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1.
bioRxiv ; 2023 Apr 12.
Article in English | MEDLINE | ID: mdl-37090516

ABSTRACT

The transcription factors MECOM, PAX8, SOX17 and WT1 are candidate master regulators of high-grade serous 'ovarian' cancer (HGSC), yet their cooperative role in the hypothesized tissue of origin, the fallopian tube secretory epithelium (FTSEC) is unknown. We generated 26 epigenome (CUT&TAG, CUT&RUN, ATAC-seq and HiC) data sets and 24 profiles of RNA-seq transcription factor knock-down followed by RNA sequencing in FTSEC and HGSC models to define binding sites and gene sets regulated by these factors in cis and trans. This revealed that MECOM, PAX8, SOX17 and WT1 are lineage-enriched, super-enhancer associated master regulators whose cooperative DNA-binding patterns and target genes are re-wired during tumor development. All four TFs were indispensable for HGSC clonogenicity and survival but only depletion of PAX8 and WT1 impaired FTSEC cell survival. These four TFs were pharmacologically inhibited by transcriptional inhibitors only in HGSCs but not in FTSECs. Collectively, our data highlights that tumor-specific epigenetic remodeling is tightly related to MECOM, PAX8, SOX17 and WT1 activity and these transcription factors are targetable in a tumor-specific manner through transcriptional inhibitors.

2.
Int Rev Psychiatry ; 35(7-8): 540-550, 2023.
Article in English | MEDLINE | ID: mdl-38461397

ABSTRACT

This systematic review characterizes the published literature on arts and humanities curricula for psychiatry learners that include any form of program evaluation. Authors searched three databases (Medline ALL, Embase.com, and PsycINFO) to identify articles on arts and humanities in psychiatry education. Criteria for the review included articles reporting outcome measures for arts and humanities learning activities in psychiatry learners. For those articles meeting inclusion criteria, a descriptive analysis was performed as well as an assessment of the level of program evaluation using the Kirkpatrick framework. Of 1,287 articles identified, 35 met inclusion criteria. About half of the programs included medical students (n = 17, 49%). Film and television was the most frequent arts and humanities subject (n = 16, 46%). Most studies incorporated a non-randomized, non-controlled design (n = 30, 86%). Twenty-two (63%) achieved a Kirkpatrick Level 1 designation, 12 achieved Level 2 (34%), and one study achieved Level 3 (3%). Arts and humanities programs have a promising role in psychiatry education. At present, significant heterogeneity in the extant literature makes it difficult to draw general conclusions that could guide future program development. This review underscores the need for rigorous evaluative methods of arts and humanities programs for psychiatry learners.


Subject(s)
Education, Medical, Undergraduate , Education, Medical , Humans , Humanities/education , Curriculum , Learning
3.
Sci Signal ; 15(728): eabm2496, 2022 04 05.
Article in English | MEDLINE | ID: mdl-35380877

ABSTRACT

PAX8 is a master transcription factor that is essential during embryogenesis and promotes neoplastic growth. It is expressed by the secretory cells lining the female reproductive tract, and its deletion during development results in atresia of reproductive tract organs. Nearly all ovarian carcinomas express PAX8, and its knockdown results in apoptosis of ovarian cancer cells. To explore the role of PAX8 in these tissues, we purified the PAX8 protein complex from nonmalignant fallopian tube cells and high-grade serous ovarian carcinoma cell lines. We found that PAX8 was a member of a large chromatin remodeling complex and preferentially interacted with SOX17, another developmental transcription factor. Depleting either PAX8 or SOX17 from cancer cells altered the expression of factors involved in angiogenesis and functionally disrupted tubule and capillary formation in cell culture and mouse models. PAX8 and SOX17 in ovarian cancer cells promoted the secretion of angiogenic factors by suppressing the expression of SERPINE1, which encodes a proteinase inhibitor with antiangiogenic effects. The findings reveal a non-cell-autonomous function of these transcription factors in regulating angiogenesis in ovarian cancer.


