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1.
Genes Dev ; 36(9-10): 511-513, 2022 05 01.
Artículo en Inglés | MEDLINE | ID: mdl-35680423

RESUMEN

Senescence is a specialized form of cell cycle arrest induced in response to damage and stress. In certain settings, senescent cells can promote their own removal by recruitment of the immune system, a process that is thought to decline in efficiency with age. In this issue of Genes & Development, Yin et al. (pp. 533-549) discover a surprising cross-talk where senescent cells instruct endothelial cells to help organize the clearance of the senescent population. This uncovers yet another layer of complexity in senescent cell biology, with implications for cancer treatment and aging.


Asunto(s)
Senescencia Celular , Células Endoteliales , Puntos de Control del Ciclo Celular , Senescencia Celular/genética
2.
Cell ; 155(5): 1119-30, 2013 Nov 21.
Artículo en Inglés | MEDLINE | ID: mdl-24238961

RESUMEN

Senescence is a form of cell-cycle arrest linked to tumor suppression and aging. However, it remains controversial and has not been documented in nonpathologic states. Here we describe senescence as a normal developmental mechanism found throughout the embryo, including the apical ectodermal ridge (AER) and the neural roof plate, two signaling centers in embryonic patterning. Embryonic senescent cells are nonproliferative and share features with oncogene-induced senescence (OIS), including expression of p21, p15, and mediators of the senescence-associated secretory phenotype (SASP). Interestingly, mice deficient in p21 have defects in embryonic senescence, AER maintenance, and patterning. Surprisingly, the underlying mesenchyme was identified as a source for senescence instruction in the AER, whereas the ultimate fate of these senescent cells is apoptosis and macrophage-mediated clearance. We propose that senescence is a normal programmed mechanism that plays instructive roles in development, and that OIS is an evolutionarily adapted reactivation of a developmental process.


Asunto(s)
Senescencia Celular , Desarrollo Embrionario , Animales , Apoptosis , Embrión de Pollo , Inhibidor p15 de las Quinasas Dependientes de la Ciclina/metabolismo , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/metabolismo , Embrión de Mamíferos/citología , Embrión de Mamíferos/inmunología , Embrión de Mamíferos/metabolismo , Extremidades/embriología , Fibroblastos/citología , Humanos , Ratones , Comunicación Paracrina
3.
Genes Dev ; 34(7-8): 489-494, 2020 04 01.
Artículo en Inglés | MEDLINE | ID: mdl-32139422

RESUMEN

Young mammals possess a limited regenerative capacity in some tissues, which is lost upon maturation. We investigated whether cellular senescence might play a role in such loss during liver regeneration. We found that following partial hepatectomy, the senescence-associated genes p21, p16Ink4a, and p19Arf become dynamically expressed in different cell types when regenerative capacity decreases, but without a full senescent response. However, we show that treatment with a senescence-inhibiting drug improves regeneration, by disrupting aberrantly prolonged p21 expression. This work suggests that senescence may initially develop from heterogeneous cellular responses, and that senotherapeutic drugs might be useful in promoting organ regeneration.


Asunto(s)
Compuestos de Bifenilo/farmacología , Inhibidor p21 de las Quinasas Dependientes de la Ciclina/genética , Regulación de la Expresión Génica/efectos de los fármacos , Hígado/fisiología , Nitrofenoles/farmacología , Regeneración/efectos de los fármacos , Sulfonamidas/farmacología , Animales , Células Cultivadas , Senescencia Celular/efectos de los fármacos , Inhibidor p16 de la Quinasa Dependiente de Ciclina/genética , Femenino , Masculino , Ratones , Ratones Endogámicos C57BL , Modelos Animales , Piperazinas/farmacología
4.
PLoS Biol ; 20(6): e3001664, 2022 06.
Artículo en Inglés | MEDLINE | ID: mdl-35700169

RESUMEN

Valproic acid (VPA) is a widely prescribed drug to treat epilepsy, bipolar disorder, and migraine. If taken during pregnancy, however, exposure to the developing embryo can cause birth defects, cognitive impairment, and autism spectrum disorder. How VPA causes these developmental defects remains unknown. We used embryonic mice and human organoids to model key features of VPA drug exposure, including exencephaly, microcephaly, and spinal defects. In the malformed tissues, in which neurogenesis is defective, we find pronounced induction of cellular senescence in the neuroepithelial (NE) cells. Critically, through genetic and functional studies, we identified p19Arf as the instrumental mediator of senescence and microcephaly, but, surprisingly, not exencephaly and spinal defects. Together, these findings demonstrate that misregulated senescence in NE cells can contribute to developmental defects.


