modulations during <sup>1</sup>H<sup>α</sup> relaxation and showing that the measured PRE values from the two methods are in excellent agreement. The near surface electrostatic potential of a 103-residue construct comprising the C-terminal intrinsically disordered region of the RNA-binding protein CAPRIN1 is obtained at pH 5.5 using both <sup>1</sup>H<sup>N</sup> and <sup>1</sup>H<sup>α</sup>-based relaxation rates, and at pH 7.4 where only <sup>1</sup>H<sup>α</sup> rates can be quantified, with very good agreement between potentials obtained under all experimental conditions.\u0000</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"5392647","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 7
The measurement of binding affinities by NMR chemical shift perturbation 用核磁共振化学位移微扰测量结合亲和
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-08-03 DOI: 10.1007/s10858-022-00402-3
Billy Hobbs, Jack Drant, Mike P. Williamson
{"title":"The measurement of binding affinities by NMR chemical shift perturbation","authors":"Billy Hobbs,&nbsp;Jack Drant,&nbsp;Mike P. Williamson","doi":"10.1007/s10858-022-00402-3","DOIUrl":"10.1007/s10858-022-00402-3","url":null,"abstract":"<div><p>We have carried out chemical shift perturbation titrations on three contrasting proteins. The resulting chemical shifts have been analysed to determine the best way to fit the data, and it is concluded that a simultaneous fitting of all raw shift data to a single dissociation constant is both the most accurate and the most precise method. It is shown that the optimal weighting of <sup>15</sup>N chemical shifts to <sup>1</sup>H chemical shifts is protein dependent, but is around the consensus value of 0.14. We show that chemical shift changes of individual residues can be fit to give residue-specific affinities. Residues with affinities significantly stronger than average are found in close contact with the ligand and are suggested to form a rigid contact surface, but only when the binding involves little conformational change. This observation may be of value in analysing binding and conformational change.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-08-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00402-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4112561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Proton TOCSY NMR relaxation rates quantitate protein side chain mobility in the Pin1 WW domain 质子TOCSY核磁共振弛豫率定量蛋白侧链迁移在Pin1 WW结构域
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-07-21 DOI: 10.1007/s10858-022-00400-5
Gaddafi I. Danmaliki, Peter M. Hwang
{"title":"Proton TOCSY NMR relaxation rates quantitate protein side chain mobility in the Pin1 WW domain","authors":"Gaddafi I. Danmaliki,&nbsp;Peter M. Hwang","doi":"10.1007/s10858-022-00400-5","DOIUrl":"10.1007/s10858-022-00400-5","url":null,"abstract":"<div><p>Protein side chain dynamics play a vital role in many biological processes, but differentiating mobile from rigid side chains remains a technical challenge in structural biology. Solution NMR spectroscopy is ideally suited for this but suffers from limited signal-to-noise, signal overlap, and a need for fractional <sup>13</sup>C or <sup>2</sup>H labeling. Here we introduce a simple strategy measuring initial <sup>1</sup>H relaxation rates during a <sup>1</sup>H TOCSY sequence like DIPSI-2, which can be appended to the beginning of any multi-dimensional NMR sequence that begins on <sup>1</sup>H. The TOCSY RF field compels all <sup>1</sup>H atoms to behave similarly under the influence of strong coupling and rotating frame cross-relaxation, so that differences in relaxation rates are due primarily to side chain mobility. We apply the scheme to a thermostable mutant Pin1 WW domain and demonstrate that the observed <sup>1</sup>H relaxation rates correlate well with two independent NMR measures of side-chain dynamics, cross-correlated <sup>13</sup>C relaxation rates in <sup>13</sup>C<sup>β</sup>H<sub>2</sub> methylene groups and maximum observable <sup>3</sup>J couplings sensitive to the χ<sub>1</sub> side chain dihedral angle (<sup>3</sup>J<sub>Hα,Hβ</sub>, <sup>3</sup>J<sub>N,Hβ</sub>, and <sup>3</sup>J<sub>CO,Hβ</sub>). The most restricted side chains belong to Trp26 and Asn40, which are closely packed to constitute the folding center of the WW domain. None of the other conserved aromatic residues is as immobile as the first tryptophan side chain of the WW domain. The proposed <sup>1</sup>H relaxation methodology should make it relatively easy to measure side chain dynamics on uniformly <sup>15</sup>N- or <sup>13</sup>C-labeled proteins, so long as chemical shift assignments are obtainable.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00400-5.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4824292","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Distinct stereospecific effect of chiral tether between a tag and protein on the rigidity of paramagnetic tag 标签与蛋白质之间的手性系链对顺磁标签刚性的立体特异性影响
