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1.
Chembiochem ; : e202400478, 2024 Jul 18.
Artículo en Inglés | MEDLINE | ID: mdl-39022855

RESUMEN

Similar to ubiquitin, the ubiquitin-like protein NEDD8 is not only conjugated to other proteins but is itself subject to posttranslational modifications including lysine acetylation. Yet, compared to ubiquitin, only little is known about the biochemical and structural consequences of site-specific NEDD8 acetylation. Here, we generated site-specifically mono-acetylated NEDD8 variants for each known acetylation site by genetic code expansion. We show that, in particular, acetylation of K11 has a negative impact on the usage of NEDD8 by the NEDD8-conjugating enzymes UBE2M and UBE2F and that this is likely due to electrostatic and steric effects resulting in conformational changes of NEDD8. Finally, we provide evidence that p300 acts as a position-specific NEDD8 acetyltransferase.

2.
Chembiochem ; 25(10): e202400184, 2024 May 17.
Artículo en Inglés | MEDLINE | ID: mdl-38573110

RESUMEN

Genetic aberrations of the maternal UBE3A allele, which encodes the E3 ubiquitin ligase E6AP, are the cause of Angelman syndrome (AS), an imprinting disorder. In most cases, the maternal UBE3A allele is not expressed. Yet, approximately 10 percent of AS individuals harbor distinct point mutations in the maternal allele resulting in the expression of full-length E6AP variants that frequently display compromised ligase activity. In a high-throughput screen, we identified cyanocobalamin, a vitamin B12-derivative, and several alloxazine derivatives as activators of the AS-linked E6AP-F583S variant. Furthermore, we show by cross-linking coupled to mass spectrometry that cobalamins affect the structural dynamics of E6AP-F583S and apply limited proteolysis coupled to mass spectrometry to obtain information about the regions of E6AP that are involved in, or are affected by binding cobalamins and alloxazine derivatives. Our data suggest that dietary supplementation with vitamin B12 can be beneficial for AS individuals.


Asunto(s)
Síndrome de Angelman , Ubiquitina-Proteína Ligasas , Vitamina B 12 , Ubiquitina-Proteína Ligasas/metabolismo , Ubiquitina-Proteína Ligasas/química , Ubiquitina-Proteína Ligasas/genética , Síndrome de Angelman/genética , Síndrome de Angelman/tratamiento farmacológico , Síndrome de Angelman/metabolismo , Humanos , Regulación Alostérica/efectos de los fármacos , Vitamina B 12/metabolismo , Vitamina B 12/química , Vitamina B 12/farmacología
4.
Nucleic Acids Res ; 52(1): 101-113, 2024 Jan 11.
Artículo en Inglés | MEDLINE | ID: mdl-37994785

RESUMEN

Post-translational modifications (PTMs) of histones have fundamental effects on chromatin structure and function. While the impact of PTMs on the function of core histones are increasingly well understood, this is much less the case for modifications of linker histone H1, which is at least in part due to a lack of proper tools. In this work, we establish the assembly of intact chromatosomes containing site-specifically ubiquitylated and acetylated linker histone H1.2 variants obtained by a combination of chemical biology approaches. We then use these complexes in a tailored affinity enrichment mass spectrometry workflow to identify and comprehensively characterize chromatosome-specific cellular interactomes and the impact of site-specific linker histone modifications on a proteome-wide scale. We validate and benchmark our approach by western-blotting and by confirming the involvement of chromatin-bound H1.2 in the recruitment of proteins involved in DNA double-strand break repair using an in vitro ligation assay. We relate our data to previous work and in particular compare it to data on modification-specific interaction partners of free H1. Taken together, our data supports the role of chromatin-bound H1 as a regulatory protein with distinct functions beyond DNA compaction and constitutes an important resource for future investigations of histone epigenetic modifications.


Asunto(s)
Cromatina , Histonas , Espectrometría de Masas , Humanos , Cromatina/química , Cromatina/genética , Cromatina/metabolismo , ADN/química , Reparación del ADN , Histonas/metabolismo , Nucleosomas , Procesamiento Proteico-Postraduccional , Espectrometría de Masas/métodos
5.
Nanoscale Adv ; 5(22): 6061-6068, 2023 Nov 07.
Artículo en Inglés | MEDLINE | ID: mdl-37941944

