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1.
Nat Genet ; 55(8): 1336-1346, 2023 08.
Article in English | MEDLINE | ID: mdl-37488417

ABSTRACT

Comprehensive enhancer discovery is challenging because most enhancers, especially those contributing to complex diseases, have weak effects on gene expression. Our gene regulatory network modeling identified that nonlinear enhancer gene regulation during cell state transitions can be leveraged to improve the sensitivity of enhancer discovery. Using human embryonic stem cell definitive endoderm differentiation as a dynamic transition system, we conducted a mid-transition CRISPRi-based enhancer screen. We discovered a comprehensive set of enhancers for each of the core endoderm-specifying transcription factors. Many enhancers had strong effects mid-transition but weak effects post-transition, consistent with the nonlinear temporal responses to enhancer perturbation predicted by the modeling. Integrating three-dimensional genomic information, we were able to develop a CTCF-loop-constrained Interaction Activity model that can better predict functional enhancers compared to models that rely on Hi-C-based enhancer-promoter contact frequency. Our study provides generalizable strategies for sensitive and systematic enhancer discovery in both normal and pathological cell state transitions.


Subject(s)
Enhancer Elements, Genetic , Gene Expression Regulation , Humans , Enhancer Elements, Genetic/genetics , Cell Differentiation/genetics , Transcription Factors/genetics , Gene Regulatory Networks/genetics , Chromatin/genetics
2.
bioRxiv ; 2023 May 03.
Article in English | MEDLINE | ID: mdl-37205540

ABSTRACT

Pluripotent stem cells are defined by both the ability to unlimitedly self-renew and differentiate to any somatic cell lineage, but understanding the mechanisms that control stem cell fitness versus the pluripotent cell identity is challenging. We performed four parallel genome-scale CRISPR-Cas9 screens to investigate the interplay between these two aspects of pluripotency. Our comparative analyses led to the discovery of genes with distinct roles in pluripotency regulation, including many mitochondrial and metabolism regulators crucial for stem cell fitness, and chromatin regulators that control stem cell identity. We further discovered a core set of factors that control both stem cell fitness and pluripotency identity, including an interconnected network of chromatin factors that safeguard pluripotency. Our unbiased and systematic screening and comparative analyses disentangle two interconnected aspects of pluripotency, provide rich datasets for exploring pluripotent cell identity versus self-renewal, and offer a valuable model for categorizing gene function in broad biological contexts.

3.
bioRxiv ; 2023 Mar 09.
Article in English | MEDLINE | ID: mdl-36945628

ABSTRACT

Comprehensive enhancer discovery is challenging because most enhancers, especially those affected in complex diseases, have weak effects on gene expression. Our network modeling revealed that nonlinear enhancer-gene regulation during cell state transitions can be leveraged to improve the sensitivity of enhancer discovery. Utilizing hESC definitive endoderm differentiation as a dynamic transition system, we conducted a mid-transition CRISPRi-based enhancer screen. The screen discovered a comprehensive set of enhancers (4 to 9 per locus) for each of the core endoderm lineage-specifying transcription factors, and many enhancers had strong effects mid-transition but weak effects post-transition. Through integrating enhancer activity measurements and three-dimensional enhancer-promoter interaction information, we were able to develop a CTCF loop-constrained Interaction Activity (CIA) model that can better predict functional enhancers compared to models that rely on Hi-C-based enhancer-promoter contact frequency. Our study provides generalizable strategies for sensitive and more comprehensive enhancer discovery in both normal and pathological cell state transitions.