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-07-16 DOI: 10.1007/s10858-022-00399-9
Jia-Liang Chen, Bin Li, Bo Ma, Xun-Cheng Su
{"title":"Distinct stereospecific effect of chiral tether between a tag and protein on the rigidity of paramagnetic tag","authors":"Jia-Liang Chen,&nbsp;Bin Li,&nbsp;Bo Ma,&nbsp;Xun-Cheng Su","doi":"10.1007/s10858-022-00399-9","DOIUrl":"10.1007/s10858-022-00399-9","url":null,"abstract":"<div><p>Flexibility between the paramagnetic tag and its protein conjugates is a common yet unresolved issue in the applications of paramagnetic NMR spectroscopy in biological systems. The flexibility greatly attenuates the magnetic anisotropy and compromises paramagnetic effects especially for pseudocontact shift and residual dipolar couplings. Great efforts have been made to improve the rigidity of paramagnetic tag in the protein conjugates, however, the effect of local environment vicinal to the protein ligation site on the paramagnetic effects remains poorly understood. In the present work, the stereospecific effect of chiral tether between the protein and a tag on the paramagnetic effects produced by the tag attached via a D- and L-type linker between the protein and paramagnetic metal chelating moiety was assessed. The remarkable chiral effect of the D- and L-type tether between the tag and the protein on the rigidity of paramagnetic tag is disclosed in a number of protein-tag-Ln complexes. The chiral tether formed between the D-type tag and L-type protein surface minimizes the effect of the local environment surrounding the ligation site on the averaging of paramagnetic tag, which is helpful to preserve the rigidity of a paramagnetic tag in the protein conjugates.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-07-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4939669","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Metabolic15N labeling of the N-glycosylated immunoglobulin G1 Fc with an engineered Saccharomyces cerevisiae strain 用工程酿酒酵母菌株对n -糖基化免疫球蛋白G1 Fc进行代谢标记
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-07-08 DOI: 10.1007/s10858-022-00397-x
Anjali Shenoy, Alexander R. Davis, Elijah T. Roberts, I. Jonathan Amster, Adam W. Barb
{"title":"Metabolic15N labeling of the N-glycosylated immunoglobulin G1 Fc with an engineered Saccharomyces cerevisiae strain","authors":"Anjali Shenoy,&nbsp;Alexander R. Davis,&nbsp;Elijah T. Roberts,&nbsp;I. Jonathan Amster,&nbsp;Adam W. Barb","doi":"10.1007/s10858-022-00397-x","DOIUrl":"10.1007/s10858-022-00397-x","url":null,"abstract":"<div><p>The predominant protein expression host for NMR spectroscopy is <i>Escherichia coli</i>, however, it does not synthesize appropriate post-translation modifications required for mammalian protein function and is not ideal for expressing naturally secreted proteins that occupy an oxidative environment. Mammalian expression platforms can address these limitations; however, these are not amenable to cost-effective uniform <sup>15</sup> N labeling resulting from highly complex growth media requirements. Yeast expression platforms combine the simplicity of bacterial expression with the capabilities of mammalian platforms, however yeasts require optimization prior to isotope labeling. Yeast expression will benefit from methods to boost protein expression levels and developing labeling conditions to facilitate growth and high isotope incorporation within the target protein. In this work, we describe a novel platform based on the yeast <i>Saccharomyces cerevisiae</i> that simultaneously expresses the Kar2p chaperone and protein disulfide isomerase in the ER to facilitate the expression of secreted proteins. Furthermore, we developed a growth medium for uniform <sup>15</sup> N labeling. We recovered 2.2 mg/L of uniformly <sup>15</sup> N-labeled human immunoglobulin (Ig)G1 Fc domain with 90.6% <sup>15</sup> N labeling. NMR spectroscopy revealed a high degree of similarity between the yeast and mammalian-expressed IgG1 Fc domains. Furthermore, we were able to map the binding interaction between IgG1 Fc and the Z domain through chemical shift perturbations. This platform represents a novel cost-effective strategy for <sup>15</sup> N-labeled immunoglobulin fragments.