| Literature DB >> 24586650 |
Karl Markus Roupé1, Srinivas Veerla2, Joshua Olson1, Erica L Stone3, Ole E Sørensen4, Stephen M Hedrick3, Victor Nizet5.
Abstract
The search for significantly overrepresented and co-occurring transcription factor binding sites in the promoter regions of the most differentially expressed genes in microarray data sets could be a powerful approach for finding key regulators of complex biological processes. To test this concept, two previously published independent data sets on wounded human epidermis were re-analyzed. The presence of co-occurring transcription factor binding sites for FOXO1, FOXO3 and FOXO4 in the majority of the promoter regions of the most significantly differentially expressed genes between non-wounded and wounded epidermis implied an important role for FOXO transcription factors during wound healing. Expression levels of FOXO transcription factors during wound healing in vivo in both human and mouse skin were analyzed and a decrease for all FOXOs in human wounded skin was observed, with FOXO3 having the highest expression level in non wounded skin. Impaired re-epithelialization was found in cultures of primary human keratinocytes expressing a constitutively active variant of FOXO3. Conversely knockdown of FOXO3 in keratinocytes had the opposite effect and in an in vivo mouse model with FOXO3 knockout mice we detected significantly accelerated wound healing. This article illustrates that the proposed approach is a viable method for identifying important regulators of complex biological processes using in vivo samples. FOXO3 has not previously been implicated as an important regulator of wound healing and its exact function in this process calls for further investigation.Entities:
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Year: 2014 PMID: 24586650 PMCID: PMC3929751 DOI: 10.1371/journal.pone.0089274
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Re-analysis of a microarray data set from [14] on non wounded and in vivo wounded human skin samples.
A) The promoter sequences for the 100 most differentially expressed genes between wounded and non-wounded skin were probed for transcription factor binding sites and co-occurring transcription factor binding sites. The presence of co-occurring transcription factor binding sites of FOXO1, FOXO3 and FOXO4 found by the SMART software to be within 50 base pairs of each other is depicted in the promoter regions of the 70 genes out of 100 were they were found. The presence of co-occurring transcription factor binding sites of either FOXO1, FOXO3 or FOXO4 in these promoter regions are also depicted. Some of these sites are partially overlapping. Genes with a Pavlidis template matching correlation coefficient of 0.9 to FOXO3 expression are highlighted; yellow equals positive correlation and green negative correlation B) Hierarchical clustering and heat map of the 70 genes containing co-occurring FOXO1-FOXO3-FOXO4 transcription factor binding sites. C) Schematic of currently known and annotated interactions between the 70 genes containing co-occurring FOXO1-FOXO3-FOXO4 binding sites generated by ingenuity pathway analysis software. FOXO1, FOXO3 and FOXO4 were also added to visualize how they interact with the selected genes. Only genes with at least one known connection to FOXO1, FOXO3, FOXO4, or one of the other 70 genes were included. D) PCA plots of the 100 selected genes depicting the remaining variance between the samples on the left and a synchronized PCA plot of the variables (gene expression) giving rise to the variance on the right. Genes were selected by first removing all genes having a q-value>0.05 based on a two group comparison analysis between wounded and non-wounded samples. Remaining genes were then filtered by variance till the top 100 genes remained with a p-value≤0.008. The selected genes stood for 23% of the total amount of variance in the data set. E) The normalized hybridization levels of FOXO transcription factor transcripts from the micro array data set from Roupé et. al. 2010 are depicted. A two-tailed Student's t-test confirmed a differential expression of FOXO1, FOXO3 and FOXO6 when comparing non-wounded and in vivo wounded human skin (*P<0.05, **P<0.01, ***P<0.001). Error bar denotes mean ±SD (n = 3). F) Flowchart giving an overview over the analysis approach (see methods section for more details.)
Figure 2Immunohistochemistry on phosphorylated FOXO transcription factors in wounded human skin and scratched human primary keratinocytes expressing either a constitutively active form of FOXO3 or shRNA targeting FOXO3.
