Differential Peak Calling of ChIP-Seq Signals with Replicates with THOR
Ontology highlight
ABSTRACT:
ORGANISM(S): Mus musculus
SUBMITTER: Manuel Allhoff
PROVIDER: E-GEOD-73143 | biostudies-arrayexpress |
REPOSITORIES: biostudies-arrayexpress
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Project description:Dendritic cells (DC) are professional antigen presenting cells that develop from hematopoietic stem cells in bone marrow by successive steps of lineage commitment and differentiation. Different DC subsets were identified based on phenotype, localisation and function: (i) classical DC (cDC) and plasmacytoid DC (pDC) are found in lymphoid organs and (ii) migratory tissue DC are spread throughout peripheral organs, including Langerhans cells, the cutaneous contingent of DC. We have developed a two-step culture system that recapitulates DC development in vitro (Felker et al., J. Immunol. 185, 5326-5335, 2010). In this system multipotent hematopoietic progenitors (MPP) progress into DC-restricted common DC progenitors (CDP) and further into the two major DC subsets cDC and pDC. We employed chromatin immunoprecipitation (ChIP) with deep sequencing (ChIP-seq) to determine the dynamics of H3K27ac occupancy in MPP, CDP, cDC and pDC. Additionally, we monitored changes in gene expression in MPP, CDP, cDC and pDC by RNA-seq.
2016-08-03 | GSE73143 | GEO
Project description:Dendritic cells (DC) are professional antigen presenting cells that develop from hematopoietic stem cells through successive steps of lineage commitment and differentiation. Multipotent progenitors (MPP) are committed to DC restricted common DC progenitors (CDP), which differentiate into specific DC subsets, classical DC (cDC) and plasmacytoid DC (pDC). To determine epigenetic states and regulatory circuitries during DC differentiation, we measured consecutive changes of genome-wide gene expression, histone modification and transcription factor occupancy during the sequel MPP-CDP-cDC/pDC. Specific histone marks in CDP reveal a DC-primed epigenetic signature, which is maintained and reinforced during DC differentiation. Epigenetic marks and transcription factor PU.1 occupancy increasingly coincide upon DC differentiation. By integrating PU.1 occupancy and gene expression we devised a transcription factor regulatory circuitry for DC commitment and subset specification. The circuitry provides the transcription factor hierarchy that drives the sequel MPP-CDP-cDC/pDC, including Irf4, Irf8, Tcf4, Spib and Stat factors. The circuitry also includes feedback loops inferred for individual or multiple factors, which stabilize distinct stages of DC development and DC subsets. In summary, here we describe the basic regulatory circuitry of transcription factors that drives DC development.
2015-12-09 | GSE64767 | GEO
Project description:Dendritic cells (DC) are professional antigen presenting cells that develop from multipotent progenitors (MPP) and DC committed common DC progenitors (CDP) and further differentiate into different subsets: classical DC type 1 and 2 (cDC1 and cDC2, respectively) and plasmacytoid DC (pDC). In this study MPP, CDP, cDC1, cDC2 and pDC were obtained in a two-step in vitro culture system according to Felker et al., J. Immunol. 185, 5326-5335, 2010. Briefly, mouse bone marrow cells were first amplified with a specific cytokine cocktail and then induced to differentiate into DC with Flt3 ligand. MPP, CDP, cDC1, cDC2 and pDC were obtained by FACS sorting as follows: MPP: Gr1- CD117hi CD135low/-; CDP: Gr1- CD117int CD135+ CD115+; cDC1: CD11c+ CD11blow/- XCR1+; cDC2: CD11c+ CD11b+ XCR1- and pDC: CD11c+ CD11b- B220+. FACS sorted cells were then subjected to Omni-ATAC-seq, nuclear-titrated (NuTi) Capture-C targeting Irf8 promoter, and RNA-seq analysis. ATAC-seq data of cDC1 and pDC are published (Li et al., Genome Biol. 20, 45, 2019; GSE118221). ATAC-seq data of MPP, CDP and cDC2, NuTi Capture-C and RNA-seq data of MPP, CDP, cDC1, cDC2 and pDC are published here. CD11c+ CD11b+ B220- cDC and CD11c+ CD11b- B220+ pDC were obtained by FACS sorting and subjected to ChIP-seq analysis of IRF8 and are published here.
2023-03-01 | GSE198651 | GEO
Project description:Committed precursors of conventional dendritic cells (pre-cDCs) derived from the common DC progenitor which differentiate into cDC subpopulations in peripheral tissues have been identified, but committed precursors for plasmacytoid DCs (pDCs) have not been found. Here we show that CDP-derived ‘CCR9- MHCIIlow BST2+ Siglec-H+ pDCs from murine bone marrow which enter the circulation and peripheral tissues have a common DC precursor function in vivo in the steady state. Upon adoptive transfer the fate of CCR9- pDC-like precursors is governed by the tissues they enter. In the bone marrow and liver most transferred CCR9- pDC-like precursors differentiate into CCR9+ pDCs, whereas in peripheral lymphoid organs, lung and intestine they can give rise to CCR9+ pDCs and cDCs. Thus, CCR9- pDC-like cells are novel CDP-derived circulating DC precursors with pDC and cDC potential, whose final differentiation depends on tissue-specific factors allowing adaptation to local requirements. Total RNA obtained from CCR9- pDC-like common DC progenitors and CCR9+ pDCs was compared for differential gene expression. 3 independent isolations were performed for the 2 samples. 6 arrays were run in total.
