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1.
Dev Cell ; 59(16): 2134-2142.e6, 2024 Aug 19.
Artículo en Inglés | MEDLINE | ID: mdl-38878774

RESUMEN

Amyotrophic lateral sclerosis (ALS) is a rapidly progressing, highly heterogeneous neurodegenerative disease, underscoring the importance of obtaining information to personalize clinical decisions quickly after diagnosis. Here, we investigated whether ALS-relevant signatures can be detected directly from biopsied patient fibroblasts. We profiled familial ALS (fALS) fibroblasts, representing a range of mutations in the fused in sarcoma (FUS) gene and ages of onset. To differentiate FUS fALS and healthy control fibroblasts, machine-learning classifiers were trained separately on high-content imaging and transcriptional profiles. "Molecular ALS phenotype" scores, derived from these classifiers, captured a spectrum from disease to health. Interestingly, these scores negatively correlated with age of onset, identified several pre-symptomatic individuals and sporadic ALS (sALS) patients with FUS-like fibroblasts, and quantified "movement" of FUS fALS and "FUS-like" sALS toward health upon FUS ASO treatment. Taken together, these findings provide evidence that non-neuronal patient fibroblasts can be used for rapid, personalized assessment in ALS.


Asunto(s)
Esclerosis Amiotrófica Lateral , Fibroblastos , Proteína FUS de Unión a ARN , Humanos , Esclerosis Amiotrófica Lateral/genética , Esclerosis Amiotrófica Lateral/metabolismo , Esclerosis Amiotrófica Lateral/patología , Fibroblastos/metabolismo , Fibroblastos/patología , Proteína FUS de Unión a ARN/metabolismo , Proteína FUS de Unión a ARN/genética , Mutación/genética , Masculino , Femenino , Piel/patología , Piel/metabolismo , Aprendizaje Automático , Persona de Mediana Edad
2.
Commun Biol ; 5(1): 99, 2022 01 27.
Artículo en Inglés | MEDLINE | ID: mdl-35087225

RESUMEN

Gastrointestinal toxicity is a major concern in the development of drugs. Here, we establish the ability to use murine small and large intestine-derived monolayers to screen drugs for toxicity. As a proof-of-concept, we applied this system to assess gastrointestinal toxicity of ~50 clinically used oncology drugs, encompassing diverse mechanisms of action. Nearly all tested drugs had a deleterious effect on the gut, with increased sensitivity in the small intestine. The identification of differential toxicity between the small and large intestine enabled us to pinpoint differences in drug uptake (antifolates), drug metabolism (cyclophosphamide) and cell signaling (EGFR inhibitors) across the gut. These results highlight an under-appreciated distinction between small and large intestine toxicity and suggest distinct tissue properties important for modulating drug-induced gastrointestinal toxicity. The ability to accurately predict where and how drugs affect the murine gut will accelerate preclinical drug development.


Asunto(s)
Antineoplásicos/efectos adversos , Células Epiteliales/efectos de los fármacos , Enfermedades Intestinales/inducido químicamente , Mucosa Intestinal/efectos de los fármacos , Animales , Supervivencia Celular/efectos de los fármacos , Intestinos/anatomía & histología , Ratones , Ratones Endogámicos C57BL
3.
Sci Data ; 6(1): 253, 2019 10 31.
Artículo en Inglés | MEDLINE | ID: mdl-31672976

RESUMEN

Patient-derived xenografts (PDXs) are an essential pre-clinical resource for investigating tumor biology. However, cellular heterogeneity within and across PDX tumors can strongly impact the interpretation of PDX studies. Here, we generated a multi-modal, large-scale dataset to investigate PDX heterogeneity in metastatic colorectal cancer (CRC) across tumor models, spatial scales and genomic, transcriptomic, proteomic and imaging assay modalities. To showcase this dataset, we present analysis to assess sources of PDX variation, including anatomical orientation within the implanted tumor, mouse contribution, and differences between replicate PDX tumors. A unique aspect of our dataset is deep characterization of intra-tumor heterogeneity via immunofluorescence imaging, which enables investigation of variation across multiple spatial scales, from subcellular to whole tumor levels. Our study provides a benchmark data resource to investigate PDX models of metastatic CRC and serves as a template for future, quantitative investigations of spatial heterogeneity within and across PDX tumor models.


Asunto(s)
Neoplasias del Colon/patología , Modelos Animales de Enfermedad , Xenoinjertos/patología , Animales , Genómica , Humanos , Ratones , Metástasis de la Neoplasia , Proteómica , Transcriptoma
4.
Nat Commun ; 7: 10690, 2016 Feb 19.
Artículo en Inglés | MEDLINE | ID: mdl-26891683

RESUMEN

Cancer therapy has traditionally focused on eliminating fast-growing populations of cells. Yet, an increasing body of evidence suggests that small subpopulations of cancer cells can evade strong selective drug pressure by entering a 'persister' state of negligible growth. This drug-tolerant state has been hypothesized to be part of an initial strategy towards eventual acquisition of bona fide drug-resistance mechanisms. However, the diversity of drug-resistance mechanisms that can expand from a persister bottleneck is unknown. Here we compare persister-derived, erlotinib-resistant colonies that arose from a single, EGFR-addicted lung cancer cell. We find, using a combination of large-scale drug screening and whole-exome sequencing, that our erlotinib-resistant colonies acquired diverse resistance mechanisms, including the most commonly observed clinical resistance mechanisms. Thus, the drug-tolerant persister state does not limit--and may even provide a latent reservoir of cells for--the emergence of heterogeneous drug-resistance mechanisms.


Asunto(s)
Antineoplásicos/farmacología , Resistencia a Antineoplásicos , Clorhidrato de Erlotinib/farmacología , Neoplasias Pulmonares/tratamiento farmacológico , Animales , Línea Celular Tumoral , Humanos , Neoplasias Pulmonares/genética , Neoplasias Pulmonares/metabolismo , Ratones , Mutación/efectos de los fármacos , Células Tumorales Cultivadas/efectos de los fármacos
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