Transcriptional and epigenetic regulation of PPARγ expression during adipogenesis

The nuclear receptor PPARγ is a master regulator of adipogenesis. PPARγ is highly expressed in adipose tissues and its expression is markedly induced during adipogenesis. In this review, we describe the current knowledge, as well as future directions, on transcriptional and epigenetic regulation of PPARγ expression during adipogenesis. Investigating the molecular mechanisms that control PPARγ expression during adipogenesis is critical for understanding the development of white and brown adipose tissues, as well as pathological conditions such as obesity and diabetes. The robust induction of PPARγ expression during adipogenesis also serves as an excellent model system for studying transcriptional and epigenetic regulation of cell-type-specific gene expression.


PPARγ and adipogenesis
PPARγ (Peroxisome proliferator-activated receptor γ) is a member of the nuclear receptor superfamily of ligandactivated transcription factors (TFs) [1,2]. It is highly expressed in white and brown adipose tissues ( Figure 1). PPARγ is considered a master regulator of adipocyte differentiation (adipogenesis) [3]. Ectopic expression of PPARγ in non-adipogenic embryonic fibroblasts stimulates the adipocyte gene transcription program and drives adipogenesis [4]. PPARγ is essential for adipogenesis, as no single factor has been identified that can drive adipogenesis in the absence of PPARγ [5,6]. Consistently, PPARγ knockout mice lack terminally differentiated adipose tissues and develop fatty liver and lipodystrophy [7,8].
PPARγ is not only critical for adipogenesis but also important for the maintenance of the fully differentiated state both in culture and in mice [9,10]. Consistently, mutations of the PPARγ gene have been implicated in lipodystrophy as well as other metabolic diseases such as hypertension and insulin resistance in humans [11][12][13]. Antidiabetic insulin-sensitizing drug thiazolidinediones (TZDs) such as Rosiglitasone have been identified as potent and selective ligands of PPARγ [14] but these drugs have undesirable side effects [15].

PPARγ gene
The mouse PPARγ gene spans over 120 kb of the genomic sequence on chromosome 6 [16]. It is expressed as two isoforms, PPARγ1 and PPARγ2, as a result of different promoter usage and alternative splicing [16,17]. The PPARγ1 promoter is located 60 kb upstream of the PPARγ2 promoter. PPARγ2 expression is restricted to adipose tissues, while PPARγ1 is also expressed in various other tissues. Both PPARγ1 and PPARγ2 are strongly induced during adipogenesis but are differentially regulated. During adipogenesis of the widely used mouse white preadipocyte cell line 3T3-L1, PPARγ1 is induced earlier than PPARγ2 but the two isoforms are expressed at similar levels in the late phase of differentiation [18]. During adipogenesis of mouse brown preadipocytes, PPARγ1 is induced in the early phase and remains the dominant isoform while PPARγ2 is induced relatively late and remains the minor isoform throughout differentiation [18,19]. The functional differences of the two PPARγ isoforms in adipogenesis and in mature adipose tissues remain elusive. While the regulation of PPARγ expression during adipogenesis has been extensively studied, little is known about the regulation of PPARγ expression in non-adipose tissues and cells.

Epigenetic regulation of gene expression
Eukaryotic genomes are packaged into chromatin whose basic unit is the nucleosome [20]. The nucleosome consists of a histone octamer of four core histones (H2A, H2B, H3, H4) wrapped by DNA. The X-ray structure of the nucleosome reveals that histone tails extend outside of the core region [21]. Histone tails are subjected to various covalent modifications (i.e. acetylation, methylation, and phosphorylation), which play important roles in regulating nucleosome structure and recruitment of chromatin-associated proteins [22]. The presence of the nucleosome prevents gene transcription in vitro [23]. Nucleosome occupancy correlates inversely with transcription initiation [24]. Therefore, dynamic changes in nucleosome structure are necessary to achieve gene expression. Chromatin remodeling and histone modification are two major epigenetic mechanisms that alter nucleosome structure to regulate gene expression.