RESUMEN

Protein-stabilized gold nanoclusters (AuNCs) are fascinating nanostructures with exciting properties owing to their ultra-small sizes and functional shell. However, their applications under extreme conditions are still complicated, waiting for programmable solutions. Therefore, the design of a multi-functional protein stabilizer for specific purposes gains attention to improve the stability and functionality of AuNCs. Herein, we exploited the thermostability of genetically engineered KlenTaq DNA polymerase containing five cysteine residues (KTQ5C) to synthesize heat-stable AuNCs (AuNC@KTQ5C) and characterize optical, structural, and hydrodynamic properties. Besides their excellent photophysical properties, AuNC@KTQ5C also exhibit superior peroxidase-like (POD-like) catalytic activity following typical Michaelis-Menten kinetics together with a high affinity towards the POD substrate 2,2'-azino-bis(3-ethylbenzothiazoline-6-sulfonic acid)-diammonium salt (ABTS). Moreover, FTIR and relative catalytic activity analysis of AuNC@KTQ5C reveal that KTQ5C is resistant to changes in protein secondary structure while the AuNCs conserve 70-80% of their catalytic performance after heat treatments up to more than 80 °C. Our findings show that stabilizing AuNCs with thermostable KTQ5C not only preserves the advantages of protein-stabilized AuNCs but can also promote the resistance of AuNCs against aggregation due to protein denaturation under extreme reaction temperatures, protecting their fluorescent emission or catalytic activity.

6.
Life Sci Alliance ; 6(8)2023 08.
Artículo en Inglés | MEDLINE | ID: mdl-37188463

RESUMEN

The interaction of the 19S regulatory particle of the 26S proteasome with ubiquitylated proteins leads to gate opening of the 20S core particle and increases its proteolytic activity by binding of the ubiquitin chain to the inhibitory deubiquitylation enzyme USP14 on the 19S regulatory subunit RPN1. Covalent modification of proteins with the cytokine inducible ubiquitin-like modifier FAT10 is an alternative signal for proteasomal degradation. Here, we report that FAT10 and its interaction partner NUB1L facilitate the gate opening of the 20S proteasome in an ubiquitin- and USP14-independent manner. We also show that FAT10 is capable to activate all peptidolytic activities of the 26S proteasome, however only together with NUB1L, by binding to the UBA domains of NUB1L and thereby interfering with NUB1L dimerization. The binding of FAT10 to NUB1L leads to an increased affinity of NUB1L for the subunit RPN1. In conclusion, the herein described cooperation of FAT10 and NUB1L is a substrate-induced mechanism to activate the 26S proteasome.


Asunto(s)
Complejo de la Endopetidasa Proteasomal , Ubiquitinas , Humanos , Ratones , Complejo de la Endopetidasa Proteasomal/metabolismo , Proteolisis , Ubiquitina/metabolismo , Ubiquitinas/genética , Ubiquitinas/metabolismo , Animales
7.
Nat Commun ; 14(1): 842, 2023 02 15.
Artículo en Inglés | MEDLINE | ID: mdl-36792600

RESUMEN

RNA ligases are present across all forms of life. While enzymatic RNA ligation between 5'-PO4 and 3'-OH termini is prevalent in viruses, fungi, and plants, such RNA ligases are yet to be identified in vertebrates. Here, using a nucleotide-based chemical probe targeting human AMPylated proteome, we have enriched and identified the hitherto uncharacterised human protein chromosome 12 open reading frame 29 (C12orf29) as a human enzyme promoting RNA ligation between 5'-PO4 and 3'-OH termini. C12orf29 catalyses ATP-dependent RNA ligation via a three-step mechanism, involving tandem auto- and RNA AMPylation. Knock-out of C12ORF29 gene impedes the cellular resilience to oxidative stress featuring concurrent RNA degradation, which suggests a role of C12orf29 in maintaining RNA integrity. These data provide the groundwork for establishing a human RNA repair pathway.


Asunto(s)
ARN Ligasa (ATP) , ARN , Animales , Humanos , ARN Ligasa (ATP)/genética , ARN Ligasa (ATP)/metabolismo , ARN/genética
8.
Nat Commun ; 13(1): 5435, 2022 09 16.
Artículo en Inglés | MEDLINE | ID: mdl-36114200

RESUMEN

Covalent attachment of ubiquitin (Ub) to proteins is a highly versatile posttranslational modification. Moreover, Ub is not only a modifier but itself is modified by phosphorylation and lysine acetylation. However, the functional consequences of Ub acetylation are poorly understood. By generation and comprehensive characterization of all seven possible mono-acetylated Ub variants, we show that each acetylation site has a particular impact on Ub structure. This is reflected in selective usage of the acetylated variants by different E3 ligases and overlapping but distinct interactomes, linking different acetylated variants to different cellular pathways. Notably, not only electrostatic but also steric effects contribute to acetylation-induced changes in Ub structure and, thus, function. Finally, we provide evidence that p300 acts as a position-specific Ub acetyltransferase and HDAC6 as a general Ub deacetylase. Our findings provide intimate insights into the structural and functional consequences of Ub acetylation and highlight the general importance of Ub acetylation.


