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1.
ACS Phys Chem Au ; 3(2): 199-206, 2023 Mar 22.
Artículo en Inglés | MEDLINE | ID: mdl-36968444

RESUMEN

Protein dynamics are an intrinsically important factor when considering a protein's biological function. Understanding these motions is often limited through the use of static structure determination methods, namely, X-ray crystallography and cryo-EM. Molecular simulations have allowed for the prediction of global and local motions of proteins from these static structures. Nevertheless, determining local dynamics at residue-specific resolution through direct measurement remains crucial. Solid-state nuclear magnetic resonance (NMR) is a powerful tool for studying dynamics in rigid or membrane-bound biomolecules without prior structural knowledge with the help of relaxation parameters such as T 1 and T 1ρ. However, these provide only a combined result of amplitude and correlation times in the nanosecond-millisecond frequency range. Thus, direct and independent determination of the amplitude of motions might considerably improve the accuracy of dynamics studies. In an ideal situation, the use of cross-polarization would be the optimal method for measuring the dipolar couplings between chemically bound heterologous nuclei. This would unambiguously provide the amplitude of motion per residue. In practice, however, the inhomogeneity of the applied radio-frequency fields across the sample leads to significant errors. Here, we present a novel method to eliminate this issue through including the radio-frequency distribution map in the analysis. This allows for direct and accurate measurement of residue-specific amplitudes of motion. Our approach has been applied to the cytoskeletal protein BacA in filamentous form, as well as to the intramembrane protease GlpG in lipid bilayers.

2.
Magn Reson Chem ; 58(5): 445-465, 2020 05.
Artículo en Inglés | MEDLINE | ID: mdl-31691361

RESUMEN

Solid-state NMR (ssNMR) spectroscopy has evolved into a powerful method to obtain structural information and to study the dynamics of proteins at atomic resolution and under physiological conditions. The method is especially well suited to investigate insoluble and noncrystalline proteins that cannot be investigated easily by X-ray crystallography or solution NMR. To allow for detailed analysis of ssNMR data, the assignment of resonances to the protein atoms is essential. For this purpose, a set of three-dimensional (3D) spectra needs to be acquired. Band-selective homo-nuclear cross-polarization (BSH-CP) is an effective method for magnetization transfer between carbonyl carbon (CO) and alpha carbon (CA) atoms, which is an important transfer step in multidimensional ssNMR experiments. This tutorial describes the detailed procedure for the chemical shift assignment of the backbone atoms of 13 C-15 N-labeled proteins by BSH-CP-based 13 C-detected ssNMR experiments. A set of six 3D experiments is used for unambiguous assignment of the protein backbone as well as certain side-chain resonances. The tutorial especially addresses scientists with little experience in the field of ssNMR and provides all the necessary information for protein assignment in an efficient, time-saving approach.


Asunto(s)
Resonancia Magnética Nuclear Biomolecular/métodos , Proteínas/química , Estructura Terciaria de Proteína
3.
J Am Chem Soc ; 141(43): 17314-17321, 2019 10 30.
Artículo en Inglés | MEDLINE | ID: mdl-31603315

RESUMEN

Rhomboid proteases are intramembrane proteases that hydrolyze substrate peptide bonds within the lipid bilayer and are important for a wide range of biological processes. The bacterial intramembrane protease GlpG is one of the model systems for structural investigations of the rhomboid family. Two different models of substrate gating have been proposed, based on crystal structures of GlpG in detergent micelles. Here, we present a detailed investigation of enzymatically active GlpG in a native-like lipid environment using solid-state NMR spectroscopy. Proton-detected experiments confirm the presence of water molecules in the catalytic cavity. A secondary chemical shift analysis indicates a previously unobserved kink in the central part of the gating helix TM5. Dynamics measurements revealed a dynamic hotspot of GlpG at the N-terminal part of TM5 and the adjacent loop L4, indicating that this region is important for gating. In addition, relaxation dispersion experiments suggest that TM5 is in conformational exchange between an open and a closed conformation.


