Cited by 217Epigenetics and DNA MethylationGenomics and Chromatin DynamicsBone Metabolism and Diseases

PU.1 target genes undergo Tet2-coupled demethylation and DNMT3b-mediated methylation in monocyte-to-osteoclast differentiation

Open access
de la Rica, Lorenzo, Rodríguez-Ubreva, Javier, García, Mireia, Islam, Abul BMMK, Urquiza, José M, Hernando, Henar, Christensen, Jesper, Helin, Kristian +2 more·2013·Genome Biology

Abstract

Background: DNA methylation is a key epigenetic mechanism for driving and stabilizing cell-fate decisions. Local deposition and removal of DNA methylation are tightly coupled with transcription factor binding, although the relationship varies with the specific differentiation process. Conversion of monocytes to osteoclasts is a unique terminal differentiation process within the hematopoietic system. This differentiation model is relevant to autoimmune disease and cancer, and there is abundant knowledge on the sets of transcription factors involved. Results: Here we focused on DNA methylation changes during osteoclastogenesis. Hypermethylation and hypomethylation changes took place in several thousand genes, including all relevant osteoclast differentiation and function categories. Hypomethylation occurred in association with changes in 5-hydroxymethylcytosine, a proposed intermediate toward demethylation. Transcription factor binding motif analysis revealed an over-representation of PU.1, NF-κB, and AP-1 (Jun/Fos) binding motifs in genes undergoing DNA methylation changes. Among these, only PU.1 motifs were significantly enriched in both hypermethylated and hypomethylated genes; ChIP-seq data analysis confirmed its association to both gene sets. Moreover, PU.1 interacts with both DNMT3b and TET2, suggesting its participation in driving hypermethylation and hydroxymethylation-mediated hypomethylation. Consistent with this, siRNA-mediated PU.1 knockdown in primary monocytes impaired the acquisition of DNA methylation and expression changes, and reduced the association of TET2 and DNMT3b at PU.1 targets during osteoclast differentiation. Conclusions: The work described here identifies key changes in DNA methylation during monocyte-to-osteoclast differentiation and reveals novel roles for PU.1 in this process.

AI snapshot

Written from the paper’s full text.

TL;DR

In matched human monocyte-to-osteoclast differentiation samples, DNA methylation is extensively remodeled, with thousands of genes gaining or losing methylation. PU.1 binds both hypo- and hypermethylated targets and recruits TET2 or DNMT3b, and PU.1 knockdown impairs these methylation and expression changes.

Key findings

  • In three matched CD14+ monocyte/osteoclast pairs, 3,515 genes (8,028 CpGs) were differentially methylated (FC ≥2 or ≤0.5; FDR ≤0.05): 1,895 hypomethylated genes (3,597 CpGs) and 2,054 hypermethylated genes (4,429 CpGs).
  • Hypomethylation occurred early (about 60% of the range by days 0–4), without replication (BrdU-positive cells <9.8% between days 1 and 4; 5azadC treatment had no significant effect on osteoclastogenesis), and was associated with 5hmC changes at genes such as ACP5 and TM4SF19.
  • Motif analysis found PU.1 enrichment in both directions: 15% of hypomethylated genes had PU.1/ETS motifs (PU.1 alone 9%) and 15% of hypermethylated genes had PU.1 motifs; ChIP-seq showed PU.1 peaks within 500 bp of 10.7% of promoter hypomethylated CpGs and 25.1% of promoter hypermethylated CpGs.
  • PU.1 co-immunoprecipitated with DNMT3b and TET2; siRNA PU.1 knockdown (~60%) impaired acquisition of DNA methylation and expression changes at PU.1 targets and reduced TET2 and DNMT3b association at those promoters.

Methods

  • Primary human CD14+ monocytes from buffy coats were differentiated to osteoclasts with M-CSF and RANKL for 21 days; three matched monocyte/osteoclast pairs were profiled.
  • Genome-wide DNA methylation used Illumina HumanMethylation450 arrays, with differential methylation by paired limma (FC ≥2 or ≤0.5; P<0.01; FDR<0.05), validated by bisulfite pyrosequencing; expression data came from ArrayExpress E-MEXP-2019.
  • Mechanistic assays included TRANSFAC/STORM motif analysis, PU.1 ChIP-seq (GSE31621), ChIP, immunoprecipitation, siRNA knockdown, 5hmC detection, BrdU, and 5azadC treatment.