Asunto(s)
Lisina , Ubiquitina , Acetilación , Acetiltransferasas/metabolismo , Lisina/metabolismo , Procesamiento Proteico-Postraduccional , Electricidad Estática , Ubiquitina/metabolismo , Ubiquitina-Proteína Ligasas/metabolismo
9.
Cell Rep ; 39(9): 110879, 2022 05 31.
Artículo en Inglés | MEDLINE | ID: mdl-35649362

RESUMEN

The MDM2 oncoprotein antagonizes the tumor suppressor p53 by physical interaction and ubiquitination. However, it also sustains the progression of DNA replication forks, even in the absence of functional p53. Here, we show that MDM2 binds, inhibits, ubiquitinates, and destabilizes poly(ADP-ribose) polymerase 1 (PARP1). When cellular MDM2 levels are increased, this leads to accelerated progression of DNA replication forks, much like pharmacological inhibition of PARP1. Conversely, overexpressed PARP1 restores normal fork progression despite elevated MDM2. Strikingly, MDM2 profoundly reduces the frequency of fork reversal, revealed as four-way junctions through electron microscopy. Depletion of RECQ1 or the primase/polymerase (PRIMPOL) reverses the MDM2-mediated acceleration of the nascent DNA elongation rate. MDM2 also increases the occurrence of micronuclei, and it exacerbates camptothecin-induced cell death. In conclusion, high MDM2 levels phenocopy PARP inhibition in modulation of fork restart, representing a potential vulnerability of cancer cells.


Asunto(s)
Replicación del ADN , Proteína p53 Supresora de Tumor , ADN/genética , Daño del ADN , ADN Primasa/metabolismo , Proteína p53 Supresora de Tumor/metabolismo
10.
Chembiochem ; 23(6): e202100659, 2022 03 18.
Artículo en Inglés | MEDLINE | ID: mdl-35025136

RESUMEN

The tumor suppressor p53 is regulated by various posttranslational modifications including different types of ubiquitylation, which exert distinct effects on p53. While modification by ubiquitin chains targets p53 for degradation, attachment of single ubiquitin moieties (mono-ubiquitylation) affects the intracellular location of p53 and/or its interaction with chromatin. However, how this is achieved at the molecular level remains largely unknown. Similarly, since p53 can be ubiquitylated at different lysine residues, it remains unclear if the eventual effect depends on the position of the lysine modified. Here, we combined genetic code expansion with oxime ligation to generate p53 site-specifically mono-ubiquitylated at position 120. We found that mono-ubiquitylation at this position neither interferes with p53 ubiquitylation by the E3 ligases HDM2 and E6AP in complex with the viral E6 oncoprotein nor affects p53 binding to a cognate DNA sequence. Thus, ubiquitylation per se does not affect physiologically relevant properties of p53.


Asunto(s)
Proteínas Oncogénicas Virales , Proteína p53 Supresora de Tumor , Lisina/metabolismo , Proteínas Oncogénicas Virales/química , Proteínas Oncogénicas Virales/genética , Proteínas Oncogénicas Virales/metabolismo , Proteína p53 Supresora de Tumor/química , Ubiquitina/metabolismo , Ubiquitina-Proteína Ligasas/metabolismo , Ubiquitinación
11.
Nat Commun ; 12(1): 5939, 2021 10 12.
Artículo en Inglés | MEDLINE | ID: mdl-34642328

RESUMEN

Ubiquitin (Ub) and Ub-like proteins (Ubls) such as NEDD8 are best known for their function as covalent modifiers of other proteins but they are also themselves subject to post-translational modifications including phosphorylation. While functions of phosphorylated Ub (pUb) have been characterized, the consequences of Ubl phosphorylation remain unclear. Here we report that NEDD8 can be phosphorylated at S65 - the same site as Ub - and that S65 phosphorylation affects the structural dynamics of NEDD8 and Ub in a similar manner. While both pUb and phosphorylated NEDD8 (pNEDD8) can allosterically activate the Ub ligase Parkin, they have different protein interactomes that in turn are distinct from those of unmodified Ub and NEDD8. Among the preferential pNEDD8 interactors are HSP70 family members and we show that pNEDD8 stimulates HSP70 ATPase activity more pronouncedly than unmodified NEDD8. Our findings highlight the general importance of Ub/NEDD8 phosphorylation and support the notion that the function of pUb/pNEDD8 does not require their covalent attachment to other proteins.


