Abstract
Sonic hedgehog (Shh) is essential for limb development, and the mechanisms that govern the propagation and maintenance of its expression has been well studied; however, the mechanisms that govern the initiation of Shh expression are incomplete. Here we report that ETV2 initiates Shh expression by changing the chromatin status of the developmental limb enhancer, ZRS. Etv2 expression precedes Shh in limb buds, and Etv2 inactivation prevents the opening of limb chromatin, including the ZRS, resulting in an absence of Shh expression. Etv2 overexpression in limb buds causes nucleosomal displacement at the ZRS, ectopic Shh expression, and polydactyly. Areas of nucleosome displacement coincide with ETS binding site clusters. ETV2 also functions as a transcriptional activator of ZRS and is antagonized by ETV4/5 repressors. Known human polydactyl mutations introduce novel ETV2 binding sites in the ZRS, suggesting that ETV2 dosage regulates ZRS activation. These studies identify ETV2 as a pioneer transcription factor (TF) regulating the onset of Shh expression, having both a chromatin regulatory role and a transcriptional activation role.
Subject terms: Pattern formation, Transcriptional regulatory elements, Morphogen signalling, Differentiation, Chromatin remodelling
The embryonic limb bud is known to be patterned by a Shh morphogen gradient, though how Shh expression is activated remains less clear. Here the authors show that Etv2 acts as a pioneer transcription factor to mediate accessibility of the ZRS enhancer and initiate Shh expression.
Introduction
Regulation of chromatin structure constitutes a critical aspect of gene regulation. “Closed” or silent chromatin is occupied by nucleosomes and are inaccessible to most transcriptional activators, whereas “open” or active chromatin can be recognized by a cohort of transcriptional activators and is responsive to transcriptional activation cues1. A limited number of transcription factors (TFs), known as pioneer factors, possess the ability to open closed chromatin and allow subsequent TFs to bind the opened chromatin, initiate gene expression and specify fate decisions2,3. The mechanism of chromatin modification appears to vary from TF to TF4. Pioneer TFs, represented by FOXA1, ASCL1, SOX2, OCT3/4, and KLF4, target closed nucleosomal DNA and can induce a local opening of chromatin, establishing a permissive state for transcription4. Other TFs such as c-MYC, MYT1L, and SCL do not bind closed chromatin, but modify open chromatin, allowing downstream TFs to bind the DNA and activate transcription3. The majority of classically-defined TFs, such as those identified by reporter gene assays, do not have chromatin modification capabilities and function by binding to chromatin domains that were made available by the chromatin-modifying TFs5.
Limb development has been used as an experimental paradigm to decipher fundamental developmental principles that govern morphogenesis6,7. More recently, this system has been used to enhance our understanding of epigenetic mechanisms, changes in chromatin structure, and non-coding regulatory sequences that control cell type-specific gene expression in developing embryos8–11. Sonic Hedgehog (SHH) is expressed in the posterior margin of developing limb buds, called the zone of polarizing activity (ZPA), and regulates anterior-posterior patterning and proliferative expansion of chondrogenic progenitor cells in the limb7,12,13. Ablation of the Shh gene results in loss of distal-posterior skeletal elements including the posterior four digits in the mouse14, and ectopic expression of Shh in the anterior limb bud causes formation of extra anterior digits (see 12 for review). Localized expression of Shh in the limb bud can be divided into three phases: initiation, maintenance/expansion, and termination. During the initiation phase, Shh expression is induced in a limited cell population located at the posterior margin of limb buds (in mouse, previously reported to be expressed around embryonic day (E) 9.75 and E10.25 in forelimb and hindlimb buds, respectively)15. SHH induces nascent limb bud cells to form polarized progenitor pools as a ZPA signal12. Shh expressing cells contribute to the distal posterior skeletal elements of the limb, including the two posterior digits16. During limb outgrowth, the Shh expression domain expands in the distal posterior region as its expression level peaks at E11.5 (the maintenance phase) and extinguishes by E12.5 (the termination phase).
Limb bud-specific Shh expression is regulated by a 1.7 kb cis-regulatory module, termed the ZPA regulatory sequence (ZRS) located approximately 0.85 Mbp upstream from the Shh transcription start site17–20. Targeted deletion of the ZRS in the mouse results in a failure to express Shh in the limb bud and disrupts the formation of the distal-posterior skeletal elements of the limb21. Multiple polydactyl mutations in human and other animals have been mapped within the ZRS region, underscoring the importance of the ZRS in Shh expression and limb morphogenesis17,22.
Studies over the last two decades have identified positive and negative regulators of the ZRS. HAND2 and HOXD13 proteins directly bind to the ZRS and activate Shh expression23–26. ETS/ETV family TFs also act through the ZRS to regulate Shh expression at E11.5, during the maintenance/expansion phase of Shh expression27,28. These studies suggested ETS1 and GABPa as the activating members of the ZRS. Furthermore, ETV4, an ETS family repressor, was shown to negatively regulate transcription through the ZRS. Prior to Shh expression, fibroblast growth factor (FGF) signaling from the distal limb primes the ZRS to a poised but inactive state in cells across the distal limb mesenchyme. ETV4, a repressor ETS protein induced by FGF8, prevents Shh expression in the anterior limb bud by recruiting the histone deacetylase HDAC2, while GABPa, an activator ETS protein, activates Shh expression in the posterior limb bud by recruiting the histone acetyltransferase p300. This antagonism of TFs was proposed as a mechanism to limit Shh expression to the posterior limb mesenchyme27–30. Although these studies highlight our current understanding of Shh regulation, these findings are limited to the maintenance and expansion phases of Shh expression, and our knowledge regarding the mechanisms that initiate Shh expression in limb buds remains incomplete7,12,31.
ETV2 (ETS variant 2) is a member of the ETS/ETV family. Studies from our laboratory and others have demonstrated that ETV2 is a master regulator of the hematoendothelial lineages32–36. Etv2-mutant embryos are lethal by E9.5 due to an absence of endothelial and hematopoietic lineages. As Etv2 mutants do not survive until the limb development stages, the role of ETV2 in limb development has not been previously described34,37,38. In the present study, we demonstrate that Etv2 expression precedes that of Shh expression and that ETV2 and SHH are coexpressed in the developing limb bud. We provide evidence using overexpression and loss-of-function strategies to demonstrate that ETV2 binds the ZRS in vivo, relaxes the chromatin and promotes transcriptional regulation of Shh expression. Further, using ATAC-seq analysis, we determined that ETV2 regulates the chromatin landscape globally in the limb bud and acts as a pioneer factor during limb development. We also show that ETV2 acts as a transcriptional activator through the ZRS region and is antagonized by ETV4 and ETV5 transcriptional repressors. Our data places Etv2 as an upstream regulator of Shh expression and a pioneer TF that globally regulates chromatin landscape during limb development.
