Skin wounds need to be repaired rapidly after injury to restore proper skin barrier function. Hydrogen peroxide (H2O2) is a conserved signaling factor that has been shown to promote a variety of skin wound repair processes, including immune cell migration, angiogenesis and sensory axon repair. Despite growing research on H2O2 functions in wound repair, the downstream signaling pathways activated by this reactive oxygen species in the context of injury remain largely unknown. The goal of this study was to provide a comprehensive analysis of gene expression changes in the epidermis upon exposure to H2O2 concentrations known to promote wound repair. Comparative transcriptome analysis using RNA-seq data from larval zebrafish and previously reported microarray data from a human epidermal keratinocyte line shows that H2O2 activates conserved cell migration, adhesion, cytoprotective and anti-apoptotic programs in both zebrafish and human keratinocytes. Further assessment of expression characteristics and signaling pathways revealed the activation of three major H2O2–dependent pathways, EGF, FOXO1 and IKKα. This study expands on our current understanding of the clinical potential of low-level H2O2 for the promotion of epidermal wound repair and provides potential candidates in the treatment of wound healing deficits.
The skin forms a barrier that prevents water loss and protects against the external environment1. This barrier is compromised upon injury, whereby a dynamic multi-step process is stimulated involving modulation of complex gene regulatory networks and cellular interactions by local trophic and endocrine factors2. Wound repair consists of three major overlapping, yet distinct phases – inflammation, tissue formation and remodeling – that need to be orchestrated to achieve proper tissue repair and regain protection from opportunistic infections3. During the early stages of repair, re-epithelialization or resurfacing of wounds occurs to restore the epidermal barrier4,5. This step involves migration and proliferation of keratinocytes from the surrounding epidermis, which undergo pronounced genomic and molecular changes. For example, as keratinocytes begin to migrate in response to acute injury, basal keratinocytes near the excisional wound margin in the migrating “tongue” express a distinct pattern of keratins reflecting their activation state toward wound closure6.
A number of soluble mediators, including epidermal and platelet-derived growth factors, are known to influence the re-epithelialization process by making the extracellular and intracellular environment more permissible to repair3,7,8,9. Other factors include the small reactive oxygen species (ROS) hydrogen peroxide (H2O2)10, but its intrinsic mechanisms of action at both the genomic and molecular levels have remained largely unexplored. All aerobic organisms routinely experience physiological, stress and environmental conditions that provoke the accumulation and decomposition of ROS. H2O2 was initially recognized as a toxic oxygen derivative and byproduct of normal metabolism, capable of assaulting a range of vital cellular structures and biomolecules11. However in time, it became clear that H2O2 can also behave as a signaling molecule to regulate numerous conserved biological functions from proliferation, senescence to programmed cell death. For example, low concentrations of H2O2 can increase DNA synthesis within resting rat vascular smooth muscle cells through the expression of proto-oncogenes, c-fos and c-myc12. H2O2 signal transduction is evolutionarily conserved and is relayed through cells via receptors, protein kinases, structural components and downstream transcription factor-dependent mechanisms13,14. A classic example is the cysteine oxidation of the c-jun N-terminal kinase (JNK) that activates the AP-1 transcription factor upon elevated levels of H2O2, which modulates transcriptional responses across species with distinct biological outcomes15. Importantly, target cysteine oxidation can be assessed by detection of sulfenic acid intermediates, as was recently shown for epidermal growth factor receptor (EGFR) after H2O2 treatment16. Moreover across non-vertebrate species, plants have evolved the multifunctional use of lower concentrations of ROS to regulate growth and developmental processes, such as cell elongation17 and adaptations in response to environmental conditions18 and the hypersensitive response to wounds19 that involves activation cascades of multiple kinases and transcription factors.
Zebrafish has been widely used as a vertebrate model to study how the organism utilizes H2O2 to alert and mobilize cells when a tissue has been injured and needs repair. Within the complex cutaneous wound milieu, a number of immune cell types are recruited to the wound area by H2O2. For example, in zebrafish the Src family kinase Lyn is a known redox sensor in neutrophils that regulates neutrophil recruitment toward the wound20. It has been proposed that this process is regulated by a tissue-scale gradient of H2O2 emanating from the wound21. H2O2 gradients were recently found to be crucial for neutrophil reverse migration in wounded zebrafish22. In addition to its functions in immune cell migration, low levels of H2O2 (0.01%) are known to promote cutaneous sensory axon repair in injured zebrafish23. The overall beneficial effects of H2O2 are conserved across species, as recent studies have shown that “low” (0.5%) but not “high” (3%) H2O2, which is typically applied to human wounds to avoid infections, accelerates wound closure and angiogenesis in mice24. Yet, significant attenuation of H2O2 through overexpression of the antioxidant catalase delays wound healing in mice25, suggesting that narrow concentrations of H2O2 are key to rapid wound repair. In vitro studies using “scratched” keratinocytes26, corneal epithelial cells27 and a keratinocyte-fibroblast pseudo-wound healing co-culture28 system further suggest that low concentrations of exogenous H2O2 significantly accelerate keratinocyte migration during scratch wound repair in higher organisms.