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-07-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00397-x.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4341619","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The time-zero HSQC method improves the linear free energy relationship of a polypeptide chain through the accurate measurement of residue-specific equilibrium constants 时间零HSQC方法通过精确测量残基特定平衡常数,改善了多肽链的线性自由能关系
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-06-14 DOI: 10.1007/s10858-022-00396-y
Seiichiro Hayashi, Daisuke Kohda
{"title":"The time-zero HSQC method improves the linear free energy relationship of a polypeptide chain through the accurate measurement of residue-specific equilibrium constants","authors":"Seiichiro Hayashi,&nbsp;Daisuke Kohda","doi":"10.1007/s10858-022-00396-y","DOIUrl":"10.1007/s10858-022-00396-y","url":null,"abstract":"<div><p>EXSY (exchange spectroscopy) NMR provides the residue-specific equilibrium constants, <i>K</i>, and residue-specific kinetic rate constants, <i>k</i>, of a polypeptide chain in a two-state exchange in the slow exchange regime. A linear free energy relationship (LFER) discovered in a log <i>k</i> versus log <i>K</i> plot is considered to be a physicochemical basis for smooth folding and conformational changes of protein molecules. For accurate determination of the thermodynamic and kinetic parameters, the measurement bias arising from state-specific differences in the R<sub>1</sub> and R<sub>2</sub> relaxation rates of <sup>1</sup>H and other nuclei in HSQC and EXSY experiments must be minimized. Here, we showed that the time-zero HSQC acquisition scheme (HSQC0) is effective for this purpose, in combination with a special analytical method (Π analysis) for EXSY. As an example, we applied the HSQC0 + Π method to the two-state exchange of nukacin ISK-1 in an aqueous solution. Nukacin ISK-1 is a 27-residue lantibiotic peptide containing three mono-sulfide linkages. The resultant bias-free residue-based LFER provided valuable insights into the transition state of the topological interconversion of nukacin ISK-1. We found that two amino acid residues were exceptions in the residue-based LFER relationship. We inferred that the two residues could adopt special conformations in the transition state, to allow the threading of some side chains through a ring structure formed by one of the mono-sulfide linkages. In this context, the two residues are a useful target for the manipulation of the physicochemical properties and biological activities of nukacin ISK-1.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-06-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4578155","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Towards autonomous analysis of chemical exchange saturation transfer experiments using deep neural networks 基于深度神经网络的化学交换饱和转移实验自主分析
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-05-27 DOI: 10.1007/s10858-022-00395-z
Gogulan Karunanithy, Tairan Yuwen, Lewis E. Kay, D. Flemming Hansen
{"title":"Towards autonomous analysis of chemical exchange saturation transfer experiments using deep neural networks","authors":"Gogulan Karunanithy,&nbsp;Tairan Yuwen,&nbsp;Lewis E. Kay,&nbsp;D. Flemming Hansen","doi":"10.1007/s10858-022-00395-z","DOIUrl":"10.1007/s10858-022-00395-z","url":null,"abstract":"<div><p>Macromolecules often exchange between functional states on timescales that can be accessed with NMR spectroscopy and many NMR tools have been developed to characterise the kinetics and thermodynamics of the exchange processes, as well as the structure of the conformers that are involved. However, analysis of the NMR data that report on exchanging macromolecules often hinges on complex least-squares fitting procedures as well as human experience and intuition, which, in some