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1.
Cell Chem Biol ; 30(9): 1156-1168.e7, 2023 09 21.
Article in English | MEDLINE | ID: mdl-37689063

ABSTRACT

A challenge for screening new anticancer drugs is that efficacy in cell culture models is not always predictive of efficacy in patients. One limitation of standard cell culture is a reliance on non-physiological nutrient levels, which can influence cell metabolism and drug sensitivity. A general assessment of how physiological nutrients affect cancer cell response to small molecule therapies is lacking. To address this, we developed a serum-derived culture medium that supports the proliferation of diverse cancer cell lines and is amenable to high-throughput screening. We screened several small molecule libraries and found that compounds targeting metabolic enzymes were differentially effective in standard compared to serum-derived medium. We exploited the differences in nutrient levels between each medium to understand why medium conditions affected the response of cells to some compounds, illustrating how this approach can be used to screen potential therapeutics and understand how their efficacy is modified by available nutrients.


Subject(s)
Cell Culture Techniques , High-Throughput Screening Assays , Humans , Cell Line , Small Molecule Libraries/pharmacology
2.
bioRxiv ; 2023 Feb 27.
Article in English | MEDLINE | ID: mdl-36909640

ABSTRACT

A challenge for screening new candidate drugs to treat cancer is that efficacy in cell culture models is not always predictive of efficacy in patients. One limitation of standard cell culture is a reliance on non-physiological nutrient levels to propagate cells. Which nutrients are available can influence how cancer cells use metabolism to proliferate and impact sensitivity to some drugs, but a general assessment of how physiological nutrients affect cancer cell response to small molecule therapies is lacking. To enable screening of compounds to determine how the nutrient environment impacts drug efficacy, we developed a serum-derived culture medium that supports the proliferation of diverse cancer cell lines and is amenable to high-throughput screening. We used this system to screen several small molecule libraries and found that compounds targeting metabolic enzymes were enriched as having differential efficacy in standard compared to serum-derived medium. We exploited the differences in nutrient levels between each medium to understand why medium conditions affected the response of cells to some compounds, illustrating how this approach can be used to screen potential therapeutics and understand how their efficacy is modified by available nutrients.

3.
Proc Natl Acad Sci U S A ; 116(49): 24840-24851, 2019 12 03.
Article in English | MEDLINE | ID: mdl-31744868

ABSTRACT

Huntington's disease (HD) is a chronic neurodegenerative disorder characterized by a late clinical onset despite ubiquitous expression of the mutant Huntingtin gene (HTT) from birth. Transcriptional dysregulation is a pivotal feature of HD. Yet, the genes that are altered in the prodromal period and their regulators, which present opportunities for therapeutic intervention, remain to be elucidated. Using transcriptional and chromatin profiling, we found aberrant transcription and changes in histone H3K27acetylation in the striatum of R6/1 mice during the presymptomatic disease stages. Integrating these data, we identified the Elk-1 transcription factor as a candidate regulator of prodromal changes in HD. Exogenous expression of Elk-1 exerted beneficial effects in a primary striatal cell culture model of HD, and adeno-associated virus-mediated Elk-1 overexpression alleviated transcriptional dysregulation in R6/1 mice. Collectively, our work demonstrates that aberrant gene expression precedes overt disease onset in HD, identifies the Elk-1 transcription factor as a key regulator linked to early epigenetic and transcriptional changes in HD, and presents evidence for Elk-1 as a target for alleviating molecular pathology in HD.


Subject(s)
Epigenomics , Huntington Disease/genetics , ets-Domain Protein Elk-1/genetics , ets-Domain Protein Elk-1/metabolism , Animals , Corpus Striatum/metabolism , Dependovirus , Disease Models, Animal , Histones/metabolism , Huntingtin Protein/genetics , Huntington Disease/drug therapy , Mice , Mice, Transgenic , Neurons/metabolism , Nuclear Proteins/metabolism
4.
Genome Res ; 27(11): 1895-1903, 2017 11.
Article in English | MEDLINE | ID: mdl-28887402

