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BACKGROUND: EZH2, well-known for its canonical methyltransferase activity in transcriptional repression in many cancers including glioblastoma (GBM), has an understudied non-canonical function critical for sustained tumor growth. Recent GBM consortial efforts reveal complex molecular heterogeneity for which therapeutic vulnerabilities correlated with subtype stratification remain relatively unexplored. Current enzymatic EZH2 inhibitors (EZH2inh) targeting its canonical SET domain show limited efficacy and lack durable response, suggesting that underlying differences in the non-canonical pathway may yield new knowledge. Here, we unveiled dual roles of the EZH2 CXC domain in therapeutically-distinct, reactive oxygen species (ROS)-stratified tumors. METHODS: We analyzed differentially expressed genes between ROS classes by examining cis-regulatory elements as well as clustering of activities and pathways to identify EZH2 as the key mediator in ROS-stratified cohorts. Pull-down assays and CRISPR knockout of EZH2 domains were used to dissect the distinct functions of EZH2 in ROS-stratified GBM cells. The efficacy of NF-κB-inducing kinase inhibitor (NIKinh) and standard-of-care temozolomide was evaluated using orthotopic patient-derived GBM xenografts. RESULTS: In ROS(+) tumors, CXC-mediated co-interaction with RelB drives constitutive activation of non-canonical NF-κB2 signaling, sustaining the ROS(+) chemoresistant phenotype. In contrast, in ROS(-) subtypes, PRC2 methyltransferase activity represses canonical NF-κB. Addressing the lack of EZH2inh targeting its non-methyltransferase roles, we utilized a brain-penetrant NIKinh that disrupts EZH2-RelB binding, consequently prolonging survival in orthotopic ROS(+)-implanted mice. CONCLUSION: Our findings highlight the functional dichotomy of the EZH2 CXC domain in governing ROS-stratified therapeutic resistance, thereby advocating for the development of therapeutic approaches targeting its non-canonical activities and underscoring the significance of patient stratification methodologies.
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Glioblastomas are the most common malignant brain tumors in adults; they are highly aggressive and heterogeneous and show a high degree of plasticity. Here, we show that methyltransferase-like 7B (METTL7B) is an essential regulator of lineage specification in glioblastoma, with an impact on both tumor size and invasiveness. Single-cell transcriptomic analysis of these tumors and of cerebral organoids derived from expanded potential stem cells overexpressing METTL7B reveal a regulatory role for the gene in the neural stem cell-to-astrocyte differentiation trajectory. Mechanistically, METTL7B downregulates the expression of key neuronal differentiation players, including SALL2, via post-translational modifications of histone marks.
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Diferenciación Celular , Linaje de la Célula , Glioblastoma , Metiltransferasas , Glioblastoma/patología , Glioblastoma/genética , Glioblastoma/metabolismo , Humanos , Metiltransferasas/metabolismo , Metiltransferasas/genética , Linaje de la Célula/genética , Animales , Neoplasias Encefálicas/patología , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/metabolismo , Regulación Neoplásica de la Expresión Génica , Ratones , Células-Madre Neurales/metabolismo , Células-Madre Neurales/patología , Línea Celular Tumoral , Astrocitos/metabolismo , Astrocitos/patología , Organoides/metabolismo , Organoides/patologíaRESUMEN
We describe a subset of glioblastoma, the most prevalent malignant adult brain tumour, harbouring a bias towards hypomethylation at defined differentially methylated regions. This epigenetic signature correlates with an enrichment for an astrocytic gene signature, which together with the identification of enriched predicted binding sites of transcription factors known to cause demethylation and to be involved in astrocytic/glial lineage specification, point to a shared ontogeny between these glioblastomas and astroglial progenitors. At functional level, increased invasiveness, at least in part mediated by SRPX2, and macrophage infiltration characterise this subset of glioblastoma.