2012-05-15 | E-GEOD-37996 | biostudies-arrayexpress
Project description:Dendritic cells (DCs) in lymphoid tissue comprise conventional DCs (cDCs) and plasmacytoid DCs (pDCs) that develop from common DC progenitors (CDPs). CDPs are Flt3+c-kitintM-CSFR+ and reside in bone marrow. Here we describe a two-step culture system that recapitulates DC development from c-kithiFlt3-/lo multipotent progenitors (MPPs) into CDPs and further into cDC and pDC subsets. MPPs and CDPs are amplified in vitro with Flt3 ligand, stem cell factor, hyper-IL-6 and insulin- like growth factor-1. The four-factor cocktail readily induces self-renewal of MPPs and their progression into CDPs and has no self-renewal activity on CDPs. The amplified CDPs respond to all known DC poietins and generate all lymphoid tissue DCs in vivo and in vitro. Additionally, in vitro CDPs recapitulate the cell surface marker and gene expression profile of in vivo CDPs and possess a DC-primed transcription profile. Transforming growth factor-β1 (TGF-β1) impacts on CDPs and directs their differentiation towards cDCs. Genome-wide gene expression profiling of TGF-β1-induced genes identified transcription factors, such as interferon regulatory factor-4 (IRF-4) and RelB, that are implicated as instructive factors for cDC subset specification. TGF-β1 also induced the transcription factor inhibitor of differentiation/DNA binding 2 (Id2) that suppresses pDC development. Thus, TGF-β1 directs CDP differentiation into cDC by inducing both cDC instructive factors and pDC inhibitory factors. 20 samples in total. Multipotent progenitor - MPP_1 - MPP_2 Common dendritic cell progenitor - CDP_1 - CDP_2 Plasmacytoid dendritic cell - pDC_1 - pDC_2 Conventional dendritic cell - cDC_1 - cDC_2 In vivo common dendritic cell progenitor - In vivo CDP_1 - In vivo CDP_2 Untreated common dendritic cell progenitor (CDP) - CDP_0h_1 - CDP_0h_2 TGF-beta1 treated (4 hours) CDP - CDP_4h_1 - CDP_4h_2 TGF-beta1 treated (8 hours) CDP - CDP_8h_1 - CDP_8h_2 TGF-beta1 treated (12 hours) CDP - CDP_12h_1 - CDP_12h_2 TGF-beta1 treated (24 hours) CDP - CDP_24h_1 - CDP_24h_2
2010-10-04 | E-GEOD-22432 | biostudies-arrayexpress
Project description:Committed precursors of conventional dendritic cells (pre-cDCs) derived from the common DC progenitor which differentiate into cDC subpopulations in peripheral tissues have been identified, but committed precursors for plasmacytoid DCs (pDCs) have not been found. Here we show that CDP-derived ‘CCR9- MHCIIlow BST2+ Siglec-H+ pDCs from murine bone marrow which enter the circulation and peripheral tissues have a common DC precursor function in vivo in the steady state. Upon adoptive transfer the fate of CCR9- pDC-like precursors is governed by the tissues they enter. In the bone marrow and liver most transferred CCR9- pDC-like precursors differentiate into CCR9+ pDCs, whereas in peripheral lymphoid organs, lung and intestine they can give rise to CCR9+ pDCs and cDCs. Thus, CCR9- pDC-like cells are novel CDP-derived circulating DC precursors with pDC and cDC potential, whose final differentiation depends on tissue-specific factors allowing adaptation to local requirements.