Subject(s)
Ovarian Neoplasms , PAX8 Transcription Factor , SOXF Transcription Factors , Transcription Factors , Animals , Fallopian Tubes/metabolism , Fallopian Tubes/pathology , Female , HMGB Proteins/genetics , HMGB Proteins/metabolism , Humans , Mice , Neoplasm Grading , Ovarian Neoplasms/metabolism , PAX8 Transcription Factor/genetics , PAX8 Transcription Factor/metabolism , SOXF Transcription Factors/genetics , SOXF Transcription Factors/metabolism , Transcription Factors/metabolism
4.
Sci Adv ; 7(48): eabf6123, 2021 Nov 26.
Article in English | MEDLINE | ID: mdl-34818047

ABSTRACT

Critical developmental "master transcription factors" (MTFs) can be subverted during tumorigenesis to control oncogenic transcriptional programs. Current approaches to identifying MTFs rely on ChIP-seq data, which is unavailable for many cancers. We developed the CaCTS (Cancer Core Transcription factor Specificity) algorithm to prioritize candidate MTFs using pan-cancer RNA sequencing data. CaCTS identified candidate MTFs across 34 tumor types and 140 subtypes including predictions for cancer types/subtypes for which MTFs are unknown, including e.g. PAX8, SOX17, and MECOM as candidates in ovarian cancer (OvCa). In OvCa cells, consistent with known MTF properties, these factors are required for viability, lie proximal to superenhancers, co-occupy regulatory elements globally, co-bind loci encoding OvCa biomarkers, and are sensitive to pharmacologic inhibition of transcription. Our predictions of MTFs, especially for tumor types with limited understanding of transcriptional drivers, pave the way to therapeutic targeting of MTFs in a broad spectrum of cancers.

5.
Pharmacol Ther ; 220: 107722, 2021 04.
Article in English | MEDLINE | ID: mdl-33137377

ABSTRACT

Transcription factors (TFs) are major contributors to cancer risk and somatic development. In preclinical and clinical studies, direct or indirect inhibition of TF-mediated oncogenic gene expression profiles have proven to be effective in many tumor types, highlighting this group of proteins as valuable therapeutic targets. In spite of this, our understanding of TFs in epithelial ovarian cancer (EOC) is relatively limited. EOC is a heterogeneous disease composed of five major histologic subtypes; high-grade serous, low-grade serous, endometrioid, clear cell and mucinous. Each histology is associated with unique clinical etiologies, sensitivity to therapies, and molecular signatures - including diverse transcriptional regulatory programs. While some TFs are shared across EOC subtypes, a set of TFs are expressed in a histotype-specific manner and likely explain part of the histologic diversity of EOC subtypes. Targeting TFs present with unique opportunities for development of novel precision medicine strategies for ovarian cancer. This article reviews the critical TFs in EOC subtypes and highlights the potential of exploiting TFs as biomarkers and therapeutic targets.


Subject(s)
Ovarian Neoplasms , Carcinoma, Ovarian Epithelial/drug therapy , Carcinoma, Ovarian Epithelial/genetics , Female , Gene Expression Regulation, Neoplastic , Humans , Ovarian Neoplasms/drug therapy , Ovarian Neoplasms/genetics , Transcription Factors/genetics
6.
Nat Genet ; 52(8): 790-799, 2020 08.
Article in English | MEDLINE | ID: mdl-32690948

ABSTRACT

Epigenetic processes govern prostate cancer (PCa) biology, as evidenced by the dependency of PCa cells on the androgen receptor (AR), a prostate master transcription factor. We generated 268 epigenomic datasets spanning two state transitions-from normal prostate epithelium to localized PCa to metastases-in specimens derived from human tissue. We discovered that reprogrammed AR sites in metastatic PCa are not created de novo; rather, they are prepopulated by the transcription factors FOXA1 and HOXB13 in normal prostate epithelium. Reprogrammed regulatory elements commissioned in metastatic disease hijack latent developmental programs, accessing sites that are implicated in prostate organogenesis. Analysis of reactivated regulatory elements enabled the identification and functional validation of previously unknown metastasis-specific enhancers at HOXB13, FOXA1 and NKX3-1. Finally, we observed that prostate lineage-specific regulatory elements were strongly associated with PCa risk heritability and somatic mutation density. Examining prostate biology through an epigenomic lens is fundamental for understanding the mechanisms underlying tumor progression.


