Journal of Biomolecular NMR最新文献

{"title":"1H-detected characterization of carbon–carbon networks in highly flexible protonated biomolecules using MAS NMR","authors":"Salima Bahri,&nbsp;Adil Safeer,&nbsp;Agnes Adler,&nbsp;Hanneke Smedes,&nbsp;Hugo van Ingen,&nbsp;Marc Baldus","doi":"10.1007/s10858-023-00415-6","DOIUrl":"10.1007/s10858-023-00415-6","url":null,"abstract":"<div><p>In the last three decades, the scope of solid-state NMR has expanded to exploring complex biomolecules, from large protein assemblies to intact cells at atomic-level resolution. This diversity in macromolecules frequently features highly flexible components whose insoluble environment precludes the use of solution NMR to study their structure and interactions. While High-resolution Magic-Angle Spinning (HR-MAS) probes offer the capacity for gradient-based ¹H-detected spectroscopy in solids, such probes are not commonly used for routine MAS NMR experiments. As a result, most exploration of the flexible regime entails either ¹³C-detected experiments, the use of partially perdeuterated systems, or ultra-fast MAS. Here we explore proton-detected pulse schemes probing through-bond ¹³C–¹³C networks to study mobile protein sidechains as well as polysaccharides in a broadband manner. We demonstrate the use of such schemes to study a mixture of microtubule-associated protein (MAP) tau and human microtubules (MTs), and the cell wall of the fungus <i>Schizophyllum commune</i> using 2D and 3D spectroscopy, to show its viability for obtaining unambiguous correlations using standard fast-spinning MAS probes at high and ultra-high magnetic fields.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 3","pages":"111 - 119"},"PeriodicalIF":2.7,"publicationDate":"2023-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-023-00415-6.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4346299","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}

{"title":"Efficient 18.8 T MAS-DNP NMR reveals hidden side chains in amyloid fibrils","authors":"Alons Lends,&nbsp;Nicolas Birlirakis,&nbsp;Xinyi Cai,&nbsp;Asen Daskalov,&nbsp;Jayakrishna Shenoy,&nbsp;Muhammed Bilal Abdul-Shukkoor,&nbsp;Mélanie Berbon,&nbsp;Fabien Ferrage,&nbsp;Yangping Liu,&nbsp;Antoine Loquet,&nbsp;Kong Ooi Tan","doi":"10.1007/s10858-023-00416-5","DOIUrl":"10.1007/s10858-023-00416-5","url":null,"abstract":"<div><p>Amyloid fibrils are large and insoluble protein assemblies composed of a rigid core associated with a cross-β arrangement rich in β-sheet structural elements. It has been widely observed in solid-state NMR experiments that semi-rigid protein segments or side chains do not yield easily observable NMR signals at room temperature. The reasons for the missing peaks may be due to the presence of unfavorable dynamics that interfere with NMR experiments, which result in very weak or unobservable NMR signals. Therefore, for amyloid fibrils, semi-rigid and dynamically disordered segments flanking the amyloid core are very challenging to study. Here, we show that high-field dynamic nuclear polarization (DNP), an NMR hyperpolarization technique typically performed at low temperatures, can circumvent this issue because (i) the low-temperature environment (~ 100 K) slows down the protein dynamics to escape unfavorable detection regime, (ii) DNP improves the overall NMR sensitivity including those of flexible side chains, and (iii) efficient cross-effect DNP biradicals (SNAPol-1) optimized for high-field DNP (≥ 18.8 T) are employed to offer high sensitivity and resolution suitable for biomolecular NMR applications. By combining these factors, we have successfully established an impressive enhancement factor of ε ~ 50 on amyloid fibrils using an 18.8 T/ 800 MHz magnet. We have compared the DNP efficiencies of M-TinyPol, NATriPol-3, and SNAPol-1 biradicals on amyloid fibrils. We found that SNAPol-1 (with ε ~ 50) outperformed the other two radicals. The MAS DNP experiments revealed signals of flexible side chains previously inaccessible at conventional room-temperature experiments. These results demonstrate the potential of MAS-DNP NMR as a valuable tool for structural investigations of amyloid fibrils, particularly for side chains and dynamically disordered segments otherwise hidden at room temperature.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 3","pages":"121 - 130"},"PeriodicalIF":2.7,"publicationDate":"2023-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4348719","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}

