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1.
Nat Cancer ; 5(6): 916-937, 2024 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-38637657

RESUMEN

Acute myeloid leukemia (AML) is a largely incurable disease, for which new treatments are urgently needed. While leukemogenesis occurs in the hypoxic bone marrow, the therapeutic tractability of the hypoxia-inducible factor (HIF) system remains undefined. Given that inactivation of HIF-1α/HIF-2α promotes AML, a possible clinical strategy is to target the HIF-prolyl hydroxylases (PHDs), which promote HIF-1α/HIF-2α degradation. Here, we reveal that genetic inactivation of Phd1/Phd2 hinders AML initiation and progression, without impacting normal hematopoiesis. We investigated clinically used PHD inhibitors and a new selective PHD inhibitor (IOX5), to stabilize HIF-α in AML cells. PHD inhibition compromises AML in a HIF-1α-dependent manner to disable pro-leukemogenic pathways, re-program metabolism and induce apoptosis, in part via upregulation of BNIP3. Notably, concurrent inhibition of BCL-2 by venetoclax potentiates the anti-leukemic effect of PHD inhibition. Thus, PHD inhibition, with consequent HIF-1α stabilization, is a promising nontoxic strategy for AML, including in combination with venetoclax.


Asunto(s)
Progresión de la Enfermedad , Subunidad alfa del Factor 1 Inducible por Hipoxia , Prolina Dioxigenasas del Factor Inducible por Hipoxia , Leucemia Mieloide Aguda , Inhibidores de Prolil-Hidroxilasa , Leucemia Mieloide Aguda/tratamiento farmacológico , Leucemia Mieloide Aguda/metabolismo , Subunidad alfa del Factor 1 Inducible por Hipoxia/metabolismo , Humanos , Prolina Dioxigenasas del Factor Inducible por Hipoxia/antagonistas & inhibidores , Prolina Dioxigenasas del Factor Inducible por Hipoxia/metabolismo , Inhibidores de Prolil-Hidroxilasa/farmacología , Inhibidores de Prolil-Hidroxilasa/uso terapéutico , Animales , Ratones , Apoptosis/efectos de los fármacos , Proteínas Proto-Oncogénicas/metabolismo , Proteínas de la Membrana/metabolismo , Proteínas de la Membrana/genética , Línea Celular Tumoral , Sulfonamidas/farmacología , Sulfonamidas/uso terapéutico , Proteínas Proto-Oncogénicas c-bcl-2/metabolismo , Estabilidad Proteica/efectos de los fármacos , Compuestos Bicíclicos Heterocíclicos con Puentes
3.
Cell Stem Cell ; 31(2): 244-259.e10, 2024 02 01.
Artículo en Inglés | MEDLINE | ID: mdl-38183977

RESUMEN

The paradigmatic hematopoietic tree model is increasingly recognized to be limited, as it is based on heterogeneous populations largely defined by non-homeostatic assays testing cell fate potentials. Here, we combine persistent labeling with time-series single-cell RNA sequencing to build a real-time, quantitative model of in vivo tissue dynamics for murine bone marrow hematopoiesis. We couple cascading single-cell expression patterns with dynamic changes in differentiation and growth speeds. The resulting explicit linkage between molecular states and cellular behavior reveals widely varying self-renewal and differentiation properties across distinct lineages. Transplanted stem cells show strong acceleration of differentiation at specific stages of erythroid and neutrophil production, illustrating how the model can quantify the impact of perturbations. Our reconstruction of dynamic behavior from snapshot measurements is akin to how a kinetoscope allows sequential images to merge into a movie. We posit that this approach is generally applicable to understanding tissue-scale dynamics at high resolution.


Asunto(s)
Médula Ósea , Células Madre Hematopoyéticas , Animales , Ratones , Células Madre Hematopoyéticas/metabolismo , Hematopoyesis/genética , Diferenciación Celular
5.
Nat Immunol ; 23(6): 927-939, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35624205

RESUMEN

Hypoxemia is a defining feature of acute respiratory distress syndrome (ARDS), an often-fatal complication of pulmonary or systemic inflammation, yet the resulting tissue hypoxia, and its impact on immune responses, is often neglected. In the present study, we have shown that ARDS patients were hypoxemic and monocytopenic within the first 48 h of ventilation. Monocytopenia was also observed in mouse models of hypoxic acute lung injury, in which hypoxemia drove the suppression of type I interferon signaling in the bone marrow. This impaired monopoiesis resulted in reduced accumulation of monocyte-derived macrophages and enhanced neutrophil-mediated inflammation in the lung. Administration of colony-stimulating factor 1 in mice with hypoxic lung injury rescued the monocytopenia, altered the phenotype of circulating monocytes, increased monocyte-derived macrophages in the lung and limited injury. Thus, tissue hypoxia altered the dynamics of the immune response to the detriment of the host and interventions to address the aberrant response offer new therapeutic strategies for ARDS.