Subject(s)
Prostatic Neoplasms/genetics , Cell Line , Cell Line, Tumor , Disease Progression , Epigenomics/methods , Gene Expression Regulation, Neoplastic/genetics , HEK293 Cells , Hepatocyte Nuclear Factor 3-alpha/genetics , Humans , Male , Prostate/pathology , Prostatic Neoplasms/pathology , Receptors, Androgen/genetics , Regulatory Sequences, Nucleic Acid/genetics
7.
Nat Commun ; 11(1): 2020, 2020 04 24.
Article in English | MEDLINE | ID: mdl-32332753

ABSTRACT

The functional consequences of somatic non-coding mutations in ovarian cancer (OC) are unknown. To identify regulatory elements (RE) and genes perturbed by acquired non-coding variants, here we establish epigenomic and transcriptomic landscapes of primary OCs using H3K27ac ChIP-seq and RNA-seq, and then integrate these with whole genome sequencing data from 232 OCs. We identify 25 frequently mutated regulatory elements, including an enhancer at 6p22.1 which associates with differential expression of ZSCAN16 (P = 6.6 × 10-4) and ZSCAN12 (P = 0.02). CRISPR/Cas9 knockout of this enhancer induces downregulation of both genes. Globally, there is an enrichment of single nucleotide variants in active binding sites for TEAD4 (P = 6 × 10-11) and its binding partner PAX8 (P = 2×10-10), a known lineage-specific transcription factor in OC. In addition, the collection of cis REs associated with PAX8 comprise the most frequently mutated set of enhancers in OC (P = 0.003). These data indicate that non-coding somatic mutations disrupt the PAX8 transcriptional network during OC development.


Subject(s)
Carcinoma, Ovarian Epithelial/genetics , Gene Expression Regulation, Neoplastic , Gene Regulatory Networks , Ovarian Neoplasms/genetics , PAX8 Transcription Factor/metabolism , Adult , Aged , Binding Sites/genetics , Carcinoma, Ovarian Epithelial/pathology , Chromatin Immunoprecipitation Sequencing , DNA-Binding Proteins/metabolism , Enhancer Elements, Genetic , Epigenesis, Genetic , Epigenomics , Female , Gene Knockout Techniques , Humans , Kruppel-Like Transcription Factors/genetics , Middle Aged , Muscle Proteins/metabolism , Mutation , Ovarian Neoplasms/pathology , Ovary/pathology , Polymorphism, Single Nucleotide , RNA-Seq , Repressor Proteins/genetics , TEA Domain Transcription Factors , Transcription Factors/metabolism , Whole Genome Sequencing
8.
Science ; 351(6280): 1454-1458, 2016 Mar 25.
Article in English | MEDLINE | ID: mdl-26940867

ABSTRACT

Oncogenes are activated through well-known chromosomal alterations such as gene fusion, translocation, and focal amplification. In light of recent evidence that the control of key genes depends on chromosome structures called insulated neighborhoods, we investigated whether proto-oncogenes occur within these structures and whether oncogene activation can occur via disruption of insulated neighborhood boundaries in cancer cells. We mapped insulated neighborhoods in T cell acute lymphoblastic leukemia (T-ALL) and found that tumor cell genomes contain recurrent microdeletions that eliminate the boundary sites of insulated neighborhoods containing prominent T-ALL proto-oncogenes. Perturbation of such boundaries in nonmalignant cells was sufficient to activate proto-oncogenes. Mutations affecting chromosome neighborhood boundaries were found in many types of cancer. Thus, oncogene activation can occur via genetic alterations that disrupt insulated neighborhoods in malignant cells.


Subject(s)
Chromosome Aberrations , Gene Expression Regulation, Leukemic , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Proto-Oncogenes/genetics , Sequence Deletion , Translocation, Genetic , Chromosome Mapping , HEK293 Cells , Humans , Mutation , Transcriptional Activation
9.
Genome Res ; 26(3): 385-96, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26843070

ABSTRACT

A small set of core transcription factors (TFs) dominates control of the gene expression program in embryonic stem cells and other well-studied cellular models. These core TFs collectively regulate their own gene expression, thus forming an interconnected auto-regulatory loop that can be considered the core transcriptional regulatory circuitry (CRC) for that cell type. There is limited knowledge of core TFs, and thus models of core regulatory circuitry, for most cell types. We recently discovered that genes encoding known core TFs forming CRCs are driven by super-enhancers, which provides an opportunity to systematically predict CRCs in poorly studied cell types through super-enhancer mapping. Here, we use super-enhancer maps to generate CRC models for 75 human cell and tissue types. These core circuitry models should prove valuable for further investigating cell-type-specific transcriptional regulation in healthy and diseased cells.