Asunto(s)
Proteínas HSP70 de Choque Térmico/metabolismo , Proteína NEDD8/metabolismo , Procesamiento Proteico-Postraduccional , Ubiquitina/metabolismo , Regulación Alostérica , Secuencia de Aminoácidos , Clonación Molecular , Escherichia coli/genética , Escherichia coli/metabolismo , Expresión Génica , Vectores Genéticos/química , Vectores Genéticos/metabolismo , Células HEK293 , Proteínas HSP70 de Choque Térmico/química , Proteínas HSP70 de Choque Térmico/clasificación , Proteínas HSP70 de Choque Térmico/genética , Humanos , Cinética , Proteína NEDD8/química , Proteína NEDD8/genética , Fosforilación , Unión Proteica , Mapeo de Interacción de Proteínas , Proteínas Recombinantes/química , Proteínas Recombinantes/genética , Proteínas Recombinantes/metabolismo , Alineación de Secuencia , Homología de Secuencia de Aminoácido , Especificidad por Sustrato , Ubiquitina/química , Ubiquitina/genética , Ubiquitinación
12.
Nat Commun ; 12(1): 5808, 2021 10 04.
Artículo en Inglés | MEDLINE | ID: mdl-34608152

RESUMEN

The nucleotides diadenosine triphosphate (Ap3A) and diadenosine tetraphosphate (Ap4A) are formed in prokaryotic and eukaryotic cells. Since their concentrations increase significantly upon cellular stress, they are considered to be alarmones triggering stress adaptive processes. However, their cellular roles remain elusive. To elucidate the proteome-wide interactome of Ap3A and Ap4A and thereby gain insights into their cellular roles, we herein report the development of photoaffinity-labeling probes and their employment in chemical proteomics. We demonstrate that the identified ApnA interactors are involved in many fundamental cellular processes including carboxylic acid and nucleotide metabolism, gene expression, various regulatory processes and cellular response mechanisms and only around half of them are known nucleotide interactors. Our results highlight common functions of these ApnAs across the domains of life, but also identify those that are different for Ap3A or Ap4A. This study provides a rich source for further functional studies of these nucleotides and depicts useful tools for characterization of their regulatory mechanisms in cells.


Asunto(s)
Fosfatos de Dinucleósidos/metabolismo , Proteómica , Adenosina Trifosfato/metabolismo , Fosfatos de Dinucleósidos/química , Endorribonucleasas/metabolismo , Escherichia coli/metabolismo , Proteínas de Escherichia coli/metabolismo , Células HEK293 , Humanos , L-Lactato Deshidrogenasa/metabolismo , Fosfoglicerato Quinasa/metabolismo , Etiquetas de Fotoafinidad/síntesis química , Etiquetas de Fotoafinidad/química , Etiquetas de Fotoafinidad/metabolismo , Unión Proteica , Enzimas Activadoras de Ubiquitina/metabolismo
13.
J Proteome Res ; 20(9): 4443-4451, 2021 09 03.
Artículo en Inglés | MEDLINE | ID: mdl-34351766

RESUMEN

Linker histone H1 plays a key role in chromatin organization and maintenance, yet our knowledge of the regulation of H1 functions by post-translational modifications is rather limited. In this study, we report on the generation of site-specifically mono- and di-acetylated linker histone H1.2 by genetic code expansion. We used these modified histones to identify and characterize the acetylation-dependent cellular interactome of H1.2 by affinity purification mass spectrometry and show that site-specific acetylation results in overlapping but distinct groups of interacting partners. Among these, we find multiple translational initiation factors and transcriptional regulators such as the NAD+-dependent deacetylase SIRT1, which we demonstrate to act on acetylated H1.2. Taken together, our data suggest that site-specific acetylation of H1.2 plays a role in modulating protein-protein interactions.