Chromatin remodeling
Chromatin represses transcription by blocking protein access to the DNA template. Therefore, DNA binding of TFs and transcription cofactors often occurs concurrently with chromatin structure alteration by chromatin remodeling complexes [25]. Two major types of chromatin remodeling complexes have been identified-SWI/SNF and ISWI, both of which contain the ATPase subunit. SWI/SNF complexes disrupt nucleosome core conformation by altering the histone-DNA binding [26]. On the other hand, ISWI complexes promote nucleosome sliding without displacing the histone octamer from DNA [27]. Despite the mechanistic differences, both complexes use the energy from ATP hydrolysis to change nucleosome conformation or location [25].

Histone modification
Histones, particularly their N-terminal tails, are covalently modified at many lysine (K) or arginine (R) residues [28]. The combination of covalent modifications affects chromatin structure and gene expression [29]. Acetylation and methylation are two types of extensively studied histone modifications. Histone acetylation is generally correlated with gene activation although it remains to be determined whether a specific histone acetylation is a cause or consequence of gene activation [30]. Acetylation on histones is written by histone acetyltransferases (HATs) and erased by histone deacetylases (HDACs) [31,32]. Recent publications suggest that HATs are highly site-specific in mammalian cells [30,33,34].

Transcriptional regulation of PPARγ expression during adipogenesis
A good number of TFs have been reported to positively or negatively regulate adipogenesis and PPARγ expression ( Figure 2) [5,6]. However, whether these factors directly regulate PPARγ expression is often unclear.

Positive regulators of PPARγ expression
Pro-adipogenic TFs promote adipogenesis in part by directly or indirectly up-regulating PPARγ expression or by stimulating PPARγ transcriptional activity. Here, we focus on the factors that have been shown to bind the PPARγ gene locus and/or activate the PPARγ promoter in reporter assays. It is likely that these factors regulate PPARγ expression directly.
The mouse PPARγ2 promoter contains two C/EBP recognition elements at −340 bp and −327 bp from the transcription start site [16]. While all three C/EBPs can bind directly to these elements and induce PPARγ2 expression, C/EBPα binding replaces early C/EBPs at later stages, which is consistent with their expression patterns [48,49]. ChIP-Seq analyses show that C/EBPα, C/EBPβ and PPARγ also bind to enhancer-like regions in the 3′ of the PPARγ gene locus [50].
Recent ChIP-Seq analyses reveal that C/EBPβ functions as a pioneer TF in the early phase of adipogenesis [51]. Once C/EBPβ binds to adipogenic enhancer regions (also known as "hotspots"), which can also be found on PPARγ and C/EBPα gene loci, it facilitates the recruitment of other adipogenic TFs such as glucocorticoid receptor (GR), STAT5A and RXR to form adipogenic enhancers and consequently induces expression of late acting TFs such as PPARγ and C/EBPα [52]. As a pioneer adipogenic TF, C/EBPβ recruits H3K4 mono-and dimethyltransferase MLL4 to establish a subset of active adipogenic enhancers during adipogenesis, including the ones on the PPARγ gene locus [50].