Asunto(s)
Proteínas de Unión al ADN/química , Endopeptidasas/química , Proteínas de Escherichia coli/química , Escherichia coli/química , Liposomas/química , Proteínas de la Membrana/química , Proteínas de Unión al ADN/metabolismo , Endopeptidasas/metabolismo , Escherichia coli/metabolismo , Proteínas de Escherichia coli/metabolismo , Espectroscopía de Resonancia Magnética , Proteínas de la Membrana/metabolismo , Modelos Moleculares , Conformación Proteica , Agua/química
4.
Sci Adv ; 5(7): eaaw6756, 2019 07.
Artículo en Inglés | MEDLINE | ID: mdl-31392272

RESUMEN

Ion conduction through potassium channels is a fundamental process of life. On the basis of crystallographic data, it was originally proposed that potassium ions and water molecules are transported through the selectivity filter in an alternating arrangement, suggesting a "water-mediated" knock-on mechanism. Later on, this view was challenged by results from molecular dynamics simulations that revealed a "direct" knock-on mechanism where ions are in direct contact. Using solid-state nuclear magnetic resonance techniques tailored to characterize the interaction between water molecules and the ion channel, we show here that the selectivity filter of a potassium channel is free of water under physiological conditions. Our results are fully consistent with the direct knock-on mechanism of ion conduction but contradict the previously proposed water-mediated knock-on mechanism.


Asunto(s)
Activación del Canal Iónico , Canales de Potasio/metabolismo , Agua/metabolismo , Secuencia de Aminoácidos , Permeabilidad de la Membrana Celular , Difusión , Canales de Potasio/química
5.
J Biomol NMR ; 73(6-7): 281-291, 2019 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-31028572

RESUMEN

Uropathogenic Escherichia coli invades and colonizes hosts by attaching to cells using adhesive pili on the bacterial surface. Although many biophysical techniques have been used to study the structure and mechanical properties of pili, many important details are still unknown. Here we use proton-detected solid-state NMR experiments to investigate solvent accessibility and structural dynamics. Deuterium back-exchange at labile sites of the perdeuterated, fully proton back-exchanged pili was conducted to investigate hydrogen/deuterium (H/D) exchange patterns of backbone amide protons in pre-assembled pili. We found distinct H/D exchange patterns in lateral and axial intermolecular interfaces in pili. Amide protons protected from H/D exchange in pili are mainly located in the core region of the monomeric subunit and in the lateral intermolecular interface, whereas the axial intermolecular interface and the exterior region of pili are highly exposed to H/D exchange. Additionally, we performed molecular dynamics simulations of the type 1 pilus rod and estimated the probability of H/D exchange based on hydrogen bond dynamics. The comparison of the experimental observables and simulation data provides insights into stability and mechanical properties of pili.


Asunto(s)
Deuterio/química , Proteínas Fimbrias/química , Hidrógeno/química , Simulación de Dinámica Molecular , Resonancia Magnética Nuclear Biomolecular , Protones , Algoritmos , Conformación Proteica
6.
Prog Nucl Magn Reson Spectrosc ; 109: 51-78, 2018 12.
Artículo en Inglés | MEDLINE | ID: mdl-30527136

RESUMEN

In the cellular environment, biomolecules assemble in large complexes which can act as molecular machines. Determining the structure of intact assemblies can reveal conformations and inter-molecular interactions that are only present in the context of the full assembly. Solid-state NMR (ssNMR) spectroscopy is a technique suitable for the study of samples with high molecular weight that allows the atomic structure determination of such large protein assemblies under nearly physiological conditions. This review provides a practical guide for the first steps of studying biological supra-molecular assemblies using ssNMR. The production of isotope-labeled samples is achievable via several means, which include recombinant expression, cell-free protein synthesis, extraction of assemblies directly from cells, or even the study of assemblies in whole cells in situ. Specialized isotope labeling schemes greatly facilitate the assignment of chemical shifts and the collection of structural data. Advanced strategies such as mixed, diluted, or segmental subunit labeling offer the possibility to study inter-molecular interfaces. Detailed and practical considerations are presented with respect to first setting up magic-angle spinning (MAS) ssNMR experiments, including the selection of the ssNMR rotor, different methods to best transfer the sample and prepare the rotor, as well as common and robust procedures for the calibration of the instrument. Diagnostic spectra to evaluate the resolution and sensitivity of the sample are presented. Possible improvements that can reduce sample heterogeneity and improve the quality of ssNMR spectra are reviewed.