ABSTRACT

Identifying large expansions of short tandem repeats (STRs), such as those that cause amyotrophic lateral sclerosis (ALS) and fragile X syndrome, is challenging for short-read whole-genome sequencing (WGS) data. A solution to this problem is an important step toward integrating WGS into precision medicine. We developed a software tool called ExpansionHunter that, using PCR-free WGS short-read data, can genotype repeats at the locus of interest, even if the expanded repeat is larger than the read length. We applied our algorithm to WGS data from 3001 ALS patients who have been tested for the presence of the C9orf72 repeat expansion with repeat-primed PCR (RP-PCR). Compared against this truth data, ExpansionHunter correctly classified all (212/212, 95% CI [0.98, 1.00]) of the expanded samples as either expansions (208) or potential expansions (4). Additionally, 99.9% (2786/2789, 95% CI [0.997, 1.00]) of the wild-type samples were correctly classified as wild type by this method with the remaining three samples identified as possible expansions. We further applied our algorithm to a set of 152 samples in which every sample had one of eight different pathogenic repeat expansions, including those associated with fragile X syndrome, Friedreich's ataxia, and Huntington's disease, and correctly flagged all but one of the known repeat expansions. Thus, ExpansionHunter can be used to accurately detect known pathogenic repeat expansions and provides researchers with a tool that can be used to identify new pathogenic repeat expansions.


Subject(s)
Amyotrophic Lateral Sclerosis/genetics , DNA Repeat Expansion , Whole Genome Sequencing/methods , Algorithms , C9orf72 Protein/genetics , Databases, Genetic , Humans , Precision Medicine , Sensitivity and Specificity , Software
5.
Sci Rep ; 7(1): 174, 2017 03 14.
Article in English | MEDLINE | ID: mdl-28282965

ABSTRACT

Diet plays a crucial role in shaping human health and disease. Diets promoting obesity and insulin resistance can lead to severe metabolic diseases, while calorie-restricted (CR) diets can improve health and extend lifespan. In this work, we fed mice either a chow diet (CD), a 16 week high-fat diet (HFD), or a CR diet to compare and contrast the effects of these diets on mouse liver biology. We collected transcriptomic and epigenomic datasets from these mice using RNA-Seq and DNase-Seq. We found that both CR and HFD induce extensive transcriptional changes, in some cases altering the same genes in the same direction. We used our epigenomic data to infer transcriptional regulatory proteins bound near these genes that likely influence their expression levels. In particular, we found evidence for critical roles played by PPARα and RXRα. We used ChIP-Seq to profile the binding locations for these factors in HFD and CR livers. We found extensive binding of PPARα near genes involved in glycolysis/gluconeogenesis and uncovered a role for this factor in regulating anaerobic glycolysis. Overall, we generated extensive transcriptional and epigenomic datasets from livers of mice fed these diets and uncovered new functions and gene targets for PPARα.


Subject(s)
Caloric Restriction/adverse effects , Diet, High-Fat/adverse effects , Epigenomics/methods , Gene Expression Profiling/methods , Liver/chemistry , PPAR alpha/genetics , Anaerobiosis , Animals , Epigenesis, Genetic , Gene Expression Regulation , Glycolysis , Male , Mice , Nutritional Status , Sequence Analysis, DNA , Sequence Analysis, RNA
6.
Proc Natl Acad Sci U S A ; 110(32): E3027-36, 2013 Aug 06.
Article in English | MEDLINE | ID: mdl-23872847

ABSTRACT

Transcriptional dysregulation is an early feature of Huntington disease (HD). We observed gene-specific changes in histone H3 lysine 4 trimethylation (H3K4me3) at transcriptionally repressed promoters in R6/2 mouse and human HD brain. Genome-wide analysis showed a chromatin signature for this mark. Reducing the levels of the H3K4 demethylase SMCX/Jarid1c in primary neurons reversed down-regulation of key neuronal genes caused by mutant Huntingtin expression. Finally, reduction of SMCX/Jarid1c in primary neurons from BACHD mice or the single Jarid1 in a Drosophila HD model was protective. Therefore, targeting this epigenetic signature may be an effective strategy to ameliorate the consequences of HD.