Limitations

  • Stated: PU.1 knockdown only partially impaired DNA methylation/expression changes and only partially reduced TET2/DNMT3b binding, indicating additional transcription factors participate; TM7SF4 showed no effect, possibly because it demethylates before PU.1 knockdown is effective.
  • Stated: the detailed mechanisms coupling 5mC hydroxylation and demethylation remain debated, and the study did not address whether PU.1 interactions involve different subpopulations or post-translational modifications.
  • Evident: array analyses used three matched pairs, and some ChIP experiments are described as three biological triplicates but only one experiment is shown; TRANSFAC predictions had limited overlap with ChIP-seq (20.6% hypomethylated, 46.9% hypermethylated), which the authors note reveals weakness in predictive motif searches.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1186/gb-2013-14-9-r99

Cites

70 of 70 references verified0 citation errors · 0 not checkable

Statistics

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Claims the paper makes

0 of 25 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    DNA methylation changes also occurred at a similar scale in gene bodies (51% for hypomethylated CpGs, 40% for hypermethylated CpGs).

    “although DNA methylation changes also occurred at a similar scale in gene bodies (51% for hypomethylated CpGs, 40% for hypermethylated CpGs)”
    Quote in the paperNot a substantial claim
  • Findingown data

    CX3CR1 displayed an increase in methylation of over 28%.

    “Conversely, CX3CR1, an important factor for MO adhesion to blood vessels that is downregulated during osteoclastogenesis, displayed an increase in methylation of over 28%”
    Quote in the paperNot a substantial claim
  • Findingown data

    TM7SF4 undergoes 59% hypomethylation.

    “TM7SF4, which encodes for DC-STAMP, a seven-pass transmembrane protein involved in signal transduction in OCs and dendritic cells, undergoes 59% hypomethylation.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Hypermethylation and hypomethylation occur in many relevant functional categories and key genes, including CTSK, ACP5, and DC-STAMP.

    “Hypermethylation and hypomethylation occur in many relevant functional categories and key genes, including those whose functions are crucial to OC biology, like CTSK, ACP5, and DC-STAMP.”
    Quote in the paperSubstantial claim
  • Findingown data

    Hypomethylation during osteoclastogenesis was associated with a change in 5-hydroxymethylcytosine.

    “associated with a change in 5-hydroxymethylcytosine”
    Quote in the paperSubstantial claim
  • May combine two claims. 31
  • The quote only partly states this claim. 1
  • Classified as probably not a substantial claim. 21
  • May combine two claims.

    Findingown data

    1,895 hypomethylated genes (3,597 CpG sites) and 2,054 hypermethylated genes (4,429 CpGs) were identified.

    “Specifically, we identified 1,895 hypomethylated genes (3,597 CpG sites) and 2,054 hypermethylated genes (4,429 CpGs)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    siRNA-mediated PU.1 knockdown in primary monocytes impaired acquisition of DNA methylation and expression changes, and reduced association of TET2 and DNMT3b at PU.1 targets during osteoclast differentiation.

    “siRNA-mediated PU.1 knockdown in primary monocytes impaired the acquisition of DNA methylation and expression changes, and reduced the association of TET2 and DNMT3b at PU.1 targets during osteoclast differentiation.”
    Quote in the paperSubstantial claim
  • May combine two claims. The quote only partly states this claim.

    Findingown data

    Hypomethylated CpGs showed very high significance for immune response (FDR = 4.25E-25) and signal transduction (FDR = 1.45E-21), and specific categories such as ruffle organization, calcium ion transport, and OC differentiation.

    “We observed very high significance for terms like immune response (FDR = 4.25E-25) and signal transduction (FDR = 1.45E-21), but also more specific categories such as ruffle organization (FDR = 9.91E-2), calcium ion transport (FDR = 4.6E-2), and OC differentiation (FDR = 1.94E-1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The 0-to-20-day comparison showed 2,895 genes upregulated (FC >2; FDR <0.05) and 1,858 downregulated (FC <0.5; FDR <0.05).

    “The 0-to-20-day comparison showed that 2,895 genes were upregulated (FC >2; FDR <0.05) and 1,858 were downregulated (FC <0.5; FDR <0.05).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [32] Gallois A, Lachuer J, Yvert G, Wierinckx A, Brunet F, Rabourdin-Combe C, Delprat C, Jurdic P, Mazzorana M: Genome-wide expression analyses establish dendritic cells as a new osteoclast precursor able to generate bone-resorbing cells more efficiently than monocytes. J Bone Miner Res. 2010, 25: 661-672. 10.1359/jbmr.090829. source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Hypermethylated genes showed highly significant enrichment of signal transduction (FDR = 4.09E-17) and enrichment of categories related to other hematopoietic cell types.