The motogenic mechanisms of H2O2-induced keratinocyte migration are still largely unclear. Classically, keratinocyte migration has been studied from the perspective of growth factor-activated kinase signaling. For example, hepatocyte growth factor or EGF-stimulated human epidermal keratinocytes require extracellular signal-regulated kinase (ERK), but not JNK-AP-1, activation to stimulate cell molitlity29. Furthermore, these signaling processes which promote motility are highly dependent on specialized extracellular matrix (ECM)-driven factors30. In terms of H2O2, by using the human keratinocyte line HaCaT, Loo et al. demonstrated that H2O2 can activate downstream ERK1/2 phosphorylation cascades via EGFR activation, stimulating an increase in both proliferation and migration independent of the stress sensor p38 MAPK26. In part, H2O2 may also involve the indirect activation of the EGFR by targeting and blocking receptor-type protein-tyrosine phosphatases31. In addition, H2O2 was recently shown to directly phosphorylate and oxidize the EGFR catalytic site for its activation in epidermoid carcinoma cells16, linking the EGFR as a major upstream oxidation target for cellular responses.
Under basal conditions, ROS/H2O2 are generated largely in the mitochondrial electron transport chain where molecular oxygen is converted into free radicals and subsequently degraded to water and oxygen. In the cytoplasm, H2O2 production is regulated by NADPH oxidases (NOXs) that are located at the plasma membrane. NOX enzymes transfer electrons derived from NADPH to molecular oxygen to generate superoxide radicals and ultimately H2O2. From a health perspective, altered ROS generation and catabolism lead to pathological conditions such as atherosclerosis, Parkinson’s disease, Alzheimer’s disease and aging32,33,34,35. NOX activation after injury is essential to promote wound repair. Overall, the precise regulation of H2O2 levels within cells is essential for various cellular functions and wound repair, whereas uncontrolled production leads to disease. Here we provide a comprehensive evaluation of the genome-wide effects of low-level H2O2 in epithelial keratinocytes by comparing gene signatures in zebrafish using RNA-seq with a previously published human keratinocyte cell line that had been analyzed via oligonucleotide microarrays36. Our findings elaborate on the complexity of the transcriptional response to H2O2 within the cutaneous environment among vertebrate species.
Comprehensive whole transcriptome RNA-seq analysis of larval zebrafish in response to low-level H2O2 stimulation
Appraisal of whole transcriptomic changes upon H2O2 treatment using next generation sequencing (NGS) approaches is appropriate to dissect genomic and molecular pathways at an ultra-sensitive level and has yet to be applied for this purpose to date. To better understand the role of low H2O2 levels on signaling pathways, we performed genome-wide transcriptional analyses using RNA-seq to compare untreated wildtype 4 day post fertilization (dpf) zebrafish larvae in the absence of injury and upon treatment for 3hr with 3 mM (0.01%) H2O2 (Fig. 1). We previously demonstrated that incubation of larval zebrafish for up to 12 hours in 3 mM H2O2 promotes intra-epidermal sensory axon regeneration23, suggesting that this concentration of H2O2 is highly beneficial for tissue restoration in zebrafish larvae. We next assessed H2O2 diffusion properties with the H2O2-selective chemical sensor pentafluorobenzenesulfonyl-fluorescein (HPF) to determine potential tissues relevant for our gene expression analysis. While larvae treated with the sensor but not H2O2 exhibited no fluorescence, treatment with H2O2 led to selective fluorescence in the skin epithelium and gut, presumably due to ingestion (Fig. 1b). Therefore, differential gene expression induced by H2O2 should largely reflect changes in these tissues.