Early B-cell factors (EBFs)
EBF1 is one of the critical B cell fate determining factors [53]. EBF2 is known to regulate osteoclast differentiation [54]. Both EBF1 and EBF2 are also induced during adipogenesis of 3T3-L1 white preadipocytes but with different expression patterns [55]. Ectopic expression of either factor in NIH3T3 fibroblasts promotes adipogenesis [55,56].
EBF2 is expressed at higher levels in brown compared to white adipose tissues. It has been shown that EBF2 regulates brown adipocyte-specific Ucp1and Prdm16 expression [57]. Although knockout of the EBF2 gene in mice does not affect PPARγ expression, there might be potential redundancy between EBF1 and EBF2. Our unpublished data suggests that EBF2 directly binds to the PPARγ gene locus during brown adipogenesis.
The EBF binding motif is highly enriched in active enhancers of adipogenesis and in brown adipose tissuespecific PPARγ binding sites [50,57]. EBF1 binds to PPARγ1 promoter with the strongest binding at 1 h, suggesting that EBF1 is one of the early regulators of PPARγ expression [55]. Future studies are needed to identify the genomic binding profiles of EBF family members during white and brown adipogenesis. The functional redundancy and specificity of EBF family members in regulation of PPARγ expression and adipogenesis also need to be clarified.
Individual knockdown of KLF4, KLF5, KLF9 and KLF15 has been shown to block adipogenesis of 3 T3-L1 preadipocytes, suggesting that these four KLFs play positive roles in adipogenesis [58][59][60][61]. Among them, KLF5 and KLF9 have been shown to directly bind to the PPARγ2 promoter. KLF5 binds from −340 bp to −260 bp of the PPARγ2 promoter and cooperates with C/EBPs to induce PPARγ2 expression [59]. KLF9 binds from -413 bp to -247 bp of the PPARγ2 promoter and moderately activates the PPARγ2 promoter in a luciferase reporter assay [60]. Thus, KLF5 and KLF9 show distinct expression patterns during adipogenesis but appear to share the same region on PPARγ2 promoter. To understand the mechanisms by which KLFs regulate adipogenesis and PPARγ expression, the genomic binding profiles of KLFs during adipogenesis need to be determined. The functional redundancy and specificity of KLFs in regulation of adipogenesis and PPARγ expression also need to be clarified.
Unlike the KLFs mentioned above, KLF2 has been reported to inhibit PPARγ expression and will be discussed in a later section [62].
Sterol regulatory element-binding protein-1 (SREBP1) SREBP1 (also known as ADD-1; adipocyte determination and differentiation factor 1) is a basic helix-loop-helix leucine zipper TF involved in cholesterol homeostasis [63]. It is expressed in various tissue types with the highest level in brown adipose tissue [64]. SREBP1 is induced during differentiation of 3T3-F442 and 3T3-L1 preadipocytes. A dominant-negative form of SREBP1 with a mutation in the DNA-binding domain markedly inhibits adipogenesis of 3T3-L1 cells [65]. Ectopic expression of SREBP1 induces endogenous PPARγ expression in 3T3-L1 and HepG2 cells. SREBP1 has been shown to bind to a putative E-box motif at −1535 bp of the PPARγ1 promoter, and mutation of this motif inhibits SREBP1 binding [66]. To understand how SREBP1 regulates PPARγ expression and adipogenesis, it will be critical to determine the genomic binding profile of SREBP1 during adipogenesis.

Zinc finger protein 423 (ZFP423)
ZFP423 is a zinc finger TF and was recently identified as a preadipocyte determination factor [67]. It is enriched in preadipocytes compared to non-adipogenic fibroblasts and its expression levels positively correlate with the adipogenic potential of fibroblasts. Ectopic expression of ZFP423 in non-adipogenic NIH3T3 fibroblasts induces PPARγ2 but not PPARγ1 expression before differentiation and promotes adipogenesis after induction of differentiation. Conversely, knockdown of ZFP423 in 3T3-L1 preadipocytes blocks adipogenesis and decreases both PPARγ1 and PPARγ2 levels before and after differentiation [67]. However, the molecular mechanism by which ZFP423 regulates PPARγ expression remains incompletely understood.

Nuclear factor I (NFI)
The NFI family TFs were identified as potential novel regulators of adipogenesis from computational motif analysis of adipocyte-specific open chromatin regions in 3T3-L1 cells [68]. The NFI binding motif also shows up in other studies involving epigenomic profiling of adipogenesis [50,57]. During adipogenesis, NFIA and NFIB expression levels are significantly induced while NFIC and NFIX levels remain steady. Knockdown of either NFIA or NFIB reduces the differentiation ability of 3T3-L1. ChIP analysis reveals binding of NFIA to known distal regulatory elements of PPARγ and C/EBPα, as well as Fabp4 genes [68].