cases, limits the widespread use of the methods. The applications of deep neural networks (DNNs) and artificial intelligence have increased significantly in the sciences, and recently, specifically, within the field of biomolecular NMR, where DNNs are now available for tasks such as the reconstruction of sparsely sampled spectra, peak picking, and virtual decoupling. Here we present a DNN for the analysis of chemical exchange saturation transfer (CEST) data reporting on two- or three-site chemical exchange involving sparse state lifetimes of between approximately 3–60 ms, the range most frequently observed via experiment. The work presented here focuses on the <sup>1</sup>H CEST class of methods that are further complicated, in relation to applications to other nuclei, by anti-phase features. The developed DNNs accurately predict the chemical shifts of nuclei in the exchanging species directly from anti-phase <sup>1</sup>H<sup>N</sup> CEST profiles, along with an uncertainty associated with the predictions. The performance of the DNN was quantitatively assessed using both synthetic and experimental anti-phase CEST profiles. The assessments show that the DNN accurately determines chemical shifts and their associated uncertainties. The DNNs developed here do not contain any parameters for the end-user to adjust and the method therefore allows for autonomous analysis of complex NMR data that report on conformational exchange.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00395-z.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"5054696","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 6
Ligand-induced structural transitions combined with paramagnetic ions facilitate unambiguous NMR assignments of methyl groups in large proteins 配体诱导的结构转变与顺磁离子结合,促进了大蛋白质中甲基的明确核磁共振分配
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-04-10 DOI: 10.1007/s10858-022-00394-0
Lars Mühlberg, Tuncay Alarcin, Thorben Maass, Robert Creutznacher, Richard Küchler, Alvaro Mallagaray
{"title":"Ligand-induced structural transitions combined with paramagnetic ions facilitate unambiguous NMR assignments of methyl groups in large proteins","authors":"Lars Mühlberg,&nbsp;Tuncay Alarcin,&nbsp;Thorben Maass,&nbsp;Robert Creutznacher,&nbsp;Richard Küchler,&nbsp;Alvaro Mallagaray","doi":"10.1007/s10858-022-00394-0","DOIUrl":"10.1007/s10858-022-00394-0","url":null,"abstract":"<div><p>NMR spectroscopy allows the study of biomolecules in close-to-native conditions. Structural information can be inferred from the NMR spectra when an assignment is available. Protein assignment is usually a time-consuming task, being specially challenging in the case of large, supramolecular systems. Here, we present an extension of existing state-of-the-art strategies for methyl group assignment that partially overcomes signal overlapping and other difficulties associated to isolated methyl groups. Our approach exploits the ability of proteins to populate two or more conformational states, allowing for unique NOE restraints in each protein conformer. The method is compatible with automated assignment algorithms, granting assignments beyond the limits of a single protein state. The approach also benefits from long-range structural restraints obtained from metal-induced pseudocontact shifts (PCS) and paramagnetic relaxation enhancements (PREs). We illustrate the method with the complete assignment of the 199 methyl groups of a MIL<sup>proS</sup>V<sup>proS</sup>AT methyl-labeled sample of the UDP-glucose pyrophosphorylase enzyme from <i>Leishmania major</i> (LmUGP). Protozoan parasites of the genus <i>Leishmania</i> causes Leishmaniasis, a neglected disease affecting over 12 million people worldwide. LmUGP is responsible for the de novo biosynthesis of uridine diphosphate-glucose, a precursor in the biosynthesis of the dense surface glycocalyx involved in parasite survival and infectivity. NMR experiments with LmUGP and related enzymes have the potential to unravel new insights in the host resistance mechanisms used by <i>Leishmania major</i>. Our efforts will help in the development of selective and efficient drugs against <i>Leishmania</i>.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00394-0.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4410929","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Fundamental and practical aspects of machine learning for the peak picking of biomolecular NMR spectra 生物分子核磁共振波谱峰拾取的机器学习的基本和实际方面