Subject(s)
Brain/metabolism , Histones/metabolism , Huntington Disease/metabolism , Lysine/metabolism , Animals , Animals, Genetically Modified , Blotting, Western , Brain/pathology , Brain-Derived Neurotrophic Factor/genetics , Brain-Derived Neurotrophic Factor/metabolism , Cells, Cultured , Drosophila melanogaster/genetics , Drosophila melanogaster/metabolism , Female , Gene Expression Profiling , Histone Demethylases , Humans , Huntingtin Protein , Huntington Disease/genetics , Male , Methylation , Mice , Mice, Inbred C57BL , Mice, Inbred CBA , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Neurons/cytology , Neurons/metabolism , Oxidoreductases, N-Demethylating/genetics , Oxidoreductases, N-Demethylating/metabolism , Promoter Regions, Genetic/genetics , RNA Interference , Reverse Transcriptase Polymerase Chain Reaction
7.
PLoS Genet ; 9(2): e1003288, 2013.
Article in English | MEDLINE | ID: mdl-23437007

ABSTRACT

SOX2 is a master regulator of both pluripotent embryonic stem cells (ESCs) and multipotent neural progenitor cells (NPCs); however, we currently lack a detailed understanding of how SOX2 controls these distinct stem cell populations. Here we show by genome-wide analysis that, while SOX2 bound to a distinct set of gene promoters in ESCs and NPCs, the majority of regions coincided with unique distal enhancer elements, important cis-acting regulators of tissue-specific gene expression programs. Notably, SOX2 bound the same consensus DNA motif in both cell types, suggesting that additional factors contribute to target specificity. We found that, similar to its association with OCT4 (Pou5f1) in ESCs, the related POU family member BRN2 (Pou3f2) co-occupied a large set of putative distal enhancers with SOX2 in NPCs. Forced expression of BRN2 in ESCs led to functional recruitment of SOX2 to a subset of NPC-specific targets and to precocious differentiation toward a neural-like state. Further analysis of the bound sequences revealed differences in the distances of SOX and POU peaks in the two cell types and identified motifs for additional transcription factors. Together, these data suggest that SOX2 controls a larger network of genes than previously anticipated through binding of distal enhancers and that transitions in POU partner factors may control tissue-specific transcriptional programs. Our findings have important implications for understanding lineage specification and somatic cell reprogramming, where SOX2, OCT4, and BRN2 have been shown to be key factors.


Subject(s)
Embryonic Stem Cells , Enhancer Elements, Genetic , Nerve Tissue Proteins , Octamer Transcription Factor-3 , POU Domain Factors , SOXB1 Transcription Factors , Animals , Cell Differentiation/genetics , Cell Line , DNA-Binding Proteins/genetics , DNA-Binding Proteins/metabolism , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Gene Expression Regulation, Developmental , Mice , Nerve Tissue Proteins/genetics , Nerve Tissue Proteins/metabolism , Nucleotide Motifs , Octamer Transcription Factor-3/genetics , Octamer Transcription Factor-3/metabolism , POU Domain Factors/genetics , POU Domain Factors/metabolism , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Promoter Regions, Genetic , SOXB1 Transcription Factors/genetics , SOXB1 Transcription Factors/metabolism
8.
Proc Natl Acad Sci U S A ; 110(6): 2354-9, 2013 Feb 05.
Article in English | MEDLINE | ID: mdl-23341638

ABSTRACT

The earliest stages of Huntington disease are marked by changes in gene expression that are caused in an indirect and poorly understood manner by polyglutamine expansions in the huntingtin (HTT) protein. To explore the hypothesis that DNA methylation may be altered in cells expressing mutated HTT, we use reduced representation bisulfite sequencing (RRBS) to map sites of DNA methylation in cells carrying either wild-type or mutant HTT. We find that a large fraction of the genes that change in expression in the presence of mutant huntingtin demonstrate significant changes in DNA methylation. Regions with low CpG content, which have previously been shown to undergo methylation changes in response to neuronal activity, are disproportionately affected. On the basis of the sequence of regions that change in methylation, we identify AP-1 and SOX2 as transcriptional regulators associated with DNA methylation changes, and we confirm these hypotheses using genome-wide chromatin immunoprecipitation sequencing (ChIP-Seq). Our findings suggest new mechanisms for the effects of polyglutamine-expanded HTT. These results also raise important questions about the potential effects of changes in DNA methylation on neurogenesis and cognitive decline in patients with Huntington disease.