Asunto(s)
Lesión Pulmonar , Síndrome de Dificultad Respiratoria , Animales , Humanos , Hipoxia/etiología , Inflamación/complicaciones , Pulmón , Lesión Pulmonar/complicaciones , Ratones
6.
Biol Open ; 11(6)2022 06 15.
Artículo en Inglés | MEDLINE | ID: mdl-35603697

RESUMEN

Peptidylarginine deiminases (PADIs) are strongly associated with the development of autoimmunity, neurodegeneration and cancer but their physiological roles are ill-defined. The nuclear deiminase PADI4 regulates pluripotency in the mammalian pre-implantation embryo but its function in tissue development is unknown. PADI4 is primarily expressed in the bone marrow, as part of a self-renewal-associated gene signature. It has been shown to regulate the proliferation of multipotent haematopoietic progenitors and proposed to impact on the differentiation of haematopoietic stem cells (HSCs), suggesting that it controls haematopoietic development or regeneration. Using conditional in vivo models of steady state and acute Padi4 ablation, we examined the role of PADI4 in the development and function of the haematopoietic system. We found that PADI4 loss does not significantly affect HSC self-renewal or differentiation potential upon injury or serial transplantation, nor does it lead to HSC exhaustion or premature ageing. Thus PADI4 is dispensable for cell-autonomous HSC maintenance, differentiation and haematopoietic regeneration. This work represents the first study of PADI4 in tissue development and indicates that pharmacological PADI4 inhibition may be tolerated without adverse effects.


Asunto(s)
Hidrolasas , Mamíferos , Animales , Diferenciación Celular/genética , Hidrolasas/genética , Arginina Deiminasa Proteína-Tipo 4 , Desiminasas de la Arginina Proteica/genética
7.
Elife ; 112022 04 22.
Artículo en Inglés | MEDLINE | ID: mdl-35451955

RESUMEN

To identify roles of RNA binding proteins (RBPs) in the differentiation or survival of antibody secreting plasma cells we performed a CRISPR/Cas9 knockout screen of 1213 mouse RBPs for their ability to affect proliferation and/or survival, and the abundance of differentiated CD138 + cells in vitro. We validated the binding partners CSDE1 and STRAP as well as the m6A binding protein YTHDF2 as promoting the accumulation of CD138 + cells in vitro. We validated the EIF3 subunits EIF3K and EIF3L and components of the CCR4-NOT complex as inhibitors of CD138 + cell accumulation in vitro. In chimeric mouse models YTHDF2-deficient plasma cells failed to accumulate.


Asunto(s)
Células Plasmáticas , Proteínas de Unión al ARN , Animales , Proteínas Portadoras , Ratones , Proteínas de Unión al ARN/genética , Proteínas de Unión al ARN/metabolismo
8.
Stem Cell Reports ; 16(11): 2784-2797, 2021 11 09.
Artículo en Inglés | MEDLINE | ID: mdl-34715054

RESUMEN

Hematopoietic stem cells (HSCs) reside at the apex of the hematopoietic differentiation hierarchy and sustain multilineage hematopoiesis. Here, we show that the transcriptional regulator CITED2 is essential for life-long HSC maintenance. While hematopoietic-specific Cited2 deletion has a minor impact on steady-state hematopoiesis, Cited2-deficient HSCs are severely depleted in young mice and fail to expand upon aging. Moreover, although they home normally to the bone marrow, they fail to reconstitute hematopoiesis upon transplantation. Mechanistically, CITED2 is required for expression of key HSC regulators, including GATA2, MCL-1, and PTEN. Hematopoietic-specific expression of anti-apoptotic MCL-1 partially rescues the Cited2-deficient HSC pool and restores their reconstitution potential. To interrogate the Cited2→Pten pathway in HSCs, we generated Cited2;Pten compound heterozygous mice, which had a decreased number of HSCs that failed to reconstitute the HSC compartment. In addition, CITED2 represses multiple pathways whose elevated activity causes HSC exhaustion. Thus, CITED2 promotes pathways necessary for HSC maintenance and suppresses those detrimental to HSC integrity.