Results
Etv2 is expressed in the posterior region of the limb bud
Previous studies have demonstrated that Etv2 is a critical regulator of hematoendothelial lineages34. To evaluate whether Etv2 is expressed during later organogenesis of an embryo, we pursued a lineage tracing strategy. We engineered a mouse line with a tamoxifen-inducible Cre under the control of the 3.9 kb-Etv2 promoter (Etv2-CreERT2) crossed to the Rosa26-ZsGreen reporter line (Fig. 1A). 4-hydroxy tamoxifen (4OHT) was injected at E9.5, by which stage the initial phase of yolk sac hematopoiesis and embryonic angiogenesis has ceased and Etv2 is no longer expressed in the hemato-endothelial lineages. Embryos were analyzed at E18.5. As expected, there was no noticeable ZsGreen protein expression in the blood and vasculature. Interestingly, prominent ZsGreen signals were observed in the posterior two digits of both forelimbs and hindlimbs, which are known to be derived from the Shh-expressing lineage (Fig. 1B, C)16. To examine the cell types that ZsGreen-positive cells give rise to, digits were sectioned and immunohistochemically analyzed (Fig. S1). ZsGreen positive cells were found scattered in the posterior digits (Fig. S1A). Notably, there was no overlap between ZsGreen and endomucin- or desmin-positive cells, indicating that the labeled cells were not of endothelial or myogenic lineages (Fig. S1C–S1H).
To identify the stages when Etv2 is expressed during limb development, we undertook a series of in situ hybridization studies. In addition to the previously-described expression in angioblasts and endothelial cells (brackets in Fig. 1D, E), we observed a distinct, transient Etv2 expression at the posterior margin of E9.25-E9.5 forelimb buds (Fig. 1D, E, arrows). The expression was down-regulated by E9.75 (Fig. 1F). The onset of expression was earlier than that of Shh, which became detectable at E9.5 (Fig. 1J–M, arrows). In the hindlimb buds, Etv2 expression became detectable at approximately E9.75 and also preceded that of Shh (Fig. S1I–S1L). The earlier onset of Etv2 expression than Shh and the rapid decline of expression was further confirmed using qRT-PCR and RNA isolated from forelimb buds at E9.25-E9.5 (22/23 somites) and E10.0 (29 somites) embryos (Fig. 1N–P). Previously, we established that the Etv2-EYFP transgenic reporter, which harbors the 3.9 kb promoter of Etv2, recapitulates Etv2 expression in the hemato-endothelial lineages with high sensitivity34,39,40. As the half-life of EYFP protein is longer (up to a few days) than the rapidly-degraded mRNAs, EYFP can be used as a short-term lineage tracer to detect the population of cells that expressed Etv2 in a limited time frame. Close examination of the forelimb buds of these embryos revealed the presence of the EYFP signal at the posterior margin of the limb buds, confirming that the 3.9 kb hemato-endothelial enhancer/promoter of Etv2 also regulated Etv2 expression in the limb bud and that Etv2-expressing cells contributed to the posterior population of the limb buds (arrowhead in Fig. 1Q).
The lineages of Etv2-EYFP-labeled cells in E10.5 limb buds were analyzed by immunohistochemistry (Fig. S2, S3). The Etv2-EYFP signal was observed in two populations of cells: the endothelial lineage that co-expressed endomucin, which was present throughout the limb bud (Fig. S2; arrowheads in S2B, S2D, and S2F point to endothelial cells that co-express endomucin and Etv2-EYFP); and a non-endothelial population that was found only in the ventro-posterior region of the limb bud (indicated by a bracket in Fig. S2C; note the population of Etv2-EYFP+ cells that do not express endomucin). Etv2-EYFP+ cells did not co-express desmin (DES), a myotome marker (Fig. S3A–S3C, arrows), or PAX3, a limb myoblast marker (Fig. S3D–S3F, arrowheads), but did express PRRX1, a limb mesenchyme marker (Fig. S3G–S3I). EYFP was absent in the ectodermal layer (Fig. S2E, arrow), including the apical ectodermal ridge (Fig. S2E, open arrow). These results demonstrated that Etv2-EYFP was expressed in the limb mesenchyme, in addition to the previously described endothelial lineage, but not in the myogenic or ectodermal lineages.
The posteriorly localized expression pattern and the lineage contribution to the posterior two digits shown above were reminiscent of the Shh expression pattern. Thus, we examined whether Etv2 and Shh were co-expressed in the limb buds. E10.5 limb bud cells from the Etv2-EYFP reporter line and the Shh-EGFP knockin reporter line16 were sorted using FACS and analyzed for the presence of Shh and Etv2 transcripts, respectively by qRT-PCR. CD31 and TIE2 positive cells were sorted out to exclude the endothelial lineage (Fig. 1R, S). Shh transcript was present in the CD31−TIE2−Etv2-EYFP+ population but not in the CD31−TIE2−Etv2-EYFP− population (Fig. 1R). Correspondingly, Etv2 transcript was enriched in the Shh-EGFP+ cell population, compared with the Shh-EGFP− population, from the limb buds of Shh-EGFP knockin embryos (Fig. 1S). Importantly, low level expression of Etv2 transcripts was found in the Shh-EGFP− population, indicating that the Etv2-expressing population is broader than the Shh-expressing population. Next, sections of E10.5 limb bud from Etv2-EYFP transgenic embryos were co-stained with GFP and SHH antibodies. Significant overlap of EYFP and the SHH signal was observed at the posterior limb bud margin (Fig. 1T–Y). Overall, these results are consistent with the notion that ETV2 is expressed in the population that expresses SHH in the posterior region of the developing limb bud.
ETV2 regulates Shh and cell proliferation in the limb bud
We then examined whether ETV2 regulated Shh expression. As Etv2 mutant embryos were severely deformed by E9.5, we conditionally deleted Etv2 in the lateral plate mesoderm using the HoxB6-Cre driver41. The HoxB6-Cre driver is active in the entire hindlimb precursor, whereas the deletion in the forelimb precursor was partial41. Thus, we focused our analysis on hindlimbs from Etv2 conditional knockout (CKO) embryos. At E10.5, Etv2CKO and control heterozygous embryos were obtained at a Mendelian ratio (30 out of 60 embryos analyzed were Etv2CKO). Etv2CKO embryos demonstrated a severe reduction of hindlimb size and loss of Shh expression in the developing limb buds, while rostral development of the embryos appeared normal (Fig. 2A, B, arrowheads, S4A, S4B). While four out of five Etv2CKO embryos lacked Shh expression in the hindlimbs, all the embryos retained Shh expression in the forelimbs (Fig. S4C, S4D). Most Etv2CKO embryos were dead by E11.5, due to the late-onset angiogenic defects, consistent with a previous report42. qRT-PCR analysis confirmed a significant reduction of Shh and Etv2 transcripts in the posterior halves of the hindlimbs of Etv2CKO embryos (Fig. 2C, D). In situ hybridization analysis revealed the absence of Gli1 and Ptch1 expression, downstream targets of the SHH signaling pathway (Fig. 2E, F, K, L, arrows). In contrast, expression patterns of Hand2 and Hoxd13, known upstream activators of Shh, were comparable in the Etv2CKO and control embryos (Fig. 2G, H, M, N). FGF signaling from the ectoderm is required for proper onset of Shh expression43; however, expression of Dusp6, a target of FGF signaling, and Prrx1, a marker of limb mesenchyme, were not changed (Fig. 2I, J, O, P). Thus, the reduction of Shh in the Etv2CKO embryo was not due to the absence of upstream regulators HAND2 and HOXD13, or the lack of FGF signaling.