For RNA-seq, paired-end reads were aligned to the zebrafish transcriptome annotated by Ensembl (version 73)37 from the Zv9 zebrafish genome assembly38 using RSEM39 to generate read counts per million (CPM) for each transcript and gene. 11,736 genes out of the 35,786 genes annotated were not expressed as they had zero CPM for all six samples analyzed. Expressed genes consisted of annotated protein coding genes (~82.4%), uncharacterized protein coding genes (13.8%), processed transcripts (2.6%), pseudogenes (0.4%), antisense RNAs (0.4%), long intergenic non-coding RNAs (lincRNAs; 0.3%) and sense intronic (0.03%) elements (Fig. 1c). In general, processed transcripts have no known open reading frame with unique structures, lincRNAs are longer than 200 nucleotides, antisense RNAs intersect any exon of a protein coding locus on the opposite strand and sense intronic loci reside within coding gene introns but do not intersect any exons on the same strand.
To determine any potential aberrant transcriptional impact of H2O2 treatment on zebrafish larvae, we evaluated the complexity of transcripts under the experimental conditions (Fig. 1d). By calculating the contribution of cumulative reads to the total transcript (i.e. % contribution to the total transcript) between untreated and H2O2-treated samples, we observed a complete overlap in the analysis, suggesting that changes in the transcriptome are biologically-relevant and specific to the treatment. Using log2-transformed CPM values determined for each sample by RSEM, differential expression was determined using R/edgeR40. Gene expression data was transformed and visualized on a M (difference between log intensities)/A (average mean) scale using CPM metrics (Fig. 1e). Using statistical and expression criteria (p < 0.05 and log2CPM > 1 respectively), 670 transcripts were identified as being differentially regulated when comparing H2O2 vs. untreated samples, of which 414 were significantly up and 256 were significantly downregulated (Worksheet 1). Among the differentially regulated transcripts, 56 were considered “uncharacterized” displaying some homology to mammalian counterparts, which require future validation (Table S5). These could also be transcripts aligned to genomic regions without transcript information or have no associated gene names. The 10 most H2O2-induced up and down regulated transcripts are reported in Table S1 and an expanded 40-most affected transcripts are presented as supplementary material (Table S6). Many of the statistically significant biologically-relevant transcripts (i.e. including the top/bottom-most transcripts↑hsp70l and ↓npas4) uncovered by RNA-seq were validated using conventional qPCR methods (Fig. 1f; Tables S1 and S7). These transcripts were later found to be part of regulatory networks associated with specialized and enriched biological roles (Section 5).
Evaluation of the top-most up and down regulated genes after H2O2 treatment of larval zebrafish
The most elevated transcript after H2O2 treatment of zebrafish larvae was hsp70l (Tables S1 and S6; Worksheet 1), a heat shock protein involved in regulation of the cell cycle and cytoprotection after stress through protein folding mechanisms and inhibition of apoptosis41. Other major upregulated transcripts include mmp9 and mmp13a, known matrix metalloproteinases involved in embryonic development and tumor cell motility42. Moreover, Mmp13 has a known role in re-epithelialization in mice where it is specifically upregulated in the leading edge of migrating keratinocytes43. Also, cry5, a cryptochrome light-sensitive class of conserved flavoproteins that can act as transcriptional repressors within the circadian clockwork44, was significantly elevated after H2O2 treatment. Interestingly, overexpression of another cryptochrome (cry1) in colorectal tumors correlates with metastasis formation45. The molecular and biological link between increased cry5 after H2O2 treatment is unclear, but may point to a light-induced H2O2 signaling role after skin wounding, possibly involving migration. Next, the ~60 most top and bottom statistically significant transcripts regulated by H2O2 were evaluated using hierarchical clustering to identify tendential patterns between the experiments and individual transcripts (Fig. 1g and Table S6). A gene cluster that showed the greatest difference between untreated and treated samples include hsp70l, mmp9, mmp13 and mcm5. Of note, mcm5 (minichromosome maintenance complex component 5) is a chromatin-binding protein implicated in the initiation of DNA replication46, suggesting pro-mitotic effects of H2O2 treatment. Interestingly, although spanning several clusters, members of the mitochondrial cytochrome P450 superfamily of enzymes (i.e. cyp1a and cyp24a1) showed large expression differences between untreated and H2O2-treated samples. Cyp1a is involved in the metabolism of xenobiotic substrates, while Cyp24a1 initiates the catabolism of 1,25-dihydroxyvitamin D3 (1,25D3), the physiologically active form of vitamin D47, a well-known steroid hormone with anti-proliferative effects enriched in skin48,49,50,51. The latter suggests that the vitamin D system is suppressed during H2O2-induced molecular responses (see Discussion).