Asunto(s)
Regulación de la Expresión Génica , Hematopoyesis/genética , Trasplante de Células Madre Hematopoyéticas/métodos , Células Madre Hematopoyéticas/metabolismo , Proteínas Represoras/genética , Transactivadores/genética , Animales , Apoptosis/genética , Proliferación Celular/genética , Redes Reguladoras de Genes/genética , Ratones Endogámicos C57BL , Ratones Noqueados , RNA-Seq/métodos , Proteínas Represoras/metabolismo , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Transducción de Señal/genética , Factores de Tiempo , Transactivadores/metabolismo
9.
Cell Death Differ ; 28(9): 2589-2600, 2021 09.
Artículo en Inglés | MEDLINE | ID: mdl-33785871

RESUMEN

High levels of the anti-apoptotic BCL-2 family member MCL-1 are frequently found in breast cancer and, appropriately, BH3-mimetic drugs that specifically target MCL-1's function in apoptosis are in development as anti-cancer therapy. MCL-1 also has reported non-canonical roles that may be relevant in its tumour-promoting effect. Here we investigate the role of MCL-1 in clinically relevant breast cancer models and address whether the canonical role of MCL-1 in apoptosis, which can be targeted using BH3-mimetic drugs, is the major function for MCL-1 in breast cancer. We show that MCL-1 is essential in established tumours with genetic deletion inducing tumour regression and inhibition with the MCL-1-specific BH3-mimetic drug S63845 significantly impeding tumour growth. Importantly, we found that the anti-tumour functions achieved by MCL-1 deletion or inhibition were completely dependent on pro-apoptotic BAX/BAK. Interestingly, we find that MCL-1 is also critical for stem cell activity in human breast cancer cells and high MCL1 expression correlates with stemness markers in tumours. This strongly supports the idea that the key function of MCL-1 in breast cancer is through its anti-apoptotic function. This has important implications for the future use of MCL-1-specific BH3-mimetic drugs in breast cancer treatment.


Asunto(s)
Apoptosis/genética , Neoplasias de la Mama/genética , Proteína 1 de la Secuencia de Leucemia de Células Mieloides/metabolismo , Animales , Femenino , Humanos , Ratones
10.
Blood Adv ; 5(3): 889-899, 2021 02 09.
Artículo en Inglés | MEDLINE | ID: mdl-33560400

RESUMEN

Lifelong multilineage hematopoiesis critically depends on rare hematopoietic stem cells (HSCs) that reside in the hypoxic bone marrow microenvironment. Although the role of the canonical oxygen sensor hypoxia-inducible factor prolyl hydroxylase has been investigated extensively in hematopoiesis, the functional significance of other members of the 2-oxoglutarate (2-OG)-dependent protein hydroxylase family of enzymes remains poorly defined in HSC biology and multilineage hematopoiesis. Here, by using hematopoietic-specific conditional gene deletion, we reveal that the 2-OG-dependent protein hydroxylase JMJD6 is essential for short- and long-term maintenance of the HSC pool and multilineage hematopoiesis. Additionally, upon hematopoietic injury, Jmjd6-deficient HSCs display a striking failure to expand and regenerate the hematopoietic system. Moreover, HSCs lacking Jmjd6 lose multilineage reconstitution potential and self-renewal capacity upon serial transplantation. At the molecular level, we found that JMJD6 functions to repress multiple processes whose downregulation is essential for HSC integrity, including mitochondrial oxidative phosphorylation (OXPHOS), protein synthesis, p53 stabilization, cell cycle checkpoint progression, and mTORC1 signaling. Indeed, Jmjd6-deficient primitive hematopoietic cells display elevated basal and maximal mitochondrial respiration rates and increased reactive oxygen species (ROS), prerequisites for HSC failure. Notably, an antioxidant, N-acetyl-l-cysteine, rescued HSC and lymphoid progenitor cell depletion, indicating a causal impact of OXPHOS-mediated ROS generation upon Jmjd6 deletion. Thus, JMJD6 promotes HSC maintenance and multilineage differentiation potential by suppressing fundamental pathways whose activation is detrimental for HSC function.