Asunto(s)
Trastorno del Espectro Autista , Microcefalia , Defectos del Tubo Neural , Animales , Senescencia Celular , Femenino , Ratones , Embarazo , Ácido Valproico/farmacología
5.
Genes Dev ; 31(2): 172-183, 2017 01 15.
Artículo en Inglés | MEDLINE | ID: mdl-28143833

RESUMEN

Senescence is a form of cell cycle arrest induced by stress such as DNA damage and oncogenes. However, while arrested, senescent cells secrete a variety of proteins collectively known as the senescence-associated secretory phenotype (SASP), which can reinforce the arrest and induce senescence in a paracrine manner. However, the SASP has also been shown to favor embryonic development, wound healing, and even tumor growth, suggesting more complex physiological roles than currently understood. Here we uncover timely new functions of the SASP in promoting a proregenerative response through the induction of cell plasticity and stemness. We show that primary mouse keratinocytes transiently exposed to the SASP exhibit increased expression of stem cell markers and regenerative capacity in vivo. However, prolonged exposure to the SASP causes a subsequent cell-intrinsic senescence arrest to counter the continued regenerative stimuli. Finally, by inducing senescence in single cells in vivo in the liver, we demonstrate that this activates tissue-specific expression of stem cell markers. Together, this work uncovers a primary and beneficial role for the SASP in promoting cell plasticity and tissue regeneration and introduces the concept that transient therapeutic delivery of senescent cells could be harnessed to drive tissue regeneration.


Asunto(s)
Plasticidad de la Célula/fisiología , Senescencia Celular/fisiología , Regeneración/fisiología , Vías Secretoras/fisiología , Animales , Biomarcadores/metabolismo , Plasticidad de la Célula/genética , Células Cultivadas , Senescencia Celular/genética , Células Epiteliales/citología , Células Epiteliales/fisiología , Femenino , Eliminación de Gen , Regulación del Desarrollo de la Expresión Génica/genética , Queratinocitos/citología , Queratinocitos/fisiología , Hígado/citología , Hígado/fisiología , Ratones , Ratones Endogámicos C57BL , FN-kappa B/genética , Fenotipo , Regeneración/genética , Vías Secretoras/genética , Células Madre/metabolismo
6.
Proc Natl Acad Sci U S A ; 117(42): 26438-26447, 2020 10 20.
Artículo en Inglés | MEDLINE | ID: mdl-33024014

RESUMEN

Metabolic dysfunction occurs in many age-related neurodegenerative diseases, yet its role in disease etiology remains poorly understood. We recently discovered a potential causal link between the branched-chain amino acid transferase BCAT-1 and the neurodegenerative movement disorder Parkinson's disease (PD). RNAi-mediated knockdown of Caenorhabditis elegans bcat-1 is known to recapitulate PD-like features, including progressive motor deficits and neurodegeneration with age, yet the underlying mechanisms have remained unknown. Using transcriptomic, metabolomic, and imaging approaches, we show here that bcat-1 knockdown increases mitochondrial respiration and induces oxidative damage in neurons through mammalian target of rapamycin-independent mechanisms. Increased mitochondrial respiration, or "mitochondrial hyperactivity," is required for bcat-1(RNAi) neurotoxicity. Moreover, we show that post-disease-onset administration of the type 2 diabetes medication metformin reduces mitochondrial respiration to control levels and significantly improves both motor function and neuronal viability. Taken together, our findings suggest that mitochondrial hyperactivity may be an early event in the pathogenesis of PD, and that strategies aimed at reducing mitochondrial respiration may constitute a surprising new avenue for PD treatment.