{"title":"Non-uniform sampling of similar NMR spectra and its application to studies of the interaction between alpha-synuclein and liposomes","authors":"Alexandra Shchukina,&nbsp;Thomas C. Schwarz,&nbsp;Michał Nowakowski,&nbsp;Robert Konrat,&nbsp;Krzysztof Kazimierczuk","doi":"10.1007/s10858-023-00418-3","DOIUrl":"10.1007/s10858-023-00418-3","url":null,"abstract":"<div><p>The accelerated acquisition of multidimensional NMR spectra using sparse non-uniform sampling (NUS) has been widely adopted in recent years. The key concept in NUS is that a major part of the data is omitted during measurement, and then reconstructed using, for example, compressed sensing (CS) methods. CS requires spectra to be compressible, that is, they should contain relatively few “significant” points. The more compressible the spectrum, the fewer experimental NUS points needed in order for it to be accurately reconstructed. In this paper we show that the CS processing of similar spectra can be enhanced by reconstructing only the differences between them. Accurate reconstruction can be obtained at lower sampling levels as the difference is sparser than the spectrum itself. In many situations this method is superior to “conventional” compressed sensing. We exemplify the concept of “difference CS” with one such case—the study of alpha-synuclein binding to liposomes and its dependence on temperature. To obtain information on temperature-dependent transitions between different states, we need to acquire several dozen spectra at various temperatures, with and without the presence of liposomes. Our detailed investigation reveals that changes in the binding modes of the alpha-synuclein ensemble are not only temperature-dependent but also show non-linear behavior in their transitions. Our proposed CS processing approach dramatically reduces the number of NUS points required and thus significantly shortens the experimental time.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 4","pages":"149 - 163"},"PeriodicalIF":2.7,"publicationDate":"2023-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-023-00418-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"5020485","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}

{"title":"A methyl-TROSY based 13C relaxation dispersion NMR experiment for studies of chemical exchange in proteins","authors":"Vitali Tugarinov,&nbsp;James L. Baber,&nbsp;G. Marius Clore","doi":"10.1007/s10858-023-00413-8","DOIUrl":"10.1007/s10858-023-00413-8","url":null,"abstract":"<div><p>A methyl Transverse Relaxation Optimized Spectroscopy (methyl-TROSY) based, multiple quantum (MQ) ¹³C Carr-Purcell-Meiboom-Gill (CPMG) relaxation dispersion NMR experiment is described. The experiment is derived from the previously developed MQ ¹³C–¹H CPMG scheme (Korzhnev in J Am Chem Soc 126: 3964–73, 2004) supplemented with a CPMG train of refocusing ¹H pulses applied with constant frequency and synchronized with the ¹³C CPMG pulse train. The optimal ¹H ‘decoupling’ scheme that minimizes the amount of fast-relaxing methyl MQ magnetization present during CPMG intervals, makes use of an XY-4 phase cycling of the refocusing composite ¹H pulses. For small-to-medium sized proteins, the MQ ¹³C CPMG experiment has the advantage over its single quantum (SQ) ¹³C counterpart of significantly reducing intrinsic, exchange-free relaxation rates of methyl coherences. For high molecular weight proteins, the MQ ¹³C CPMG experiment eliminates complications in the interpretation of MQ ¹³C–¹H CPMG relaxation dispersion profiles arising from contributions to exchange from differences in methyl ¹H chemical shifts between ground and excited states. The MQ ¹³C CPMG experiment is tested on two protein systems: (1) a triple mutant of the Fyn SH3 domain that interconverts slowly on the chemical shift time scale between the major folded state and an excited state folding intermediate; and (2) the 82-kDa enzyme Malate Synthase G (MSG), where chemical exchange at individual Ile δ1 methyl positions occurs on a much faster time-scale.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 3","pages":"83 - 91"},"PeriodicalIF":2.7,"publicationDate":"2023-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-023-00413-8.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"5316525","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}