Subject(s)
Gene Expression Regulation , Gene Regulatory Networks , Transcription Factors/metabolism , Transcription, Genetic , Binding Sites , Cell Line , Human Embryonic Stem Cells , Humans , Organ Specificity , Protein Binding
10.
Cell Stem Cell ; 15(4): 471-487, 2014 10 02.
Article in English | MEDLINE | ID: mdl-25090446

ABSTRACT

Embryonic stem cells (ESCs) of mice and humans have distinct molecular and biological characteristics, raising the question of whether an earlier, "naive" state of pluripotency may exist in humans. Here we took a systematic approach to identify small molecules that support self-renewal of naive human ESCs based on maintenance of endogenous OCT4 distal enhancer activity, a molecular signature of ground state pluripotency. Iterative chemical screening identified a combination of five kinase inhibitors that induces and maintains OCT4 distal enhancer activity when applied directly to conventional human ESCs. These inhibitors generate human pluripotent cells in which transcription factors associated with the ground state of pluripotency are highly upregulated and bivalent chromatin domains are depleted. Comparison with previously reported naive human ESCs indicates that our conditions capture a distinct pluripotent state in humans that closely resembles that of mouse ESCs. This study presents a framework for defining the culture requirements of naive human pluripotent cells.


Subject(s)
Cell Culture Techniques/methods , Pluripotent Stem Cells/cytology , Cell Survival , Chromatin/metabolism , Enhancer Elements, Genetic/genetics , Gene Expression Profiling , Genes, Reporter , Green Fluorescent Proteins/metabolism , Humans , Molecular Sequence Data , Octamer Transcription Factor-3/genetics , Octamer Transcription Factor-3/metabolism , Pluripotent Stem Cells/metabolism , Transgenes
11.
Mol Cell ; 55(4): 640-8, 2014 Aug 21.
Article in English | MEDLINE | ID: mdl-25042805

ABSTRACT

A major challenge in obtaining a full molecular description of evolutionary adaptation is to characterize how transcription factor (TF) DNA-binding specificity can change. To identify mechanisms of TF diversification, we performed detailed comparisons of yeast C2H2 ZF proteins with identical canonical recognition residues that are expected to bind the same DNA sequences. Unexpectedly, we found that ZF proteins can adapt to recognize new binding sites in a modular fashion whereby binding to common core sites remains unaffected. We identified two distinct mechanisms, conserved across multiple Ascomycota species, by which this molecular adaptation occurred. Our results suggest a route for TF evolution that alleviates negative pleiotropic effects by modularly gaining new binding sites. These findings expand our current understanding of ZF DNA binding and provide evidence for paralogous ZFs utilizing alternate modes of DNA binding to recognize unique sets of noncanonical binding sites.


Subject(s)
Ascomycota/metabolism , DNA, Fungal/genetics , DNA-Binding Proteins/metabolism , Fungal Proteins/genetics , Transcription Factors/metabolism , Zinc Fingers/physiology , Amino Acid Motifs , Ascomycota/classification , Ascomycota/genetics , Conserved Sequence , DNA-Binding Proteins/chemistry , Evolution, Molecular , Fungal Proteins/metabolism , Genome, Fungal , Zinc Fingers/genetics
12.
Nature ; 511(7511): 616-20, 2014 Jul 31.
Article in English | MEDLINE | ID: mdl-25043025

ABSTRACT

Tumour oncogenes include transcription factors that co-opt the general transcriptional machinery to sustain the oncogenic state, but direct pharmacological inhibition of transcription factors has so far proven difficult. However, the transcriptional machinery contains various enzymatic cofactors that can be targeted for the development of new therapeutic candidates, including cyclin-dependent kinases (CDKs). Here we present the discovery and characterization of a covalent CDK7 inhibitor, THZ1, which has the unprecedented ability to target a remote cysteine residue located outside of the canonical kinase domain, providing an unanticipated means of achieving selectivity for CDK7. Cancer cell-line profiling indicates that a subset of cancer cell lines, including human T-cell acute lymphoblastic leukaemia (T-ALL), have exceptional sensitivity to THZ1. Genome-wide analysis in Jurkat T-ALL cells shows that THZ1 disproportionally affects transcription of RUNX1 and suggests that sensitivity to THZ1 may be due to vulnerability conferred by the RUNX1 super-enhancer and the key role of RUNX1 in the core transcriptional regulatory circuitry of these tumour cells. Pharmacological modulation of CDK7 kinase activity may thus provide an approach to identify and treat tumour types that are dependent on transcription for maintenance of the oncogenic state.