Amongst the most downregulated gene clusters upon H2O2 treatment were npas4a and serpinh1b. Npas4 (neuronal PAS domain protein 4) is a transcriptional activator that modulates cytoskeletal gene expression52 and is induced during ischemic tissue injury53, yet its role in the context of H2O2 signal transduction is unclear. Serpinh1 (serpin peptidase inhibitor, clade H, member 1; also called heat shock protein 47) is localized in the endoplasmic reticulum and acts as a molecular chaperone in the collagen biosynthetic pathway54, whereby a decrease in fibrosis is part of the cellular migratory phase during injury2. Thus, H2O2-depdendent downregulation of serpinh1 may be involved in matrix integrity, composition and cell-matrix interactions important for cell migration and spreading.
NF-κB activation can occur through multiple mechanisms and has been shown to require the generation of reactive oxygen intermediates (ROI)55. Previous findings have shown that H2O2 can induce NF-κB activation via Syk-mediated tyrosine phosphorylation of IκBα, an inhibitor of NF-κB, in transformed myeloid cells lines56. It is also known that H2O2 prolongs NF-κB nuclear localization by suppressing its export through polyubiquitination of signaling intermediates57. nfkbiaa (nuclear factor of kappa light polypeptide gene enhancer in B-cells inhibitor, alpha [IκBα] a), an inhibitor of NF-κB signaling and homologue to human IκBα58, was found to be one of the most down-regulated transcripts in our study (Table S1). Also, nfkbiaa formed a top-ranking downregulated gene cluster along with plekhf1 and elf3 after H2O2 treatment (Fig. 1f). To determine if indeed the NF-κB signaling pathway was activated in zebrafish treated with H2O2, we utilized a transgenic NF-κB:EGFP reporter line59 (Fig. 2). After 2hr of H2O2 treatment, the Tg(NF-κB:EGFP) reporter line resulted in both an increase in the mean fluorescence and the number of GFP+ cells localized to the periphery of the tail fin (Fig. 2a–d). As the actual identity of the GFP+ cells is unclear, our enriched pathway analysis of the RNA-seq data suggests an increase in immune cell trafficking as reflected by changes in expression of 24 implicated genes (Table S2). Thus, H2O2 prolongs NF-κB activity in larval zebrafish, in part, by suppressing negative transcriptional regulatory mechanisms. Our findings point to a potential alternative transcriptional regulatory role of H2O2, apart from post-translational events, in the control of NF-κB signaling during inflammatory responses.
Identification of enriched H2O2-induced transcriptional and biological pathways in zebrafish larvae
Knowledge-base curation of biological and molecular information facilitates the meaningful interpretation and hypothesis testing of genome-wide transcriptomic data. We applied QIAGEN’s Ingenuity® Pathway Analysis (IPA) software to appraise the H2O2-regulated differentially expressed genes (Worksheet 2). Based on these analyses, we were able to generate a map of enriched biological functions after low-level H2O2 treatment. Collectively, the change in H2O2-mediated transcripts suggests an overall positive effect on cell survival, viability, growth, lipid biosynthesis and motility (Table S2). For example, IPA predicted an increase in cell survival functions after H2O2 treatment by way of induction of early pro-survival foxo1, cxcr4, xiap and rictor transcripts (Worksheet 2). Xiap is a member of the inhibitor of apoptosis family of proteins, while rictor is a subunit of mTORC2, which regulates cell growth and survival in response to growth factor and hormonal signals60. In addition, by using the Downstream Effects Analysis feature of the Ingenuity® Knowledge Base we uncovered biological and disease trends for H2O2-treated zebrafish larvae (Fig. 3a). Using this method, a color-coded heatmap depicting z-score predictions for enriched disease and biological function terms such as “cell movement” with p-values (i.e. categories with most significant p-values are left to right of the heatmap) were generated. Importantly, a significant proportion of the “cell movement” heatmap squares contacted a positive z-score. Within the H2O2 signaling-related “cell movement” heatmap were 24 transcripts that include mmp9, hbegf and adam8 (Worksheet 2). For example, Hbegf-Egfr signaling is well known to promote epithelial cell migration during development61. The down regulated differentially regulated transcripts after H2O2 treatment (Table S3) pointed to a decrease in cellular stress (e.g. ER stress) and cell-to-cell signaling possibly due to disruption of intercellular junctions to promote movement mediated by cyr61 and mylk (Worksheet 2). Cyr61 is a secreted extracellular matrix (ECM)-associated signaling protein of the CCN family associated with improved epithelial repair62 and myofibroblast function in granulation tissue of wounds3.