Asunto(s)
Marcaje Isotópico/métodos , Espectroscopía de Resonancia Magnética/métodos , Resonancia Magnética Nuclear Biomolecular/métodos , Proteínas/química , Animales , Humanos
7.
J Magn Reson ; 283: 110-116, 2017 10.
Artículo en Inglés | MEDLINE | ID: mdl-28985499

RESUMEN

In this report we present site-specific measurements of amide hydrogen-deuterium exchange rates in a protein in the solid state phase by MAS NMR. Employing perdeuteration, proton detection and a high external magnetic field we could adopt the highly efficient Relax-EXSY protocol previously developed for liquid state NMR. According to this method, we measured the contribution of hydrogen exchange on apparent 15N longitudinal relaxation rates in samples with differing D2O buffer content. Differences in the apparent T1 times allowed us to derive exchange rates for multiple residues in the type III secretion system needle protein.


Asunto(s)
Medición de Intercambio de Deuterio/métodos , Deuterio/química , Hidrógeno/química , Espectroscopía de Resonancia Magnética/métodos , Amidas/química , Óxido de Deuterio , Campos Electromagnéticos , Intercambio Iónico , Modelos Moleculares , Isótopos de Nitrógeno , Protones
8.
Nat Protoc ; 12(4): 764-782, 2017 04.
Artículo en Inglés | MEDLINE | ID: mdl-28277547

RESUMEN

Solid-state NMR (ssNMR) is a technique that allows the study of protein structure and dynamics at atomic detail. In contrast to X-ray crystallography and cryo-electron microscopy, proteins can be studied under physiological conditions-for example, in a lipid bilayer and at room temperature (0-35 °C). However, ssNMR requires considerable amounts (milligram quantities) of isotopically labeled samples. In recent years, 1H-detection of perdeuterated protein samples has been proposed as a method of alleviating the sensitivity issue. Such methods are, however, substantially more demanding to the spectroscopist, as compared with traditional 13C-detected approaches. As a guide, this protocol describes a procedure for the chemical shift assignment of the backbone atoms of proteins in the solid state by 1H-detected ssNMR. It requires a perdeuterated, uniformly 13C- and 15N-labeled protein sample with subsequent proton back-exchange to the labile sites. The sample needs to be spun at a minimum of 40 kHz in the NMR spectrometer. With a minimal set of five 3D NMR spectra, the protein backbone and some of the side-chain atoms can be completely assigned. These spectra correlate resonances within one amino acid residue and between neighboring residues; taken together, these correlations allow for complete chemical shift assignment via a 'backbone walk'. This results in a backbone chemical shift table, which is the basis for further analysis of the protein structure and/or dynamics by ssNMR. Depending on the spectral quality and complexity of the protein, data acquisition and analysis are possible within 2 months.


Asunto(s)
Espectroscopía de Resonancia Magnética/métodos , Protones , Membrana Dobles de Lípidos/química , Proteínas/química , Temperatura , Factores de Tiempo
9.
J Biomol NMR ; 65(3-4): 121-126, 2016 08.
Artículo en Inglés | MEDLINE | ID: mdl-27351550

RESUMEN

The cryogenic temperatures at which dynamic nuclear polarization (DNP) solid-state NMR experiments need to be carried out cause line-broadening, an effect that is especially detrimental for crowded protein spectra. By increasing the magnetic field strength from 600 to 800 MHz, the resolution of DNP spectra of type III secretion needles (T3SS) could be improved by 22 %, indicating that inhomogeneous broadening is not the dominant effect that limits the resolution of T3SS needles under DNP conditions. The outstanding spectral resolution of this system under DNP conditions can be attributed to its low overall flexibility.