Positive cross-regulation between PPARγ and C/EBPα
PPARγ and C/EBPα positively regulate each other's expression and cooperate to promote adipogenesis [3,69]. PPARγ is essential for C/EBPα-stimulated adipogenesis in fibroblasts [3]. Conversely, C/EBPα knockout fibroblasts show severe defects in PPARγ-stimulated adipogenesis in the absence of synthetic PPARγ ligands and partial defects in the presence of these ligands, suggesting that C/EBPα is also required for PPARγ-stimulated adipogenesis [19]. PPARγ directly activates endogenous C/EBPα gene transcription. Once induced, C/EBPα binds to the PPARγ gene locus and further induces and maintains PPARγ expression in mature adipocytes through a positive feedback loop [3]. Genome-wide profiling studies show that during adipogenesis, most induced genes are bound by both PPARγ and C/EBPα, suggesting a synergistic upregulation of adipogenic gene expression by these two master regulators [70,71]. Interestingly, PPARγ binds its own gene locus, where C/EBPα also binds ( Figure 3). These regions include the PPARγ2 promoter and downstream intergenic enhancer regions [50].

Negative regulators of PPARγ expression GATAs
Of the six GATA family zinc finger domain TFs, GATA-2 and GATA-3 are highly expressed in the preadipocyte fraction of white adipose tissues in mice. Their expression is down-regulated during differentiation of 3T3-F442A preadipocytes. Constitutive expression of GATA-2 or GATA-3 inhibits 3T3-F442A differentiation and PPARγ expression. Consistently, GATA-3 knockout ES cells show enhanced ability of differentiation towards adipocytes. In a luciferase reporter assay, GATA-2 and GATA-3 inhibit the activity of 0.6-kb PPARγ2 proximal promoter [72]. GATA-2 and GATA-3 are also found to inhibit the transcriptional activities of C/EBPα and C/ EBPβ through physical interactions, thus offering an additional mechanism by which GATA-2/3 inhibit adipogenesis and PPARγ expression [73]. It remains to be determined whether GATA-2/3 directly repress PPARγ expression in preadipocytes.

KLF2
Overexpression of KLF2 strongly inhibits differentiation of 3T3-L1 preadipocytes and the expression of PPARγ but not the early adipogenic TFs C/EBPβ and C/EBPδ. KLF2 can directly bind to the CACCC element within the PPARγ2 proximal promoter region and repress PPARγ2 promoter activity in a reporter assay. However, mutation of its binding site alone is insufficient to block KLF2-mediated repression of the PPARγ2 promoter, suggesting that other mechanisms are also involved [62]. It remains to be determined whether endogenous KLF2 directly represses PPARγ expression in preadipocytes.

Epigenetic regulation of PPARγ expression during adipogenesis
PPARγ expression during adipogenesis is regulated by chromatin remodeling and histone modifications such as acetylation and methylation (Figure 4).

