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1.
Nature ; 587(7834): 483-488, 2020 11.
Artículo en Inglés | MEDLINE | ID: mdl-33177717

RESUMEN

The deposition of highly ordered fibrillar-type aggregates into inclusion bodies is a hallmark of neurodegenerative diseases such as Parkinson's disease. The high stability of such amyloid fibril aggregates makes them challenging substrates for the cellular protein quality-control machinery1,2. However, the human HSP70 chaperone and its co-chaperones DNAJB1 and HSP110 can dissolve preformed fibrils of the Parkinson's disease-linked presynaptic protein α-synuclein in vitro3,4. The underlying mechanisms of this unique activity remain poorly understood. Here we use biochemical tools and nuclear magnetic resonance spectroscopy to determine the crucial steps of the disaggregation process of amyloid fibrils. We find that DNAJB1 specifically recognizes the oligomeric form of α-synuclein via multivalent interactions, and selectively targets HSP70 to fibrils. HSP70 and DNAJB1 interact with the fibril through exposed, flexible amino and carboxy termini of α-synuclein rather than the amyloid core itself. The synergistic action of DNAJB1 and HSP110 strongly accelerates disaggregation by facilitating the loading of several HSP70 molecules in a densely packed arrangement at the fibril surface, which is ideal for the generation of 'entropic pulling' forces. The cooperation of DNAJB1 and HSP110 in amyloid disaggregation goes beyond the classical substrate targeting and recycling functions that are attributed to these HSP70 co-chaperones and constitutes an active and essential contribution to the remodelling of the amyloid substrate. These mechanistic insights into the essential prerequisites for amyloid disaggregation may provide a basis for new therapeutic interventions in neurodegeneration.


Asunto(s)
Amiloide/química , Amiloide/metabolismo , Proteínas HSP70 de Choque Térmico/química , Proteínas HSP70 de Choque Térmico/metabolismo , Agregado de Proteínas , Agregación Patológica de Proteínas , alfa-Sinucleína/química , alfa-Sinucleína/metabolismo , Adenosina Trifosfato/metabolismo , Entropía , Proteínas del Choque Térmico HSP110/metabolismo , Proteínas del Choque Térmico HSP40/metabolismo , Proteínas HSP70 de Choque Térmico/análisis , Humanos , Hidrólisis , Modelos Biológicos , Enfermedad de Parkinson/metabolismo
2.
Proc Natl Acad Sci U S A ; 120(32): e2218217120, 2023 08 08.
Artículo en Inglés | MEDLINE | ID: mdl-37523524

RESUMEN

The 70-kD heat shock protein (Hsp70) chaperone system is a central hub of the proteostasis network that helps maintain protein homeostasis in all organisms. The recruitment of Hsp70 to perform different and specific cellular functions is regulated by the J-domain protein (JDP) co-chaperone family carrying the small namesake J-domain, required to interact and drive the ATPase cycle of Hsp70s. Besides the J-domain, prokaryotic and eukaryotic JDPs display a staggering diversity in domain architecture, function, and cellular localization. Very little is known about the overall JDP family, despite their essential role in cellular proteostasis, development, and its link to a broad range of human diseases. In this work, we leverage the exponentially increasing number of JDP gene sequences identified across all kingdoms owing to the advancements in sequencing technology and provide a broad overview of the JDP repertoire. Using an automated classification scheme based on artificial neural networks (ANNs), we demonstrate that the sequences of J-domains carry sufficient discriminatory information to reliably recover the phylogeny, localization, and domain composition of the corresponding full-length JDP. By harnessing the interpretability of the ANNs, we find that many of the discriminatory sequence positions match residues that form the interaction interface between the J-domain and Hsp70. This reveals that key residues within the J-domains have coevolved with their obligatory Hsp70 partners to build chaperone circuits for specific functions in cells.