Asunto(s)
Espectroscopía de Resonancia Magnética/métodos , Sistemas de Secreción Tipo III/química , Aminoácidos/química , Resonancia Magnética Nuclear Biomolecular/métodos , Dominios Proteicos , Temperatura
10.
Sci Adv ; 1(11): e1501087, 2015 Dec.
Artículo en Inglés | MEDLINE | ID: mdl-26665178

RESUMEN

Bactofilins are a recently discovered class of cytoskeletal proteins of which no atomic-resolution structure has been reported thus far. The bacterial cytoskeleton plays an essential role in a wide range of processes, including morphogenesis, cell division, and motility. Among the cytoskeletal proteins, the bactofilins are bacteria-specific and do not have a eukaryotic counterpart. The bactofilin BacA of the species Caulobacter crescentus is not amenable to study by x-ray crystallography or solution nuclear magnetic resonance (NMR) because of its inherent noncrystallinity and insolubility. We present the atomic structure of BacA calculated from solid-state NMR-derived distance restraints. We show that the core domain of BacA forms a right-handed ß helix with six windings and a triangular hydrophobic core. The BacA structure was determined to 1.0 Å precision (heavy-atom root mean square deviation) on the basis of unambiguous restraints derived from four-dimensional (4D) HN-HN and 2D C-C NMR spectra.

11.
J Magn Reson ; 252: 10-9, 2015 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-25625825

RESUMEN

Here we present an isotopic labeling strategy to easily obtain unambiguous long-range distance restraints in protein solid-state NMR studies. The method is based on the inclusion of two biosynthetic precursors in the bacterial growth medium, α-ketoisovalerate and α-ketobutyrate, leading to the production of leucine, valine and isoleucine residues that are exclusively (13)C labeled on methyl groups. The resulting spectral simplification facilitates the collection of distance restraints, the verification of carbon chemical shift assignments and the measurement of methyl group dynamics. This approach is demonstrated on the type-three secretion system needle of Shigella flexneri, where 49 methyl-methyl and methyl-nitrogen distance restraints including 10 unambiguous long-range distance restraints could be collected. By combining this labeling scheme with ultra-fast MAS and proton detection, the assignment of methyl proton chemical shifts was achieved.


Asunto(s)
Isoleucina/química , Leucina/química , Espectroscopía de Resonancia Magnética/métodos , Mapeo Peptídico/métodos , Proteínas/química , Valina/química , Isótopos de Carbono/química , Isoleucina/análisis , Marcaje Isotópico/métodos , Leucina/análisis , Metilación , Proteínas/análisis , Protones , Radiofármacos/química , Reproducibilidad de los Resultados , Sensibilidad y Especificidad , Valina/análisis
12.
J Biomol NMR ; 61(2): 151-60, 2015 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-25634300

RESUMEN

In this work, we show how the water flip-back approach that is widely employed in solution-state NMR can be adapted to proton-detected MAS solid-state NMR of highly deuterated proteins. The scheme allows to enhance the sensitivity of the experiment by decreasing the recovery time of the proton longitudinal magnetization. The method relies on polarization transfer from non-saturated water to the protein during the inter-scan delay.


Asunto(s)
Deuterio/química , Resonancia Magnética Nuclear Biomolecular/métodos , Proteínas/química , Espectroscopía de Protones por Resonancia Magnética/métodos , Agua/química , Campos Magnéticos , Solventes/química
13.
J Magn Reson ; 253: 2-9, 2015 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-25487122

RESUMEN

Solid-state NMR is a versatile tool to study structure and dynamics of insoluble and non-crystalline biopolymers. Supramolecular protein assemblies are formed by self-association of multiple copies of single small-sized proteins. Because of their high degree of local order, solid-state NMR spectra of such systems exhibit an unusually high level of resolution, rendering them an ideal target for solid-state NMR investigations. Recently, our group has solved the structure of one particular supramolecular assembly, the type-iii-secretion-system needle. The needle subunit comprises around 80 residues. Many interesting supramolecular assemblies with unknown structure have subunits larger in size, which requires development of tailored solid-state NMR strategies to address their structures. In this "Perspective" article, we provide a view on different approaches to enhance sensitivity and resolution in biological solid-state NMR with a focus on the possible application to supramolecular assemblies with large subunit sizes.