Asunto(s)
Metformina/farmacología , Mitocondrias/efectos de los fármacos , Enfermedad de Parkinson/tratamiento farmacológico , Aminoácidos de Cadena Ramificada/metabolismo , Aminoácidos de Cadena Ramificada/fisiología , Animales , Caenorhabditis elegans/metabolismo , Proteínas de Caenorhabditis elegans/metabolismo , Modelos Animales de Enfermedad , Metformina/metabolismo , Neuronas/efectos de los fármacos , Enfermedad de Parkinson/metabolismo , Fenotipo
7.
Development ; 146(20)2019 10 01.
Artículo en Inglés | MEDLINE | ID: mdl-31575608

RESUMEN

Cellular senescence is a state comprising an essentially irreversible proliferative arrest combined with phenotypic changes and pronounced secretory activity. Although senescence has long been linked with aging, recent studies have uncovered functional roles for senescence in embryonic development, regeneration and reprogramming, and have helped to advance our understanding of this process as a highly coordinated and programmed cellular state. In this Primer article, we summarize some of the key findings in the field and attempt to explain them in a simple model that reconciles the normal and pathological roles for senescence. We discuss how a primary role of cellular senescence is to contribute to normal development, cell plasticity and tissue repair, as a dynamic and tightly regulated cellular program. However, when this process is perturbed, the beneficial effects turn detrimental and can contribute to disease and aging.


Asunto(s)
Senescencia Celular/fisiología , Regeneración/fisiología , Envejecimiento/genética , Envejecimiento/fisiología , Animales , Plasticidad de la Célula/genética , Plasticidad de la Célula/fisiología , Reprogramación Celular/genética , Reprogramación Celular/fisiología , Senescencia Celular/genética , Humanos , Regeneración/genética
8.
Genes Dev ; 26(19): 2144-53, 2012 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-22972935

RESUMEN

Altered stem cell homeostasis is linked to organismal aging. However, the mechanisms involved remain poorly understood. Here we report novel alterations in hair follicle stem cells during skin aging, including increased numbers, decreased function, and an inability to tolerate stress. Performing high-throughput RNA sequencing on aging stem cells, cytokine arrays, and functional assays, we identify an age-associated imbalance in epidermal Jak-Stat signaling that inhibits stem cell function. Collectively, this study reveals a role for the aging epidermis in the disruption of cytokine and stem cell homeostasis, suggesting that stem cell decline during aging may be part of broader tumor-suppressive mechanisms.


Asunto(s)
Envejecimiento , Células Epidérmicas , Inflamación , Células Madre/citología , Animales , Recuento de Células , Células Cultivadas , Citocinas/metabolismo , Epidermis/enzimología , Folículo Piloso/citología , Folículo Piloso/enzimología , Homeostasis/fisiología , Quinasas Janus/antagonistas & inhibidores , Ratones , Ratones Endogámicos C57BL , Factor de Transcripción STAT3/metabolismo , Transducción de Señal , Células Madre/enzimología
9.
J Biol Chem ; 293(20): 7549-7563, 2018 05 18.
Artículo en Inglés | MEDLINE | ID: mdl-29555680

RESUMEN

ZnT7 (Slc30a7) is a widely expressed zinc transporter involved in sequestration of zinc into the Golgi apparatus and vesicular compartments. znt7-knockout (KO) mice are mildly zinc-deficient and lean. Despite their lean phenotype, adult male znt7-KO mice are prone to insulin resistance. We hypothesized that fat partitioning from adipose to nonadipose tissues causes insulin resistance in znt7-KO mice. Here, we used biological and biochemical methods, including fatty acid and oxylipin profiling, EM, immunohistochemistry, quantitative RT-PCR, and Western blot analysis, to identify the underlying mechanism of insulin resistance in znt7-KO mice. We found that insulin resistance in this model was primarily associated with increased intracellular fatty acid levels in the skeletal muscle, which promoted intracellular lipid accumulation and production of bioactive lipid mediators, such as 12,13-dihydroxyoctadecanoic acid (12,13-DiHOME) and 12-hydroxyeicosatetraenoic acid (12-HETE). The expression of fatty acid-binding protein 3 (Fabp3) was dramatically up-regulated in the znt7-KO muscle cells accompanied by increased expression of Cd36, Slc27a1, and Slc27a4, the three major fatty acid transporters in the skeletal muscle. We also demonstrated that znt7-KO muscle cells had increased fatty acid oxidative capacity, indicated by enlarged mitochondria and increased mRNA or protein expression of key enzymes involved in the fatty acid mitochondrial shuttle and ß-oxidation. We conclude that increased fatty acid uptake in the znt7-KO skeletal muscle is a key factor that contributes to the excessive intracellular lipid deposit and elevated production of bioactive lipid mediators. These mediators may play pivotal roles in oxidative stress and inflammation, leading to insulin resistance.