Chromatin remodeling
The PPARγ gene locus undergoes dynamic changes within hours of adipogenesis induction. DNase I hypersensitivity assays reveal that chromatin remodeling and opening of the PPARγ gene locus occur within 3-4 hours of induction in 3T3-L1 cells [51]. The major opening regions are the PPARγ2 promoter and 3′ distal regions that are occupied by C/EBPβ, C/EBPα, and PPARγ itself in later stages of differentiation [50].
Chromatin remodeling and opening at the PPARγ2 promoter are adipose-specific and dependent on cAMP and protein kinase A (PKA) pathways [74]. IBMX alone can induce chromatin opening of the PPARγ2 promoter. Conversely, shRNA-mediated knockdown of PKA subunits inhibits chromatin accessibility of the PPARγ2 promoter region.
The SWI/SNF chromatin remodeling complex has been shown to regulate PPARγ2 expression during adipogenesis  [75]. The dominant-negative form of Brg1, an ATPase subunit of the SWI/SNF complex, inhibits PPARγ-, C/EBPα-, or C/EBPβ-induced adipogenesis in fibroblasts. In the early stage of 3T3-L1 differentiation, C/EBP factors bind to the PPARγ2 promoter, followed by Pol II and general TFs assembly prior to and independently of SWI/SNF. SWI/SNF and TFIIH then assemble on the PPARγ2 promoter to facilitate preinitiation complex formation. It remains unclear how the SWI/SNF complex is recruited to the PPARγ gene locus.

Histone acetylation
Histone acetylations generally correlate with gene activation and are catalyzed by site-specific histone acetyltransferases (HATs). In mammalian cells, the homologous and functionally redundant HATs GCN5 and PCAF specifically acetylate H3K9, while another pair of homologous and functionally redundant HATs CBP and p300 specifically acetylates H3K18 and H3K27 [30].
Genome-wide profiling of H3K9ac and H3K27ac reveals that both marks are highly induced on the PPARγ gene locus during 3T3-L1 differentiation and correlate with PPARγ gene expression [76,77]. While the roles of GCN5/PCAF and GCN5/PCAF-mediated H3K9ac in regulating PPARγ expression and adipogenesis remain to be determined, CBP/p300 are known to be essential for adipogenesis and PPARγ expression [78]. CBP/p300mediated H3K27ac is a marker for active enhancers and therefore highly associates with cell type-specific gene expression [79]. ChIP-Seq of H3K27ac has revealed adipose-specific active enhancers located in the intergenic regions downstream of the PPARγ gene ( Figure 5) [50]. The functional roles of these enhancers in regulating PPARγ expression during adipogenesis remain to be examined.
HBO1, also known as MYST2 or KAT7, is a member of the MYST family of HATs. It is specifically required for H3K14ac in mammalian cells [34]. Another member of the MYST family of HATs, MOF (also known as MYST1 or KAT8), is specifically required for H4K16ac in mammalian cells [80]. Both H3K14ac and H4K16ac positively correlate with gene expression. However, the roles of HBO1-mediated H3K14ac and MOF-mediated H4K16ac in regulating PPARγ expression and adipogenesis remain to be determined.
Enhancers control cell-type-specific gene expression and are marked with H3K4me1/2 [38]. We recently showed that MLL3 and MLL4 are major H3K4 monoand di-methyltransferases in human and mouse cells. ChIP-Seq analyses reveal that MLL4 shows cell-typeand differentiation-stage-specific genomic binding and is mainly enriched on active enhancers during cell differentiation. MLL3 and MLL4 are partially redundant and are major H3K4 mono-and di-methyltransferases on enhancers. Using adipogenesis and myogenesis as model systems, we showed that MLL3 and MLL4 are required for enhancer activation, cell-type-specific gene induction and cell differentiation [50].
MLL3 and MLL4 have partially overlapping functions and are essential for PPARγ expression and adipogenesis [50]. During adipogenesis, MLL4 is mainly enriched on adipogenic enhancers, which are active enhancers bound by PPARγ, C/EBPα and C/EBPβ. MLL4 physically interacts with C/EBPβ and PPARγ in cells. In the early phase of adipogenesis, the pioneer adipogenic TF C/EBPβ recruits MLL4 to perform H3K4me1/2 and establish adipogenic enhancers on gene loci encoding the master adipogenic TFs PPARγ ( Figure 5) and C/EBPα. After PPARγ and C/EBPα are induced, they recruit MLL4 to perform H3K4me1/2 and establish enhancers critical for adipocyte gene expression. Deletion of MLL3 and MLL4 in preadipocytes prevents the activation of adipogenic enhancers on PPARγ and C/EBPα genes, as well as their induction, which lead to severe defects in adipogenesis [50]. MLL4 appears to be the major regulator of adipogenesis in mice with MLL3 playing a minor role [50,91]. Knockout of MLL4 by muscle-and brown adipose tissue (BAT)-selective Myf5-Cre in mice inhibits normal development of Myf5+ muscles and BAT.
MLL3/MLL4-associated NCOA6 and PTIP have also been shown to be important for adipogenesis, although the underlying molecular mechanisms are unclear [19,92]. PTIP is a nuclear protein with functions in transcription and DNA damage response. PTIP directly controls the induction of PPARγ and C/EBPα during adipogenesis and is required for the enrichment of MLL3/MLL4 complexes on the PPARγ promoter region [19]. Since PTIP itself does not possess a DNA binding domain, PTIP may function through MLL3/MLL4 to help establish adipogenic enhancers. This hypothesis can be tested by performing ChIP-Seq of PTIP in MLL3/ MLL4 knockout cells and vice versa.