{"title":"NMR detection and conformational dependence of two, three, and four-bond isotope shifts due to deuteration of backbone amides","authors":"Andrei T. Alexandrescu,&nbsp;Aurelio J. Dregni,&nbsp;Carolyn M. Teschke","doi":"10.1007/s10858-023-00414-7","DOIUrl":"10.1007/s10858-023-00414-7","url":null,"abstract":"<div><p>NMR isotope shifts occur due to small differences in nuclear shielding when nearby atoms are different isotopes. For molecules dissolved in 1:1 H₂O:D₂O, the resulting mixture of N-H and N-D isotopes leads to a small splitting of resonances from adjacent nuclei. We used multidimensional NMR to measure isotope shifts for the proteins CUS-3iD and CspA. We observed four-bond ⁴∆N(ND) isotope shifts in high-resolution 2D ¹⁵N-TROSY experiments of the perdeuterated proteins that correlate with the torsional angle psi. Three-bond ³∆C’(ND) isotope shifts detected in H(N)CO spectra correlate with the intraresidue H-O distance, and to a lesser extent with the dihedral angle phi. The conformational dependence of the isotope shifts agree with those previously reported in the literature. Both the ⁴∆N(ND) and ³∆C’(ND) isotope shifts are sensitive to distances between the atoms giving rise to the isotope shifts and the atoms experiencing the splitting, however, these distances are strongly correlated with backbone dihedral angles making it difficult to resolve distance from stereochemical contributions to the isotope shift. H(NCA)CO spectra were used to measure two-bond ²∆C’(ND) isotope shifts and [D]/[H] fractionation factors. Neither parameter showed significant differences for hydrogen-bonded sites, or changes over a 25° temperature range, suggesting they are not sensitive to hydrogen bonding. Finally, the quartet that arises from the combination of ²∆C’(ND) and ³∆C’(ND) isotope shifts in H(CA)CO spectra was used to measure synchronized hydrogen exchange for the sequence neighbors A315-S316 in the protein CUS-3iD. In many of our experiments we observed minor resonances due to the 10% D₂O used for the sample deuterium lock, indicating isotope shifts can be a source of spectral heterogeneity in standard NMR experiments. We suggest that applications of isotope shifts such as conformational analysis and correlated hydrogen exchange could benefit from the larger magnetic fields becoming available.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 3","pages":"93 - 109"},"PeriodicalIF":2.7,"publicationDate":"2023-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4919257","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}

{"title":"Sparse pseudocontact shift NMR data obtained from a non-canonical amino acid-linked lanthanide tag improves integral membrane protein structure prediction","authors":"Kaitlyn V. Ledwitch,&nbsp;Georg Künze,&nbsp;Jacob R. McKinney,&nbsp;Elleansar Okwei,&nbsp;Katherine Larochelle,&nbsp;Lisa Pankewitz,&nbsp;Soumya Ganguly,&nbsp;Heather L. Darling,&nbsp;Irene Coin,&nbsp;Jens Meiler","doi":"10.1007/s10858-023-00412-9","DOIUrl":"10.1007/s10858-023-00412-9","url":null,"abstract":"<div><p>A single experimental method alone often fails to provide the resolution, accuracy, and coverage needed to model integral membrane proteins (IMPs). Integrating computation with experimental data is a powerful approach to supplement missing structural information with atomic detail. We combine RosettaNMR with experimentally-derived paramagnetic NMR restraints to guide membrane protein structure prediction. We demonstrate this approach using the disulfide bond formation protein B (DsbB), an α-helical IMP. Here, we attached a cyclen-based paramagnetic lanthanide tag to an engineered non-canonical amino acid (ncAA) using a copper-catalyzed azide-alkyne cycloaddition (CuAAC) click chemistry reaction. Using this tagging strategy, we collected 203 backbone H^N pseudocontact shifts (PCSs) for three different labeling sites and used these as input to guide <i>de novo</i> membrane protein structure prediction protocols in Rosetta. We find that this sparse PCS dataset combined with 44 long-range NOEs as restraints in our calculations improves structure prediction of DsbB by enhancements in model accuracy, sampling, and scoring. The inclusion of this PCS dataset improved the Cα-RMSD transmembrane segment values of the best-scoring and best-RMSD models from 9.57 Å and 3.06 Å (no NMR data) to 5.73 Å and 2.18 Å, respectively.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 3","pages":"69 - 82"},"PeriodicalIF":2.7,"publicationDate":"2023-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-023-00412-9.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4490545","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}