Asunto(s)
Proteínas HSP70 de Choque Térmico , Chaperonas Moleculares , Humanos , Secuencia de Aminoácidos , Genómica , Proteínas del Choque Térmico HSP40/metabolismo , Proteínas HSP70 de Choque Térmico/metabolismo , Chaperonas Moleculares/metabolismo , Filogenia
3.
Nat Chem Biol ; 19(2): 198-205, 2023 02.
Artículo en Inglés | MEDLINE | ID: mdl-36266349

RESUMEN

Detailed understanding of the mechanism by which Hsp70 chaperones protect cells against protein aggregation is hampered by the lack of a comprehensive characterization of the aggregates, which are typically heterogeneous. Here we designed a reporter chaperone substrate, MLucV, composed of a stress-labile luciferase flanked by stress-resistant fluorescent domains, which upon denaturation formed a discrete population of small aggregates. Combining Förster resonance energy transfer and enzymatic activity measurements provided unprecedented details on the aggregated, unfolded, Hsp70-bound and native MLucV conformations. The Hsp70 mechanism first involved ATP-fueled disaggregation and unfolding of the stable pre-aggregated substrate, which stretched MLucV beyond simply unfolded conformations, followed by native refolding. The ATP-fueled unfolding and refolding action of Hsp70 on MLucV aggregates could accumulate native MLucV species under elevated denaturing temperatures highly adverse to the native state. These results unambiguously exclude binding and preventing of aggregation from the non-equilibrium mechanism by which Hsp70 converts stable aggregates into metastable native proteins.


Asunto(s)
Proteínas HSP70 de Choque Térmico , Pliegue de Proteína , Proteínas HSP70 de Choque Térmico/química , Chaperonas Moleculares/química , Luciferasas/metabolismo , Adenosina Trifosfato , Desnaturalización Proteica , Desplegamiento Proteico
4.
Phys Rev Lett ; 132(22): 228402, 2024 May 31.
Artículo en Inglés | MEDLINE | ID: mdl-38877915

RESUMEN

Living systems are maintained out of equilibrium by external driving forces. At stationarity, they exhibit emergent selection phenomena that break equilibrium symmetries and originate from the expansion of the accessible chemical space due to nonequilibrium conditions. Here, we use the matrix-tree theorem to derive upper and lower thermodynamic bounds on these symmetry-breaking features in linear and catalytic biochemical systems. Our bounds are independent of the kinetics and hold for both closed and open reaction networks. We also extend our results to master equations in the chemical space. Using our framework, we recover the thermodynamic constraints in kinetic proofreading. Finally, we show that the contrast of reaction-diffusion patterns can be bounded only by the nonequilibrium driving force. Our results provide a general framework for understanding the role of nonequilibrium conditions in shaping the steady-state properties of biochemical systems.

6.
Mol Biol Evol ; 37(4): 1179-1192, 2020 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-31670785

RESUMEN

Protein structure is tightly intertwined with function according to the laws of evolution. Understanding how structure determines function has been the aim of structural biology for decades. Here, we have wondered instead whether it is possible to exploit the function for which a protein was evolutionary selected to gain information on protein structure and on the landscape explored during the early stages of molecular and natural evolution. To answer to this question, we developed a new methodology, which we named CAMELS (Coupling Analysis by Molecular Evolution Library Sequencing), that is able to obtain the in vitro evolution of a protein from an artificial selection based on function. We were able to observe with CAMELS many features of the TEM-1 beta-lactamase local fold exclusively by generating and sequencing large libraries of mutational variants. We demonstrated that we can, whenever a functional phenotypic selection of a protein is available, sketch the structural and evolutionary landscape of a protein without utilizing purified proteins, collecting physical measurements, or relying on the pool of natural protein variants.


Asunto(s)
Evolución Molecular Dirigida/métodos , Relación Estructura-Actividad , beta-Lactamasas/genética , Pliegue de Proteína , Análisis de Secuencia de ADN
7.
Nucleic Acids Res ; 47(13): 6956-6972, 2019 07 26.
Artículo en Inglés | MEDLINE | ID: mdl-31175837

RESUMEN

Cells possess remarkable control of the folding and entanglement topology of long and flexible chromosomal DNA molecules. It is thought that structural maintenance of chromosome (SMC) protein complexes play a crucial role in this, by organizing long DNAs into series of loops. Experimental data suggest that SMC complexes are able to translocate on DNA, as well as pull out lengths of DNA via a 'loop extrusion' process. We describe a Brownian loop-capture-ratchet model for translocation and loop extrusion based on known structural, catalytic, and DNA-binding properties of the Bacillus subtilis SMC complex. Our model provides an example of a new class of molecular motor where large conformational fluctuations of the motor 'track'-in this case DNA-are involved in the basic translocation process. Quantitative analysis of our model leads to a series of predictions for the motor properties of SMC complexes, most strikingly a strong dependence of SMC translocation velocity and step size on tension in the DNA track that it is moving along, with 'stalling' occuring at subpiconewton tensions. We discuss how the same mechanism might be used by structurally related SMC complexes (Escherichia coli MukBEF and eukaryote condensin, cohesin and SMC5/6) to organize genomic DNA.