As limb growth was retarded in Etv2CKO embryos, which became noticeable as early as E10.25, we examined whether cellular proliferation or apoptosis in the developing limb bud was impacted by the lack of Etv2. Cross sections of hindlimb buds were stained for phospho histone H3 (pHH3) to assess proliferation, and apoptosis was examined using the TUNEL assay. The number of pHH3 positive cells started to decline in Etv2CKO limb buds at E10.25 and was severely reduced by E10.5 (Fig. 2Qb, Qf, Qj, R). No TUNEL-positive cells were observed at E10.0, the stage when endogenous Shh expression is already initiated in wildtype embryos. At E10.25, we observed a small number of TUNEL-positive cells, which became significant at E10.5 (Fig. 2Qh, Ql, S). Our observations indicated that the initial reduction of limb size was mainly due to reduced proliferation, but not due to an increase in apoptosis. Previous studies have established the role of SHH as a promoter of cell proliferation and as an anti-apoptotic factor13. As a loss of Shh is known to cause apoptosis of the limb bud mesenchyme13, the cell death at E10.5 is likely caused by the failure to express Shh (Fig. 2A, B). Given that the onset of the endogenous Shh expression precedes the stage of massive cell death in Etv2 CKO embryos, our results suggest that the failure to initiate Shh expression is a direct consequence of an absence of Etv2 rather than caused by loss of cells in the limb13.
ETV2 relaxes ZRS chromatin and alters TF accessibility
Expression of Etv2 at early stages of limb development and its known role as a master regulator of hemato-endothelial development suggests that ETV2 may also have a master regulatory role in limb morphogenesis. Thus, we examined whether ETV2 functions as an epigenetic regulator and controls gene expression during limb development. The Assay for Transposase-Accessible Chromatin using sequencing (ATAC-seq) was utilized to examine the global chromatin accessibility in limb bud cells (Fig. 3). We first compared two cell populations: one that expressed Etv2 (CD31−TIE2−Etv2-EYFP+ cells from Etv2-EYFP transgenic E10.5 hindlimb) and another that lacked Etv2 expression (unsorted E10.5 Etv2CKO hindlimb cells) (Fig. 3A). We identified 16,895 500-bp genomic intervals that showed a difference in ATAC-seq signals between the Etv2-EYFP+ and the Etv2CKO cells (DESeq2 p-value < 0.01 and |log2 fold change | > 1)44. Of these regions, 5,178 regions were evolutionarily conserved (average phastCons score > 0.8); these regions were ranked according to the fold change in ATAC-seq signal (Fig. 3A) and 873 of the loci showed more than a 2-fold difference in the ATAC-seq signals between the Etv2-EYFP+ and Etv2CKO cells. The ZRS region, the limb-specific enhancer of Shh, showed a 2.86-fold higher ATAC-seq signal in Etv2-EYFP+ cells and ranked within the top 0.3% of the conserved, differentially accessible genomic regions (red arrow in Fig. 3A). Among 110,133 200-bp ATAC-seq peaks across all samples, we found that the ZRS belonged to a cluster with 4,690 ATAC-seq peaks, with nearby genes, which were significantly associated with limb development (Fig. S5A, S5B). Thus, this initial analysis supported the notion that there is a global difference in the chromatin accessibility between Etv2-expressing and non-expressing cells; and the chromatin accessibility of ZRS is significantly reduced in the Etv2CKO hindlimb cells.
Next, we expanded the analysis of the global change of chromatin accessibility by adding more cell populations (Fig. 3B). Cells from wild-type E9.5-9.75 (25–28 somite stage) hindlimbs (E9.5 HL, prior to Shh expression), cells from Shh-EGFP E10.5 anterior hindlimbs (E10.5 Anterior, not expressing Shh), EGFP+ cells from Shh-EGFP E10.5 posterior hindlimbs (E10.5 Posterior, expressing Shh), and EYFP+ cells from Etv2-EYFP transgenic E10.5 hindlimbs and forelimbs (E10.5 HL EYFP + and E10.5 FL EYFP + , expressing Etv2) were collected and processed for ATAC-seq. Posterior cells from Etv2CKO hindlimbs at E10.25 and E10.5 (E10.25 CKO and E10.5 CKO, not expressing Shh) and posterior cells from E10.25 wild-type hindlimbs (E10.25 WT, expressing Shh) were also included. ChromVAR was utilized to investigate the chromatin accessibility of TF binding sites in the genomic intervals identified above44. ChromVAR used the deviation scores to represent the relative abundance of TF-associated ATAC-seq reads in each sample and the TF activity. The Principal Component Analysis (PCA) was performed on the TF deviation scores to investigate the global TF activity of each sample (Fig. 3B, C). We found that PC1, which explained the majority of the variance (74.71%), separated the Etv2- and Shh-expressing populations (Etv2-EYFP+ or Shh-EGFP+ cells from forelimb and hindlimbs) and non-expressing populations (Etv2CKO and E9.5 hindlimb) (Fig. 3B). These results suggested that the variance in chromatin accessibility positively correlated with the expression of Etv2.
Taking a closer look at 122 TFs that showed significantly different deviation scores (chromVAR variability p-value < 1e-5) across these samples, we found that the binding motifs of known limb development-related TFs such as LHX1/2, ISL1, and MYF5 showed higher deviation scores (indicating increased chromatin accessibility) in the Etv2-EYFP+ samples (E10.5 forelimb EYFP+ and E10.5 hindlimb EYFP+), whereas the binding motifs for HOX and GATA factors showed higher deviation scores in the Etv2− populations (E9.5 hindlimb and Etv2CKO). Thus, the chromVAR analysis revealed distinct differences in the accessibility of specific TF binding sites in the presence or absence of ETV2. Notably, E9.5 hindlimb, E10.25 and E10.5 Etv2CKO samples shared similar TF associated chromatin accessibility patterns, suggesting that Etv2CKO limb bud cells maintained the chromatin structure of an early developmental stage in the absence of Etv2 (see the clustering results shown at the top of panel C).
As ZRS was identified as a locus that has high fold-change in the ATAC-seq analysis (Fig. 3A), ATAC-seq profiles in the ZRS region of the different samples were further examined (Fig. 3D). The chromatin of the mouse ZRS region (chr5: 29314591 − 29316266) was closed (ATAC inaccessible) in the E9.5 hindlimb (E9.5 HL) and E10.5 anterior hindlimb samples (E10.5 Anterior), where Etv2 was not expressed. In contrast, ZRS chromatin was open (accessible) in the Shh-EGFP+ cells in the posterior part of the E10.5 hindlimb (E10.5 Posterior), E10.5 hindlimb Etv2-EYFP+ cells (E10.5 HL EYFP+), and E10.5 forelimb Etv2-EYFP+ cells (E10.5 FL EYFP+), where Etv2 was expressed (Fig. 3D, left panel). The peaks of the ATAC-seq signals overlapped with the central region of the ZRS, where ETS and ETV sequence motifs were clustered. The ZRS region in the Etv2CKO samples were completely inaccessible at both E10.25 and 10.5, similar to the E9.5 hindlimb samples. As a control, the promoter region of the Lmbr1 gene, which is not under the control of the ZRS45 was examined. This promoter region was accessible in all samples, indicating that the lack of ATAC-seq reads in the ZRS region in E9.5 hindlimb and Etv2CKO samples is not due to poor sample preparation (Fig. 3D, right panel). In summary, the ATAC-seq analyses revealed a clear correlation of the relaxation of the chromatin at the ZRS with expression of ETV2.