{"title":"Assessing the applicability of 19F labeled tryptophan residues to quantify protein dynamics","authors":"Christina Krempl,&nbsp;Remco Sprangers","doi":"10.1007/s10858-022-00411-2","DOIUrl":"10.1007/s10858-022-00411-2","url":null,"abstract":"<div><p>Nuclear magnetic resonance (NMR) spectroscopy is uniquely suited to study the dynamics of biomolecules in solution. Most NMR studies exploit the spins of proton, carbon and nitrogen isotopes, as these atoms are highly abundant in proteins and nucleic acids. As an alternative and complementary approach, fluorine atoms can be introduced into biomolecules at specific sites of interest. These labels can then be used as sensitive probes for biomolecular structure, dynamics or interactions. Here, we address if the replacement of tryptophan with 5-fluorotryptophan residues has an effect on the overall dynamics of proteins and if the introduced fluorine probe is able to accurately report on global exchange processes. For the four different model proteins (KIX, Dcp1, Dcp2 and DcpS) that we examined, we established that ¹⁵N CPMG relaxation dispersion or EXSY profiles are not affected by the 5-fluorotryptophan, indicating that this replacement of a proton with a fluorine has no effect on the protein motions. However, we found that the motions that the 5-fluorotryptophan reports on can be significantly faster than the backbone motions. This implies that care needs to be taken when interpreting fluorine relaxation data in terms of global protein motions. In summary, our results underscore the great potential of fluorine NMR methods, but also highlight potential pitfalls that need to be considered.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 1-2","pages":"55 - 67"},"PeriodicalIF":2.7,"publicationDate":"2023-01-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00411-2.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4572563","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}

{"title":"Three segment ligation of a 104 kDa multi-domain protein by SrtA and OaAEP1","authors":"Stephan B. Azatian,&nbsp;Marella D. Canny,&nbsp;Michael P. Latham","doi":"10.1007/s10858-022-00409-w","DOIUrl":"10.1007/s10858-022-00409-w","url":null,"abstract":"<div><p>NMR spectroscopy is an excellent tool for studying protein structure and dynamics which provides a deeper understanding of biological function. As the size of the biomolecule of interest increases, it can become advantageous to dilute the number of observed signals in the NMR spectrum to decrease spectral overlap and increase resolution. One way to limit the number of resonances in the NMR data is by selectively labeling a smaller domain within the larger macromolecule, a process called segmental isotopic labeling. Many examples of segmental isotopic labeling have been described where two segments of a protein are ligated together by chemical or enzymatic means, but there are far fewer descriptions of a three or more segment ligation reaction. Herein, we describe an enzymatic segmental labeling scheme that combines the widely used Sortase A and more recently described OaAEP1 for a two site ligation strategy. In preparation to study proposed long-range allostery in the 104 kDa DNA damage repair protein Rad50, we ligated side-chain methyl group labeled Zn Hook domain between two long segments of otherwise unlabeled <i>P.furiosus</i> Rad50. Enzymatic activity data demonstrated that the scars resulting from the ligation reactions did not affect Rad50 function within the Mre11-Rad50 DNA double strand break repair complex. Finally, methyl-based NMR spectroscopy confirmed the formation of the full-length ligated protein. Our strategy highlights the strengths of OaAEP1 for segmental labeling, namely faster reaction times and a smaller recognition sequence, and provides a straightforward template for using these two enzymes in multisite segmental labeling reactions.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 1-2","pages":"25 - 37"},"PeriodicalIF":2.7,"publicationDate":"2022-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00409-w.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4814291","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}