    “In the case of hypermethylated genes, we also found highly significant enrichment of signal transduction (FDR = 4.09E-17), and enrichment of categories related to other hematopoietic cell types”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Gene ontology analysis reveals that all relevant functional categories and the majority of key genes for differentiation or activity of functional OCs undergo DNA methylation changes.

    “reveals that all relevant functional categories and the majority of key genes for differentiation or the activity of functional OCs undergo DNA methylation changes and that genes within all relevant functional categories undergo DNA methylation changes.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Analysis of transcription factor binding sites in sequences undergoing DNA methylation changes shows significant enrichment in binding motifs of transcription factors key in OC differentiation, some of which were validated for selected putative target genes.

    “Interestingly, the analysis of the presence of transcription factor binding sites in sequences that undergo DNA methylation changes shows a significant enrichment in binding motifs of transcription factors that are key in OC differentiation, some of which we have validated for a selection of putative target genes.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    PU.1 directly interacts with both DNMT3b and TET2 in osteoclastogenesis samples.

    “Our results showed that PU.1 directly interacted with both DNMT3b and TET2 (Figure 4C).”
    • Also stated in: § PU.1 recruits DNMT3b and TET2 to hypermethylated and hypomethylated genes · boosted
      “These confirmed the direct interaction with PU.1 (Figure 4C).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    452 genes were both hypomethylated and overexpressed and 280 genes were both hypermethylated and repressed at selected thresholds.

    “Comparing DNA methylation and expression data revealed that 452 genes were both hypomethylated and overexpressed and 280 genes were both hypermethylated and repressed at the selected thresholds”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    39% of all hypomethylated genes had binding motifs for AP-1, 15% had NF-kB binding motifs, and 15% had binding motifs for PU.1 or other ETS-related factors (PU.1 alone, 9%).

    “In fact, 39% of all hypomethylated genes had binding motifs for AP-1, 15% genes had NF-kB binding motifs, and another 15% genes had binding motifs for PU.1 or other ETS-related factors (PU.1 alone, 9%)”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    For hypermethylated genes CX3CR1 and NR4A2, PU.1 is associated at both 0 and 2 days, with a slight decrease at 2 days.

    “In genes that become hypermethylated (CX3CR1 and NR4A2), we also observed association of PU.1 at both 0 and 2 days. However we again observed a slight decrease at 2 days together.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    DNMT3b and TET2 are present during osteoclastogenesis.

    “we also confirmed the presence of DNMT3b, a de novo DNA methyltransferase, and the ten eleven translocation (TET) protein TET2, as enzymatic activities potentially related with DNA demethylation (Figure 4A and 4B).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The two DNA methylation activities are very specific to particular gene sets and there are no indications of changes in repetitive elements.

    “The two activities are very specific to particular gene sets and there are no indications of changes in repetitive elements.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    DNA methylation changes are closely correlated with gene expression changes, and a majority of genes that undergo hypomethylation or hypermethylation at promoters or gene bodies also experience a change in expression, although the relationship varies between gene sets.

    “These data are closely correlated with gene expression changes, and a majority of genes that undergo hypomethylation or hypermethylation at their promoters or gene bodies also experience a change in expression, although the relationship varies between different gene sets.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The effects of PU.1 downregulation on DNA methylation occur only in PU.1 targets and not in non-target genes PLA2G4E and FSCN3.

    “At any rate, the observed effects only occurred in PU.1 targets. It did not affect genes that are not targeted by PU.1 (PLA2G4E, FSCN3).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    TET1 and TET3 are undetectable by western blot and have low mRNA levels in this cell type.

    “In fact TET1 and TET3 were undetectable in western blot (not shown) and qRT-PCR evidenced their low levels in this cell type (Figure 4A, only shown for TET1).”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Hypomethylation takes place in relevant functional categories related with OC differentiation, and most genes necessary for OC function undergo hypomethylation, including ACP5, CTSK, and TM7SF4.

    “Hypomethylation takes place in relevant functional categories related with OC differentiation and most of the genes that are necessary for OC function undergo hypomethylation including ACP5, CTSK, and TM7SF4 among others.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Monocytes stimulated with RANKL and M-CSF generate functional osteoclasts that degrade bone and express osteoclast markers.

    “MOs stimulated with RANKL and M-CSF generate functional OCs [27], which degrade bone and express OC markers [28].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [27] Nicholson GC, Malakellis M, Collier FM, Cameron PU, Holloway WR, Gough TJ, Gregorio-King C, Kirkland MA, Myers DE: Induction of osteoclasts from CD14-positive human peripheral blood mononuclear cells by receptor activator of nuclear factor kappaB ligand (RANKL). Clin Sci (Lond). 2000, 99: 133-140. 10.1042/CS19990355. source

      Not checked in the free run.

