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Single-Cell RNA-Sequencing-Based CRISPRi Screening Resolves Molecular Drivers of Early Human Endoderm Development.

Cell reports | 2019

Studies in vertebrates have outlined conserved molecular control of definitive endoderm (END) development. However, recent work also shows that key molecular aspects of human END regulation differ even from rodents. Differentiation of human embryonic stem cells (ESCs) to END offers a tractable system to study the molecular basis of normal and defective human-specific END development. Here, we interrogated dynamics in chromatin accessibility during differentiation of ESCs to END, predicting DNA-binding proteins that may drive this cell fate transition. We then combined single-cell RNA-seq with parallel CRISPR perturbations to comprehensively define the loss-of-function phenotype of those factors in END development. Following a few candidates, we revealed distinct impairments in the differentiation trajectories for mediators of TGFβ signaling and expose a role for the FOXA2 transcription factor in priming human END competence for human foregut and hepatic END specification. Together, this single-cell functional genomics study provides high-resolution insight on human END development.

Pubmed ID: 30995470 RIS Download

Research resources used in this publication

Associated grants

  • Agency: NIDDK NIH HHS, United States
    Id: DP3 DK111898
  • Agency: NIAID NIH HHS, United States
    Id: R01 AI132963
  • Agency: NIDDK NIH HHS, United States
    Id: U01 DK104218

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This is a list of tools and resources that we have found mentioned in this publication.


ChIP-seq (tool)

RRID:SCR_001237

Set of software modules for performing common ChIP-seq data analysis tasks across the whole genome, including positional correlation analysis, peak detection, and genome partitioning into signal-rich and signal-poor regions. The tools are designed to be simple, fast and highly modular. Each program carries out a well defined data processing procedure that can potentially fit into a pipeline framework. ChIP-Seq is also freely available on a Web interface.

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ATCC (tool)

RRID:SCR_001672

Global nonprofit biological resource center (BRC) and research organization that provides biological products, technical services and educational programs to private industry, government and academic organizations. Its mission is to acquire, authenticate, preserve, develop and distribute biological materials, information, technology, intellectual property and standards for the advancement and application of scientific knowledge. The primary purpose of ATCC is to use its resources and experience as a BRC to become the world leader in standard biological reference materials management, intellectual property resource management and translational research as applied to biomaterial development, standardization and certification. ATCC characterizes cell lines, bacteria, viruses, fungi and protozoa, as well as develops and evaluates assays and techniques for validating research resources and preserving and distributing biological materials to the public and private sector research communities.

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Addgene (tool)

RRID:SCR_002037

Non-profit plasmid repository dedicated to helping scientists around the world share high-quality plasmids. Facilitates archiving and distributing DNA-based research reagents and associated data to scientists worldwide. Repository contains over 65,000 plasmids, including special collections on CRISPR, fluorescent proteins, and ready-to-use viral preparations. There is no cost for scientists to deposit plasmids, which saves time and money associated with shipping plasmids themselves. All plasmids are fully sequenced for validation and sequencing data is openly available. We handle the appropriate Material Transfer Agreements (MTA) with institutions, facilitating open exchange and offering intellectual property and liability protection for depositing scientists. Furthermore, we curate free educational resources for the scientific community including a blog, eBooks, video protocols, and detailed molecular biology resources.

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RefSeq (tool)

RRID:SCR_003496

Collection of curated, non-redundant genomic DNA, transcript RNA, and protein sequences produced by NCBI. Provides a reference for genome annotation, gene identification and characterization, mutation and polymorphism analysis, expression studies, and comparative analyses. Accessed through the Nucleotide and Protein databases.

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HOCOMOCO (tool)

RRID:SCR_005409

A comprehensive collection of human transcription factor binding sites models. DNA sequences of TF binding regions obtained by both pregenomic and high-throughput methods were collected from existing databases and other public data. The ChIPMunk software was used to construct positional weight matrices. Four motif discovery strategies were tested based on different motif shape priors including flat and periodic priors associated with DNA helix pitch. A quality rating was manually assigned to each model based on known binding preferences. An appropriate TFBS model was selected for each TF, with similar models selected for related TFs. In any case only one model per TF was selected unless there was additional evidence for two distinct binding models or different stable modes of dimerization. All TFBS models and initial binding segments data used for motif discovery were mapped to UniPROT IDs.

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Systems Transcriptional Activity Reconstruction (tool)

RRID:SCR_005622

A next-generation web-based application that aims to provide an integrated solution for both visualization and analysis of deep-sequencing data, along with simple access to public datasets.