4.
Nat Cell Biol ; 24(7): 1064-1076, 2022 07.
Article in English | MEDLINE | ID: mdl-35787684

ABSTRACT

The pancreas and liver arise from a common pool of progenitors. However, the underlying mechanisms that drive their lineage diversification from the foregut endoderm are not fully understood. To tackle this question, we undertook a multifactorial approach that integrated human pluripotent-stem-cell-guided differentiation, genome-scale CRISPR-Cas9 screening, single-cell analysis, genomics and proteomics. We discovered that HHEX, a transcription factor (TF) widely recognized as a key regulator of liver development, acts as a gatekeeper of pancreatic lineage specification. HHEX deletion impaired pancreatic commitment and unleashed an unexpected degree of cellular plasticity towards the liver and duodenum fates. Mechanistically, HHEX cooperates with the pioneer TFs FOXA1, FOXA2 and GATA4, shared by both pancreas and liver differentiation programmes, to promote pancreas commitment, and this cooperation restrains the shared TFs from activating alternative lineages. These findings provide a generalizable model for how gatekeeper TFs like HHEX orchestrate lineage commitment and plasticity restriction in broad developmental contexts.


Subject(s)
Endoderm , Pancreas , Cell Differentiation/genetics , Cell Lineage/genetics , Gene Expression Regulation, Developmental , Homeodomain Proteins/metabolism , Humans , Pancreas/metabolism , Transcription Factors
5.
Wiley Interdiscip Rev Syst Biol Med ; 12(1): e1464, 2020 01.
Article in English | MEDLINE | ID: mdl-31407519

ABSTRACT

Pluripotent stem cells have the ability to unlimitedly self-renew and differentiate to any somatic cell lineage. A number of systems biology approaches have been used to define this pluripotent state. Complementary to systems level characterization, genetic screens offer a unique avenue to functionally interrogate the pluripotent state and identify the key players in pluripotency acquisition and maintenance, exit of pluripotency, and lineage differentiation. Here we review how genetic screens have helped us decode pluripotency regulation. We will summarize results from RNA interference (RNAi) based screens, discuss recent advances in CRISPR/Cas-based genetic perturbation methods, and how these advances have made it possible to more comprehensively interrogate pluripotency and differentiation through genetic screens. Such investigations will not only provide a better understanding of this unique developmental state, but may enhance our ability to use pluripotent stem cells as an experimental model to study human development and disease progression. Functional interrogation of pluripotency also provides a valuable roadmap for utilizing genetic perturbation to gain systems level understanding of additional cellular states, from later stages of development to pathological disease states. This article is categorized under: Developmental Biology > Stem Cell Biology and Regeneration Developmental Biology > Developmental Processes in Health and Disease Biological Mechanisms > Cell Fates.


Subject(s)
Genetic Techniques , Pluripotent Stem Cells , Systems Biology/methods , Animals , CRISPR-Cas Systems , Cell Differentiation , Cells, Cultured , Embryonic Stem Cells/cytology , Embryonic Stem Cells/physiology , Humans , Mice , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/physiology , RNA Interference
6.
Cell Rep ; 28(2): 382-393.e7, 2019 07 09.
Article in English | MEDLINE | ID: mdl-31291575

ABSTRACT

Transcriptional regulatory mechanisms of lineage priming in embryonic development are largely uncharacterized because of the difficulty of isolating transient progenitor populations. Directed differentiation of human pluripotent stem cells (hPSCs) combined with gene editing provides a powerful system to define precise temporal gene requirements for progressive chromatin changes during cell fate transitions. Here, we map the dynamic chromatin landscape associated with sequential stages of pancreatic differentiation from hPSCs. Our analysis of chromatin accessibility dynamics led us to uncover a requirement for FOXA2, known as a pioneer factor, in human pancreas specification not previously shown from mouse knockout studies. FOXA2 knockout hPSCs formed reduced numbers of pancreatic progenitors accompanied by impaired recruitment of GATA6 to pancreatic enhancers. Furthermore, FOXA2 is required for proper chromatin remodeling and H3K4me1 deposition during enhancer priming. This work highlights the power of combining hPSC differentiation, genome editing, and computational genomics for discovering transcriptional mechanisms during development.