    • cites [28] Sorensen MG, Henriksen K, Schaller S, Henriksen DB, Nielsen FC, Dziegiel MH, Karsdal MA: Characterization of osteoclasts derived from CD14+ monocytes isolated from peripheral blood. J Bone Miner Metab. 2007, 25: 36-45. source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Very few reports have analyzed the role of epigenetic changes during osteoclastogenesis, and these focus mainly on histone modifications.

    “however very few reports have analyzed the role of epigenetic changes during osteoclastogenesis, and these focus mainly on histone modifications [29,30].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [29] Youn MY, Takada I, Imai Y, Yasuda H, Kato S: Transcriptionally active nuclei are selective in mature multinucleated osteoclasts. Genes Cells. 2010, 15: 1025-1035. 10.1111/j.1365-2443.2010.01441.x. source

      Not checked in the free run.

    • cites [30] Saltman LH, Javed A, Ribadeneyra J, Hussain S, Young DW, Osdoby P, Amcheslavsky A, van Wijnen AJ, Stein JL, Stein GS, Lian JB, Bar-Shavit Z: Organization of transcriptional regulatory machinery in osteoclast nuclei: compartmentalization of Runx1. J Cell Physiol. 2005, 204: 871-880. 10.1002/jcp.20329. source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    The quality of mature, bone-resorbing osteoclasts obtained under these conditions was confirmed by several methods, including presence of more than three nuclei in TRAP-positive cells, upregulation of OC markers CA2, CTSK, ACP5/TRACP, MMP9, and downregulation of CX3CR1.

    “The quality of mature, bone-resorbing OCs obtained under these conditions was confirmed by several methods, including the presence of more than three nuclei in TRAP-positive cells (in some cases, up to 40 nuclei per cell were counted), the upregulation of OC markers, such as CA2, CTSK, ACP5/TRACP, and MMP9, and downregulation of the monocytic gene CX3CR1”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Osteoclasts differentiate from monocyte/macrophage progenitors following M-CSF and RANKL stimulation.

    “OCs differentiate from monocyte/macrophage progenitors following M-CSF [5] and RANKL [6] stimulation.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [5] Wiktor-Jedrzejczak W, Bartocci A, Ferrante AW, Ahmed-Ansari A, Sell KW, Pollard JW, Stanley ER: Total absence of colony-stimulating factor 1 in the macrophage-deficient osteopetrotic (op/op) mouse. Proc Natl Acad Sci USA. 1990, 87: 4828-4832. 10.1073/pnas.87.12.4828. source

      Not checked in the free run.

    • cites [6] Lacey DL, Timms E, Tan HL, Kelley MJ, Dunstan CR, Burgess T, Elliott R, Colombero A, Elliott G, Scully S, et al: Osteoprotegerin ligand is a cytokine that regulates osteoclast differentiation and activation. Cell. 1998, 93: 165-176. 10.1016/S0092-8674(00)81569-X. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    DNA hypomethylation is targeted to genomic regions that are activated during osteoclastogenesis, and hypermethylation silences alternative lineage genes that are not expressed in osteoclasts.

    “Together, these data indicate that DNA hypomethylation is targeted to genomic regions that are activated during osteoclastogenesis, and hypermethylation silences alternative lineage genes that are not expressed in OCs.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    PU.1 is associated with genes that become repressed through hypermethylation and directly interacts with DNMT3b in osteoclastogenesis.

    “First, we have identified the association of PU.1 with genes that become repressed through hypermethylation and describe its direct interaction with DNMT3b in the context of osteoclastogenesis.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    TET-dependent active DNA demethylation is supported by recent evidence.

    “Recent evidences support a role for TET-dependent active DNA demethylation process [42,43].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [42] Shen L, Wu H, Diep D, Yamaguchi S, D’Alessio AC, Fung HL, Zhang K, Zhang Y: Genome-wide analysis reveals TET- and TDG-dependent 5-methylcytosine oxidation dynamics. Cell. 2013, 153: 692-706. 10.1016/j.cell.2013.04.002. source

      Not checked in the free run.