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Neoplasias Encefálicas , Glioblastoma , Humanos , Adulto , Glioblastoma/patología , Neoplasias Encefálicas/genética , Astrocitos/metabolismo , Metilación de ADN , EpigenómicaRESUMEN
INTRODUCTION: In the event of fetal hypoxia-ischemia, circulation to the brain and central organs is thought to be preserved. The objective of the study was to explore the relationship between the presence of brain injury on MRI and multi-organ involvement, as reflected in routinely collected laboratory (lab) values in babies who have undergone therapeutic hypothermia (TH) after hypoxic-ischemic encephalopathy (HIE). METHODS: Peak and trough values, and age at peak/trough, were obtained for 10 lab markers collected for clinical care, representing hematopoiesis, coagulation, inflammation, hepatic, and renal function, from 71 consecutively recruited newborns from four tertiary neonatal centers undergoing TH. Cerebral MR images obtained as part of clinical care were assessed by two raters with expertise, in a blinded fashion. RESULTS: There was no significant association between the presence of cerebral injury on MRI and systems involvement in newborns who have undergone TH. However, the peak/trough platelet ratio was significantly associated with cerebral injury. Also, the peak platelet, lymphocyte, and urea counts occurred significantly later in babies with substantial brain injury compared to those without. CONCLUSION: Using a statistical approach, we demonstrate that there is no clear relationship between multi-organ involvement and cerebral injury in babies with HIE who have undergone TH. We infer that babies may have cerebral injury in the absence of involvement of other organ systems. The platelet count ratio as an independent biomarker of cerebral injury in this group requires further investigation. Reference ranges of lab values for term newborns undergoing TH are provided.
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Lesiones Encefálicas , Hipotermia Inducida , Hipoxia-Isquemia Encefálica , Biomarcadores , Lesiones Encefálicas/diagnóstico , Lesiones Encefálicas/terapia , Femenino , Hipoxia Fetal , Humanos , Hipotermia Inducida/métodos , Hipoxia-Isquemia Encefálica/terapia , Lactante , Recién Nacido , Imagen por Resonancia Magnética/métodosRESUMEN
Epigenetic mechanisms which play an essential role in normal developmental processes, such as self-renewal and fate specification of neural stem cells (NSC) are also responsible for some of the changes in the glioblastoma (GBM) genome. Here we develop a strategy to compare the epigenetic and transcriptional make-up of primary GBM cells (GIC) with patient-matched expanded potential stem cell (EPSC)-derived NSC (iNSC). Using a comparative analysis of the transcriptome of syngeneic GIC/iNSC pairs, we identify a glycosaminoglycan (GAG)-mediated mechanism of recruitment of regulatory T cells (Tregs) in GBM. Integrated analysis of the transcriptome and DNA methylome of GBM cells identifies druggable target genes and patient-specific prediction of drug response in primary GIC cultures, which is validated in 3D and in vivo models. Taken together, we provide a proof of principle that this experimental pipeline has the potential to identify patient-specific disease mechanisms and druggable targets in GBM.
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Neoplasias Encefálicas/genética , Glioblastoma/genética , Células Madre Neoplásicas/metabolismo , Células-Madre Neurales/metabolismo , Animales , Neoplasias Encefálicas/metabolismo , Neoplasias Encefálicas/fisiopatología , Diferenciación Celular , Metilación de ADN , Epigénesis Genética , Epigenómica , Glioblastoma/metabolismo , Glioblastoma/fisiopatología , Humanos , Ratones , Transcripción GenéticaRESUMEN
Deregulation of chromatin modifiers plays an essential role in the pathogenesis of medulloblastoma, the most common paediatric malignant brain tumour. Here, we identify a BMI1-dependent sensitivity to deregulation of inositol metabolism in a proportion of medulloblastoma. We demonstrate mTOR pathway activation and metabolic adaptation specifically in medulloblastoma of the molecular subgroup G4 characterised by a BMI1High;CHD7Low signature and show this can be counteracted by IP6 treatment. Finally, we demonstrate that IP6 synergises with cisplatin to enhance its cytotoxicity in vitro and extends survival in a pre-clinical BMI1High;CHD7Low xenograft model.