Asunto(s)
Proteínas Bacterianas/metabolismo , Proteínas de Ciclo Celular/metabolismo , Proteínas Cromosómicas no Histona/metabolismo , ADN/química , Modelos Químicos , Proteínas Motoras Moleculares/metabolismo , Complejos Multiproteicos/metabolismo , Conformación de Ácido Nucleico , Adenosina Difosfato/metabolismo , Adenosina Trifosfato/metabolismo , Animales , ADN/metabolismo , Células Eucariotas/metabolismo , Cinética , Unión Proteica , Conformación Proteica , Estrés Mecánico , Termodinámica , Cohesinas
8.
Entropy (Basel) ; 23(8)2021 Aug 17.
Artículo en Inglés | MEDLINE | ID: mdl-34441208

RESUMEN

When exposed to a thermal gradient, reaction networks can convert thermal energy into the chemical selection of states that would be unfavourable at equilibrium. The kinetics of reaction paths, and thus how fast they dissipate available energy, might be dominant in dictating the stationary populations of all chemical states out of equilibrium. This phenomenology has been theoretically explored mainly in the infinite diffusion limit. Here, we show that the regime in which the diffusion rate is finite, and also slower than some chemical reactions, might bring about interesting features, such as the maximisation of selection or the switch of the selected state at stationarity. We introduce a framework, rooted in a time-scale separation analysis, which is able to capture leading non-equilibrium features using only equilibrium arguments under well-defined conditions. In particular, it is possible to identify fast-dissipation sub-networks of reactions whose Boltzmann equilibrium dominates the steady-state of the entire system as a whole. Finally, we also show that the dissipated heat (and so the entropy production) can be estimated, under some approximations, through the heat capacity of fast-dissipation sub-networks. This work provides a tool to develop an intuitive equilibrium-based grasp on complex non-isothermal reaction networks, which are important paradigms to understand the emergence of complex structures from basic building blocks.

10.
Nat Chem Biol ; 14(4): 388-395, 2018 04.
Artículo en Inglés | MEDLINE | ID: mdl-29507388

RESUMEN

During and after protein translation, molecular chaperones require ATP hydrolysis to favor the native folding of their substrates and, under stress, to avoid aggregation and revert misfolding. Why do some chaperones need ATP, and what are the consequences of the energy contributed by the ATPase cycle? Here, we used biochemical assays and physical modeling to show that the bacterial chaperones GroEL (Hsp60) and DnaK (Hsp70) both use part of the energy from ATP hydrolysis to restore the native state of their substrates, even under denaturing conditions in which the native state is thermodynamically unstable. Consistently with thermodynamics, upon exhaustion of ATP, the metastable native chaperone products spontaneously revert to their equilibrium non-native states. In the presence of ATPase chaperones, some proteins may thus behave as open ATP-driven, nonequilibrium systems whose fate is only partially determined by equilibrium thermodynamics.


Asunto(s)
Adenosina Trifosfato/química , Chaperonina 60/química , Proteínas de Escherichia coli/química , Proteínas HSP70 de Choque Térmico/química , Malato Deshidrogenasa/química , Proteínas/química , Adenosina Trifosfatasas/química , Animales , Mitocondrias/metabolismo , Chaperonas Moleculares/química , Conformación Proteica , Desnaturalización Proteica , Pliegue de Proteína , Porcinos , Termodinámica
11.
Nano Lett ; 17(3): 1938-1948, 2017 03 08.
Artículo en Inglés | MEDLINE | ID: mdl-28191853