    • cites [43] Cortellino S, Xu J, Sannai M, Moore R, Caretti E, Cigliano A, Le Coz M, Devarajan K, Wessels A, Soprano D, Abramowitz LK, Bartolomei MS, Rambow F, Bassi MR, Bruno T, Fanciulli M, Renner C, Klein-Szanto AJ, Matsumoto Y, Kobi D, Davidson I, Alberti C, Larue L, Bellacosa A: Thymine DNA glycosylase is essential for active DNA demethylation by linked deamination-base excision repair. Cell. 2011, 146: 67-79. 10.1016/j.cell.2011.06.020. source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    TET2 is required for active DNA demethylation in primary human monocytes.

    “recent data shows that TET2 is required for active DNA demethylation in primary human MOs [45].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [45] Klug M, Schmidhofer S, Gebhard C, Andreesen R, Rehli M: 5-Hydroxymethylcytosine is an essential intermediate of active DNA demethylation processes in primary human monocytes. Genome Biol. 2013, 14: R46-10.1186/gb-2013-14-5-r46. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    An over-representation of ETS transcription factor binding sites was found in genome-wide DNA methylation profiling comparing cell types across the hematopoietic differentiation system.

    “This is compatible with previous data on genome wide DNA methylation profiling comparing cell types across the hematopietic differentiation system where an over-representation of ETS transcription factor binding sites was found [2].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2] Hogart A, Lichtenberg J, Ajay SS, Anderson S, Margulies EH, Bodine DM: Genome-wide DNA methylation profiles in hematopoietic stem and progenitor cells reveal overrepresentation of ETS transcription factor binding sites. Genome Res. 2012, 22: 1407-1418. 10.1101/gr.132878.111. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    TRANSFAC motif searches have weak predictive power and need experimental validation.

    “however, it also reveals the weakness in the predictive power of TRANSFAC motif searches and the need of experimental validation of its results.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductcitation

    The initial analysis was validated in several candidate genes and using ChIPseq data for human primary monocytes.

    “This initial analysis was validated in several candidate genes and using ChIPseq data for human primary monocytes [1].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [1] Pham TH, Benner C, Lichtinger M, Schwarzfischer L, Hu Y, Andreesen R, Chen W, Rehli M: Dynamic epigenetic enhancer signatures reveal key transcription factors associated with monocytic differentiation states. Blood. 2012, 119: e161-e171. 10.1182/blood-2012-01-402453. source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Premisecitation

    TET proteins convert 5mC to 5hmC, 5fC, and 5cac.

    “TET proteins are responsible for conversion of 5mC in 5hmC [34], 5fC, and 5cac [36].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [34] Tahiliani M, Koh KP, Shen Y, Pastor WA, Bandukwala H, Brudno Y, Agarwal S, Iyer LM, Liu DR, Aravind L, Rao A: Conversion of 5-methylcytosine to 5-hydroxymethylcytosine in mammalian DNA by MLL partner TET1. Science. 2009, 324: 930-935. 10.1126/science.1170116. source

      Not checked in the free run.

    • cites [36] Ito S, Shen L, Dai Q, Wu SC, Collins LB, Swenberg JA, He C, Zhang Y: Tet proteins can convert 5-methylcytosine to 5-formylcytosine and 5-carboxylcytosine. Science. 2011, 333: 1300-1303. 10.1126/science.1210597. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    TET2 plays a role in derepressing genes during pre-B cell to macrophage differentiation.

    “we have recently reported that TET2 plays a role in derepressing genes in pre-B cell to macrophage differentiation [44]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [44] Kallin EM, Rodriguez-Ubreva J, Christensen J, Cimmino L, Aifantis I, Helin K, Ballestar E, Graf T: Tet2 facilitates the derepression of myeloid target genes during CEBPalpha-induced transdifferentiation of pre-B cells. Mol Cell. 2012, 48: 266-276. 10.1016/j.molcel.2012.08.007. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    PU.1 interacts with TET2 and is associated with genes that become demethylated.

    “Second, we identify a novel interaction between PU.1 and TET2 and their association with genes that become demethylated.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The PU.1 knockdown experiments in primary human monocytes were performed with three biological replicates.

    “These experiments were performed with three biological replicates.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    For repetitive elements (Sat2, D4Z4, NBL2, 18S rRNA, and 28 rRNA), standard bisulfite sequencing of a minimum of 10 clones was performed.

    “In the case of repetitive elements (Sat2, D4Z4, NBL2, 18S rRNA, and 28 rRNA) we performed standard bisulfite sequencing of a minimum of 10 clones.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    PU.1 acts in concert with MITF to recruit co-repressors to osteoclast-specific genes in committed myeloid precursors capable of forming either macrophages or OC.