Asunto(s)
Hematopoyesis , Células Madre Hematopoyéticas , Médula Ósea , Trasplante de Médula Ósea , Diferenciación Celular
11.
J Exp Med ; 218(3)2021 03 01.
Artículo en Inglés | MEDLINE | ID: mdl-33156926

RESUMEN

The mRNA N6-methyladenosine (m6A) modification has emerged as an essential regulator of normal and malignant hematopoiesis. Inactivation of the m6A mRNA reader YTHDF2, which recognizes m6A-modified transcripts to promote m6A-mRNA degradation, results in hematopoietic stem cell (HSC) expansion and compromises acute myeloid leukemia. Here we investigate the long-term impact of YTHDF2 deletion on HSC maintenance and multilineage hematopoiesis. We demonstrate that Ythdf2-deficient HSCs from young mice fail upon serial transplantation, display increased abundance of multiple m6A-modified inflammation-related transcripts, and chronically activate proinflammatory pathways. Consistent with the detrimental consequences of chronic activation of inflammatory pathways in HSCs, hematopoiesis-specific Ythdf2 deficiency results in a progressive myeloid bias, loss of lymphoid potential, HSC expansion, and failure of aged Ythdf2-deficient HSCs to reconstitute multilineage hematopoiesis. Experimentally induced inflammation increases YTHDF2 expression, and YTHDF2 is required to protect HSCs from this insult. Thus, our study positions YTHDF2 as a repressor of inflammatory pathways in HSCs and highlights the significance of m6A in long-term HSC maintenance.


Asunto(s)
Adenosina/análogos & derivados , Células Madre Hematopoyéticas/metabolismo , Inflamación/genética , Proteínas de Unión al ARN/metabolismo , Adenosina/metabolismo , Animales , Linaje de la Célula , Proliferación Celular , Senescencia Celular , Eliminación de Gen , Hematopoyesis , Trasplante de Células Madre Hematopoyéticas , Inflamación/patología , Linfocitos/metabolismo , Ratones Endogámicos C57BL , Células Mieloides/metabolismo , ARN Mensajero/genética , ARN Mensajero/metabolismo
12.
Curr Biol ; 30(18): 3617-3623.e3, 2020 09 21.
Artículo en Inglés | MEDLINE | ID: mdl-32707065

RESUMEN

Biological sex in animals is often considered a fixed, individual-level characteristic. However, not all sex-specific features are static: for example, C. elegans males (XO) can sometimes exhibit hermaphrodite (XX)-like feeding behavior [1, 2]. (C. elegans hermaphrodites are somatic females that transiently produce self-sperm.) Essentially all somatic sex differences in C. elegans are governed by the master regulator tra-1, whose activity is controlled by chromosomal sex and is necessary and sufficient to specify the hermaphrodite state [3]. One aspect of this state is high expression of the chemoreceptor odr-10. In hermaphrodites, high odr-10 expression promotes feeding, but in males, low odr-10 expression facilitates exploration [4]. However, males suppress this sex difference in two contexts: juvenile males exhibit high odr-10 expression and food deprivation activates odr-10 in adult males [4-6]. Remarkably, we find that both of these phenomena require tra-1. In juvenile (L3) males, tra-1 is expressed in numerous neurons; this expression diminishes as individuals mature into adulthood, a process that requires conserved regulators of sexual maturation. tra-1 remains expressed in a small number of neurons in adult males, where it likely has a permissive role in odr-10 activation. Thus, the neuronal functions of tra-1 are not limited to hermaphrodites; rather, tra-1 also acts in the male nervous system to transiently suppress a sexual dimorphism, developmentally and in response to nutritional stress. Our results show that the molecular and functional representation of sexual state in C. elegans is neither static nor homogeneous, challenging traditional notions about the nature of biological sex.


Asunto(s)
Proteínas de Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/fisiología , Proteínas de Unión al ADN/metabolismo , Regulación de la Expresión Génica , Sistema Nervioso/metabolismo , Receptores Citoplasmáticos y Nucleares/metabolismo , Caracteres Sexuales , Factores de Transcripción/metabolismo , Animales , Proteínas de Caenorhabditis elegans/genética , Proteínas de Unión al ADN/genética , Femenino , Masculino , Sistema Nervioso/citología , Receptores Citoplasmáticos y Nucleares/genética , Factores Sexuales , Factores de Transcripción/genética
13.
Cell Stem Cell ; 26(3): 299-301, 2020 03 05.
Artículo en Inglés | MEDLINE | ID: mdl-32142657

RESUMEN

Hematopoietic stem cells (HSCs) remain quiescent to preserve long-term integrity. In this issue of Cell Stem Cell, Hinge et al. (2020) and Liang et al. (2020) demonstrate that HSCs achieve this by regulating mitochondrial fission and lysosomal activity, suppressing glucose uptake, and maintaining healthy punctate mitochondria with low metabolic activity.