A) Immunohistochemistry was performed on in vivo wounded human skin four days post wounding as well as on normal skin from the same donor. An anti-pFOXO antibody and a secondary fluorescently labeled antibody was used to detect the levels of phosphorylated FOXO transcription factors in the samples. Notice the increase in fluorescence intensity in the cytoplasm of keratinocytes closest to the front of the migrating epidermal tongue moving in under the wound crust at day 4. B–D) Scratch assays were performed on cultures of primary human keratinocytes transduced with either GFP control or FOXO3 AAA using adenoviral vectors and re-epithelialization was monitored over 24 h. B) Bar graph depicts the percent remaining of the original scratch width after 24 h (n = 9). C) Representative image of scratches from each condition at 0, 12 and 24 h. D) RT-PCR was run on isolated mRNA from scratched wells after 24 h. MMP-9, IL-8 and IL-6 gene expression was normalized using GAPDH (Glyceraldehyde 3-phosphate dehydrogenase) as housekeeping gene. E) Scratch assays were performed on cultures of primary human keratinocytes transduced with either negative shRNA control or shRNA targeting FOXO3 using lentiviral vectors and re-epithelialization was monitored over 48 hours. Bar graph depicts the percent remaining of the original scratch width after 24 h (n = 12).
Significantly differentially expressed target genes of FOXO3.
| Gene Symbol | Description | FOXO3 effect | Log2-fold change |
| Q-value (%) | Pathway | Reference(s) |
| CCNB1 | cyclin B1 | + | 2.41 | 0.025 | 0 | Cell cycle | Alvarez et al. 2001 |
|
| cyclin D1 | − | −1.45 | 0.00002 | 0 | Cell cycle | Schmidt et al. 2002 |
| CCND2 | cyclin D2 | − | 1.02 | 0.001 | 0 | Cell cycle | Fernandez de Mattos et al. 2004 |
| CCND3 | cyclin D3 | − | 0.54 | 0.01 | 0.7 | Cell cycle | Kornblau et al. 2010 |
|
| retinoblastoma-like 2 (p130) | + | −0.88 | 0.0051 | 0.5 | Cell cycle | Chen et al. 2006; Kops, et al. 2002 |
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| cyclin-dependent kinase inhibitor 2D (p19, inhibits CDK4) | + | 0.42 | 0.018 | 1.3 | Cell cycle | Katayama et al. 2008 |
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| cyclin-dependent kinase inhibitor 1B (p27, Kip1) | + | −0.7 | 0.01 | 0.9 | Cell cycle | Dijkers, et al. 2000 |
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| catalase | + | −0.44 | 0.04 | 2.5 | Stress resistance | Nemoto & Finkel 2002 |
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| peroxiredoxin 3 | + | 0.76 | 0.006 | 0.2 | Stress resistance | Chiribau et al. 2008 |
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| growth arrest and DNA-damage-inducible, alpha | + | 0.55 | 0.02 | 1.1 | DNA repair | Tran et al. 2002, Furukawa-Hibi et al. 2002 |
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| BCL2-like 11 (BIM, apoptosis facilitator) | + | 0.39 | 0.008 | 1.2 | Apoptosis | Dijkers, et al. 2000; Gilley et al. 2003 |
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| tumor necrosis factor ligand superfamily, member 10 (TRAIL) | + | 0.84 | 0.00074 | 0 | Apoptosis | Modur et al. 2002 |
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| glucose 6 phosphatase, catalytic, 3 | + | 0.45 | 0.00013 | 0.3 | Metabolism | Onuma et al. 2006 |
|
| inhibitor of DNA binding 1 | − | 1.5 | 0.05 | 0.6 | Differentiation | Birkenkamp et al. 2007 |
|
| F-box protein 32 (Atrogin 1) | + | −0.72 | 0.034 | 0.8 | Autophagy | Sandri et al. 2004 |
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| BCL2/adenovirus E1B 19 kD interacting protein 3 | + | 1.13 | 0.002 | 0.1 | Autophagy | Mammucari et al. 2007; Zhao et al. 2007 |
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| microtubule-associated protein 1 light chain 3 beta | + | −0.37 | 0.0064 | 1.1 | Autophagy | Mammucari et al. 2007; Zhao et al. 2007 |