    “PU.1 has been shown to act in concert with MITF to recruit co-repressors to osteoclast-specific in committed myeloid precursors capable of forming either macrophages or OC [50].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [50] Hu R, Sharma SM, Bronisz A, Srinivasan R, Sankar U, Ostrowski MC: Eos, MITF, and PU.1 recruit corepressors to osteoclast-specific genes in committed myeloid progenitors. Mol Cell Biol. 2007, 27: 4018-4027. 10.1128/MCB.01839-06. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    IgG was used as a negative control in the ChIP assays.

    “IgG was used as a negative control.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Expression data were validated by quantitative RT-PCR.

    “Validation of expression data was performed by quantitative RT-PCR.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    PU.1 can form a complex with DNMT3a and DNMT3b.

    “previous studies have shown that PU.1 can form a complex with DNMT3a and DNMT3b [46].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [46] Suzuki M, Yamada T, Kihara-Negishi F, Sakurai T, Hara E, Tenen DG, Hozumi N, Oikawa T: Site-specific DNA methylation by a complex of PU.1 and Dnmt3a/b. Oncogene. 2006, 25: 2477-2488. 10.1038/sj.onc.1209272. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Our study identifies key DNA methylation changes during OC differentiation and reveals an implication of PU.1 in the acquisition of DNA methylation and expression changes as well as novel interactions with DNMT3b and TET2.

    “Our study has allowed us to identify key DNA methylation changes during OC differentiation and has revealed an implication of PU.1 in the acquisition of DNA methylation and expression changes as well as identifying novel interactions with DNMT3b and TET2.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    TET2-mediated hydroxylation of 5-methylcytosine is an intermediate step towards demethylation.

    “Several recent reports have pointed at TET2-mediated hydroxylation of 5-methylcytosine as an intermediate step towards demethylation [51]”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [51] Vincent JJ, Huang Y, Chen PY, Feng S, Calvopina JH, Nee K, Lee SA, Le T, Yoon AJ, Faull K, Fan G, Rao A, Jacobsen SE, Pellegrini M, Clark AT: Stage-specific roles for tet1 and tet2 in DNA demethylation in primordial germ cells. Cell Stem Cell. 2013, 12: 470-478. 10.1016/j.stem.2013.01.016. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    Multiple test correction was applied in the Gene Ontology analysis to account for multiple hypotheses and reduce false-positive results.

    “Multiple test correction to account for the multiple hypotheses tested (one for each GO term) was applied to reduce false-positive results.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data

    OCs were confirmed at the mRNA level by upregulation of key OC markers TRAP/ACP5, CA2, MMP9, and CTSK and downregulation of the MO marker CX3CR1.

    “OCs (TRAP-positive cells with more than three nuclei) were also analyzed at the mRNA level: upregulation of key OC markers (TRAP/ACP5, CA2, MMP9, and CTSK) and the downregulation of the MO marker CX3CR1 were confirmed.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    Our data show changes in 5hmC at genes that become demethylated in osteoclastogenesis, reinforcing the possibility that PU.1-mediated recruitment of TET2 leads to 5hmC-mediated demethylation.

    “our data show changes in 5hmC at genes that become demethylated in osteoclastogenesis, reinforcing the possibility that PU.1-mediated recruitment of TET2 is leading to 5hmC-mediated demethylation.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    For statistical purposes, M values are more adequate than Beta values for Illumina methylation data.

    “however for statistics purposes it is more adequate the use of M values [54].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [54] Du P, Zhang X, Huang CC, Jafari N, Kibbe WA, Hou L, Lin SM: Comparison of Beta-value and M-value methods for quantifying methylation levels by microarray analysis. BMC Bioinforma. 2010, 11: 587-10.1186/1471-2105-11-587. source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    PU.1 can generate a repressive chromatin structure characterized by H3K9me3 in myeloid and erythroid differentiation.

    “PU.1 is known to generate a repressive chromatin structure characterized by H3K9me3 in myeloid and erythroid differentiation [49].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [49] Stopka T, Amanatullah DF, Papetti M, Skoultchi AI: PU.1 inhibits the erythroid program by binding to GATA-1 on DNA and creating a repressive chromatin structure. EMBO J. 2005, 24: 3712-3723. 10.1038/sj.emboj.7600834. source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning

    These DNA methylation changes occur in the virtual absence of DNA replication, suggesting participation of active mechanisms, particularly for hypomethylation events.

    “These changes occur in the virtual absence of DNA replication suggesting the participation of active mechanisms, particularly relevant for hypomethylation events, for which the mechanisms are still subject of debate.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Bisulfite pyrosequencing was used to validate CpG methylation changes resulting from the Infinium HumanMethylation450 BeadChip analysis.