2012-05-16 | GSE37996 | GEO
Project description:Motivation: Detection of changes in DNA-protein interactions from ChIP-seq data is a crucial step in unraveling the regulatory networks behind biological processes. The simplest variation of this problem is the differential peak calling problem. Here one has to find genomic regions with ChIP-seq signal changes between two cellular conditions in the interaction of a protein with DNA. The great majority of peak calling methods can only analyse one ChIP-seq signal at a time and are unable to perform differential peak calling. Recently, a few approaches based on the combination of these peak callers with statistical tests for detecting differential digital expression have been proposed. However, these methods fail to detect detailed changes of protein-DNA interactions. Results: We propose ODIN; an HMM-based approach to detect and analyse differential peaks in pairs of ChIP-seq data. ODIN performs genomic signal processing, peak calling and p-value calculation in an integrated framework. We also propose an evaluation methodology to compare ODIN with competing methods. The evaluation method is based on the association of differential peaks with expression changes in the same cellular conditions. Our empirical study based on several ChIP-seq experiments from transcription factors, histone modifications and simulated data shows that ODIN outperforms considered competing methods in most scenarios. H3K4me1 and PU.1 occupancy in MPP, CDP, cDC and pDC
2015-01-07 | E-GEOD-57563 | biostudies-arrayexpress
Project description:Dendritic cells (DC) develop from hematopoietic stem cells, which is guided by instructive signals through cytokines. DC development progresses from multipotent progenitors (MPP) via common DC progenitors (CDP) into DC. Flt3 ligand (Flt3L) signaling via the Flt3/Stat3 pathway is of pivotal importance for DC development under steady state conditions. Additional factors produced during steady state or inflammation, such as TGF-beta1 or GM-CSF, also influence the differentiation potential of MPP and CDP. Here, we studied how gp130, GM-CSF and TGF-beta1 signaling influence DC lineage commitment from MPP to CDP and further into DC. We observed that activation of gp130 signaling promotes expansion of MPP. Additionally, gp130 signaling inhibited Flt3L-driven DC differentiation, but had little effect on GM-CSF-driven DC development. The inflammatory cytokine GM-CSF induces differentiation of MPP into inflammatory DC and blocks steady state DC development. Global transcriptome analysis revealed a GM-CSF-driven gene expression repertoire that primes MPP for differentiation into inflammatory DC. Finally, TGF-beta1 induces expression of DC-lineage affiliated genes in MPP, including Flt3, Irf-4 and Irf-8. Under inflammatory conditions, however, the effect of TGF- beta1 is altered: Flt3 is not upregulated, indicating that an inflammatory environment inhibits steady state DC development. Altogether, our data indicate that distinct cytokine signals produced during steady state or inflammation have a different outcome on DC lineage commitment and differentiation. 6 samples in total. Multipotent progenitor - GM-MPP_1 - GM-MPP_2 Dendritic cell - GM-DC_1 - GM-DC_2 Dendritic cell plus TNFa - GM-TNFa-DC_1 - GM-TNFa-DC_2
2011-11-13 | E-GEOD-29241 | biostudies-arrayexpress
Project description:Dendritic cells (DC) develop from hematopoietic stem cells, which is guided by instructive signals through cytokines. DC development progresses from multipotent progenitors (MPP) via common DC progenitors (CDP) into DC. Flt3 ligand (Flt3L) signaling via the Flt3/Stat3 pathway is of pivotal importance for DC development under steady state conditions. Additional factors produced during steady state or inflammation, such as TGF-beta1 or GM-CSF, also influence the differentiation potential of MPP and CDP. Here, we studied how gp130, GM-CSF and TGF-beta1 signaling influence DC lineage commitment from MPP to CDP and further into DC. We observed that activation of gp130 signaling promotes expansion of MPP. Additionally, gp130 signaling inhibited Flt3L-driven DC differentiation, but had little effect on GM-CSF-driven DC development. The inflammatory cytokine GM-CSF induces differentiation of MPP into inflammatory DC and blocks steady state DC development. Global transcriptome analysis revealed a GM-CSF-driven gene expression repertoire that primes MPP for differentiation into inflammatory DC. Finally, TGF-beta1 induces expression of DC-lineage affiliated genes in MPP, including Flt3, Irf-4 and Irf-8. Under inflammatory conditions, however, the effect of TGF- beta1 is altered: Flt3 is not upregulated, indicating that an inflammatory environment inhibits steady state DC development. Altogether, our data indicate that distinct cytokine signals produced during steady state or inflammation have a different outcome on DC lineage commitment and differentiation.
2011-11-13 | GSE29241 | GEO
Project description:The transcription factors Batf3 and IRF8 are required for development of CD8α+ conventional dendritic cells (cDCs), but the basis for their actions was unclear. Here, we identify two novel Zbtb46+ progenitors that separately generate CD8α+ and CD4+ cDCs and arise directly from the common DC progenitor (CDP). Irf8 expression in the CDP depends on prior PU.1-dependent autoactivation, and specification of pre-CD8 DC progenitors requires IRF8 but not Batf3. However, upon pre-CD8 DC specification, Irf8 autoactivation becomes Batf3-dependent at a CD8α+ cDC-specific enhancer containing multiple AP1-IRF composite elements (AICEs) within the Irf8 superenhancer. CDPs from Batf3-/- mice that specify toward pre-CD8 DCs fail to complete CD8α+ cDC development due to decay of Irf8 autoactivation, and divert to the CD4+ cDC lineage. Examination of histone modifications (H3K27ac and H3K4me1) and 2 transcription factors (Batf3 and Irf8) and the p300 co-factor binding in 3 different dendritic cell subsets
2015-06-08 | E-GEOD-66899 | biostudies-arrayexpress