H3K9 methyltransferase G9a directly represses PPARγ expression
H3K9me2 and H3K27me3 are two major repressive epigenetic marks. G9a is the major methyltransferase responsible for H3K9me2 while Ezh2 is the major methyltransferase responsible for H3K27me3 in cells [93][94][95]. ChIP-Seq reveals that the genomic locations of H3K9me2 and H3K27me3 are largely non-overlapping in preadipocytes [81]. On gene loci encoding the major negative and positive regulators of adipogenesis, Wnt gene loci are marked with high levels of H3K27me3 but little H3K9me2. In contrast, the entire PPARγ gene locus is covered with high levels of H3K9me2 but little H3K27me3. H3K9me2 levels are also low on gene loci encoding other positive regulators of adipogenesis, including C/EBPs, KLF4, Krox20 and CREB. During adipogenesis, H3K9me2 levels and G9a protein levels decrease significantly. Deletion of G9a in preadipocytes or inhibition of G9a methyltransferase activity increases PPARγ expression and adipogenesis by promoting C/ EBPβ binding to and chromatin opening of the PPARγ gene locus [81].
The inverse correlation between the genomic locations of H3K9me2 and H3K27me3 in preadipocytes suggests that G9a-mediated H3K9me2 is a major repressive epigenetic mechanism that regulates PPARγ expression in the early phase of adipogenesis. The marked decrease of H3K9me2 on the entire PPARγ gene locus during adipogenesis suggests that H3K9me2 demethylases may antagonize G9a function. Among the known H3K9 demethylases [39], it is currently unknown which H3K9 demethylases remove H3K9me2 on the PPARγ gene locus during adipogenesis.

Future directions
In addition to identifying novel regulators of PPARγ expression during adipogenesis, future studies should at least address the following issues: i) distinguishing direct vs. indirect regulators of the PPARγ gene, ii) characterizing of putative PPARγ enhancers, iii) understanding the mechanisms by which epigenetic regulators are recruited to the PPARγ gene locus, and iv) determining of chromatin interaction of the PPARγ gene locus.

Distinguishing direct vs. indirect regulators of PPARγ gene
A good number of TFs and epigenetic factors have been shown to modulate adipogenesis and the associated PPARγ expression [96]. However, it is largely unclear whether these factors directly or indirectly regulate the PPARγ gene. Genome-wide profiling by ChIP-Seq has made it possible to map genomic binding sites of these factors and to distinguish direct vs. indirect regulators of PPARγ expression during adipogenesis in an unbiased way. Genome-wide binding profiles of PPARγ, C/EBPα, C/EBPβ during adipogenesis have been generated [50,68,70,71,76]. The genomic binding sites of other adipogenic TFs including EBFs, KLFs, SREBP1, ZFP423 and NFI, as well as the genomic binding sites of negative regulators of PPARγ expression and adipogenesis including GATA2/3 and KLF2, need to be determined using ChIP-Seq.