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Adaptación Fisiológica , Neoplasias Cerebelosas/genética , Epigénesis Genética , Inositol/farmacología , Meduloblastoma/genética , Adaptación Fisiológica/efectos de los fármacos , Animales , Recuento de Células , Línea Celular Tumoral , Proliferación Celular/efectos de los fármacos , Supervivencia Celular/efectos de los fármacos , Cisplatino/farmacología , Proteínas de Unión al ADN/metabolismo , Sinergismo Farmacológico , Epigénesis Genética/efectos de los fármacos , Humanos , Ratones , Células-Madre Neurales/metabolismo , Consumo de Oxígeno/efectos de los fármacos , Fosfatidilinositoles/metabolismo , Complejo Represivo Polycomb 1/metabolismo , Regiones Promotoras Genéticas/genética , Proteínas Proto-Oncogénicas/metabolismo , Transducción de Señal , Proteínas de Dominio T Box , Serina-Treonina Quinasas TOR/metabolismo , Ensayos Antitumor por Modelo de XenoinjertoRESUMEN
Tumour-associated microglia/macrophages (TAM) are the most numerous non-neoplastic populations in the tumour microenvironment in glioblastoma multiforme (GBM), the most common malignant brain tumour in adulthood. The mTOR pathway, an important regulator of cell survival/proliferation, is upregulated in GBM, but little is known about the potential role of this pathway in TAM. Here, we show that GBM-initiating cells induce mTOR signalling in the microglia but not bone marrow-derived macrophages in both in vitro and in vivo GBM mouse models. mTOR-dependent regulation of STAT3 and NF-κB activity promotes an immunosuppressive microglial phenotype. This hinders effector T-cell infiltration, proliferation and immune reactivity, thereby contributing to tumour immune evasion and promoting tumour growth in mouse models. The translational value of our results is demonstrated in whole transcriptome datasets of human GBM and in a novel in vitro model, whereby expanded-potential stem cells (EPSC)-derived microglia-like cells are conditioned by syngeneic patient-derived GBM-initiating cells. These results raise the possibility that microglia could be the primary target of mTOR inhibition, rather than the intrinsic tumour cells in GBM.
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Neoplasias Encefálicas/inmunología , Glioblastoma/inmunología , Tolerancia Inmunológica , Microglía/inmunología , Proteínas de Neoplasias/inmunología , Serina-Treonina Quinasas TOR/inmunología , Microambiente Tumoral/inmunología , Animales , Neoplasias Encefálicas/genética , Neoplasias Encefálicas/patología , Línea Celular Tumoral , Glioblastoma/genética , Glioblastoma/patología , Humanos , Ratones , Ratones Noqueados , Microglía/patología , Proteínas de Neoplasias/genética , Serina-Treonina Quinasas TOR/genética , Microambiente Tumoral/genéticaRESUMEN
OBJECTIVE: In the trials, a substantial proportion of newborns who underwent therapeutic hypothermia (TH) had an adverse outcome after hypoxic-ischaemic encephalopathy (HIE). Cooled babies were noted to have fewer cerebral lesions on MRI but when present lesions were predictive of adverse outcome. We investigate the predictive value of cerebral MRI in babies who undergo cooling in the clinical setting outside of the clinical trials in a prospective UK cohort. RESULTS: Of 75 babies recruited from four centres, neurodevelopment was available for 69 (92%) with 29% (20/69) being abnormal. The unfavourable MRI group (n = 22) had significantly lower motor (p < 0.001), language (p < 0.001) and cognition (p < 0.001) scores on Bayley-III assessment, compared to the favourable MRI group (n = 47). On multiple regression there was a significant relationship between basal ganglia and thalami abnormality and motor (p = 0.002), cognition (p = 0.011) and language (p = 0.013) outcomes. Half of the babies who had an MRI predictive of adverse outcome (11/22) had highest grade cerebral palsy. Cerebral MRI had 95% sensitivity, 94% specificity, 91% PPV and 98% NPV in predicting neurodevelopment. CONCLUSIONS: In this clinical cohort, fewer children had adverse neurodevelopment after TH compared to the TH trials. However, half the children who had an MRI predictive of adverse ND outcome had the most severe form of cerebral palsy. In this cohort, cerebral MRI was found to be highly predictive of neurodevelopmental outcome.