Subject(s)
Enzyme Inhibitors/pharmacology , Gene Expression Regulation, Neoplastic/drug effects , Phenylenediamines/pharmacology , Precursor T-Cell Lymphoblastic Leukemia-Lymphoma/enzymology , Pyrimidines/pharmacology , Antineoplastic Agents/pharmacology , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Survival/drug effects , Core Binding Factor Alpha 2 Subunit/metabolism , Cyclin-Dependent Kinases/antagonists & inhibitors , Cysteine/metabolism , Humans , Jurkat Cells , Phosphorylation/drug effects
15.
Mol Syst Biol ; 7: 555, 2011 Dec 06.
Article in English | MEDLINE | ID: mdl-22146299

ABSTRACT

Recruitment of cofactors to specific DNA sites is integral for specificity in gene regulation. As a model system, we examined how targeting and transcriptional control of the sulfur metabolism genes in Saccharomyces cerevisiae is governed by recruitment of the transcriptional co-activator Met4. We developed genome-scale approaches to measure transcription factor (TF) DNA-binding affinities and cofactor recruitment to >1300 genomic binding site sequences. We report that genes responding to the TF Cbf1 and cofactor Met28 contain a novel 'recruitment motif' (RYAAT), adjacent to Cbf1 binding sites, which enhances the binding of a Met4-Met28-Cbf1 regulatory complex, and that abrogation of this motif significantly reduces gene induction under low-sulfur conditions. Furthermore, we show that correct recognition of this composite motif requires both non-DNA-binding cofactors Met4 and Met28. Finally, we demonstrate that the presence of an RYAAT motif next to a Cbf1 site, rather than Cbf1 binding affinity, specifies Cbf1-dependent sulfur metabolism genes. Our results highlight the need to examine TF/cofactor complexes, as novel specificity can result from cofactors that lack intrinsic DNA-binding specificity.


Subject(s)
DNA, Fungal/metabolism , Gene Expression Regulation, Fungal , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Transcription Factors/metabolism , Area Under Curve , Base Sequence , Basic Helix-Loop-Helix Leucine Zipper Transcription Factors , Binding Sites , DNA, Fungal/genetics , Genome, Fungal/genetics , Molecular Sequence Data , Nucleotide Motifs , Protein Binding , Saccharomyces cerevisiae Proteins/chemistry , Saccharomyces cerevisiae Proteins/genetics , Sensitivity and Specificity , Transcription Factors/chemistry , Transcription Factors/genetics
16.
Cell ; 147(3): 565-76, 2011 Oct 28.
Article in English | MEDLINE | ID: mdl-22036565

ABSTRACT

Transforming growth factor beta (TGF-ß) signaling, mediated through the transcription factors Smad2 and Smad3 (Smad2/3), directs different responses in different cell types. Here we report that Smad3 co-occupies the genome with cell-type-specific master transcription factors. Thus, Smad3 occupies the genome with Oct4 in embryonic stem cells (ESCs), Myod1 in myotubes, and PU.1 in pro-B cells. We find that these master transcription factors are required for Smad3 occupancy and that TGF-ß signaling largely affects the genes bound by the master transcription factors. Furthermore, we show that induction of Myod1 in nonmuscle cells is sufficient to redirect Smad3 to Myod1 sites. We conclude that cell-type-specific master transcription factors determine the genes bound by Smad2/3 and are thus responsible for orchestrating the cell-type-specific effects of TGF-ß signaling.


Subject(s)
Signal Transduction , Transcription Factors/metabolism , Transforming Growth Factor beta/metabolism , Animals , Cell Differentiation , Embryonic Stem Cells , Enhancer Elements, Genetic , Humans , Mice , MyoD Protein/metabolism , Octamer Transcription Factor-3/metabolism , Smad3 Protein/metabolism
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