Asunto(s)
Células Madre Hematopoyéticas , Dinámicas Mitocondriales , División Celular , Autorrenovación de las Células , Mitocondrias
14.
Elife ; 82019 07 02.
Artículo en Inglés | MEDLINE | ID: mdl-31264582

RESUMEN

Sexual maturation must occur on a controlled developmental schedule. In mammals, Makorin3 (MKRN3) and the miRNA regulators LIN28A/B are key regulators of this process, but how they act is unclear. In C. elegans, sexual maturation of the nervous system includes the functional remodeling of postmitotic neurons and the onset of adult-specific behaviors. Here, we find that the lin-28-let-7 axis (the 'heterochronic pathway') determines the timing of these events. Upstream of lin-28, the Makorin lep-2 and the lncRNA lep-5 regulate maturation cell-autonomously, indicating that distributed clocks, not a central timer, coordinate sexual differentiation of the C. elegans nervous system. Overexpression of human MKRN3 delays aspects of C. elegans sexual maturation, suggesting the conservation of Makorin function. These studies reveal roles for a Makorin and a lncRNA in timing of sexual differentiation; moreover, they demonstrate deep conservation of the lin-28-let-7 system in controlling the functional maturation of the nervous system.


Asunto(s)
Proteínas de Caenorhabditis elegans/genética , Caenorhabditis elegans/genética , ARN Largo no Codificante/genética , Proteínas Represoras/genética , Ribonucleoproteínas/genética , Animales , Caenorhabditis elegans/crecimiento & desarrollo , Diferenciación Celular , Regulación del Desarrollo de la Expresión Génica , Humanos , MicroARNs , Mutación , Sistema Nervioso/crecimiento & desarrollo , Maduración Sexual/genética , Ubiquitina-Proteína Ligasas
15.
J Clin Invest ; 129(9): 3640-3656, 2019 06 04.
Artículo en Inglés | MEDLINE | ID: mdl-31162141

RESUMEN

Physiological effects of cellular hypoxia are sensed by prolyl hydroxylase (PHD) enzymes which regulate HIFs. Genetic interventions on HIF/PHD pathways reveal multiple phenotypes that extend the known biology of hypoxia. Recent studies unexpectedly implicate HIF in aspects of multiple immune and inflammatory pathways. However such studies are often limited by systemic lethal effects and/or use tissue-specific recombination systems, which are inherently irreversible, un-physiologically restricted and difficult to time. To study these processes better we developed recombinant mice which express tetracycline-regulated shRNAs broadly targeting the main components of the HIF/PHD pathway, permitting timed bi-directional intervention. We have shown that stabilization of HIF levels in adult mice through PHD2 enzyme silencing by RNA interference, or inducible recombination of floxed alleles, results in multi-lineage leukocytosis and features of autoimmunity. This phenotype was rapidly normalized on re-establishment of the hypoxia-sensing machinery when shRNA expression was discontinued. In both situations these effects were mediated principally through the Hif2a isoform. Assessment of cells bearing regulatory T cell markers from these mice revealed defective function and pro-inflammatory effects in vivo. We believe our findings have shown a new role for the PHD2/Hif2a couple in the reversible regulation of T cell and immune activity.


Asunto(s)
Prolina Dioxigenasas del Factor Inducible por Hipoxia , Interferencia de ARN/inmunología , Transducción de Señal , Linfocitos T Reguladores , Animales , Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico/genética , Factores de Transcripción con Motivo Hélice-Asa-Hélice Básico/inmunología , Prolina Dioxigenasas del Factor Inducible por Hipoxia/genética , Prolina Dioxigenasas del Factor Inducible por Hipoxia/inmunología , Ratones , Ratones Transgénicos , Transducción de Señal/genética , Transducción de Señal/inmunología , Linfocitos T Reguladores/citología , Linfocitos T Reguladores/metabolismo
16.
Cell Stem Cell ; 25(1): 137-148.e6, 2019 07 03.
Artículo en Inglés | MEDLINE | ID: mdl-31031138