Asunto(s)
Algoritmos , Aminoácidos/análisis , Aminoácidos/química , Complejos Multiproteicos/análisis , Complejos Multiproteicos/química , Resonancia Magnética Nuclear Biomolecular/métodos , Subunidades de Proteína
14.
J Biomol NMR ; 60(2-3): 85-90, 2014 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-25193427

RESUMEN

We introduce an efficient approach for sequential protein backbone assignment based on two complementary proton-detected 4D solid-state NMR experiments that correlate Hi(N)/Ni with CAi/COi or CAi-1/COi-1. The resulting 4D spectra exhibit excellent sensitivity and resolution and are amenable to (semi-)automatic assignment approaches. This strategy allows to obtain sequential connections with high confidence as problems related to peak overlap and multiple assignment possibilities are avoided. Non-uniform sampling schemes were implemented to allow for the acquisition of 4D spectra within a few days. Rather moderate hardware requirements enable the successful demonstration of the method on deuterated type III secretion needles using a 600 MHz spectrometer at a spinning rate of 25 kHz.


Asunto(s)
Proteínas Bacterianas/química , Espectroscopía de Protones por Resonancia Magnética , Automatización , Salmonella typhimurium/metabolismo
15.
J Biomol NMR ; 59(1): 15-22, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24584701

RESUMEN

We have recently presented band-selective homonuclear cross-polarization (BSH-CP) as an efficient method for CO-CA transfer in deuterated as well as protonated solid proteins. Here we show how the BSH-CP CO-CA transfer block can be incorporated in a set of three-dimensional (3D) solid-state NMR (ssNMR) pulse schemes tailored for resonance assignment of proteins at high static magnetic fields and moderate magic-angle spinning rates. Due to the achieved excellent transfer efficiency of 33 % for BSH-CP, a complete set of 3D spectra needed for unambiguous resonance assignment could be rapidly recorded within 1 week for the model protein ubiquitin. Thus we expect that BSH-CP could replace the typically used CO-CA transfer schemes in well-established 3D ssNMR approaches for resonance assignment of solid biomolecules.


Asunto(s)
Resonancia Magnética Nuclear Biomolecular , Proteínas/química , Resonancia Magnética Nuclear Biomolecular/métodos , Ubiquitina/química
16.
J Magn Reson ; 242: 180-8, 2014 May.
Artículo en Inglés | MEDLINE | ID: mdl-24667274

RESUMEN

Proton-detected solid-state NMR was applied to a highly deuterated insoluble, non-crystalline biological assembly, the Salmonella typhimurium type iii secretion system (T3SS) needle. Spectra of very high resolution and sensitivity were obtained at a low protonation level of 10-20% at exchangeable amide positions. We developed efficient experimental protocols for resonance assignment tailored for this system and the employed experimental conditions. Using exclusively dipolar-based interspin magnetization transfers, we recorded two sets of 3D spectra allowing for an almost complete backbone resonance assignment of the needle subunit PrgI. The additional information provided by the well-resolved proton dimension revealed the presence of two sets of resonances in the N-terminal helix of PrgI, while in previous studies employing (13)C detection only a single set of resonances was observed.


Asunto(s)
Algoritmos , Proteínas Bacterianas/química , Proteínas Bacterianas/ultraestructura , Deuterio/química , Espectroscopía de Protones por Resonancia Magnética/métodos , Salmonella typhimurium/metabolismo , Secuencia de Aminoácidos , Simulación por Computador , Medición de Intercambio de Deuterio/métodos , Modelos Químicos , Datos de Secuencia Molecular
17.
J Am Chem Soc ; 136(4): 1292-5, 2014 Jan 29.
Artículo en Inglés | MEDLINE | ID: mdl-24433048

RESUMEN

Trifluorinated germanium anions attracted attention of theoretical chemists already in the late 1990s to predict their physical and chemical properties. However these species were not synthesized in the laboratory, although substantial evidence for their existence was obtained from the mass spectrometry of GeF4. The present study shows that controlled fluorination of LMNMe2 (L = PhC(N(t)Bu)2, M = Ge, Sn) using HF·pyridine in toluene leads to the formation of [LH2](+)[MF3](-) under elimination of HNMe2. The products contain the trifluorinated Ge(II) and Sn(II) anionic species which are stabilized by interionic H···F bonds. The new compounds were characterized by single crystal X-ray structural analysis, NMR spectroscopy, and elemental analysis.