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-04-07 DOI: 10.1007/s10858-022-00393-1
Da-Wei Li, Alexandar L. Hansen, Lei Bruschweiler-Li, Chunhua Yuan, Rafael Brüschweiler
{"title":"Fundamental and practical aspects of machine learning for the peak picking of biomolecular NMR spectra","authors":"Da-Wei Li,&nbsp;Alexandar L. Hansen,&nbsp;Lei Bruschweiler-Li,&nbsp;Chunhua Yuan,&nbsp;Rafael Brüschweiler","doi":"10.1007/s10858-022-00393-1","DOIUrl":"10.1007/s10858-022-00393-1","url":null,"abstract":"<div><p>Rapid progress in machine learning offers new opportunities for the automated analysis of multidimensional NMR spectra ranging from protein NMR to metabolomics applications. Most recently, it has been demonstrated how deep neural networks (DNN) designed for spectral peak picking are capable of deconvoluting highly crowded NMR spectra rivaling the facilities of human experts. Superior DNN-based peak picking is one of a series of critical steps during NMR spectral processing, analysis, and interpretation where machine learning is expected to have a major impact. In this perspective, we lay out some of the unique strengths as well as challenges of machine learning approaches in this new era of automated NMR spectral analysis. Such a discussion seems timely and should help define common goals for the NMR community, the sharing of software tools, standardization of protocols, and calibrate expectations. It will also help prepare for an NMR future where machine learning and artificial intelligence tools will be common place.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00393-1.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4285376","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 9
77Se-13C based dipolar correlation experiments to map selenium sites in microcrystalline proteins 基于77Se-13C的偶极相关实验在微晶蛋白中定位硒位点
IF 2.7 3区 生物学
Journal of Biomolecular NMR Pub Date : 2022-03-23 DOI: 10.1007/s10858-022-00390-4
Caitlin M. Quinn, Shiping Xu, Guangjin Hou, Qingqing Chen, Deepak Sail, R. Andrew Byrd, Sharon Rozovsky
{"title":"77Se-13C based dipolar correlation experiments to map selenium sites in microcrystalline proteins","authors":"Caitlin M. Quinn,&nbsp;Shiping Xu,&nbsp;Guangjin Hou,&nbsp;Qingqing Chen,&nbsp;Deepak Sail,&nbsp;R. Andrew Byrd,&nbsp;Sharon Rozovsky","doi":"10.1007/s10858-022-00390-4","DOIUrl":"10.1007/s10858-022-00390-4","url":null,"abstract":"<div><p>Sulfur-containing sites in proteins are of great importance for both protein structure and function, including enzymatic catalysis, signaling pathways, and recognition of ligands and protein partners. Selenium-77 is an NMR active spin-1/2 nucleus that shares many physiochemical properties with sulfur and can be readily introduced into proteins at sulfur sites without significant perturbations to the protein structure. The sulfur-containing amino acid methionine is commonly found at protein–protein or protein–ligand binding sites. Its selenium-containing counterpart, selenomethionine, has a broad chemical shift dispersion useful for NMR-based studies of complex systems. Methods such as (<sup>1</sup>H)-<sup>77</sup>Se-<sup>13</sup>C double cross polarization or {<sup>77</sup>Se}-<sup>13</sup>C REDOR could be valuable to map the local environment around selenium sites in proteins but have not been demonstrated to date. In this work, we explore these dipolar transfer mechanisms for structural characterization of the GB1 V39SeM variant of the model protein GB1 and demonstrate that <sup>77</sup>Se-<sup>13</sup>C based correlations can be used to map the local environment around selenium sites in proteins. We have found that the general detection limit is ~ 5 Å, but longer range distances up to ~ 7 Å can be observed as well. This study establishes a framework for the future characterization of selenium sites at protein–protein or protein–ligand binding interfaces.\u0000</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":null,"pages":null},"PeriodicalIF":2.7,"publicationDate":"2022-03-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00390-4.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4906123","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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