RESUMEN

Acute myeloid leukemia (AML) is an aggressive clonal disorder of hematopoietic stem cells (HSCs) and primitive progenitors that blocks their myeloid differentiation, generating self-renewing leukemic stem cells (LSCs). Here, we show that the mRNA m6A reader YTHDF2 is overexpressed in a broad spectrum of human AML and is required for disease initiation as well as propagation in mouse and human AML. YTHDF2 decreases the half-life of diverse m6A transcripts that contribute to the overall integrity of LSC function, including the tumor necrosis factor receptor Tnfrsf2, whose upregulation in Ythdf2-deficient LSCs primes cells for apoptosis. Intriguingly, YTHDF2 is not essential for normal HSC function, with YTHDF2 deficiency actually enhancing HSC activity. Thus, we identify YTHDF2 as a unique therapeutic target whose inhibition selectively targets LSCs while promoting HSC expansion.


Asunto(s)
Leucemia Mieloide Aguda/terapia , Células Madre Neoplásicas/fisiología , Proteínas de Unión al ARN/metabolismo , Animales , Autorrenovación de las Células , Hematopoyesis , Células Madre Hematopoyéticas , Humanos , Leucemia Mieloide Aguda/genética , Ratones , Ratones Endogámicos C57BL , Ratones Noqueados , ARN Interferente Pequeño/genética , Proteínas de Unión al ARN/genética , Células THP-1
17.
Elife ; 82019 01 01.
Artículo en Inglés | MEDLINE | ID: mdl-30599092

RESUMEN

The molecular mechanisms that control the timing of sexual differentiation in the brain are poorly understood. We found that the timing of sexually dimorphic differentiation of postmitotic, sex-shared neurons in the nervous system of the Caenorhabditis elegans male is controlled by the temporally regulated miRNA let-7 and its target lin-41, a translational regulator. lin-41 acts through lin-29a, an isoform of a conserved Zn finger transcription factor, expressed in a subset of sex-shared neurons only in the male. Ectopic lin-29a is sufficient to impose male-specific features at earlier stages of development and in the opposite sex. The temporal, sexual and spatial specificity of lin-29a expression is controlled intersectionally through the lin-28/let-7/lin-41 heterochronic pathway, sex chromosome configuration and neuron-type-specific terminal selector transcription factors. Two Doublesex-like transcription factors represent additional sex- and neuron-type specific targets of LIN-41 and are regulated in a similar intersectional manner.


Asunto(s)
Proteínas de Caenorhabditis elegans/genética , Diferenciación Celular/genética , MicroARNs/genética , Sistema Nervioso/metabolismo , Neuronas/metabolismo , Factores de Transcripción/genética , Secuencia de Aminoácidos , Animales , Caenorhabditis elegans/citología , Caenorhabditis elegans/genética , Caenorhabditis elegans/metabolismo , Proteínas de Caenorhabditis elegans/metabolismo , Femenino , Regulación del Desarrollo de la Expresión Génica , Larva/genética , Larva/crecimiento & desarrollo , Larva/metabolismo , Masculino , Sistema Nervioso/citología , Homología de Secuencia de Aminoácido , Diferenciación Sexual/genética , Factores Sexuales , Factores de Tiempo , Factores de Transcripción/metabolismo
18.
Assay Drug Dev Technol ; 16(1): 51-63, 2018 01.
Artículo en Inglés | MEDLINE | ID: mdl-29345979

RESUMEN

There is a large amount of information in brightfield images that was previously inaccessible by using traditional microscopy techniques. This information can now be exploited by using machine-learning approaches for both image segmentation and the classification of objects. We have combined these approaches with a label-free assay for growth and differentiation of leukemic colonies, to generate a novel platform for phenotypic drug discovery. Initially, a supervised machine-learning algorithm was used to identify in-focus colonies growing in a three-dimensional (3D) methylcellulose gel. Once identified, unsupervised clustering and principle component analysis of texture-based phenotypic profiles were applied to group similar phenotypes. In a proof-of-concept study, we successfully identified a novel phenotype induced by a compound that is currently in clinical trials for the treatment of leukemia. We believe that our platform will be of great benefit for the utilization of patient-derived 3D cell culture systems for both drug discovery and diagnostic applications.