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| GABA(A) receptor-associated protein like 1 | + | −0.83 | 0.0035 | 0.2 | Autophagy | Zhao et al. 2007 |
| ULK2 | unc-51-like kinase 2 | + | −0.44 | 0.0011 | 0.5 | Autophagy | Zhao et al. 2007 |
| ATG14 | ATG14 autophagy related 14 homolog | + | −0.56 | 0.007 | 0.6 | Autophagy | Xiong et al. 2012 |
|
| eukaryotic translation initiation factor 4E binding protein 1 | + | 1.69 | 0.0044 | 0 | Insulin signaling | Puig et al. 2003 |
|
| phosphoinositide-3-kinase, catalytic, alpha polypeptide (p110a) | + | −1.34 | 0.0002 | 0 | Signaling | Hui et al. 2008 |
| IL6 | interleukin 6 | − | 4.51 | 0.017 | 0 | Inflammation, wound healing | Dejean et al. 2009; L. Lin et al. 2004 |
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| matrix metallopeptidase 1 (interstitial collagenase) | + | 11.98 | 0.041 | 0 | Wound healing | Mawal-Dewan et al. 2002 |
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| matrix metallopeptidase 9 (gelatinase B) | + | 3.4 | 0.02 | 0 | Wound healing | Storz et al. 2009 |
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| microRNA 21 | − | 3.23 | 0.003 | 0 | Wound healing, cell Cell cycle | Wang & Li 2010; Wang et al. 2011 |
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| MAX interactor 1 | + | −0.59 | 0.0044 | 0.7 | Tumor Supression | Delpuech et al. 2007 |
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| forkhead box O1A (rhabdomyosarcoma) | + | −0.86 | 0.003 | 0.2 | Tumor Supression | Essaghir et al. 2009) |
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| forkhead box O3A | + | −0.64 | 0.00071 | 0.3 | Tumor Supression | Essaghir et al. 2009) |
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| Cbp/p300-interacting transactivator | + | −0.81 | 0.013 | 0.5 | Angiogenesis | Bakker et al. 2007 |
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| forkhead box M1 | − | 1.65 | 0.0044 | 0 | stem/progenitor cell expansion | McGovern et al. 2009 |
List of significantly differentially expressed known, potential and indirect target genes of FOXO3 in Roupé et al 2009 data set comparing human in vivo wounded skin with control. Genes known to be direct target genes of FOXO3 are in bold.
*Change in expression is consistent with a decrease in FOXO3 transcriptional activity.
**Change in expression not consistent with a decrease in FOXO3 transcriptional activity.
Significantly differentially expressed regulators of FOXO3.
| Gene symbol | Description | Mode of action | Effect on FOXO3a activity | Log2-fold change |
| Q-value (%) | References |
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| STAT3 | signal transducer and activator of transcription 3 | Transcription | mRNA level+ | 1.22 | 0.006 | 0 | Zhao et al. 2007; Oh et al. 2011 |
| FOXO3 | forkhead box O3A | Transcription | mRNA level + | −0.64 | 0.00071 | 0.25 | Essaghir et al. 2009 |
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| PDPK1 | 3-phosphoinositide dependent protein kinase-1 | Activates AKT and SGK | Nuclear localization − | 0.46 | 0.03 | 1.72 | Park et al. 2009 |
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| MLST8 | MTOR associated protein, LST8 homolog | Complex activates AKT and SGK | Nuclear localization − | 0.95 | 0.025 | 0.51 | Guertin et al. 2006; Facchinetti et al. 2008 |
| MAPKAP1 | mitogen-activated protein kinase associated protein 1 (mSIN1) | Complex activates AKT and SGK | Nuclear localization − | 0.43 | 0.0005 | 0.42 | N/A |
| AKT1 | v-akt murine thymoma viral oncogene homolog 1(PKB) | Phosphorylation | Nuclear localization − | 0.75 | 0.024 | 0.7 | Biggs et al. 1999 |
| SGK1 | serum/glucocorticoid regulated kinase | Phosphorylation | Nuclear localization − | 2.01 | 0.0039 | 0 | Brunet et al. 2001 |