Subject(s)
Hepatocyte Nuclear Factor 3-beta/physiology , Pancreas/physiology , Cell Differentiation/physiology , Cell Line , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Embryonic Stem Cells/physiology , Hepatocyte Nuclear Factor 3-beta/genetics , Hepatocyte Nuclear Factor 3-beta/metabolism , Humans , Male , Pancreas/cytology , Pancreas/metabolism , Transcriptome
7.
Nat Genet ; 51(6): 999-1010, 2019 06.
Article in English | MEDLINE | ID: mdl-31110351

ABSTRACT

Human embryonic stem cells (ESCs) and human induced pluripotent stem cells hold great promise for cell-based therapies and drug discovery. However, homogeneous differentiation remains a major challenge, highlighting the need for understanding developmental mechanisms. We performed genome-scale CRISPR screens to uncover regulators of definitive endoderm (DE) differentiation, which unexpectedly uncovered five Jun N-terminal kinase (JNK)-JUN family genes as key barriers of DE differentiation. The JNK-JUN pathway does not act through directly inhibiting the DE enhancers. Instead, JUN co-occupies ESC enhancers with OCT4, NANOG, SMAD2 and SMAD3, and specifically inhibits the exit from the pluripotent state by impeding the decommissioning of ESC enhancers and inhibiting the reconfiguration of SMAD2 and SMAD3 chromatin binding from ESC to DE enhancers. Therefore, the JNK-JUN pathway safeguards pluripotency from precocious DE differentiation. Direct pharmacological inhibition of JNK significantly improves the efficiencies of generating DE and DE-derived pancreatic and lung progenitor cells, highlighting the potential of harnessing the knowledge from developmental studies for regenerative medicine.


Subject(s)
Cell Differentiation/genetics , Endoderm/embryology , Endoderm/metabolism , Genome , Genomics , MAP Kinase Signaling System , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Cell Line , Chromatin/genetics , Chromatin/metabolism , Chromatin Assembly and Disassembly , Clustered Regularly Interspaced Short Palindromic Repeats , Gene Expression , Gene Knockout Techniques , Genes, Reporter , Genomics/methods , Humans , Induced Pluripotent Stem Cells , MAP Kinase Signaling System/drug effects , Models, Biological , Reproducibility of Results , Smad Proteins
8.
Nat Genet ; 50(1): 83-95, 2018 01.
Article in English | MEDLINE | ID: mdl-29203910

ABSTRACT

TET enzymes oxidize 5-methylcytosine (5mC) to 5-hydroxymethylcytosine (5hmC), which can lead to DNA demethylation. However, direct connections between TET-mediated DNA demethylation and transcriptional output are difficult to establish owing to challenges in distinguishing global versus locus-specific effects. Here we show that TET1, TET2 and TET3 triple-knockout (TKO) human embryonic stem cells (hESCs) exhibit prominent bivalent promoter hypermethylation without an overall corresponding decrease in gene expression in the undifferentiated state. Focusing on the bivalent PAX6 locus, we find that increased DNMT3B binding is associated with promoter hypermethylation, which precipitates a neural differentiation defect and failure of PAX6 induction during differentiation. dCas9-mediated locus-specific demethylation and global inactivation of DNMT3B in TKO hESCs partially reverses the hypermethylation at the PAX6 promoter and improves differentiation to neuroectoderm. Taking these findings together with further genome-wide methylation and TET1 and DNMT3B ChIP-seq analyses, we conclude that TET proteins safeguard bivalent promoters from de novo methylation to ensure robust lineage-specific transcription upon differentiation.


Subject(s)
DNA Methylation , DNA-Binding Proteins/physiology , Embryonic Stem Cells/metabolism , Mixed Function Oxygenases/physiology , Promoter Regions, Genetic , Animals , Cell Differentiation/genetics , Cells, Cultured , DNA-Binding Proteins/genetics , Dioxygenases/genetics , Dioxygenases/physiology , Embryonic Stem Cells/cytology , Humans , Mice , Mixed Function Oxygenases/genetics , Mixed Function Oxygenases/metabolism , Mutation , Neural Plate/cytology , PAX6 Transcription Factor/biosynthesis , PAX6 Transcription Factor/genetics , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins/metabolism , Proto-Oncogene Proteins/physiology
9.
Nat Genet ; 50(5): 764, 2018 05.
Article in English | MEDLINE | ID: mdl-29255265

ABSTRACT

In the version of this article initially published, in the Methods, the Gene Expression Omnibus accession code for H3K36me3 ChIP-seq data was incorrectly given as GSM1003585 instead of GSM733725. The error has been corrected in the HTML, PDF and print versions of the article.