Characterization of putative PPARγ enhancers
Enhancers regulate cell-type-specific gene expression and promote gene transcription by delivering necessary factors to the promoters. The interaction between enhancers and promoters is critical for cell-type-specific gene transcriptional programs [38]. Therefore, identifying cell-type-specific enhancers is important for understanding the mechanisms that control the expression of developmental genes. ChIP-Seq profiling of adipogenic TFs PPARγ and C/EBPα/β, enhancer marks H3K4me1/2 and the H3K4me1/2 methyltransferase MLL4, as well as active enhancer mark H3K27ac, has enabled the identification of putative adipocyte-specific enhancers in the intergenic region downstream of PPARγ gene (Figures 3  and 5).
The next step is to characterize and validate these putative PPARγ enhancers. The traditional luciferase reporter assay is easy to perform but has several limitations [97]. First, the enhancer DNA sequence cloned into the luciferase reporter plasmid lacks the native chromatin structure and therefore may not be representative of the physiological enhancer. Second, most genes are regulated by multiple enhancers, but only one enhancer can be tested in a reporter assay. The recently developed genome editing technique CRISPR could be a better approach [98]. This method can be used to disrupt PPARγ enhancers in preadipocytes to validate their functional importance in regulating PPARγ expression during adipogenesis.
How are epigenetic factors recruited to the PPARγ gene locus?
Sequence-specific TFs likely play a major role in the recruitment of epigenetic factors to target gene loci because most epigenetic regulators lack DNA-binding domains. For example, the MLL3/MLL4 complexes physically interact with PPARγ and C/EBPβ [50,91]. Ectopic expression of C/EBPβ alone in undifferentiated preadipocytes is sufficient to recruit MLL4, MLL4mediated H3K4me1, and active enhancer mark H3K27ac to a subset of enhancers on the PPARγ gene locus. This suggests that C/EBPβ, likely in cooperation with PPARγ and C/EBPα, recruits the MLL4 complex to establish active PPARγ enhancers to promote PPARγ expression during adipogenesis. The factors that recruit H3K9 methyltransferase G9a to directly repress PPARγ gene remain to be identified.
Recent studies suggest that long intergenic noncoding RNAs (lncRNAs) can mediate the interactions between epigenetic regulator with genome or with other epigenetic regulators [99,100]. Expression of several lncRNAs is strongly induced during adipogenesis [101]. Whether any of these lncRNAs directly regulates PPARγ expression remains to be determined.

Chromatin interaction of PPARγ gene locus
Physical interaction between distal enhancers and the gene promoter is critical for active gene expression, as shown on the β-globin locus [102]. Development of the chromosome conformation capture (3C) assay has enabled the identification of long range chromatin interactions [103]. The limitation of 3C is that we can only see a very narrow region of interest [104]. Updated versions of this technique including 4C and 5C assays involve high-throughput sequencing and therefore provide an unbiased picture of chromatin interaction in given cell types. So far, no study has reported the chromatin interaction of PPARγ gene locus and its role in regulation of PPARγ expression.
In summary, PPARγ expression during adipogenesis provides an excellent model system for understanding the transcriptional and epigenetic regulation of cell-typespecific gene transcription programs and cell differentiation. One of our big challenges is to validate the function of regulatory elements outside of the coding region and identify associated factors and 3D genome structure around the PPARγ locus. Such information would be of great help to understanding adipose-related human metabolic diseases, particularly obesity and type II diabetes.

Competing interests
The authors declare that they have no competing interests.
Authors' contributions J-EL carried out the molecular genetic studies, drafted and revised the manuscript. KG drafted and revised the manuscript. Both authors read and approved the final manuscript. This research was supported by the Intramural Research Program of the NIH, The National Institute of Diabetes and Digestive and Kidney Diseases (NIDDK).