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Hipotermia Inducida/métodos , Hipoxia-Isquemia Encefálica/complicaciones , Hipoxia-Isquemia Encefálica/terapia , Imagen por Resonancia Magnética/métodos , Trastornos del Neurodesarrollo/etiología , Parálisis Cerebral/etiología , Parálisis Cerebral/patología , Niño , Estudios de Cohortes , Femenino , Humanos , Hipoxia-Isquemia Encefálica/diagnóstico por imagen , Lactante , Recién Nacido , Enfermedades del Recién Nacido , Masculino , Trastornos del Neurodesarrollo/patología , Estudios ProspectivosRESUMEN
In the original version of this article [1], there was 1 error in the affiliation of the European Institute of Oncology (affiliation 3). In this correction article the updated affiliation is shown for clarification.
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Choroid plexus tumours (CPTs) account for 2-5% of brain tumours in children. They can spread along the neuraxis and can recur after treatment. Little is known about the molecular mechanisms underlying their formation and only few high fidelity mouse models of p53-deficient malignant CPTs are available.We show here that c-MYC overexpression in the choroid plexus epithelium induces T-cell inflammation-dependent choroid plexus papillomas in a mouse model. We demonstrate that c-MYC is expressed in a substantial proportion of human choroid plexus tumours and that this subgroup of tumours is characterised by an inflammatory transcriptome and significant inflammatory infiltrates. In compound mutant mice, overexpression of c-MYC in an immunodeficient background led to a decreased incidence of CPP and reduced tumour bulk. Finally, reduced tumour size was also observed upon T-cell depletion in CPP-bearing mice. Our data raise the possibility that benign choroid plexus tumours expressing c-MYC could be amenable to medical therapy with anti-inflammatory drugs.
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Encefalitis/metabolismo , Papiloma del Plexo Coroideo/metabolismo , Proteínas Proto-Oncogénicas c-myc/metabolismo , Linfocitos T/metabolismo , Animales , Encéfalo/patología , Modelos Animales de Enfermedad , Encefalitis/complicaciones , Humanos , Ratones Transgénicos , Papiloma del Plexo Coroideo/etiología , Papiloma del Plexo Coroideo/patología , TranscriptomaRESUMEN
We describe molecular convergence between BMI1 and CHD7 in the initiation of medulloblastoma. Identified in a functional genomic screen in mouse models, a BMI1High;CHD7Low expression signature within medulloblastoma characterizes patients with poor overall survival. We show that BMI1-mediated repression of the ERK1/2 pathway leads to increased proliferation and tumor burden in primary human MB cells and in a xenograft model, respectively. We provide evidence that repression of the ERK inhibitor DUSP4 by BMI1 is dependent on a more accessible chromatin configuration in G4 MB cells with low CHD7 expression. These findings extend current knowledge of the role of BMI1 and CHD7 in medulloblastoma pathogenesis, and they raise the possibility that pharmacological targeting of BMI1 or ERK may be particularly indicated in a subgroup of MB with low expression levels of CHD7.