Subject(s)
DNA Methylation , Mutant Proteins/genetics , Nerve Tissue Proteins/genetics , Nuclear Proteins/genetics , Animals , Cell Line , Chromatin Immunoprecipitation , CpG Islands , Disease Models, Animal , Gene Expression , Humans , Huntingtin Protein , Huntington Disease/genetics , Huntington Disease/metabolism , Mice , SOXB1 Transcription Factors/metabolism , Transcription Factor AP-1/metabolism
9.
Cancer Sci ; 101(12): 2637-43, 2010 Dec.
Article in English | MEDLINE | ID: mdl-20849469

ABSTRACT

Development of cancer therapeutics requires a thorough evaluation of drug efficacy in vitro before animal testing and subsequent clinical trials. Three-dimensional (3-D) in vitro models have therefore been investigated for drug screening. In this study, we have developed a novel in vitro model in which multicellular aggregates, or spheroids, were incorporated into 3-D porous scaffolds. Drug resistance assays showed that spheroid-seeded scaffolds have much higher drug resistance than monolayer cultures, spheroids on flat substrates, or scaffolds seeded with dispersed cells. Furthermore, spheroid-seeded scaffolds demonstrated higher lactate production leading to acidosis, and higher expression of angiogenic factors. These data suggest that the spheroid-seeded 3-D scaffolds might serve as a useful in vitro system for screening cancer therapeutics.


Subject(s)
Drug Screening Assays, Antitumor/methods , Spheroids, Cellular/drug effects , Tissue Scaffolds , Tumor Cells, Cultured/drug effects , Humans , Spheroids, Cellular/cytology , Tumor Cells, Cultured/cytology
10.
J Control Release ; 133(3): 178-84, 2009 Feb 10.
Article in English | MEDLINE | ID: mdl-18992290

ABSTRACT

We previously demonstrated that decreasing the iron release rate of transferrin (Tf), by replacing the synergistic anion carbonate with oxalate, increases its in vitro drug carrier efficacy in HeLa cells. In the current work, the utility of this strategy has been further explored by generating two Tf mutants, K206E/R632A Tf and K206E/K534A Tf, exhibiting different degrees of iron release inhibition. The intracellular trafficking behavior of these Tf mutants has been assessed by measuring their association with HeLa cells. Compared to native Tf, the cellular association of K206E/R632A Tf and K206E/K534A Tf increased by 126 and 250%, respectively. Surface plasmon resonance studies clearly indicate that this increase in cellular association is due to a decrease in the iron release rate and not to differences in binding affinity of the mutants to the Tf receptor (TfR). Diphtheria toxin (DT) conjugates of K206E/R632A Tf and K206E/K534A Tf showed significantly increased cytotoxicity against HeLa cells with IC(50) values of 1.00 pM and 0.93 pM, respectively, compared to a value of 1.73 pM for the native Tf conjugate. Besides further validating our strategy of inhibiting iron release, these Tf mutants provide proof-of-principle that site-directed mutagenesis offers an alternative method for improving the drug carrier efficacy of Tf.


Subject(s)
Cytotoxins/administration & dosage , Protein Engineering/methods , Transferrin/metabolism , 1,2-Dihydroxybenzene-3,5-Disulfonic Acid Disodium Salt/chemistry , Amino Acid Substitution , Binding, Competitive , Cell Proliferation/drug effects , Cytotoxins/chemistry , Cytotoxins/pharmacology , Diphtheria Toxin/administration & dosage , Diphtheria Toxin/chemistry , Diphtheria Toxin/pharmacology , Drug Carriers/chemistry , Drug Carriers/metabolism , Edetic Acid/chemistry , Endocytosis/drug effects , HeLa Cells , Humans , Iron/chemistry , Kinetics , Mutation , Receptors, Transferrin/chemistry , Receptors, Transferrin/metabolism , Surface Plasmon Resonance , Transferrin/chemistry , Transferrin/genetics
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