Asunto(s)
Histonas , Procesamiento Proteico-Postraduccional , Acetilación , Cromatina , Histonas/genética , Histonas/metabolismo , Espectrometría de Masas
14.
EMBO Rep ; 22(10): e48018, 2021 10 05.
Artículo en Inglés | MEDLINE | ID: mdl-34402565

RESUMEN

Striated muscle undergoes remodelling in response to mechanical and physiological stress, but little is known about the integration of such varied signals in the myofibril. The interaction of the elastic kinase region from sarcomeric titin (A168-M1) with the autophagy receptors Nbr1/p62 and MuRF E3 ubiquitin ligases is well suited to link mechanosensing with the trophic response of the myofibril. To investigate the mechanisms of signal cross-talk at this titin node, we elucidated its 3D structure, analysed its response to stretch using steered molecular dynamics simulations and explored its functional relation to MuRF1 and Nbr1/p62 using cellular assays. We found that MuRF1-mediated ubiquitination of titin kinase promotes its scaffolding of Nbr1/p62 and that the process can be dynamically down-regulated by the mechanical unfolding of a linker sequence joining titin kinase with the MuRF1 receptor site in titin. We propose that titin ubiquitination is sensitive to the mechanical state of the sarcomere, the regulation of sarcomere targeting by Nbr1/p62 being a functional outcome. We conclude that MuRF1/Titin Kinase/Nbr1/p62 constitutes a distinct assembly that predictably promotes sarcomere breakdown in inactive muscle.


Asunto(s)
Autofagia , Sarcómeros , Conectina/genética , Conectina/metabolismo , Músculo Esquelético/metabolismo , Sarcómeros/metabolismo , Ubiquitinación
15.
Nat Commun ; 12(1): 3497, 2021 06 09.
Artículo en Inglés | MEDLINE | ID: mdl-34108453

RESUMEN

Decoding the role of histone posttranslational modifications (PTMs) is key to understand the fundamental process of epigenetic regulation. This is well studied for PTMs of core histones but not for linker histone H1 in general and its ubiquitylation in particular due to a lack of proper tools. Here, we report on the chemical synthesis of site-specifically mono-ubiquitylated H1.2 and identify its ubiquitin-dependent interactome on a proteome-wide scale. We show that site-specific ubiquitylation of H1 at position K64 modulates interactions with deubiquitylating enzymes and the deacetylase SIRT1. Moreover, it affects H1-dependent chromatosome assembly and phase separation resulting in a more open chromatosome conformation generally associated with a transcriptionally active chromatin state. In summary, we propose that site-specific ubiquitylation plays a general regulatory role for linker histone H1.


Asunto(s)
Histonas/metabolismo , Ubiquitinación/fisiología , Cromatina/química , Cromatina/metabolismo , Enzimas Desubicuitinizantes/metabolismo , Epigénesis Genética , Histonas/química , Humanos , Nucleosomas/química , Nucleosomas/metabolismo , Unión Proteica , Mapas de Interacción de Proteínas , Sirtuina 1/metabolismo , Ubiquitina/química , Ubiquitina/metabolismo
17.
Cell Chem Biol ; 27(12): 1510-1520.e6, 2020 12 17.
Artículo en Inglés | MEDLINE | ID: mdl-32966807

RESUMEN

Genetic aberrations of the UBE3A gene encoding the E3 ubiquitin ligase E6AP underlie the development of Angelman syndrome (AS). Approximately 10% of AS individuals harbor UBE3A genes with point mutations, frequently resulting in the expression of full-length E6AP variants with defective E3 activity. Since E6AP exists in two states, an inactive and an active one, we hypothesized that distinct small molecules can stabilize the active state and that such molecules may rescue the E3 activity of AS-derived E6AP variants. Therefore, we established an assay that allows identifying modulators of E6AP in a high-throughput format. We identified several compounds that not only stimulate wild-type E6AP but also rescue the E3 activity of certain E6AP variants. Moreover, by chemical cross-linking coupled to mass spectrometry we provide evidence that the compounds stabilize an active conformation of E6AP. Thus, these compounds represent potential lead structures for the design of drugs for AS treatment.