Asunto(s)
Proteínas de Transporte de Catión/fisiología , Ácidos Grasos/metabolismo , Resistencia a la Insulina , Metabolismo de los Lípidos , Mitocondrias/patología , Músculo Esquelético/patología , Animales , Células Cultivadas , Insulina/metabolismo , Masculino , Ratones , Ratones Noqueados , Mitocondrias/metabolismo , Músculo Esquelético/metabolismo , Oxidación-Reducción , Especies Reactivas de Oxígeno/metabolismo
10.
EMBO J ; 32(16): 2217-30, 2013 Aug 14.
Artículo en Inglés | MEDLINE | ID: mdl-23872946

RESUMEN

Cellular senescence is an intrinsic defense mechanism to various cellular stresses: while still metabolically active, senescent cells stop dividing and enter a proliferation arrest. Here, we identify DPY30, a member of all mammalian histone H3K4 histone methyltransferases (HMTases), as a key regulator of the proliferation potential of human primary cells. Following depletion of DPY30, cells show a severe proliferation defect and display a senescent phenotype, including a flattened and enlarged morphology, elevated level of reactive oxygen species (ROS), increased SA-ß-galactosidase activity, and formation of senescence-associated heterochromatin foci (SAHFs). While DPY30 depletion leads to a reduced level of H3K4me3-marked active chromatin, we observed a concomitant activation of CDK inhibitors, including p16INK4a, independent of H3K4me3. ChIP experiments show that key regulators of cell-cycle progression, including ID proteins, are under direct control of DPY30. Because ID proteins are negative regulators of the transcription factors ETS1/2, depletion of DPY30 leads to the transcriptional activation of p16INK4a by ETS1/2 and thus to a senescent-like phenotype. Ectoptic re-introduction of ID protein expression can partially rescue the senescence-like phenotype induced by DPY30 depletion. Thus, our data indicate that DPY30 controls proliferation by regulating ID proteins expression, which in turn lead to senescence bypass.


Asunto(s)
Senescencia Celular/fisiología , Regulación de la Expresión Génica/fisiología , Proteína 1 Inhibidora de la Diferenciación/metabolismo , Proteínas Nucleares/metabolismo , Transducción de Señal/fisiología , Western Blotting , Inmunoprecipitación de Cromatina , Ensayo de Unidades Formadoras de Colonias , Citometría de Flujo , Técnica del Anticuerpo Fluorescente , Técnicas de Silenciamiento del Gen , Humanos , Análisis por Micromatrices , Proteínas Nucleares/genética , Interferencia de ARN , Reacción en Cadena de la Polimerasa de Transcriptasa Inversa , Factores de Transcripción , beta-Galactosidasa
11.
PLoS Genet ; 10(3): e1004225, 2014 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-24675767

RESUMEN

Insulin-like peptides (ILPs) play highly conserved roles in development and physiology. Most animal genomes encode multiple ILPs. Here we identify mechanisms for how the forty Caenorhabditis elegans ILPs coordinate diverse processes, including development, reproduction, longevity and several specific stress responses. Our systematic studies identify an ILP-based combinatorial code for these phenotypes characterized by substantial functional specificity and diversity rather than global redundancy. Notably, we show that ILPs regulate each other transcriptionally, uncovering an ILP-to-ILP regulatory network that underlies the combinatorial phenotypic coding by the ILP family. Extensive analyses of genetic interactions among ILPs reveal how their signals are integrated. A combined analysis of these functional and regulatory ILP interactions identifies local genetic circuits that act in parallel and interact by crosstalk, feedback and compensation. This organization provides emergent mechanisms for phenotypic specificity and graded regulation for the combinatorial phenotypic coding we observe. Our findings also provide insights into how large hormonal networks regulate diverse traits.