    “We used bisulfite pyrosequencing to validate CpG methylation changes resulting from the analysis with the Infinium HumanMethylation450 BeadChips.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based).

    Study design and conductown data

    The ChIP experiments were performed with three biological replicates.

    “These experiments were performed with three biological replicates.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    In transcription factor binding enrichment analysis, a final adjusted FDR P value (with 0.25 cutoff) was used to determine statistical significance.

    “We calculated two-tailed probabilities, and a final adjusted FDR P value (with 0.25 cutoff) was considered statistically significant.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    Impaired association of PU.1 results in defective acquisition of DNA methylation changes in both directions and reduced effect on gene expression changes.

    “as well as showing how impaired association of PU.1 results in defective acquisition of DNA methylation changes in both directions as well as reduced effect on gene expression changes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Ser phosphorylation of PU.1 has already been shown to play a role in its recruitment to promoters.

    “Ser phosphorylation of PU.1 has already been shown to play a role in its recruitment to promoters [52]”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [52] Azim AC, Wang X, Park GY, Sadikot RT, Cao H, Mathew B, Atchison M, van Breemen RB, Joo M, Christman JW: NF-kappaB-inducing kinase regulates cyclooxygenase 2 gene expression in macrophages by phosphorylation of PU.1. J Immunol. 2007, 179: 7868-7875. source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data

    The populations were highly enriched in multinuclear cells, some containing more than 40 nuclei.

    “A phalloidin/DAPI stain allowed us to confirm that the populations were highly enriched in multinuclear cells, some of them containing more than 40 nuclei.”
    Quote in the paperNot a substantial claim
51 of 51
  • The paper relies on this without support.

    PU.1 and NF-kB (p65) are representative examples of transcription factors involved in the acquisition of DNA methylation changes during osteoclastogenesis.

    “To investigate the potential role of the aforementioned transcription factors in the acquisition of DNA methylation changes we chose PU.1 and NF-kB (p65 subunit) as two representative examples.”
  • The paper relies on this without support.

    The Infinium HumanMethylation450 BeadChip interrogates >485,000 methylation sites per sample at single-nucleotide resolution, covering 99% of RefSeq genes, with an average of 17 CpG sites per gene region, and covers 96% of CpG islands plus additional coverage in CpG island shores and flanking regions.

    “This array allows interrogating >485,000 methylation sites per sample at single-nucleotide resolution, covering 99% of RefSeq genes, with an average of 17 CpG sites per gene region distributed across the promoter, 5′UTR, first exon, gene body and 3′UTR. It covers 96% of CpG islands, with additional coverage in CpG island shores and the regions flanking them.”
  • The authors state this as an assumption.

    Differentially methylated regions (DMRs) are more robust signals than differentially methylated probes (DMPs).

    “We considered that DMR are more robust signals than DMPs.”
  • The paper relies on this without support.

    In many cases, methylation changes are observed over a range of CpGs, which may be identified at shores close to transcription starting sites.

    “It has been shown that in many cases methylation changes are observed over a range of CpGs, which may be identified for instance at shores close to transcription starting sites.”
  • The paper relies on this without support.

    Under the conditions used to prepare monocytes for transfection, over 80% of the cells are monocytes.

    “Under these conditions over 80% are MOs.”
5 of 5

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • PU.1 participates in the entire process of osteoclast differentiation and promotes osteoclast commitment and maturity.

    “Considering PU.1 participates in the entire process of osteoclast differentiation and promotes osteoclast commitment and maturity of osteoclast33,57,58”

    From Targeting Msx2 as a brake in the fusion fate of osteoclasts and an anabolic therapy in pre-clinical models of osteoporosis (2025) · cites this paper as [58]

    The Discussion identifies PU.1 as an early influence on osteoclast-lineage commitment, and the Background and Results link it to activation of osteoclast-specific genes during differentiation. These passages support a role in commitment and differentiation, but do not establish that PU.1 participates throughout the entire process or promotes osteoclast maturity specifically. Page numbers are unavailable in our copy. (LLM, conf=0.82)

    Experimental — accuracy not yet measured
  • PU.1 and TET2 form a complex to co-regulate myeloid-specific genes.

    “Interestingly, PU.1 and TET2 have been reported to form a complex to co-regulate myeloid-specific genes25,26,32.”