The observation of the correlation of the chromatin relaxation and expression of Etv2 at ZRS prompted us to investigate whether the correlation also exists at other ETV2 binding sites. We investigated 7352 putative ETV2 motifs that overlapped with 110,133 200 bp ATAC-seq peaks across all samples. The ETV2 motifs-centric regions (the genomic regions where the ETV2 motifs were at the center) were split into four groups according to their chromatin accessibility in E9.5 HL, which does not express Etv2, and E10.5 posterior, which expresses Etv2, respectively (Fig. 3E, F). We found 3,569 ETV2 motifs that are closed in both E10.5 posterior and E9.5 HL (denoted as 00), 1165 open in E10.5 posterior only (including ZRS, denoted as 01), 537 open in E9.5 HL only (denoted as 10) and 2081 open in both E10.5 posterior and E9.5 HL (denoted as 11) (Fig. 3E). Moreover, we found that the known limb enhancers from Limb-Enhancer Genie46 and the published p300 ChIP-seq peaks in the limb47 were more prevalent in the group of ETV2 motifs that were closed in the E9.5 HL and open in E10.5 posterior (group 01), compared with the group of ETV2 motifs that are closed in both conditions (group 00) (25.5% vs. 12.5% for Limb-Enhancer Genie and 2.1% vs. 1.4% for p300 ChIP-seq), suggesting that the relaxation of chromatin accessibility at limb enhancers was globally correlated with relaxation of ETV2 binding sites.
ETV2 binds to evolutionarily conserved ETS motifs in the ZRS
The ATAC-seq analysis above suggested that ETV2 binds to chromatin globally and regulates the chromatin accessibility of genes expressed in limb buds. The analysis further suggested that ZRS is one of the loci targeted by ETV2. Thus, we examined whether ETV2 binds to the ZRS in vivo by chromatin immunoprecipitation (ChIP) assay. Within the ZRS region, five putative ETS binding sites having a core sequence of AGGAA(G/A)T and two putative ETV binding sites having a core sequence of AGAAA have previously been defined as ETS#1-5, ETVA and ETVB (Fig. 4A; see Fig. 4J for the sequences)27. Primer sets that amplify the regions outside of the ZRS (region a) and inside the ZRS (regions b-d) were used for PCR (Fig. 4A). ETV2 binding was detected at regions b-d, but not at region a (Fig. 4B–E). These experiments demonstrated that ETV2 could bind to the ZRS region encompassing multiple ETS binding sequences in the developing limb bud. EMSA was performed to compare the in vitro binding affinity to the putative ETS and ETV binding sequences. EMSA using probes that contained one of the five ETS and two ETV sites showed that ETV2 bound to ETS#1, ETS#3, and ETS#4, as the ETV2-DNA complex was formed, competed and supershifted using an ETV2 antibody (Fig. 4F–H). ETV2 did not bind to the two putative ETV binding sites, ETVA and ETVB (Fig. 4I). These studies demonstrated that ETV2 has different binding affinities to each of the ETS and ETV binding sites and binds to ETS#1, ETS#3, and ETS#4 sites in vitro.
ETV2 alters the ZRS chromatin structure and regulates Shh
Next, we addressed whether ETV2 could alter the chromatin accessibility in the limb buds by overexpression in vivo. Since Etv2 affects differentiation of the mesodermal lineages, global overexpression of Etv2 would yield compound results. Therefore, we conducted targeted inducible overexpression of Etv2 in the limb buds during the early stages of limb bud development (see Methods for the breeding scheme). Using this system, Etv2 was induced in the HoxB6 lineage by two injections of doxycycline at E9.5 and E10.5. Whole-mount analysis of E11.5 Etv2OE embryos (HoxB6-CreTg/+; iHA-Etv2Tg/+; ROSA26-STOP-rtTA-IRES-EGFPTg/+) showed expression of EGFP in areas consistent with the reported HoxB6-Cre activity41 (Fig. S6A). Immunohistochemistry of the hindlimb sections using an anti-HA antibody confirmed overexpression of HA-ETV2 throughout the hindlimb bud (Fig. S6B). Although the overexpressed HA-ETV2 was widely distributed in the limb buds, the expression was not in all cells, likely reflecting the efficiency of the Cre-mediated recombination and the induction of ETV2 by doxycycline. Nevertheless, SHH was ectopically expressed in the anterior margin of the limb bud, in addition to the endogenous posterior expression domain (Fig. S6C). In situ hybridization showed that Shh as well as Gli1 and Ptch1, downstream targets of SHH signaling, were ectopically expressed in the anterior margin of the limb bud (Fig. 5A–C, E–G, red arrowheads point to ectopic expression). Such ectopic expression was observed in six out of ten triple-transgenic embryos examined. At E15.5 Etv2OE embryos developed extra digits anteriorly, causing preaxial polydactyly (Fig. 5H, S5G, red arrowheads).
We next addressed whether chromatin accessibility was altered by overexpression of ETV2 using ATAC-seq. To conduct this analysis, nucleosome positions were first identified from the WT anterior and Etv2OE samples by using NucleotATAC48. The results revealed regularly spaced nucleosomes at the ZRS in the WT anterior sample (Fig. 5I, the Nuc. Occupancy track). Next, relaxed regions (ATAC-seq summits) in Etv2OE samples and WT anterior samples were identified by MACS249. Calculation of the ratio of accessibility between Etv2OE and control embryos revealed a localized increase in chromatin accessibility at the ZRS region when Etv2 is overexpressed (Fig. 5I, left panel, the Anterior OE vs. WT track). Notably, the genomic regions with increased chromatin accessibility correlated with the positions of nucleosomes, indicating that nucleosomes positioned at the ZRS were displaced from this region upon induction of Etv2 (indicated by red boxes). The nucleosomes outside of the ZRS were not displaced, indicating that the nucleosome-displacing effect was specific to the ZRS (see the non-boxed region in the Anterior OE vs. WT track). Furthermore, the Lmbr1 gene promoter, which was examined as a control, did not show displacement of chromatin (Fig. 5I, right panel, see the Anterior OE vs. WT track).
The results of ATAC-seq analysis were verified by quantitative PCR using the primers corresponding to regions a-d indicated in Fig. 4A. DNA from ATAC-seq libraries were amplified by qPCR and normalized to the amplification level from the GAPDH promoter region. Congruent with the ATAC-seq results, no amplification was found from region a, regardless of the presence or absence of Etv2 (Fig. S6J), and the accessibility of regions b-d increased after induction of Etv2 in both anterior and posterior halves of the hindlimbs (Fig. S6I–S6K, compare WT and Etv2OE samples). In conclusion, these results demonstrated specific increase of chromatin accessibility at the ZRS when ETV2 is overexpressed.
We used our recently developed tool, SeATAC (https://github.com/gongx030/seatac)50, to compare the 640-bp-width V-plots of 41,656 ETV2 motif-centric regions between WT and Etv2OE samples and identified 430 regions that had significantly increased chromatin accessibility from WT to Etv2OE over the ETV2 motifs (SeATAC adjusted p-value <0.05 and log ratio < −0.2)48. The V-plot is a dot-plot showing how sequencing reads with different fragment sizes distribute surrounding one or a set of genomic region(s). The SeATAC uses a VAE (variational autoencoder) to learn the latent representation of ATAC-seq V-plots using a CNN (convolutional neural networks) based encoder and a devolution decoder. The aggregated V-plots of these 430 regions showed an increased chromatin accessibility of ETV2 centric regions in Etv2OE compared with WT (Fig. 5J). ZRS ranked as the top 3.6% (191 of 5,179 regions) of the ETV2 centric regions with increased chromatin accessibility in the Etv2OE sample (Fig. S6L, S6M). These analyses demonstrated that ETV2 had an ability to globally target nucleosome-bound areas and relax the nucleosomes, and ZRS was among the specifically targeted areas by ETV2.