RESUMEN

Bacterial chromosome has a compact structure that dynamically changes its shape in response to bacterial growth rate and growth phase. Determining how chromatin remains accessible to DNA binding proteins, and transcription machinery is crucial to understand the link between genetic regulation, DNA structure, and topology. Here, we study very large supercoiled dsDNA using high-resolution characterization, theoretical modeling, and molecular dynamics calculations. We unveil a new type of highly ordered DNA organization forming in the presence of attractive DNA-DNA interactions, which we call hyperplectonemes. We demonstrate that their formation depends on DNA size, supercoiling, and bacterial physiology. We compare structural, nanomechanic, and dynamic properties of hyperplectonemes bound by three highly abundant nucleoid-associated proteins (FIS, H-NS, and HU). In all these cases, the negative supercoiling of DNA determines molecular dynamics, modulating their 3D shape. Overall, our findings provide a mechanistic insight into the critical role of DNA topology in genetic regulation.


Asunto(s)
ADN Bacteriano/ultraestructura , ADN Superhelicoidal/ultraestructura , Escherichia coli/ultraestructura , ADN Bacteriano/química , ADN Superhelicoidal/química , Escherichia coli/química , Microscopía de Fuerza Atómica , Simulación de Dinámica Molecular , Conformación de Ácido Nucleico
12.
Phys Rev Lett ; 119(3): 037801, 2017 Jul 21.
Artículo en Inglés | MEDLINE | ID: mdl-28777625

RESUMEN

The shape of a polymer plays an important role in its interactions with surrounding molecules. We characterize the shape and the orientational properties of a polymer chain under tension in a good solvent, a physical condition that is often realized both in single-molecule experiments and in vivo. Our findings reveal the existence of hitherto unobserved universal laws encompassing polymers with different rigidities and including the possible presence of excluded-volume effects, showing that both shape and orientation are solely determined by the force contribution to the free energy. In doing so, they also provide a simple way to retrieve these quantities from the knowledge of the force-versus-extension curve.

13.
PLoS Comput Biol ; 12(3): e1004752, 2016 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-26967624

RESUMEN

In this paper we introduce a fully flexible coarse-grained model of immunoglobulin G (IgG) antibodies parametrized directly on cryo-EM data and simulate the binding dynamics of many IgGs to antigens adsorbed on a surface at increasing densities. Moreover, we work out a theoretical model that allows to explain all the features observed in the simulations. Our combined computational and theoretical framework is in excellent agreement with surface-plasmon resonance data and allows us to establish a number of important results. (i) Internal flexibility is key to maximize bivalent binding, flexible IgGs being able to explore the surface with their second arm in search for an available hapten. This is made clear by the strongly reduced ability to bind with both arms displayed by artificial IgGs designed to rigidly keep a prescribed shape. (ii) The large size of IgGs is instrumental to keep neighboring molecules at a certain distance (surface repulsion), which essentially makes antigens within reach of the second Fab always unoccupied on average. (iii) One needs to account independently for the thermodynamic and geometric factors that regulate the binding equilibrium. The key geometrical parameters, besides excluded-volume repulsion, describe the screening of free haptens by neighboring bound antibodies. We prove that the thermodynamic parameters govern the low-antigen-concentration regime, while the surface screening and repulsion only affect the binding at high hapten densities. Importantly, we prove that screening effects are concealed in relative measures, such as the fraction of bivalently bound antibodies. Overall, our model provides a valuable, accurate theoretical paradigm beyond existing frameworks to interpret experimental profiles of antibodies binding to multi-valent surfaces of different sorts in many contexts.


Asunto(s)
Complejo Antígeno-Anticuerpo/inmunología , Reacciones Antígeno-Anticuerpo/inmunología , Inmunoglobulina G/química , Inmunoglobulina G/inmunología , Modelos Químicos , Modelos Inmunológicos , Sitios de Unión de Anticuerpos/inmunología , Simulación por Computador , Inmunoglobulina G/ultraestructura , Unión Proteica
14.
PLoS Comput Biol ; 11(6): e1004262, 2015 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-26046683

RESUMEN

Hsp70s are a class of ubiquitous and highly conserved molecular chaperones playing a central role in the regulation of proteostasis in the cell. Hsp70s assist a myriad of cellular processes by binding unfolded or misfolded substrates during a complex biochemical cycle involving large-scale structural rearrangements. Here we show that an analysis of coevolution at the residue level fully captures the characteristic large-scale conformational transitions of this protein family, and predicts an evolutionary conserved-and thus functional-homo-dimeric arrangement. Furthermore, we highlight that the features encoding the Hsp70 dimer are more conserved in bacterial than in eukaryotic sequences, suggesting that the known Hsp70/Hsp110 hetero-dimer is a eukaryotic specialization built on a pre-existing template.