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QIAGEN (tool)

RRID:SCR_008539

A commercial organization which provides assay technologies to isolate DNA, RNA, and proteins from any biological sample. Assay technologies are then used to make specific target biomolecules, such as the DNA of a specific virus, visible for subsequent analysis.

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Millipore (tool)

RRID:SCR_008983

An Antibody supplier

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DESeq2 (tool)

RRID:SCR_015687

Software package for differential gene expression analysis based on the negative binomial distribution. Used for analyzing RNA-seq data for differential analysis of count data, using shrinkage estimation for dispersions and fold changes to improve stability and interpretability of estimates.

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Atac (tool)

RRID:SCR_015980

Alignment analysis software tool for comparative mapping between two genome assemblies or between two different genomes. It can cache intermediate results to speed a comparisons of multiple sequences.

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Seurat (tool)

RRID:SCR_016341

Software as R package designed for QC, analysis, and exploration of single cell RNA-seq data. Enable users to identify and interpret sources of heterogeneity from single cell transcriptomic measurements, and to integrate diverse types of single cell data.

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SAMTOOLS (tool)

RRID:SCR_002105

Original SAMTOOLS package has been split into three separate repositories including Samtools, BCFtools and HTSlib. Samtools for manipulating next generation sequencing data used for reading, writing, editing, indexing,viewing nucleotide alignments in SAM,BAM,CRAM format. BCFtools used for reading, writing BCF2,VCF, gVCF files and calling, filtering, summarising SNP and short indel sequence variants. HTSlib used for reading, writing high throughput sequencing data.

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Picard (tool)

RRID:SCR_006525

Java toolset for working with next generation sequencing data in the BAM format.

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STAR (tool)

RRID:SCR_015899

Software performing alignment of high-throughput RNA-seq data. Aligns RNA-seq reads to reference genome using uncompressed suffix arrays.

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STAR (tool)

RRID:SCR_004463

Software performing alignment of high-throughput RNA-seq data. Aligns RNA-seq reads to reference genome using uncompressed suffix arrays.

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Oct3/4 Antibody (C-10) (antibody)

RRID:AB_628051

This monoclonal targets Oct-3/4

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H3K27ac polyclonal antibody (antibody)

RRID:AB_2637079

This polyclonal targets H3K27ac

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HA-Tag (C29F4) Rabbit mAb (antibody)

RRID:AB_1549585

This monoclonal targets HA-Tag

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Anti-CDX-2, Clone CDX2-88 (antibody)

RRID:AB_2650531

This monoclonal targets CDX-2

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TBX3 (A-20) (antibody)

RRID:AB_661666

This polyclonal targets TBX3

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HNF4 antibody [K9218] - ChIP Grade (antibody)

RRID:AB_732976

This monoclonal targets HNF4 antibody [K9218] - ChIP Grade

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Anti-HNF3beta/FOXA2 (antibody)

RRID:AB_390153

This polyclonal targets HNF3beta/FOXA2

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HEK293T/17 (cell line)

RRID:CVCL_1926

Cell line HEK293T/17 is a Transformed cell line with a species of origin Homo sapiens (Human)

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WA01 (cell line)

RRID:CVCL_9771

Cell line WA01 is a Embryonic stem cell with a species of origin Homo sapiens

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Anti-CDX-2, Clone CDX2-88 (antibody)

RRID:AB_2650531

This monoclonal targets CDX-2

View all literature mentions

HA-Tag (C29F4) Rabbit mAb (antibody)

RRID:AB_1549585

This monoclonal targets HA-Tag

View all literature mentions

H3K27ac polyclonal antibody (antibody)

RRID:AB_2637079

This polyclonal targets H3K27ac

View all literature mentions

Anti-HNF3beta/FOXA2 (antibody)

RRID:AB_390153

This polyclonal targets HNF3beta/FOXA2

View all literature mentions

TBX3 (A-20) (antibody)

RRID:AB_661666

This polyclonal targets TBX3

View all literature mentions

HNF4 antibody [K9218] - ChIP Grade (antibody)

RRID:AB_732976

This monoclonal targets HNF4 antibody [K9218] - ChIP Grade

View all literature mentions

Oct3/4 Antibody (C-10) (antibody)

RRID:AB_628051

This monoclonal targets Oct-3/4

View all literature mentions

HEK293T/17 (cell line)

RRID:CVCL_1926

Cell line HEK293T/17 is a Transformed cell line with a species of origin Homo sapiens (Human)

View all literature mentions

WA01 (cell line)

RRID:CVCL_9771

Cell line WA01 is a Embryonic stem cell with a species of origin Homo sapiens

View all literature mentions