ETV2 activates transcription through the ZRS
The results above indicated that ETV2 had a nucleosome-displacing activity and regulates Shh expression at least in part by modifying chromatin accessibility. As ETV2 is known to be a transcriptional activator in the hemato-endothelial system, we examined whether ETV2 also functioned as a transcriptional activator in the regulation of Shh. The ZRS-Luciferase reporter that harbors the entire 1.7 kb sequence of the ZRS was used for this analysis23. Transfection and luciferase assays demonstrated that ETV2 activated the ZRS-Luciferase reporter in a dose dependent fashion (Fig. 6A). Among ETV2, ETS1 and ETS2, only ETV2 activated the ZRS-Luciferase reporter significantly. In a control experiment, ETV2, ETS1, and ETS2 were all able to activate the Flt1 promoter, indicating that the activation of ZRS by ETV2 was specific (Fig. 6B). Deletional analysis of the ZRS sequence revealed that ETV2 transactivated the reporter through the central region (region ii, Fig. 4A), which harbors multiple ETS and ETV consensus sequences (Fig. 6C).
We next tested the interplay of ETV2 with ETV4 and ETV5, known repressors of Shh. It has been reported that blockage of ETV activity resulted in ectopic anterior expansion Shh and has been suggested that ETV4 and ETV5 may be antagonizing the function of unknown TF(s) that activate Shh30. Using this reporter assay system, we tested whether ETV2 can be the postulated activating factor, which is antagonized by ETV4 and ETV5. ETV4 and ETV5 did not activate or suppress the ZRS by themselves but were able to suppress the ETV2-dependent reporter activation in a dose dependent fashion (Fig. 6D, E). These results supported the model that posterior ETV2 activity and anterior ETV4 and ETV5 activity antagonize each other to regulate Shh expression.
Given the ability of ETV2 to activate transcription through the ZRS, we hypothesized that in polydactyly mutations, the binding of ETV2 to the ZRS might be enhanced. We chose three mutations found in familial preaxial polydactyly that altered the ETV consensus sequences and examined ETV2 binding22,27. ETV2 did not bind to the wild-type ETVA and ETVB sequences (Fig. 4I, ETVA-WT and ETVB-WT). Interestingly, AC and Aus mutations of ETVB changed the ETVB sequence into robust binding sequences for ETV2. Belg2 mutation of the ETVA sequence did not change ETV2 binding activity. These results demonstrated that at least in some polydactyly mutations, the binding of ETV2 to the ZRS sequence was enhanced. The sequences that ETV2 bound and did not bind are shown in red and blue, respectively, in Fig. 4J. The sequence pileup analysis of sequences bound by ETV2 revealed a preferred binding sequence of (A/C/G)AGGAA(G/A)T, which further defines the previously-defined consensus sequence of (G/C)(C/G)(C/a)GGA(T/A)(G/a)(T/c)C (two uppercase letters at a position indicate approximately equal selection, and a lowercase letter indicates a less-favored nucleotide)51.
ETV2 binds to ZRS independently of HAND2 and HOXD13
Previous studies have demonstrated that HAND2 and HOXD13 bind to the ZRS in E11.0 limb bud extracts in vivo and activated Shh expression in vitro23. Thus, we tested the hypothesis that ETV2 interacts with other pioneer factors to activate the ZRS. For example, ETV2 could cooperatively bind to DNA by forming a transcription complex or cooperatively modify chromatin structure by forming a pioneer factor complex. To obtain insights to these possibilities, we used EMSA to examine whether ETV2 formed a complex with HAND2 and HOXD13 in vitro. Of the three ETS sites ETV2 binds (Fig. 4F, G, H), ETS#1 site has a potential binding sequence for E-proteins and two potential binding sites for HOX proteins within a distance of 20 base pairs (Fig. 6F). Thus, we synthesized an oligonucleotide probe encompassing these binding sites and interrogated whether cooperative binding could be detected. ETV2 alone, HOXD13 alone, or HAND2 and its binding partner E47 formed protein-DNA complexes with distinct mobilities (Fig. 6G and H, red, blue, and yellow dots, respectively). Specificity of the shifted bands were confirmed by supershifting with antibodies to ETV2 and HOXD13 (Fig. 6G, red and blue stars, respectively) or disappearance of the HAND2/E47 complex by an antibody to HAND2 (Fig. 6H). Mixing combinations of two or three TFs produced shifted bands that corresponded to each of the mixed proteins, however no new band indicative of protein-protein interaction was observed (Fig. 6I). In the combination of HOXD13 and ETV2, a faint band that was competed by both HOXD13 and ETV2 antibodies was observed (Fig. 6G and I, purple dots). This band likely reflected both proteins binding to the same probe, but not cooperatively, as the intensity of the main protein-DNA complexes (red and blue dots) did not change significantly. In summary, in the in vitro binding system (EMSA), we did not observe any indication of a direct protein-protein interaction between ETV2 and HOXD13 or ETV2 and HAND2 proteins.
Discussion
Regulation of chromatin structure plays a gate-keeping role in development2–4. Closed chromatin prevents aberrant expression of genes, while open chromatin is permissive for the binding of TFs and will allow expression of the cell-type specific genes. Here, we report three important discoveries regarding the regulation of chromatin accessibility in the limb buds and define ETV2 as a critical regulatory factor of chromatin accessibility and expression of Shh.
Our first discovery defined a mechanism of ETV2 function as a pioneer factor to regulate the chromatin landscape in limb development. We demonstrated by multiple genetic and biochemical assays that ETV2 recognizes and relaxes the closed chromatin structures globally and promotes the downstream limb development program. Using ZRS as a representative ETV2 target, we demonstrated that chromatin relaxation correlated with the ETV2 dosage. In normal development, the chromatin of ZRS was completely closed at E9.5 but became widely accessible in the cells from posterior domain of the hindlimb at E10.5. The anterior portion remained closed at E10.5. The switching of ZRS chromatin state in the posterior domain occurred around E10.25, which showed intermediate accessibility between E9.5 and E10.5 posterior hindlimbs. In the Etv2CKO limbs, the ZRS remained closed at E10.25 and E10.5, and these samples clustered close to the E9.5 hindlimbs in the PCA. Close clustering of the wild-type E9.5 sample and Etv2CKO samples in the principal components indicates that the global chromatin accessibility of Etv2CKO limbs is similar to that of wild-type E9.5 limbs. Moreover, the transition of chromatin accessibility from E9.5 to E10.25 and E10.5 posterior tissue in wild-type hindlimbs supports our notion that ETV2 regulates global chromatin accessibility in the developing limb and transition of pre-patterning to Shh-dependent patterning phase. As apoptosis has not yet significantly increased at E10.25, it is unlikely that the observed closed chromatin structure in Etv2CKO limbs is due to the complete loss of ZPA cells. Instead, the TUNEL analysis supports our notion that the closed chromatin status is a direct consequence of the loss of Etv2 function. In a gain-of-function experiment, induced overexpression of Etv2 in limb buds enhanced chromatin accessibility. The sequences in ZRS, where the accessibility was increased by ETV2 as identified by NucleoATAC, coincided with the nucleosome positions. These data suggest that the increase in accessibility was caused by displacement of the nucleosomes. Furthermore, these areas coincided with the ETS/ETV binding sequences in the ZRS, to which ETV2 was shown to bind by in vitro (EMSA) and in vivo (ChIP) assays. The V-plot analysis of ETV2 motif centric regions in WT and Etv2OE samples showed that inducing Etv2 increased the chromatin accessibility at the ETV2 sites, which is consistent with the notion that the effect of ETV2 is not limited to ZRS but is global.