Asunto(s)
Proteínas HSP70 de Choque Térmico/química , Proteínas HSP70 de Choque Térmico/metabolismo , Secuencia de Aminoácidos , Animales , Bovinos , Dimerización , Proteínas Fúngicas/química , Proteínas Fúngicas/metabolismo , Humanos , Modelos Moleculares , Alineación de Secuencia
15.
Proc Natl Acad Sci U S A ; 110(18): 7199-204, 2013 Apr 30.
Artículo en Inglés | MEDLINE | ID: mdl-23584019

RESUMEN

Chaperonins are cage-like complexes in which nonnative polypeptides prone to aggregation are thought to reach their native state optimally. However, they also may use ATP to unfold stably bound misfolded polypeptides and mediate the out-of-cage native refolding of large proteins. Here, we show that even without ATP and GroES, both GroEL and the eukaryotic chaperonin containing t-complex polypeptide 1 (CCT/TRiC) can unfold stable misfolded polypeptide conformers and readily release them from the access ways to the cage. Reconciling earlier disparate experimental observations to ours, we present a comprehensive model whereby following unfolding on the upper cavity, in-cage confinement is not needed for the released intermediates to slowly reach their native state in solution. As over-sticky intermediates occasionally stall the catalytic unfoldase sites, GroES mobile loops and ATP are necessary to dissociate the inhibitory species and regenerate the unfolding activity. Thus, chaperonin rings are not obligate confining antiaggregation cages. They are polypeptide unfoldases that can iteratively convert stable off-pathway conformers into functional proteins.


Asunto(s)
Adenosina Trifosfato/farmacología , Biocatálisis/efectos de los fármacos , Chaperonina 60/metabolismo , Chaperonina con TCP-1/metabolismo , Péptidos/metabolismo , Replegamiento Proteico/efectos de los fármacos , Desplegamiento Proteico/efectos de los fármacos , Animales , Apoproteínas/metabolismo , Bovinos , Chaperonina 10/metabolismo , Congelación , Modelos Moleculares , Estructura Cuaternaria de Proteína , Especificidad por Sustrato/efectos de los fármacos , Sus scrofa , Tiosulfato Azufretransferasa/metabolismo
16.
Phys Rev Lett ; 113(26): 268103, 2014 Dec 31.
Artículo en Inglés | MEDLINE | ID: mdl-25615390

RESUMEN

Amyloid fibrils are ubiquitous proteinaceous aggregates occurring in vivo and in vitro, with an invariant structural fingerprint at the molecular length scale. However, interpretation of their mesoscopic architectures is complicated by diverse observable polymorphic states. We here present a constitutive model for amyloid fibrils based on the minimization of the total energy per fibril. The model is benchmarked on real amyloid fibrils studied by atomic force microscopy. We use multistranded ß-lactoglobulin amyloid fibrils as a model system exhibiting a rich polymorphism. The constitutive model quantitatively recapitulates the main mesoscopic topological features of amyloid fibrils, that is, the evolution of fibril periodicity as a function of the ionic strength of the solution and of the fibril width. A universal mesoscopic structural signature of the fibrils emerges from this picture, predicting a general, parameter-free law for the periodicity of the fibrils, that depends solely on the number of protofilaments per fibril. These predictions are validated experimentally and conclusively highlight the role of competing electrostatic and elastic contributions as the main players in the establishment of amyloid fibrils structure.


Asunto(s)
Amiloide/química , Modelos Químicos , Cristalización , Elasticidad , Lactoglobulinas/química , Microscopía de Fuerza Atómica , Estructura Secundaria de Proteína , Electricidad Estática
17.
Cell Stress Chaperones ; 29(2): 338-348, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38521349