Asunto(s)
Germanio/química , Hidrocarburos Fluorados/química , Compuestos Organometálicos/síntesis química , Estaño/química , Modelos Moleculares , Estructura Molecular , Compuestos Organometálicos/química , Solubilidad
18.
J Am Chem Soc ; 135(51): 19135-8, 2013 Dec 26.
Artículo en Inglés | MEDLINE | ID: mdl-24328247

RESUMEN

Noncovalent supramolecular assemblies possess in general several unique subunit-subunit interfaces.The basic building block of such an assembly consists of several subunits and contains all unique interfaces. Atomic-resolution structures of monomeric subunits are typically accessed by crystallography or solution NMR and fitted into electron microscopy density maps. However, the structure of the intact building block in the assembled state remains unknown with this hybrid approach. Here, we present the solid-state NMR atomic structure of the building block of the type III secretion system needle. The building block structure consists of a homotetrameric subunit complex with three unique supramolecular interfaces. Side-chain positions at the interfaces were solved at atomic detail. The high-resolution structure reveals unambiguously the helical handedness of the assembly, determined to be right-handed for the type III secretion system needle.Additionally, the axial rise per subunit could be extracted from the tetramer structure and independently validated by mass-per-length measurements.


Asunto(s)
Modelos Moleculares , Espectroscopía de Resonancia Magnética , Complejo de la Endopetidasa Proteasomal/química , Estructura Secundaria de Proteína , Proteínas de Saccharomyces cerevisiae/química
19.
J Biomol NMR ; 57(3): 219-35, 2013 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-24048638

RESUMEN

A comprehensive analysis of the dynamics of the SH3 domain of chicken alpha-spectrin is presented, based upon (15)N T1 and on- and off-resonance T1ρ relaxation times obtained on deuterated samples with a partial back-exchange of labile protons under a variety of the experimental conditions, taking explicitly into account the dipolar order parameters calculated from (15)N-(1)H dipole-dipole couplings. It is demonstrated that such a multi-frequency approach enables access to motional correlation times spanning about 6 orders of magnitude. We asses the validity of different motional models based upon orientation autocorrelation functions with a different number of motional components. We find that for many residues a "two components" model is not sufficient for a good description of the data and more complicated fitting models must be considered. We show that slow motions with correlation times on the order of 1-10 µs can be determined reliably in spite of rather low apparent amplitudes (below 1 %), and demonstrate that the distribution of the protein backbone mobility along the time scale axis is pronouncedly non-uniform and non-monotonic: two domains of fast (τ < 10(-10) s) and intermediate (10(-9) s < τ < 10(-7) s) motions are separated by a gap of one order of magnitude in time with almost no motions. For slower motions (τ > 10(-6) s) we observe a sharp ~1 order of magnitude decrease of the apparent motional amplitudes. Such a distribution obviously reflects different nature of backbone motions on different time scales, where the slow end may be attributed to weakly populated "excited states." Surprisingly, our data reveal no clearly evident correlations between secondary structure of the protein and motional parameters. We also could not notice any unambiguous correlations between motions in different time scales along the protein backbone emphasizing the importance of the inter-residue interactions and the cooperative nature of protein dynamics.


Asunto(s)
Resonancia Magnética Nuclear Biomolecular , Espectrina/química , Dominios Homologos src , Algoritmos , Animales , Pollos , Modelos Moleculares , Estructura Secundaria de Proteína
20.
J Biomol NMR ; 56(4): 303-11, 2013 Aug.
Artículo en Inglés | MEDLINE | ID: mdl-23925478

RESUMEN

Previously introduced for highly deuterated proteins, band-selective magnetization transfer between CO and CA spins by dipolar-based homonuclear cross polarization is applied here to a protonated protein. Robust and efficient recoupling is achieved when the sum of effective radio-frequency fields on CO and CA resonances equals two times the spinning rate, yielding up to 33% of magnetization transfer efficiency in protonated ubiquitin. The approach is designed for moderate magic-angle spinning rates and high external magnetic fields when the isotropic chemical shift difference of CO and CA considerably exceeds the spinning rate. This method has been implemented in NiCOi-1CAi-1 and CAi(Ni)COi-1CAi-1 two-dimensional interresidual correlation experiments for fast and efficient resonance assignment of ubiquitin by solid-state NMR spectroscopy.


Asunto(s)
Resonancia Magnética Nuclear Biomolecular , Proteínas/química , Protones , Ondas de Radio , Procesamiento de Señales Asistido por Computador , Ubiquitina/química
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