These results strongly suggested the role of ETV2 as a global chromatin regulator in limb development, ZRS being one of the targets. Open chromatin was associated with ETV2 expression and loss-of-function of ETV2 resulted in closed chromatin, while overexpression of ETV2 enhanced accessibility. Collectively, these results supported our hypothesis that ETV2 functions as a pioneer factor at the ZRS.
Whether ETV2 can open the chromatin from a completely inaccessible state remains to be investigated. Recent analysis of histone modifications at the ZRS showed that FGF signaling in the distal limb bud primed the ZRS, maintaining a poised, but inactive state broadly across the distal limb mesenchyme28. ETV2 may require such a poised state to modify the chromatin landscape at the ZRS. We also recognize the possibility that other factors may also have an epigenetic role in the regulation of the ZRS and Shh expression in the developing limb and it will be further examined in future experiments. HOXD13, which was shown to have a pioneer function is one of these candidates52. Our in vitro studies did not support that ETV2 physically interacts with HOXD13 or HAND2. The interrelationship of ETV2 with other TFs that have pioneer function or transcriptional activation function warrants future research. ETV2’s role in other mesodermal lineages (such as hematopoietic and endothelial lineages) is intriguing in light of its ability to alter chromatin accessibility. It has been shown that ETV2 alone, or in combination with other factors is able to reprogram fibroblasts, skeletal muscle, and amniotic cells to the endothelial lineage35,53–57. Such master regulatory role suggests that ETV2 may be able to relax completely closed chromatins at the relevant target loci.
Our second discovery defined ETV2 as the TF of the ETS/ETV family members that is essential for initiation of Shh expression. In addition to the chromatin-regulatory activity, ETV2 was able to bind to ZRS and activate transcription through ZRS in a reporter gene assay. The activity of ETV2 was antagonized by negative TFs ETV4 and ETV5. Etv2 was expressed in the developing limb buds preceding Shh and was co-expressed with Shh in the posterior domain of the limb bud. Conditional knockout of Etv2 in the limb bud resulted in loss of Shh expression and reduced expression of SHH signaling targets, Gli1 and Ptch1. Limb-specific overexpression of Etv2 resulted in an ectopic expression of Shh and ectopic SHH signaling. This led to the development of preaxial polydactyly resembling human and animal mutations22. Furthermore, we demonstrated that known mutations of the ZRS associated with preaxial polydactyly resulted in enhanced binding of ETV2 to the ZRS. Based on these data, we propose that the collective dosage of ETV2 activity regulates the strength of ZRS-Shh system and contributes to the patterning and outgrowth of the limb bud.
Although previous analysis of ZRS activities using the ZRS-LacZ reporter transgenic mice at the Shh expression maintenance phase suggested that the ETS/ETV family TFs regulated the ZRS27, this report fell short of identifying the ETS/ETV TF that regulates ZRS. It was hypothesized that the collective activities of ETS/ETV factors, namely ETS1, ETS2, GABPa, ETV4 and ETV5 regulate Shh expression in the limb bud27. However, both Ets1 and Ets2 were dispensable for the development of the embryo proper58–60. Even when both Ets1 and Ets2 were deleted, embryos only exhibited endothelial cell defects and limbs developed normally61. Gabpa knockout animals also did not show limb defects (International Mouse Phenotyping Consortium, http://www.mousephenotype.org/data/genes/MGI:95610). Thus, previous studies did not identify the ETS/ETV family member responsible for Shh expression. ETV2 distinguishes itself from previously studied ETS/ETV family members in that loss or overexpression of Etv2 alone affects limb development. Indeed, it is one of the few TFs along with Hand2 that a single gene knockout causes severe limb defects. Furthermore, our transcriptional assays indicated that ETV2, but not ETS1 or ETS2, could activate transcription through ZRS. In this light, it is interesting to note a recent report that a mutation of ETV2 was linked to human polydactyly62. Although the effect of the mutation in the reported patient on ETV2 activity is not known, it underscores the key regulatory role of ETV2 in limb development.
Our analyses also revealed the antagonism of ETV2 and ETV4/5 in the transcriptional assay. It has been reported that loss of ETV function results in anterior expansion of Shh, suggesting that ETV4/5 is antagonizing the transcriptional activator of Shh during limb patterning30. Our data are consistent with the notion that ETV2 is the positive regulator of Shh that antagonizes ETV4/5 activity and establish the anterior-posterior identity of the digits.
Another distinguishing feature of ETV2 is that it is expressed earlier than Shh and that it regulates initiation phase of Shh expression. Gabpa, Ets1, and Ets2 were expressed later than Shh in a broader population than the Shh expressing population in the limb bud and did not explain the establishment of the initial localized expression of Shh27,63. ETV2 fills this role. It is possible that ETV1, ETV2, and GABPa regulate expansion and maintenance of Shh expression through enhancers made accessible by ETV2.
Our third discovery was the definition of global chromatin accessibility changes according to limb development. Our ATAC-seq data and PCA of multiple samples revealed that there was a dramatic global change of chromatin accessibility between E9.5, E10.25, and E10.5, and between the ETV2-expressing and the non-expressing cells. Associated with the chromatin accessibility change, the profile of accessible TF binding sites changed globally. The known limb enhancers overlapped with the putative ETV2 binding sites that were closed in E9.5 HL and open in E10.5 posterior tissues, suggesting that the relaxation of chromatin accessibility at limb enhancers was correlated with relaxation of ETV2 binding sites not only at ZRS but also globally.
Genetic studies demonstrated that limb progenitors set up an anterior-posterior polarity during the initial 12 h from the onset of outgrowth64. This pre-patterning phase was necessary for the subsequent establishment of signaling centers, such as Shh-expressing ZPA and Fgf8-expressing AER23,64. ETV2-dependent global changes of chromatin accessibility coincide with this time window. This temporal correlation and the Etv2CKO phenotypes suggest that global changes of chromatin landscape triggered by ETV2 promoted the changes of transcriptional regulatory network from a pre-patterning mode to an organizing center-dependent patterning mode by priming the proliferative limb progenitors to be responsive to morphogen signals. Development of tissues and organs starts with specification of a small progenitor population, which subsequently undergoes patterning and proliferation for morphogenesis. Such global changes of chromatin landscape, which we demonstrated in limb progenitors, may be a common regulatory mechanism for progression of developmental processes in various organs.
In summary, our studies demonstrated the essential role for ETV2 as a global epigenetic regulator and TF in the developing limb with Shh being a prominent target. We propose a model whereby ETV2 functions at multiple steps of gene activation (Fig. 7). ETV2 initially binds to nucleosome-occupied DNA, displaces nucleosomes, and relaxes the chromatin. This allows downstream factors to bind to the respective target sequences. ETV2 also binds to the target sequence and participates in transcriptional activation at the open chromatin region. We predict that such multi-step gene activation is a universal mechanism in regulation of tissue specification and patterning.
Methods
Animal assurance
The scientific merit, the ethical justification of the experimental studies and the animal welfare as outlined in the studies were reviewed and approved by the Institutional Biosafety Committee (Code number: 1010H90634) and the Institutional Animal Care and Use Committee (Protocol numbers: 1503-32435A, 1601-33438A, 2005-38150A) at the University of Minnesota.