Asunto(s)
Proteínas de Caenorhabditis elegans/genética , Caenorhabditis elegans/genética , Insulina/genética , Receptor de Insulina/genética , Animales , Caenorhabditis elegans/crecimiento & desarrollo , Redes Reguladoras de Genes , Insulina/metabolismo , Longevidad/genética , Fenotipo , Receptor de Insulina/metabolismo , Transducción de Señal/genética , Somatomedinas/genética , Somatomedinas/metabolismo
12.
Biochem Soc Trans ; 42(3): 663-9, 2014 Jun.
Artículo en Inglés | MEDLINE | ID: mdl-24849235

RESUMEN

Adult tissue homoeostasis requires continual replacement of cells that are lost due to normal turnover, injury and disease. However, aging is associated with an overall decline in tissue function and homoeostasis, suggesting that the normal regulatory processes that govern self-renewal and regeneration may become impaired with age. Tissue-specific SCs (stem cells) lie at the apex of organismal conservation and regeneration, ultimately being responsible for continued tissue maintenance. In many tissues, there are changes in SC numbers, or alteration of their growth properties during aging, often involving imbalances in tumour-suppressor- and oncogene-mediated pathways. Uncovering the molecular mechanisms leading to changes in SC function during aging will provide an essential tool to address tissue-specific age-related pathologies. In the present review, we summarize the age-related alterations found in different tissue SC populations, highlighting recently identified changes in aged HFSCs (hair-follicle SCs) in the skin.


Asunto(s)
Senescencia Celular , Neoplasias/patología , Piel/citología , Células Madre/citología , Compartimento Celular , Humanos
13.
bioRxiv ; 2024 Feb 09.
Artículo en Inglés | MEDLINE | ID: mdl-38370685

RESUMEN

Reproductive aging is one of the earliest human aging phenotypes, and mitochondrial dysfunction has been linked to oocyte quality decline. However, it is not known which mitochondrial metabolic processes are critical for oocyte quality maintenance with age. To understand how mitochondrial processes contribute to C. elegans oocyte quality, we characterized the mitochondrial proteomes of young and aged wild-type and long-reproductive daf-2 mutants. Here we show that the mitochondrial proteomic profiles of young wild-type and daf-2 worms are similar and share upregulation of branched-chain amino acid (BCAA) metabolism pathway enzymes. Reduction of the BCAA catabolism enzyme BCAT-1 shortens reproduction, elevates mitochondrial reactive oxygen species levels, and shifts mitochondrial localization. Moreover, bcat-1 knockdown decreases oocyte quality in daf-2 worms and reduces reproductive capability, indicating the role of this pathway in the maintenance of oocyte quality with age. Importantly, oocyte quality deterioration can be delayed, and reproduction can be extended in wild-type animals both by bcat-1 overexpression and by supplementing with Vitamin B1, a cofactor needed for BCAA metabolism.

14.
Nat Metab ; 6(4): 724-740, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38418585

RESUMEN

Reproductive ageing is one of the earliest human ageing phenotypes, and mitochondrial dysfunction has been linked to oocyte quality decline; however, it is not known which mitochondrial metabolic processes are critical for oocyte quality maintenance with age. To understand how mitochondrial processes contribute to Caenorhabditis elegans oocyte quality, we characterized the mitochondrial proteomes of young and aged wild-type and long-reproductive daf-2 mutants. Here we show that the mitochondrial proteomic profiles of young wild-type and daf-2 worms are similar and share upregulation of branched-chain amino acid (BCAA) metabolism pathway enzymes. Reduction of the BCAA catabolism enzyme BCAT-1 shortens reproduction, elevates mitochondrial reactive oxygen species levels, and shifts mitochondrial localization. Moreover, bcat-1 knockdown decreases oocyte quality in daf-2 worms and reduces reproductive capability, indicating the role of this pathway in the maintenance of oocyte quality with age. Notably, oocyte quality deterioration can be delayed, and reproduction can be extended in wild-type animals both by bcat-1 overexpression and by supplementing with vitamin B1, a cofactor needed for BCAA metabolism.