    From HIV-1 Vpr combats the PU.1-driven antiviral response in primary human macrophages (2024) · cites this paper as [32]

    The Discussion (page not specified) reports a PU.1–TET2 interaction and their association with genes that become demethylated. The Results describe PU.1-dependent recruitment of TET2 and changes in gene expression during monocyte-to-osteoclast differentiation. The evidence supports joint regulation in that setting, but not the broader description of the targets as myeloid-specific genes generally. (LLM, conf=0.81)

    Experimental — accuracy not yet measured
  • In monocytes, TET2 interacts with PU.1, leading to interaction with genetic targets.

    “In monocytes, TET2 interacts with PU.1, leading to interaction with genetic targets32.”
  • PU.1 acts as a repressor by direct recruitment of Dnmt3b.

    “It is also reported to act as a repressor by direct recruitment of Dnmt3b (102).”
  • Distinct mechanisms according to haematopoietic lineages with direct or indirect binding to regulatory regions of repressed genes have been reported.

    “Distinct mechanisms according to haematopoietic lineages with direct or indirect binding to regulatory regions of repressed genes have been reported (12,14–16).”

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • 5-aza-2-deoxycytidine dose differs by a factor of one million

    Minor

    The figure caption reports a 500 nM treatment, whereas the methods report 500 mM for the same treatment.

  • Figure 2 attributes 4,753 genes to both methylation and expression changes

    Minor

    Figure 2A says 4,753 genes display significant methylation and expression changes, but the results report only 3,515 differentially methylated genes in total. The 4,753 figure instead equals the reported counts of upregulated and downregulated genes.

  • Figure 1 describes a nine-CpG cluster as having more than nine CpGs

    Minor

    The caption says both illustrated regions have more than nine differentially methylated CpGs, while the text identifies one of the illustrated clusters as having nine.

  • Categories exceeding the stated FDR threshold are described as significantly enriched

    Minor

    The text says the hypomethylated-CpG ontology categories are significantly enriched at FDR ≤0.05, but lists ruffle organization at 0.0991 and OC differentiation at 0.194.

4 of 4

Cites

Flagged first, then by citations

Cited by

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Authors
de la Rica, L., Rodríguez-Ubreva, J., García, M., Islam, A. B., Urquiza, J. M., Hernando, H., Christensen, J., Helin, K., Gómez-Vaquero, C., & Ballestar, E.
Affiliations
  • Bellvitge University Hospital (ES)
  • Institut d'Investigació Biomédica de Bellvitge (ES)
  • University of Copenhagen (DK)
Corresponding author
Ballestar, Esteban
Venue
Genome Biology
Published
2013-09-12
Volume
14
Issue
9
Pages
R99-R99
ISSN
  • 1465-6906 (ISSN-L)
  • 1474-760X
OpenAlex
W2123115454
Cited by
211
References
70
Citations by year
2026: 5 · 2025: 18 · 2024: 12 · 2023: 9 · 2022: 18 · 2021: 21 · 2020: 24 · 2019: 26 · 2018: 13 · 2017: 23 · 2016: 15 · 2015: 14 · 2014: 12 · 2013: 1
FWCI
6.23
Type
journal article
Language
en
Open access
Locations
  • Genome biology (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • RECERCAT (Consorci de Serveis Universitaris de Catalunya) (publishedVersion, other-oa)
  • Dipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona) (submittedVersion, cc-by)
  • Research at the University of Copenhagen (University of Copenhagen) (submittedVersion)
  • Repositori digital de la UPF (Universitat Pompeu Fabra) (submittedVersion, cc-by)
Funders
  • Fundación Ramón Areces
  • Ministerio de Ciencia e Innovación (2009SGR184, SAF2011-29635)
  • Agència de Gestió d'Ajuts Universitaris i de Recerca
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Epigenetics and DNA Methylation
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Chromatin Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Bone Metabolism and Diseases
Keywords
PU.1, TET2, DNMT3B, DNA methylation, 5-hydroxymethylcytosine, demethylation, osteoclastogenesis, monocyte differentiation, transcription factor binding motifs, epigenetic regulation, NF-κB, AP-1, transcription factor binding
MeSH terms
DNA Methyltransferase 3B, Proto-Oncogene Protein Spi-1, Binding Sites, Cell Differentiation, Cytosine, DNA (Cytosine-5-)-Methyltransferases, DNA-Binding Proteins, Humans, Monocytes, Osteoclasts, Protein Binding, Proto-Oncogene Proteins, Trans-Activators, NF-kappa B, Transcription Factor AP-1, CpG Islands, DNA Methylation, RNA, Small Interfering, Epigenesis, Genetic, 5-Methylcytosine, Dioxygenases, Protein Interaction Domains and Motifs

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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