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Proteínas de Unión al ADN/metabolismo , Quinasas MAP Reguladas por Señal Extracelular/metabolismo , Meduloblastoma/metabolismo , Complejo Represivo Polycomb 1/metabolismo , Proteínas Proto-Oncogénicas/metabolismo , Animales , Western Blotting , Proliferación Celular/genética , Proliferación Celular/fisiología , Cromatina/genética , Cromatina/metabolismo , Proteínas de Unión al ADN/genética , Quinasas MAP Reguladas por Señal Extracelular/genética , Femenino , Masculino , Meduloblastoma/genética , Ratones , Complejo Represivo Polycomb 1/genética , Proteínas Tirosina Fosfatasas/genética , Proteínas Tirosina Fosfatasas/metabolismo , Proteínas Proto-Oncogénicas/genética , Transducción de Señal/genética , Transducción de Señal/fisiologíaRESUMEN
OBJECTIVES: Decades of empirical research demonstrate that crime is concentrated at a range of spatial scales, including street segments. Further, the degree of clustering at particular geographic units remains noticeably stable and consistent; a finding that Weisburd (Criminology 53:133-157, 2015) has recently termed the 'law of crime concentration at places'. Such findings suggest that the future locations of crime should-to some extent at least-be predictable. To date, methods of forecasting where crime is most likely to next occur have focused either on area-level or grid-based predictions. No studies of which we are aware have developed and tested the accuracy of methods for predicting the future risk of crime at the street segment level. This is surprising given that it is at this level of place that many crimes are committed and policing resources are deployed. METHODS: Using data for property crimes for a large UK metropolitan police force area, we introduce and calibrate a network-based version of prospective crime mapping [e.g. Bowers et al. (Br J Criminol 44:641-658, 2004)], and compare its performance against grid-based alternatives. We also examine how measures of predictive accuracy can be translated to the network context, and show how differences in performance between the two cases can be quantified and tested. RESULTS: Findings demonstrate that the calibrated network-based model substantially outperforms a grid-based alternative in terms of predictive accuracy, with, for example, approximately 20 % more crime identified at a coverage level of 5 %. The improvement in accuracy is highly statistically significant at all coverage levels tested (from 1 to 10 %). CONCLUSIONS: This study suggests that, for property crime at least, network-based methods of crime forecasting are likely to outperform grid-based alternatives, and hence should be used in operational policing. More sophisticated variations of the model tested are possible and should be developed and tested in future research.
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There are various cases of animal movement where behaviour broadly switches between two modes of operation, corresponding to a long-distance movement state and a resting or local movement state. Here, a mathematical description of this process is formulated, adapted from Friedrich et al. (Phys Rev E, 74:041103, 2006b). The approach allows the specification any running or waiting time distribution along with any angular and speed distributions. The resulting system of integro-partial differential equations is tumultuous, and therefore, it is necessary to both simplify and derive summary statistics. An expression for the mean squared displacement is derived, which shows good agreement with experimental data from the bacterium Escherichia coli and the gull Larus fuscus. Finally, a large time diffusive approximation is considered via a Cattaneo approximation (Hillen in Discrete Continuous Dyn Syst Ser B, 5:299-318, 2003). This leads to the novel result that the effective diffusion constant is dependent on the mean and variance of the running time distribution but only on the mean of the waiting time distribution.
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Fenómenos Fisiológicos Bacterianos , Aves/fisiología , Migración Animal/fisiología , Animales , Charadriiformes/fisiología , Simulación por Computador , Escherichia coli/fisiología , Conceptos Matemáticos , Modelos Biológicos , Movimiento/fisiologíaRESUMEN
Mosquito flight activity has been studied using a variety of different methodologies, and largely concentrates on female mosquito activity as vectors of disease. Video recording using standard commercially available hardware has limited accuracy for the measurement of flight activity due to the lack of depth-perception in two-dimensional images, but multi-camera observation for three dimensional trajectory reconstructions remain challenging and inaccessible to the majority of researchers. Here, in silico simulations were used to quantify the limitations of two-dimensional flight observation. We observed that, under the simulated conditions, two dimensional observation of flight was more than 90% accurate for the determination of population flight speeds and thus that two dimensional imaging can be used to provide accurate estimates of mosquito population flight speeds, and to measure flight activity over long periods of time. We optimized single camera video imaging to study male Aedes albopictus mosquitoes over a 30 h time period, and tested two different multi-object tracking algorithms for their efficiency in flight tracking. A. Albopictus males were observed to be most active at the start of the day period (06h00-08h00) with the longest period of activity in the evening (15h00-18h00) and that a single mosquito will fly more than 600 m over the course of 24 h. No activity was observed during the night period (18h00-06h00). Simplistic tracking methodologies, executable on standard computational hardware, are sufficient to produce reliable data when video imaging is optimized under laboratory conditions. As this methodology does not require overly-expensive equipment, complex calibration of equipment or extensive knowledge of computer programming, the technology should be accessible to the majority of computer-literate researchers.