Protein and molecular function classification based on RNA-seq
We were also interested in various protein classifications specifically associated with the statistically significant H2O2-mediated differentially regulated genes. We applied the PANTHER (Protein Analysis Through Evolutionary Relationships) classification system63 which takes into consideration protein families, molecular functions, biological processes and pathways to facilitate the high-throughput RNA-seq data (Fig. 3b,c). The gene ontology (GO) terms used in the general protein classification are depicted in Fig. 3b and corresponding Worksheet 3. The major classifications include nucleic acid binding proteins/transcription factor elements, hydrolases, oxidoreductases, transferases and calcium binding proteins, as examples. There were more downregulated transcripts known to code transferases, enzyme modulators, chaperones and cytoskeletal proteins. Next, these broad protein classifications were further subcategorized for more detailed evaluation (Fig. 3c). PANTHER analysis categorized 24 mapped transcripts involved in regulation of oxidoreductases in response to oxidative stress (Worksheet 4). These could reflect changes in expression value of several ROS-scavenging enzymes following H2O2 treatment. The putative increase in peroxidases is not surprising, in that for many of these enzymes the optimal substrate is hydrogen peroxide, yet it might also provide added host defense against pathogens as suggested in Table S2. Nine transcripts were mapped to the Ig superfamily of cell adhesion molecules and all found to be elevated, suggesting the potential importance of specific adhesion molecules in H2O2-mediated wound repair and migration. The ECM classification was subcategorized into ECM glycoproteins and structural proteins. Col5a3b, an alpha chain for one of the low abundant fibrillary structural collagens, was upregulated after H2O2 treatment. Itgb4, a transmembrane glycoprotein receptor that mediates cell-matrix and cell-cell adhesion and transduced signals that regulate gene expression and cell growth, was specifically increased by H2O2 treatment. Likewise, these specific protein classifications were represented functionally as depicted in Fig. 3d and Worksheet 3.
Network of upstream regulators of H2O2 signaling in zebrafish larvae
H2O2 is a pleiotropic molecule capable of regulating biological systems directly or indirectly though effects on ECM components, second messengers regulating kinase-driven pathways and/or oxidation of transcription factors14. Given this, we attempted to elucidate the interconnecting upstream signaling and metabolic networks of H2O2 using Ingenuity’s Upstream Regulator Analysis (URA) tool64 (q < 0.1; Fig. 4a). This approach builds gene networks from combined gene regulatory and protein-protein mechanistic interactions. Several canonical networks (with > 1 input gene) such as H2O2, Foxo1, Egf and Ikkα that fell within the 5th percentile were assigned using URA (Worksheet 4). In brief, this analysis revealed certain effector transcripts that were common to all upstream regulators, such as mmp9 and hmox1, while other transcripts were unique to a particular upstream regulator (Fig. 4a, encircled). For example, particular to the activation of the EGF pathway, elf3 (Ets domain transcription factor 3) was found to be enhanced by H2O2. Elf3 is a conserved epithelial-specific transcriptional activator that is known to transactivate collagenases as well as repress pro-differentiation KRT4 (keratin 4) promoter activity65. The major genetic component of the overlapping networks was hmox1 (heme oxygenase 1) (Fig. 4a). Hmox1 catalyzes the degradation of heme and displays anti-oxidative properties and often induced in the presence of ROS intermediates66 to promote cell migration and proliferation in certain epithelial cell types67, including keratinocytes36. Furthermore, keratinocytes react to increased oxidative stress by induction of cytoprotective genes68, whereby upregulation of hmox1 in both zebrafish and human epidermal skin cells may be a strategy for increased survival. A number of novel differentially regulated genes that were not within the overlapping H2O2-foxo1-egf-ikkα mechanistic network were identified (e.g. ldlr, ets2, enc1, prdx1, cish, apaf1, acsl4, nes, xiap) and may also play a role in during H2O2-induced cell migration. Through comparison of various in vitro-based screening methods69,70, it is still unclear if these genes are involved in injury-induced migration of keratinocytes in whole organisms as suggested by our results.