10.
Nat Genet ; 50(5): 764, 2018 05.
Article in English | MEDLINE | ID: mdl-29255266

ABSTRACT

The version of the Supplementary Text and Figures file initially posted was missing Supplementary Tables 1-6 and the Supplementary Note and used incorrect versions of the supplementary figures.

11.
Cell Stem Cell ; 20(5): 675-688.e6, 2017 05 04.
Article in English | MEDLINE | ID: mdl-28196600

ABSTRACT

Human disease phenotypes associated with haploinsufficient gene requirements are often not recapitulated well in animal models. Here, we have investigated the association between human GATA6 haploinsufficiency and a wide range of clinical phenotypes that include neonatal and adult-onset diabetes using CRISPR (clustered regularly interspaced short palindromic repeat)/Cas9-mediated genome editing coupled with human pluripotent stem cell (hPSC) directed differentiation. We found that loss of one GATA6 allele specifically affects the differentiation of human pancreatic progenitors from the early PDX1+ stage to the more mature PDX1+NKX6.1+ stage, leading to impaired formation of glucose-responsive ß-like cells. In addition to this GATA6 haploinsufficiency, we also identified dosage-sensitive requirements for GATA6 and GATA4 in the formation of both definitive endoderm and pancreatic progenitor cells. Our work expands the application of hPSCs from studying the impact of individual gene loci to investigation of multigenic human traits, and it establishes an approach for identifying genetic modifiers of human disease.


Subject(s)
GATA4 Transcription Factor/genetics , GATA6 Transcription Factor/genetics , Gene Editing/methods , Pluripotent Stem Cells/cytology , Pluripotent Stem Cells/metabolism , Animals , Cell Differentiation/genetics , Cell Differentiation/physiology , Cell Line , Fluorescent Antibody Technique , Haploinsufficiency/genetics , Haploinsufficiency/physiology , Humans , Male , Pancreas/cytology , Pancreas/metabolism
12.
Cell Stem Cell ; 20(1): 70-86, 2017 01 05.
Article in English | MEDLINE | ID: mdl-27889317

ABSTRACT

In this study, we outline a regulatory network that involves the p53 tumor suppressor family and the Wnt pathway acting together with the TGF-ß pathway in mesendodermal differentiation of mouse and human embryonic stem cells. Knockout of all three members, p53, p63, and p73, shows that the p53 family is essential for mesendoderm specification during exit from pluripotency in embryos and in culture. Wnt3 and its receptor Fzd1 are direct p53 family target genes in this context, and induction of Wnt signaling by p53 is critical for activation of mesendodermal differentiation genes. Globally, Wnt3-activated Tcf3 and nodal-activated Smad2/3 transcription factors depend on each other for co-occupancy of target enhancers associated with key differentiation loci. Our results therefore highlight an unanticipated role for p53 family proteins in a regulatory network that integrates essential Wnt-Tcf and nodal-Smad inputs in a selective and interdependent way to drive mesendodermal differentiation of pluripotent cells.