{"title":"Water irradiation devoid pulses enhance the sensitivity of 1H,1H nuclear Overhauser effects","authors":"V. S. Manu,&nbsp;Cristina Olivieri,&nbsp;Gianluigi Veglia","doi":"10.1007/s10858-022-00407-y","DOIUrl":"10.1007/s10858-022-00407-y","url":null,"abstract":"<div><p>The nuclear Overhauser effect (NOE) is one of NMR spectroscopy's most important and versatile parameters. NOE is routinely utilized to determine the structures of medium-to-large size biomolecules and characterize protein–protein, protein–RNA, protein–DNA, and protein–ligand interactions in aqueous solutions. Typical [¹H,¹H] NOESY pulse sequences incorporate water suppression schemes to reduce the water signal that dominates ¹H-detected spectra and minimize NOE intensity losses due to unwanted polarization exchange between water and labile protons. However, at high- and ultra-high magnetic fields, the excitation of the water signal during the execution of the NOESY pulse sequences may cause significant attenuation of NOE cross-peak intensities. Using an evolutionary algorithm coupled with artificial intelligence, we recently designed high-fidelity pulses [<i>W</i>ater irr<i>A</i>diation <i>DE</i>void (WADE) pulses] that elude water excitation and irradiate broader bandwidths relative to commonly used pulses. Here, we demonstrate that WADE pulses, implemented into the 2D [¹H,¹H] NOESY experiments, increase the intensity of the NOE cross-peaks for labile and, to a lesser extent, non-exchangeable protons. We applied the new 2D [¹H,¹H] WADE-NOESY pulse sequence to two well-folded, medium-size proteins, i.e., the K48C mutant of ubiquitin and the Raf kinase inhibitor protein. We observed a net increase of the NOE intensities varying from 30 to 170% compared to the commonly used NOESY experiments. The new WADE pulses can be easily engineered into 2D and 3D homo- and hetero-nuclear NOESY pulse sequences to boost their sensitivity.</p></div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 1-2","pages":"1 - 14"},"PeriodicalIF":2.7,"publicationDate":"2022-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4745842","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}

{"title":"Efficiently driving protein-based fragment screening and lead discovery using two-dimensional NMR","authors":"Chen Peng,&nbsp;Andrew T. Namanja,&nbsp;Eva Munoz,&nbsp;Haihong Wu,&nbsp;Thomas E. Frederick,&nbsp;Mitcheell Maestre-Martinez,&nbsp;Isaac Iglesias Fernandez,&nbsp;Qi Sun,&nbsp;Carlos Cobas,&nbsp;Chaohong Sun,&nbsp;Andrew M. Petros","doi":"10.1007/s10858-022-00410-3","DOIUrl":"10.1007/s10858-022-00410-3","url":null,"abstract":"<div><p>Fragment-based drug discovery (FBDD) and validation of small molecule binders using NMR spectroscopy is an established and widely used method in the early stages of drug discovery. Starting from a library of small compounds, ligand- or protein-observed NMR methods are employed to detect binders, typically weak, that become the starting points for structure–activity relationships (SAR) by NMR. Unlike the more frequently used ligand-observed 1D NMR techniques, protein-observed 2D ¹H-¹⁵N or ¹H-¹³C heteronuclear correlation (HSQC or HMQC) methods offer insights that include the mechanism of ligand engagement on the target and direct binding affinity measurements in addition to routine screening. We hereby present the development of a set of software tools within the MestReNova (Mnova) package for analyzing 2D NMR for FBDD and hit validation purposes. The package covers three main tasks: (1) unsupervised profiling of raw data to identify outlier data points to exclude in subsequent analyses; (2) batch processing of single-point spectra to identify and rank binders based on chemical shift perturbations or spectral peak intensity changes; and (3) batch processing of multiple titration series to derive binding affinities (<i>K</i>_D) by tracing the changes in peak locations or measuring global spectral changes. Toward this end, we implemented and evaluated a set of algorithms for automated peak tracing, spectral binning, and variance analysis by PCA, and a new tool for spectral data intensity comparison using ECHOS. The accuracy and speed of the tools are demonstrated on 2D NMR binding data collected on ligands used in the development of potential inhibitors of the anti-apoptotic MCL-1 protein.</p><h3>Graphical abstract</h3>\u0000 <figure><div><div><div><picture><source><img></source></picture></div></div></div></figure>\u0000 </div>","PeriodicalId":613,"journal":{"name":"Journal of Biomolecular NMR","volume":"77 1-2","pages":"39 - 53"},"PeriodicalIF":2.7,"publicationDate":"2022-12-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://link.springer.com/content/pdf/10.1007/s10858-022-00410-3.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"4526950","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}