Asunto(s)
Envejecimiento , Aminoácidos de Cadena Ramificada , Proteínas de Caenorhabditis elegans , Caenorhabditis elegans , Mitocondrias , Oocitos , Reproducción , Animales , Caenorhabditis elegans/metabolismo , Caenorhabditis elegans/genética , Aminoácidos de Cadena Ramificada/metabolismo , Reproducción/fisiología , Envejecimiento/metabolismo , Mitocondrias/metabolismo , Oocitos/metabolismo , Proteínas de Caenorhabditis elegans/metabolismo , Proteínas de Caenorhabditis elegans/genética , Especies Reactivas de Oxígeno/metabolismo
15.
FEBS J ; 290(5): 1303-1313, 2023 03.
Artículo en Inglés | MEDLINE | ID: mdl-36856681

RESUMEN

Cellular senescence is a distinct state that is frequently induced in response to ageing and stress. Yet studies have also uncovered beneficial functions in development, repair and regeneration. Current opinion therefore suggests that timely and controlled induction of senescence can be beneficial, while misregulation of the senescence program, either through mis-timed activation, or chronic accumulation of senescent cells, contributes to many disease states and the ageing process. Whether atypical activation of senescence plays a role in the pathogenesis of developmental defects has been relatively underexplored. Here, we discuss three recent studies that implicate ectopic senescence in neurodevelopmental defects, with possible causative roles for senescence in these birth defects. In addition, we highlight how the examination of senescence in other birth defects is warranted, and speculate that aberrantly activated senescence may play a much broader role in developmental defects than currently appreciated.


Asunto(s)
Senescencia Celular , Anomalías Congénitas
16.
J Nutr ; 142(10): 1881-7, 2012 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-22915298

RESUMEN

A high prevalence of low serum vitamin B-12 concentrations has been reported in studies and surveys in Latin America including Mexico, but the functional consequences are unknown. This randomized controlled trial assessed the response to a high-dose vitamin B-12 supplementation of women in rural Querétaro, Mexico. Participants aged 20-59 y were stratified at baseline to deficient, marginal, and adequate status groups (serum vitamin B-12, 75-148, 149-220, and >220 pmol/L, respectively), and each group was randomized to vitamin B-12 treatment (single dose of 1 mg i.m. then 500 µg/d orally for 3 mo, n = 70) or placebo (n = 62). Measures at baseline and 3 mo included: complete blood count, serum vitamin B-12, holotranscobalamin (holoTC), folate, ferritin, C-reactive protein (CRP), bone alkaline phosphatase, and methylmalonic acid (MMA) and plasma total homocysteine (tHcy). At baseline, 11% of the women were vitamin B-12 deficient and 22% had marginal status. HoloTC was low (<35 pmol/L) in 23% and correlated with serum vitamin B-12 (r = 0.7; P < 0.001). Elevated MMA (>271 nmol/L) and tHcy (>12 µmol/L) occurred in 21 and 31%, respectively, and correlated with serum vitamin B-12 (r = -0.28, P < 0.0007 and r = -0.20, P < 0.01, respectively). Supplementation increased serum vitamin B-12 and holoTC and lowered MMA and tHcy, normalizing all values except for elevated tHcy in 21% of the women. Supplementation did not affect hematology or bone-specific alkaline phosphatase. Vitamin B-12 supplementation normalized biochemical indicators of vitamin B-12 status in the treatment group but did not affect the functional outcomes measured.


Asunto(s)
Remodelación Ósea , Suplementos Dietéticos , Vitamina B 12/administración & dosificación , Complejo Vitamínico B/administración & dosificación , Adulto , Fosfatasa Alcalina/sangre , Proteína C-Reactiva/metabolismo , Femenino , Ferritinas/sangre , Ácido Fólico/administración & dosificación , Ácido Fólico/sangre , Homocisteína/sangre , Humanos , Modelos Logísticos , Ácido Metilmalónico/sangre , México , Persona de Mediana Edad , Estado Nutricional , Población Rural , Vitamina B 12/sangre , Deficiencia de Vitamina B 12/sangre , Deficiencia de Vitamina B 12/fisiopatología , Complejo Vitamínico B/sangre , Adulto Joven
17.
Nat Commun ; 13(1): 2865, 2022 05 23.
Artículo en Inglés | MEDLINE | ID: mdl-35606383

RESUMEN

Despite the fact that the cell cycle is a fundamental process of life, a detailed quantitative understanding of gene regulation dynamics throughout the cell cycle is far from complete. Single-cell RNA-sequencing (scRNA-seq) technology gives access to these dynamics without externally perturbing the cell. Here, by generating scRNA-seq libraries in different cell systems, we observe cycling patterns in the unspliced-spliced RNA space of cell cycle-related genes. Since existing methods to analyze scRNA-seq are not efficient to measure cycling gene dynamics, we propose a deep learning approach (DeepCycle) to fit these patterns and build a high-resolution map of the entire cell cycle transcriptome. Characterizing the cell cycle in embryonic and somatic cells, we identify major waves of transcription during the G1 phase and systematically study the stages of the cell cycle. Our work will facilitate the study of the cell cycle in multiple cellular models and different biological contexts.