Mice
Animals were housed in a mouse facility with 12 h dark/light cycle, ambient temperature and humidity. Transgenic technologies were performed at the Mouse Genetics Laboratory at the University of Minnesota. The Etv2 knockout mouse37, Etv2-EYFP reporter line40, Etv2-Cre transgenic line40, floxed Etv2 allele (Etv2fl/fl)65 were previously described. The Etv2-CreERT2 construct was generated by fusing the CreERT2 coding region to the Etv2 3.9 kb regulatory region39 and generating a transgenic animal. ROSA26-LacZ, ROSA26-ZsGreen1, ROSA26-STOP-rtTA-IRES-EGFP, Shh-EGFP-Cre16, and HoxB6-Cre41 lines were obtained from the Jackson Laboratories. The iHA-Etv2 transgenic line was generated by blastocyst chimera formation using ES cells that harbored a doxycycline-inducible Etv2 expression cassette66.
For embryonic analysis, mice were bred, and timed pregnancies were generated. A posterior lateral plate- and limb mesoderm-specific knockout of Etv2 was generated by crossing HoxB6-CreTg/Tg; Etv2+/− males with Etv2fl/fl females65. Conditional mutant mice (HoxB6-CreTg/+;Etv2fl/−, denoted as Etv2CKO) and heterozygous littermates (HoxB6-CreTg/+;Etv2fl/+, denoted as heterozygote) were compared.
For targeted overexpression of Etv2 in limb mesoderm, first, a transgenic mouse harboring HA-tagged Etv2 under the control of tetracycline-inducible promoter was generated from iHA-Etv2 ES cells. This mouse was bred with the HoxB6-Cre driver line, and a compound heterozygous male (HoxB6-CreTg/+; iHA-Etv2Tg/+) was bred with ROSA26-STOP-rtTA-IRES-EGFP females to obtain triple transgenic embryos (HoxB6-CreTg/+; iHA-Etv2Tg/+; ROSA26-STOP-rtTA-IRES-EGFPTg/+). At E9.5 and E10.5, pregnant dams were injected intraperitoneally with 25 mg/kg of doxycycline and harvested at E11.5 or 15.5 for analysis. In the triple transgenic embryos, rtTA and EGFP were expressed only in the HoxB6-Cre lineage, and the timing of HA-ETV2 expression could be controlled by administration of doxycycline (Dox). Littermates that do not carry the iHA-Etv2 or the rtTA-IRES-EGFP transgenes were used as controls.
Cell line
NIH3T3 cells were purchased from American Type Culture Collection (ATCC) (catalog number CRL-1658) and were cultured in Dulbecco’s Modified Eagle’s Medium with 10% calf serum with additives according to the protocol published by ATCC.
Collection of limb mesenchymal cells and FACS sorting
Timed pregnant CD1 females bred with Etv2-EYFP males were sacrificed and embryos were collected in ice-cold PBS. Embryos were examined using epifluorescence microscopy and EYFP positive and negative embryos were separated. Limb buds were excised at the base of the limb buds and either pooled or processed separately. Limb bud tissues were digested in 200 μl of TripLE (ThermoFisher 12605010) at 37 °C in two cycles of 5 min incubation followed by trituration. Cells were cooled on ice for 5 min between incubations. Digestion was stopped with 1 ml of medium with 10% fetal calf serum that was filtered through a 50 μm mesh filter (Partec). Cells were collected by centrifugation and stained with staining medium containing 0.2 μg each of CD31-APC, Tie2-APC, CD45-APC and 0.5 μg anti CD16/CD32, and EYFP positive, APC negative live cells were sorted on FACSAria (BD). Cells from EYFP negative embryos were used as a negative control for FACS sorting.
Chromatin Immunoprecipitation (ChIP) assay
ChIP was carried out according to the protocol of Mazzoni et al. (Mazzoni, Nature Methods vol8, No 12 2011) using the buffer system provided in the ChIP assay kit (Millipore). 1 × 106 of dissociated cells were suspended in 200 μl of lysis buffer and processed according to the manufacturer’s protocol. Chromatin was sonicated with five 10 sec pulses at 20% power using Sonic Dismembrator model 500 (Fisher). Two μg of antibodies or control IgG was used for immunoprecipitation, and the chromatin-antibody complexes were separated using Dynabeads Protein G (Invitrogen). Crosslinking was reversed and recovered DNA was analyzed by qPCR corresponding to regions a, b, c, and d of ZRS (Fig. 4A) and the promoter region of the GAPDH gene. After the qPCR reaction, the PCR products were analyzed on a gel to confirm the proper amplification of the targeted region and presence or absence of the PCR products. See Supplementary Table 3 for oligonucleotide sequences.
Immunohistochemistry
Immunohistochemical analyses of sections were performed as previously described40. All limb sections were made transversely (in the direction perpendicular to the rostro-caudal body axis) unless noted otherwise. Antibodies and dilutions used are listed in Supplementary Table 1. Images were obtained using a Nikon C2 Upright Confocal Microscope at the University Imaging Center or Zeiss LSM710 Confocal Microscope at the Developmental Biology Center at the University of Minnesota-Twin Cities. Z-stack images were obtained in 10 μm steps in separate channels and digitally merged.
Skeletal preparation and in situ hybridization
Alcian Blue skeletal staining and whole mount in situ hybridization were performed as previously described67.
TUNEL staining
Sections were prepared and stained using in situ cell death detection kit (Roche) for TUNEL staining.
qRT-PCR and In situ hybridization analyses
RNA extraction was performed using the Qiagen Micro RNeasy kit (Qiagen) according to the manufacturer’s protocols. qRT-PCR was carried out using SuperScript III Reverse Transcriptase (ThermoFisher) and Taqman probes (ThermoFisher). Three biological replicates were prepared for each experiment and each sample was analyzed by real-time PCR in triplicate. Whole mount in situ hybridization was performed as previously described68.
ATAC-PCR, ATAC-seq data processing, and chromVAR analysis
Cells were prepared as described in the FACS procedure. ATAC reaction was performed as previously described using the Tn5 transposase (Illumina) and libraries were created at the University of Minnesota Genome Center69. For ATAC-PCR analysis, 0.94 ng of the library was amplified in each well with primer pairs used for ChIP analysis (Fig. 4A). The GAPDH promoter region was used as an internal control, and all amplification rate is shown relative to the amplification of the GAPDH promoter. All libraries were sequenced using 75-bp paired end sequencing on MiSeq (Illuminia). The cells with less than 100 K paired reads were removed. The raw reads were mapped to mouse genome (mm10) using Bowtie2 (v2.2.4), with the parameters -X2000 and -m1, to ensure that the fragments up to 2 kb were allowed and that only unique aligning reads were retrieved70,71. The duplicates were removed by Picard. To adjust the read start sites to represent the center of the transposon binding, all reads aligning to the plus strand were offset by + 4 bp, and all reads aligning to the -strand were offset by −5 bp. For each ATAC-seq sample, we first summarized the coverage at each genomic locus, followed by slicing the genome into discrete peak regions where the minimum reads coverage at each locus is at least 10. These peaks were extended to 500 bp intervals centered at the summit. The 500 bp peak intervals from individual ATAC-seq sample were combined into a union set of 536,981 intervals and used for the downstream chromVAR analysis. The chromVAR analysis was performed by using 332 TF motifs from Homer database (https://github.com/GreenleafLab/chromVARmotifs). The deviation scores and the TF variability were derived by using chromVAR’s computeDeviations() and computeVariability() functions. The pathway analysis was performed using peaks clustered together with the ZRS region genomic interval, and were annotated using ChIPseeker72. The geneID obtained from ChIPseeker was used as the gene set to perform GO enrichment analysis using clusterProfiler73 to obtain enriched pathways.