RESUMEN

The 70 kDa heat shock protein (Hsp70) chaperones control protein homeostasis in all ATP-containing cellular compartments. J-domain proteins (JDPs) coevolved with Hsp70s to trigger ATP hydrolysis and catalytically upload various substrate polypeptides in need to be structurally modified by the chaperone. Here, we measured the protein disaggregation and refolding activities of the main yeast cytosolic Hsp70, Ssa1, in the presence of its most abundant JDPs, Sis1 and Ydj1, and two swap mutants, in which the J-domains have been interchanged. The observed differences by which the four constructs differently cooperate with Ssa1 and cooperate with each other, as well as their observed intrinsic ability to bind misfolded substrates and trigger Ssa1's ATPase, indicate the presence of yet uncharacterized intramolecular dynamic interactions between the J-domains and the remaining C-terminal segments of these proteins. Taken together, the data suggest an autoregulatory role to these intramolecular interactions within both type A and B JDPs, which might have evolved to reduce energy-costly ATPase cycles by the Ssa1-4 chaperones that are the most abundant Hsp70s in the yeast cytosol.


Asunto(s)
Proteínas de Saccharomyces cerevisiae , Saccharomyces cerevisiae , Saccharomyces cerevisiae/metabolismo , Proteínas del Choque Térmico HSP40/metabolismo , Proteínas de Saccharomyces cerevisiae/metabolismo , Unión Proteica , Proteínas HSP70 de Choque Térmico/metabolismo , Chaperonas Moleculares/metabolismo , Adenosina Trifosfatasas/metabolismo , Adenosina Trifosfato/metabolismo
18.
Cell Stress Chaperones ; 29(1): 21-33, 2024 Feb.
Artículo en Inglés | MEDLINE | ID: mdl-38320449

RESUMEN

J-domain proteins (JDPs) are the largest family of chaperones in most organisms, but much of how they function within the network of other chaperones and protein quality control machineries is still an enigma. Here, we report on the latest findings related to JDP functions presented at a dedicated JDP workshop in Gdansk, Poland. The report does not include all (details) of what was shared and discussed at the meeting, because some of these original data have not yet been accepted for publication elsewhere or represented still preliminary observations at the time.


Asunto(s)
Proteínas HSP70 de Choque Térmico , Chaperonas Moleculares , Proteínas HSP70 de Choque Térmico/metabolismo , Chaperonas Moleculares/metabolismo , Polonia , Proteínas del Choque Térmico HSP40/metabolismo
19.
Phys Biol ; 10(4): 045002, 2013 08.
Artículo en Inglés | MEDLINE | ID: mdl-23912905

RESUMEN

Crowding and confinement can affect protein stability, favouring the more compact species amongst the folded and unfolded conformations. An unbiased assessment of the relative efficacy of crowded and confined environments has been hampered so far by the paucity of homogeneous comparisons on the same protein. This paper reports spectroscopic studies on yeast frataxin (Yfh1), a protein which provides an excellent model system for stability studies since it undergoes both cold and heat denaturation at measurable temperatures. The stability of Yfh1 was evaluated in the presence of Ficoll 70 and inside the cavities of polyacrylamide gels as means of mimicking crowding and confinement. We find that both effects influence the thermal stability of Yfh1 to a comparable extent thus providing the first direct comparison of crowding and confinement on the same protein. Thanks to the measurement of the full stability curve we also present the first thermodynamic characterization of the stability of a protein in crowding conditions.

20.
Commun Phys ; 6(1): 205, 2023.
Artículo en Inglés | MEDLINE | ID: mdl-38665399

RESUMEN

ATP-Binding Cassette (ABC) transporters are a broad family of biological machines, found in most prokaryotic and eukaryotic cells, performing the crucial import or export of substrates through both plasma and organellar membranes, and maintaining a steady concentration gradient driven by ATP hydrolysis. Building upon the present biophysical and biochemical characterization of ABC transporters, we propose here a model whose solution reveals that these machines are an exact molecular realization of the autonomous Maxwell Demon, a century-old abstract device that uses an energy source to drive systems away from thermodynamic equilibrium. In particular, the Maxwell Demon does not perform any direct mechanical work on the system, but simply selects which spontaneous processes to allow and which ones to forbid based on information that it collects and processes. In its autonomous version, the measurement device is embedded in the system itself. In the molecular model introduced here, the different operations that characterize Maxwell Demons (measurement, feedback, resetting) are features that emerge from the biochemical and structural properties of ABC transporters, revealing the crucial role of allostery to process information. Our framework allows us to develop an explicit bridge between the molecular-level description and the higher-level language of information theory for ABC transporters.

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