Asunto(s)
Síndrome de Angelman/genética , Mutación Puntual , Bibliotecas de Moléculas Pequeñas/farmacología , Ubiquitina-Proteína Ligasas/genética , Ubiquitina-Proteína Ligasas/metabolismo , Diseño de Fármacos , Activación Enzimática/efectos de los fármacos , Estabilidad de Enzimas/efectos de los fármacos , Conformación Proteica , Ubiquitina-Proteína Ligasas/química
18.
J Biol Chem ; 295(44): 15070-15082, 2020 10 30.
Artículo en Inglés | MEDLINE | ID: mdl-32855237

RESUMEN

The E6 protein of both mucosal high-risk human papillomaviruses (HPVs) such as HPV-16, which have been causally associated with malignant tumors, and low-risk HPVs such as HPV-11, which cause the development of benign tumors, interacts with the cellular E3 ubiquitin ligase E6-associated protein (E6AP). This indicates that both HPV types employ E6AP to organize the cellular proteome to viral needs. However, whereas several substrate proteins of the high-risk E6-E6AP complex are known, e.g. the tumor suppressor p53, potential substrates of the low-risk E6-E6AP complex remain largely elusive. Here, we report on an affinity-based enrichment approach that enables the targeted identification of potential substrate proteins of the different E6-E6AP complexes by a combination of E3-selective ubiquitination in whole-cell extracts and high-resolution MS. The basis for the selectivity of this approach is the use of a ubiquitin variant that is efficiently used by the E6-E6AP complexes for ubiquitination but not by E6AP alone. By this approach, we identified ∼190 potential substrate proteins for low-risk HPV-11 E6 and high-risk HPV-16 E6. Moreover, subsequent validation experiments in vitro and within cells with selected substrate proteins demonstrate the potential of our approach. In conclusion, our data represent a reliable repository for potential substrates of the HPV-16 and HPV-11 E6 proteins in complex with E6AP.


Asunto(s)
Papillomavirus Humano 11/metabolismo , Proteínas Oncogénicas Virales/metabolismo , Proteínas Represoras/metabolismo , Ubiquitina-Proteína Ligasas/metabolismo , Biotina/metabolismo , Proteínas de Unión al ADN/metabolismo , Humanos , Proteolisis , Especificidad por Sustrato , Ubiquitina/metabolismo , Ubiquitinación
19.
Angew Chem Int Ed Engl ; 59(30): 12371-12375, 2020 07 20.
Artículo en Inglés | MEDLINE | ID: mdl-32301549

RESUMEN

The attachment of ubiquitin (Ub) chains of various length to proteins is a prevalent posttranslational modification in eukaryotes. The fate of a modified protein is determined by Ub-binding proteins (UBPs), which interact with Ub chains in a linkage-selective manner. However, the impact and functional consequences of chain length on the binding selectivity of UBPs remain mostly elusive. We have generated Ub chains of defined length and linkage by using click chemistry and GELFrEE fractionation. These defined polymers were used in affinity-based enrichment assays to identify length- and linkage-selective interaction partners on a proteome-wide scale. For the first time, it is revealed that the length of a Ub chain generally has a major impact on its ability to be selectively recognized by UBPs.


Asunto(s)
Proteínas/metabolismo , Ubiquitina/química , Biopolímeros/química , Química Clic , Células HEK293 , Humanos , Unión Proteica , Ubiquitina/metabolismo
20.
J Chem Theory Comput ; 16(5): 3205-3220, 2020 May 12.
Artículo en Inglés | MEDLINE | ID: mdl-32196332

RESUMEN

Understanding the conformational characteristics of protein complexes in solution is crucial for a deeper insight in their biological function. Molecular dynamics simulations performed on high performance computing plants and with modern simulation techniques can be used to obtain large data sets that contain conformational and thermodynamic information about biomolecular systems. While this can in principle give a detailed picture of protein-protein interactions in solution and therefore complement experimental data, it also raises the challenge of processing exceedingly large high-dimensional data sets with several million samples. Here we present a novel method for the characterization of protein-protein interactions, which combines a neural network based dimensionality reduction technique to obtain a two-dimensional representation of the conformational space with a density based clustering algorithm for state detection and a metric which assesses the (dis)similarity between different conformational spaces. This method is highly scalable and therefore makes the analysis of massive data sets computationally tractable. We demonstrate the power of this approach to large scale data analysis by characterizing highly dynamic conformational phase spaces of differently linked ubiquitin (Ub) oligomers from coarse-grained simulations. We are able to extract a protein-protein interaction model for two unlinked Ub proteins which is then used to determine how the Ub-Ub interaction pattern is altered in Ub oligomers by the introduction of a covalent linkage. We find that the Ub chain conformational ensemble depends highly on the linkage type and for some cases also on the Ub chain length. By this, we obtain insight into the conformational characteristics of different Ub chains and how this may contribute to linkage type and chain length specific recognition.


Asunto(s)
Aprendizaje Automático , Simulación de Dinámica Molecular , Ubiquitina/química , Conformación Proteica
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