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Aedes/fisiología , Vuelo Animal , Grabación en Video , Animales , Ritmo Circadiano , Simulación por Computador , MasculinoRESUMEN
Most free-swimming bacteria move in approximately straight lines, interspersed with random reorientation phases. A key open question concerns varying mechanisms by which reorientation occurs. We combine mathematical modelling with analysis of a large tracking dataset to study the poorly understood reorientation mechanism in the monoflagellate species Rhodobacter sphaeroides. The flagellum on this species rotates counterclockwise to propel the bacterium, periodically ceasing rotation to enable reorientation. When rotation restarts the cell body usually points in a new direction. It has been assumed that the new direction is simply the result of Brownian rotation. We consider three variants of a self-propelled particle model of bacterial motility. The first considers rotational diffusion only, corresponding to a non-chemotactic mutant strain. Two further models incorporate stochastic reorientations, describing 'run-and-tumble' motility. We derive expressions for key summary statistics and simulate each model using a stochastic computational algorithm. We also discuss the effect of cell geometry on rotational diffusion. Working with a previously published tracking dataset, we compare predictions of the models with data on individual stopping events in R. sphaeroides. This provides strong evidence that this species undergoes some form of active reorientation rather than simple reorientation by Brownian rotation.
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Mecanotransducción Celular/fisiología , Modelos Biológicos , Orientación/fisiología , Rhodobacter sphaeroides/citología , Rhodobacter sphaeroides/fisiología , Polaridad Celular/fisiología , Simulación por Computador , Reología/métodos , Rotación , Estrés Mecánico , ViscosidadRESUMEN
Tracking bacteria using video microscopy is a powerful experimental approach to probe their motile behaviour. The trajectories obtained contain much information relating to the complex patterns of bacterial motility. However, methods for the quantitative analysis of such data are limited. Most swimming bacteria move in approximately straight lines, interspersed with random reorientation phases. It is therefore necessary to segment observed tracks into swimming and reorientation phases to extract useful statistics. We present novel robust analysis tools to discern these two phases in tracks. Our methods comprise a simple and effective protocol for removing spurious tracks from tracking datasets, followed by analysis based on a two-state hidden Markov model, taking advantage of the availability of mutant strains that exhibit swimming-only or reorientating-only motion to generate an empirical prior distribution. Using simulated tracks with varying levels of added noise, we validate our methods and compare them with an existing heuristic method. To our knowledge this is the first example of a systematic assessment of analysis methods in this field. The new methods are substantially more robust to noise and introduce less systematic bias than the heuristic method. We apply our methods to tracks obtained from the bacterial species Rhodobacter sphaeroides and Escherichia coli. Our results demonstrate that R. sphaeroides exhibits persistence over the course of a tumbling event, which is a novel result with important implications in the study of this and similar species.
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Movimiento Celular/fisiología , Procesamiento de Imagen Asistido por Computador/métodos , Rhodobacter sphaeroides/fisiología , Análisis de la Célula Individual/métodos , Simulación por Computador , Microscopía por Video , Reproducibilidad de los ResultadosRESUMEN
Most biological processes are performed by multiprotein complexes. Traditionally described as static entities, evidence is now emerging that their components can be highly dynamic, exchanging constantly with cellular pools. The bacterial flagellar motor contains approximately 13 different proteins and provides an ideal system to study functional molecular complexes. It is powered by transmembrane ion flux through a ring of stator complexes that push on a central rotor. The Escherichia coli motor switches direction stochastically in response to binding of the response regulator CheY to the rotor switch component FliM. Much is known of the static motor structure, but we are just beginning to understand the dynamics of its individual components. Here we measure the stoichiometry and turnover of FliM in functioning flagellar motors, by using high-resolution fluorescence microscopy of E. coli expressing genomically encoded YPet derivatives of FliM at physiological levels. We show that the approximately 30 FliM molecules per motor exist in two discrete populations, one tightly associated with the motor and the other undergoing stochastic turnover. This turnover of FliM molecules depends on the presence of active CheY, suggesting a potential role in the process of motor switching. In many ways the bacterial flagellar motor is as an archetype macromolecular assembly, and our results may have further implications for the functional relevance of protein turnover in other large molecular complexes.