Asunto(s)
Aprendizaje Profundo , Análisis de la Célula Individual , Perfilación de la Expresión Génica/métodos , Genes cdc , ARN/genética , Análisis de Secuencia de ARN/métodos , Análisis de la Célula Individual/métodos , Transcriptoma
18.
Commun Biol ; 4(1): 203, 2021 02 15.
Artículo en Inglés | MEDLINE | ID: mdl-33589689

RESUMEN

We recently linked branched-chain amino acid transferase 1 (BCAT1) dysfunction with the movement disorder Parkinson's disease (PD), and found that RNAi-mediated knockdown of neuronal bcat-1 in C. elegans causes abnormal spasm-like 'curling' behavior with age. Here we report the development of a machine learning-based workflow and its application to the discovery of potentially new therapeutics for PD. In addition to simplifying quantification and maintaining a low data overhead, our simple segment-train-quantify platform enables fully automated scoring of image stills upon training of a convolutional neural network. We have trained a highly reliable neural network for the detection and classification of worm postures in order to carry out high-throughput curling analysis without the need for user intervention or post-inspection. In a proof-of-concept screen of 50 FDA-approved drugs, enasidenib, ethosuximide, metformin, and nitisinone were identified as candidates for potential late-in-life intervention in PD. These findings point to the utility of our high-throughput platform for automated scoring of worm postures and in particular, the discovery of potential candidate treatments for PD.


Asunto(s)
Antiparkinsonianos/farmacología , Conducta Animal/efectos de los fármacos , Caenorhabditis elegans/efectos de los fármacos , Reposicionamiento de Medicamentos , Ensayos Analíticos de Alto Rendimiento , Postura , Animales , Caenorhabditis elegans/enzimología , Caenorhabditis elegans/genética , Proteínas de Caenorhabditis elegans/genética , Proteínas de Caenorhabditis elegans/metabolismo , Interpretación de Imagen Asistida por Computador , Aprendizaje Automático , Redes Neurales de la Computación , Prueba de Estudio Conceptual , Interferencia de ARN , Transaminasas/genética , Transaminasas/metabolismo , Flujo de Trabajo
20.
Dev Cell ; 54(1): 92-105.e5, 2020 07 06.
Artículo en Inglés | MEDLINE | ID: mdl-32544391

RESUMEN

Evolutionarily conserved signaling pathways are crucial for adjusting growth, reproduction, and cell maintenance in response to altered environmental conditions or energy balance. However, we have an incomplete understanding of the signaling networks and mechanistic changes that coordinate physiological changes across tissues. We found that loss of the cAMP response element-binding protein (CREB) transcription factor significantly slows Caenorhabditis elegans' reproductive decline, an early hallmark of aging in many animals. Our results indicate that CREB acts downstream of the transforming growth factor ß (TGF-ß) Sma/Mab pathway in the hypodermis to control reproductive aging, and that it does so by regulating a Hedgehog-related signaling factor, WRT-10. Overexpression of hypodermal wrt-10 is sufficient to delay reproductive decline and oocyte quality deterioration, potentially acting via Patched-related receptors in the germline. This TGF-ß-CREB-Hedgehog signaling axis allows a key metabolic tissue to communicate with the reproductive system to regulate oocyte quality and the rate of reproductive decline.


Asunto(s)
Envejecimiento/metabolismo , Proteínas de Caenorhabditis elegans/metabolismo , Proteína de Unión a Elemento de Respuesta al AMP Cíclico/metabolismo , Proteínas Hedgehog/metabolismo , Receptores Patched/metabolismo , Reproducción , Envejecimiento/genética , Envejecimiento/fisiología , Animales , Caenorhabditis elegans , Proteínas de Caenorhabditis elegans/genética , Proteína de Unión a Elemento de Respuesta al AMP Cíclico/genética , Proteínas Hedgehog/genética , Oocitos/metabolismo , Receptores Patched/genética , Transducción de Señal , Factor de Crecimiento Transformador beta/metabolismo
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