| SGK3 | serum/glucocorticoid regulated kinase family, member 3 | Phosphorylation | Nuclear localization − | −0.99 | 0.012 | 0.5 | McCormick et al. 2004 |
| MAP2K1 | mitogen-activated protein kinase kinase 1 | Activates ERKs | Nuclear localization − | 0.4 | 0.018 | 1.4 | Yang et al. 2008 |
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| STK4 | serine/threonine kinase 4 (MST1) | Phosphorylation | Nuclear localization + | 0.57 | 0.044 | 2.8 | Lehtinen et al. 2006 |
| MAPK14 | mitogen-activated protein kinase 14 (p38α) | Phosphorylation | Nuclear localization + | 0.59 | 0.04 | 1.37 | Cai et al. 2008 |
| PPP2CA | protein phosphatase 2, catalytic subunit, α isozyme | De-phosphorylation | Nuclear localization + | −0.65 | 0.021 | 0.7 | Singh et al. 2010 |
| PPP2R2A | protein phosphatase 2, regulatory subunit B, α | De-phosphorylation | Nuclear localization + | −0.56 | 0.006 | 0.5 | Singh et al. 2010 |
| PPP2R2B | protein phosphatase 2, regulatory subunit B, β | De-phosphorylation | Nuclear localization + | −1.13 | 0.004 | 0.3 | Singh et al. 2010 |
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| SIRT1 | Sirtuin-1 | De-acetylation | Transcriptional activity+ | −0.67 | 0.024 | 1.2 | Brunet et al. 2004 |
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| YWHAG | tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, gamma | Binding | Nuclear export + | 0.49 | 0.017 | 1.1 | Dobson et al. 2011 |
| YWHAH | tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, eta | Binding | Nuclear export + | 0.6 | 0.008 | 0.6 | Dobson et al. 2011 |
| YWHAQ | tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, theta | Binding | Nuclear export + | 0.48 | 0.0003 | 0.2 | Dobson et al. 2011 |
| YWHAZ | tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, zeta | Binding | Nuclear export + | 0.52 | 0.02 | 0.9 | Dobson et al. 2011 |
| SETD7 | SET domain containing lysine methyltransferase 7 | Methylation | Transriptional activity+ | −0.31 | 0.006 | 1.4 | Calnan et al. 2011 |
List of significantly differentially expressed genes involved in regulation of FOXO3 expression/activity in the Roupé et al 2009 data set comparing human in vivo wounded skin with control.
*Change in expression is consistent with a decrease in FOXO3 activity/expression.
** Change in expression is not consistent with a decrease in FOXO3 activity/expression.
Figure 3Wound healing rate in FOXO3 and FOXO3 LysM-cre knockout mice compared to control.
A) Quantitative RT-PCR using mRNA from non-wounded and in vivo wounded mouse skin was performed. All data was normalized to GAPDH expression (Glyceraldehyde 3-phosphate dehydrogenase) that was used as housekeeping gene. A one-way analysis of variance was performed. Significant differences were found day 1 after wounding for FOXO3 and FOXO4 when performing a Dunnett's Multiple Comparison Test against non-wounded control. (*P<0.05, **P<0.01). Error bar denotes mean ±SD (n = 3). B) Graph displays wound size in mm2 over time. Values from each mouse represent an average of 4 wounds induced by 6 mm punches through folded dorsal skin. A two-way ANOVA was performed to detect differences over time between FOXO3 knock out mice and C57bl/6 control mice using Bonferroni post-testing to detect differences at each time point. An overall difference was detected over time P<0.023 and post-testing generated significant results for day 1 to day 4. (*P<0.05, **P<0.01, ***P<0.001) (n = 4) C) Bacterial loads in the wound beds day 10 after wounding. D) Wound healing rate in FOXO3 LysM-cre mice and control mice over time. E) Group A streptococcal (GAS) survival in neutrophil killing assays using neutrophils isolated from either FOXO3 LysM-cre mice or C57bl/6 control mice. Percent survival is expressed relative to GAS survival with no neutrophils present.