Asunto(s)
Descubrimiento de Drogas , Imagenología Tridimensional , Leucemia/diagnóstico por imagen , Leucemia/tratamiento farmacológico , Aprendizaje Automático , Fenotipo , Antineoplásicos/uso terapéutico , Diferenciación Celular/efectos de los fármacos , Proliferación Celular/efectos de los fármacos , Células Cultivadas , Humanos , Tamaño de la Partícula , Propiedades de Superficie , Células THP-1
19.
J Exp Med ; 214(3): 719-735, 2017 03 06.
Artículo en Inglés | MEDLINE | ID: mdl-28202494

RESUMEN

Strict regulation of stem cell metabolism is essential for tissue functions and tumor suppression. In this study, we investigated the role of fumarate hydratase (Fh1), a key component of the mitochondrial tricarboxylic acid (TCA) cycle and cytosolic fumarate metabolism, in normal and leukemic hematopoiesis. Hematopoiesis-specific Fh1 deletion (resulting in endogenous fumarate accumulation and a genetic TCA cycle block reflected by decreased maximal mitochondrial respiration) caused lethal fetal liver hematopoietic defects and hematopoietic stem cell (HSC) failure. Reexpression of extramitochondrial Fh1 (which normalized fumarate levels but not maximal mitochondrial respiration) rescued these phenotypes, indicating the causal role of cellular fumarate accumulation. However, HSCs lacking mitochondrial Fh1 (which had normal fumarate levels but defective maximal mitochondrial respiration) failed to self-renew and displayed lymphoid differentiation defects. In contrast, leukemia-initiating cells lacking mitochondrial Fh1 efficiently propagated Meis1/Hoxa9-driven leukemia. Thus, we identify novel roles for fumarate metabolism in HSC maintenance and hematopoietic differentiation and reveal a differential requirement for mitochondrial Fh1 in normal hematopoiesis and leukemia propagation.


Asunto(s)
Fumarato Hidratasa/fisiología , Células Madre Hematopoyéticas/fisiología , Animales , Femenino , Fumaratos/metabolismo , Hematopoyesis , Histonas/metabolismo , Leucemia Mieloide Aguda/etiología , Ratones , Ratones Endogámicos C57BL , Mitocondrias/metabolismo , Factor 2 Relacionado con NF-E2/fisiología , Consumo de Oxígeno
20.
Blood ; 127(23): 2841-6, 2016 06 09.
Artículo en Inglés | MEDLINE | ID: mdl-27060169

RESUMEN

The hematopoietic stem cell (HSC) pool is maintained under hypoxic conditions within the bone marrow microenvironment. Cellular responses to hypoxia are largely mediated by the hypoxia-inducible factors, Hif-1 and Hif-2. The oxygen-regulated α subunits of Hif-1 and Hif-2 (namely, Hif-1α and Hif-2α) form dimers with their stably expressed ß subunits and control the transcription of downstream hypoxia-responsive genes to facilitate adaptation to low oxygen tension. An initial study concluded that Hif-1α is essential for HSC maintenance, whereby Hif-1α-deficient HSCs lost their ability to self-renew in serial transplantation assays. In another study, we demonstrated that Hif-2α is dispensable for cell-autonomous HSC maintenance, both under steady-state conditions and following transplantation. Given these unexpected findings, we set out to revisit the role of Hif-1α in cell-autonomous HSC functions. Here we demonstrate that inducible acute deletion of Hif-1α has no impact on HSC survival. Notably, unstressed HSCs lacking Hif-1α efficiently self-renew and sustain long-term multilineage hematopoiesis upon serial transplantation. Finally, Hif-1α-deficient HSCs recover normally after hematopoietic injury induced by serial administration of 5-fluorouracil. We therefore conclude that despite the hypoxic nature of the bone marrow microenvironment, Hif-1α is dispensable for cell-autonomous HSC maintenance.


Asunto(s)
Células Madre Adultas/fisiología , Proliferación Celular/genética , Células Madre Hematopoyéticas/fisiología , Subunidad alfa del Factor 1 Inducible por Hipoxia/genética , Células Madre Adultas/metabolismo , Animales , División Celular/genética , Células Cultivadas , Femenino , Hematopoyesis/genética , Células Madre Hematopoyéticas/metabolismo , Subunidad alfa del Factor 1 Inducible por Hipoxia/metabolismo , Masculino , Ratones , Ratones Endogámicos C57BL , Ratones Transgénicos
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