Subject(s)
Cell Differentiation , Endoderm/cytology , Mesoderm/cytology , Mouse Embryonic Stem Cells/metabolism , Nodal Protein/metabolism , Phosphoproteins/metabolism , Trans-Activators/metabolism , Tumor Protein p73/metabolism , Tumor Suppressor Protein p53/metabolism , Wnt3 Protein/metabolism , Animals , Base Sequence , Embryonic Development , Enhancer Elements, Genetic/genetics , Mice , Mice, Knockout , Mouse Embryonic Stem Cells/cytology , Protein Binding , Smad Proteins/metabolism , TCF Transcription Factors/metabolism
13.
Cell Stem Cell ; 18(6): 755-768, 2016 06 02.
Article in English | MEDLINE | ID: mdl-27133796

ABSTRACT

Directed differentiation of human pluripotent stem cells (hPSCs) into somatic counterparts is a valuable tool for studying disease. However, examination of developmental mechanisms in hPSCs remains challenging given complex multi-factorial actions at different stages. Here, we used TALEN and CRISPR/Cas-mediated gene editing and hPSC-directed differentiation for a systematic analysis of the roles of eight pancreatic transcription factors (PDX1, RFX6, PTF1A, GLIS3, MNX1, NGN3, HES1, and ARX). Our analysis not only verified conserved gene requirements between mice and humans but also revealed a number of previously unsuspected developmental mechanisms with implications for type 2 diabetes. These include a role of RFX6 in regulating the number of pancreatic progenitors, a haploinsufficient requirement for PDX1 in pancreatic ß cell differentiation, and a potentially divergent role of NGN3 in humans and mice. Our findings support use of systematic genome editing in hPSCs as a strategy for understanding mechanisms underlying congenital disorders.


Subject(s)
Diabetes Mellitus/pathology , Gene Editing , Genome, Human , Pancreas/embryology , Pancreas/pathology , Pluripotent Stem Cells/cytology , Base Sequence , Basic Helix-Loop-Helix Transcription Factors/metabolism , CRISPR-Cas Systems/genetics , Cell Differentiation/drug effects , Cell Line , Cell Lineage/drug effects , Cell Lineage/genetics , Gene Knockout Techniques , Glucose/pharmacology , Haploinsufficiency/drug effects , Homeodomain Proteins/metabolism , Human Embryonic Stem Cells/cytology , Human Embryonic Stem Cells/drug effects , Human Embryonic Stem Cells/metabolism , Humans , Infant, Newborn , Insulin-Secreting Cells/drug effects , Insulin-Secreting Cells/metabolism , Insulin-Secreting Cells/pathology , Mutation/genetics , Nerve Tissue Proteins/metabolism , Phenotype , Pluripotent Stem Cells/drug effects , Pluripotent Stem Cells/metabolism , Regulatory Factor X Transcription Factors/metabolism , Time Factors , Trans-Activators/metabolism
14.
Cell Stem Cell ; 15(2): 215-226, 2014 Aug 07.
Article in English | MEDLINE | ID: mdl-24931489

ABSTRACT

Human pluripotent stem cells (hPSCs) offer a unique platform for elucidating the genes and molecular pathways that underlie complex traits and diseases. To realize this promise, methods for rapid and controllable genetic manipulations are urgently needed. By combining two newly developed gene-editing tools, the TALEN and CRISPR/Cas systems, we have developed a genome-engineering platform in hPSCs, which we named iCRISPR. iCRISPR enabled rapid and highly efficient generation of biallelic knockout hPSCs for loss-of-function studies, as well as homozygous knockin hPSCs with specific nucleotide alterations for precise modeling of disease conditions. We further demonstrate efficient one-step generation of double- and triple-gene knockout hPSC lines, as well as stage-specific inducible gene knockout during hPSC differentiation. Thus the iCRISPR platform is uniquely suited for dissection of complex genetic interactions and pleiotropic gene functions in human disease studies and has the potential to support high-throughput genetic analysis in hPSCs.


Subject(s)
Clustered Regularly Interspaced Short Palindromic Repeats , Genetic Engineering/methods , Induced Pluripotent Stem Cells/cytology , Alleles , Base Sequence , Cell Differentiation , DNA, Single-Stranded/genetics , Gene Knockout Techniques , Gene Targeting , Genetic Vectors , Genome , Heterozygote , Homozygote , Humans , Models, Genetic , Molecular Sequence Data , Mutation , Phenotype , Sequence Homology, Nucleic Acid , Transcription, Genetic , Transfection
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