SeATAC analysis
We used a variational autoencoder model implemented in R package SeATAC (v0.4.0, https://github.com/gongx030/seatac)50 for the detection of genomic regions with differential chromatin accessibility and nucleosome positions. SeATAC employed a conditional variational autoencoder framework to model the ATAC-seq-specific V-plot while addressing the batch effect in the ATAC-seq data, allowing an unbiased comparison across multiple samples. The convolutional neural network (CNN) blocks used in the encoder network allowed SeATAC to robustly estimate the posterior distribution of the latent variables by considering ATAC-seq specific fragment size profile, resulting in superior performance on several tasks such as detecting differential V-plot, recovering nucleosome positions, detecting nucleosome changes and calling TFBS with differential chromatin accessibility.
We modeled the V-plot of each genomic region in each sample as a probabilistic distribution conditioned on the sample indicator of each sample, as well as an unobserved latent variable . The sample indicator represents the nuisance variation due to the sample-specific fragment size profile. The latent variable is a dimensional vector of Gaussians representing the remaining variation with respect to the underlying V-plot (). In SeATAC, a neural network serves as a decoder to map the latent variables and sample indicator to an estimated output V-plot. We expected that latent variables provide batch-corrected representations of the V-plot for the differential analysis. We derived an approximation of the posterior distribution of the latent variable by training another encoder neural network using variational inference and a scalable stochastic optimization procedure. The variational distribution is chosen to be Gaussian with a diagonal covariance matrix, where the mean and covariance are estimated by an encoder neural network applied to . The variational evidence lower bound (ELBO) is
A standard multivariable normal prior is used in SeATAC because it can be reparametrized in a way that allows backpropagation to flow through the deterministic nodes. To optimize this lower bound we used the reparameterization trick to compute low-variance Monte Carlo estimates of the expectations’ gradients. Throughout the study, we used Adam optimizer (learning rate = 0.01) with a cosine learning rate schedular with warmup.
Electrophoretic mobility shift assay
pcDNA3.1-Etv2-HA or empty pcDNA3.1(+)-HA vectors were expressed using the TNT Quick Coupled Transcription/Translation System (Promega, Madison, WI) according to the manufacturer’s protocol. DNA oligonucleotides corresponding to wild-type ZRS sequence or ZRS sequence with combinations of inactivating mutations in putative ETS, HAND2, or HOXD13 binding sites (see Supplementary Table 3 for oligonucleotide sequences) were synthesized with and without the IRDye® 700 fluorophore (Integrated DNA Technologies, Coralville, IA). Complimentary WT or mutant oligonucleotides were annealed to generate labeled probe and unlabeled competitor DNA. In vitro synthesized protein (1 µL) was incubated with 250 ng of poly dI-dC in binding buffer (50 mM Tris pH 7.6, 80 mM NaCl, 8% glycerol) at room temperature for 10 min. For antibody treatment, pre-binding was performed in the presence of 0.2 µg of active or heat-inactivated anti-human ETV2 antibody, anti Hand2 antibody, or anti HoxD13 antibody (see Supplementary Table 1 for antibody information). IRDye® 700-labelled probe (100 fmol) was then added and the binding reaction proceeded at room temperature for 15 min. DNA-protein complexes were resolved on a 6% non-denaturing polyacrylamide gel in 0.5x TBE (40 mM Tris pH 8.3, 45 mM boric acid, and 1 mM EDTA) at room temperature. Fluorescence was detected using an Odyssey CLx imager (LI-COR Biosciences, Lincoln, NE).
Luciferase reporter assay
NIH3T3 cells were plated at 20000 per well of a 48 cluster plate overnight and transfected on the next day using Lipofectamine 3000 Reagent (ThermoFisher). After 24 h of incubation, cells were washed in PBS and Luciferase activity was measured using Dual-Luciferase ® Reporter Assay System (Promega). Each sample was transfected in quardruplicate, and experiments were repeated at least three times to confirm reproducibility. Empty vector was added to equalize the total amount of DNA transfected when applicable.
Reporter plasmids
Genomic DNA fragments corresponding to regions i (1-656), ii (657-1401), and iii (1402-1682) of ZRS were amplified from pGL4-TATA-ZRS23 by PCR (see Supplementary Table 3 for primer sequences) and subcloned into the KpnI-BamHI fragment including the vector backbone of pGL4-TATA-ZRS23.
Quantification and statistical analysis
Data represent average of more than three replicates (replicate numbers are indicated in the figure legends) and SEM. Statistical tests used are indicated in the figure legends. P-values lower than 0.01 were determined to be significant. The above analyses were done with Prism 4.0 software (GraphPad Software).
For quantitative PCR analysis, at least three biological replicates were prepared for each experiment, and samples were analyzed using real-time PCR in triplicate. Transcription assays were performed in triplicate, and each experiment was repeated at least three times.
Reporting summary
Further information on research design is available in the Nature Research Reporting Summary linked to this article.
Supplementary information
Acknowledgements
This work was supported by the NIH (1U01HL134764 to DJG, 5U01HL100407 to DJG, and R01AR064195 to YK). We are grateful to Drs. Chi-chung Hui, Juan Carlos Izpisua Belmonte, Michael Roberts, Dennis K. Watson, Vincenzo Zappavigna, Yasushi Nakagawa, and Rolf Zeller for sharing plasmids and equipment. The authors acknowledge Mark Sanders, Sandra Wagner, Debra Kulhanek, Erik Skie, Pruthvi Shah, Lars Meisner, and Akiko Nakagawa for technical assistance. The authors acknowledge the efforts of Cynthia Faraday for figure preparation.
Source data
Author contributions
Conceptualization, N.K.N., W.G., Y.K., D.J.G. Investigation, experimental design, data acquisition, and data analysis: N.K.N., W.G., S.D., J.W.M.T., T.B.S., D.V.L., N.D., B.N.S., H.K., S.Y., K.Q.C., Y.K. Resources: Y.K., D.J.G. Manuscript preparation, and writing: N.K.N, Y.K., W.G., J.W.M.T., S.D., and D.J.G. All authors approved the manuscript.
Peer review
Peer review information
Nature Communications thanks the anonymous reviewers for their contribution to the peer review of this work.
Data availability
The code and datasets for the analysis can be found at https://github.com/gongx030/Etv2_limb_manuscript. The ATAC-seq data have been deposited at the Gene Expression Omnibus under the accession number GSE192865. Source data are provided with this paper. Further information and requests for resources and reagents should be directed to and will be fulfilled by the Lead Contact, Daniel J. Garry.
Competing interests
The authors declare no competing interests.
Footnotes
Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
These authors jointly supervised this work: Yasuhiko Kawakami, Daniel J. Garry.
Contributor Information
Yasuhiko Kawakami, Email: kawak005@umn.edu.
Daniel J. Garry, Email: garry@umn.edu
Supplementary information
The online version contains supplementary material available at 10.1038/s41467-022-31848-6.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The code and datasets for the analysis can be found at https://github.com/gongx030/Etv2_limb_manuscript. The ATAC-seq data have been deposited at the Gene Expression Omnibus under the accession number GSE192865. Source data are provided with this paper. Further information and requests for resources and reagents should be directed to and will be fulfilled by the Lead Contact, Daniel J. Garry.