H2O2 as a major upstream regulator in larval zebrafish was investigated in more detail. H2O2 was predicted to be an upstream regulator of 31 differentially regulated genes (UP: fosl1a, hmox1, mmp10, mmp9, dnajb1, epha2, odc1, osgin1, rsl1d1, atf3, ctss, cyp1a1, ets2, gadd45b, gli1, hbegf, ldlr, prdx1, riok3, sgk1, slc20a1, trib3, wdr26, apaf1, enc1; DOWN: klf4, serpinh1, dusp10, gadd45a, nr4a1, pdia4) (Fig. 4b and Worksheet 4). These genes are predicted to belong to a H2O2-regulated pre-defined Ingenuity® mechanistic network, which includes AP1, CREB1, ERK, FOS, HTT, JUN, JUND, NF-κB (complex), PPARA, PPARG, SP1, STAT3, TNF, TP53 and USF2. To further validate the data, we also assessed chemical-gene interactions for H2O2 using the Comparative Toxicogenomics Database (CTD; http://ctdbase.org). The CTD contains 3,026 curated genes for having known associations with H2O2. Of these genes, 23 (q < 0.1; Fig. 4c and Worksheet 4) were differentially regulated in H2O2-treated zebrafish larvae based on our sequencing data. Interestingly, only 4 genes overlapped with the IPA data suggesting a greater enrichment (atf3, epha2, hmox1, odc1). We validated the differential expression of some of these genes using quantitative PCR (Fig. 1e and Table S7). Interestingly, atf3 is an oxidative stress responsive transcription factor known to be upregulated in migrating keratinocytes after wounding71. Atf3 also plays a protective role in renal ischemia-reperfusion injury and the protective mechanism may involve suppression of p53 and induction of p21 to regulate proliferation72. Moreover, one down regulated gene which belonged to the H2O2 network was gadd45a, a DNA repair enzyme that maintains genomic integrity and participates in the suppression of cancer malignancy by acting as a downstream p53 gene73. This indicates that H2O2 may also promote signals that counteract specific cell cycle stimuli within complex tissues and cell populations. Recently, it was shown that GADD45A blocks cell migration and invasion through altering expression of genes involved in focal adhesion, cell communication and ECM-receptor interactions74.
Genes that were implicated within the H2O2 upstream oxidative stress network functionally clustered into several biological categories such as cell migration, defense response and wound repair in ranking order (Fig. 4d). Genes within the cell migration cluster (hmox1, hbegf, mmp9/10) have associations with immunomodulation, energy metabolism, detoxification/cytoprotection and maintenance of the ECM in the context of injury75,76,77,78,79. Downstream wound repair genes include cxcr4, a chemokine receptor endowed with potent chemotactic activity for a number of cell types during development80,81 and under oxidative conditions such as injury/inflammation82,83,84 and cancer85. Cxcr4 is also expressed in basal keratinocytes, where it plays a role in inhibiting proliferation in the context of IL-23-mediate psoriasiform dermatitis86. CXCR4 and its ligand, CXCL12, were recently found to be critical downstream regulators of Ikkα-dependent non-canonical NF-κB signaling in response to a tissue-injury extracellular factor HMGB1 for mouse embryonic fibroblasts and macrophage migration87,88. Our RNA-seq data are consistent with cxcr4 as a conserved effector of H2O2 signaling to promote wound healing. Many of these genes identified in the RNA-seq analysis were validated using conventional qPCR (Table S7).
Low H2O2 concentrations do not alter ARE/EpRE-regulated gene expression
Oxidative stress through ROS89 or toxins such as mercury90 has been shown to stimulate binding of NFE2L1/2 (nuclear factor-erythroid 2 p45 subunit-related factor 1/2) to ARE/EpREs (antioxidant/electrophile response elements), which are found in the promoter regions of phase II detoxification enzymes and antioxidant proteins. Under homeostatic conditions, NFE2 (Nrf2) is retained in the cytoplasm by Keap1 (Kelch ECH associating protein 1) and targeted for degradation, whereas oxidative stress leads to proteasomal degradation of Keap1 and release of Nrf2 into the nucleus89,91. In contrast to Nrf2 dependency on Keap1, NFE2L1 (Nrf1) utilizes a Keap1-independent mechanism for ARE/EpRE binding92. Because of the important functions of Nrf1/2 in the activation of detoxifying enzymes we wanted to test whether this system is also activated in the presence of low H2O2 concentrations. Using Ingenuity’s mapping of genes to enriched canonical pathways, we first determined whether some of our identified differentially expressed transcripts have been previously associated with Nrf2/Keap1signaling (Worksheet 5). Indeed we found 9 genes that showed previous associations with this signaling pathway (UP: dnajb1, fosl1a, bach1, hmox1, junb, keap1a, keap1b, sqstm1; DOWN: dnaja1, dnajc3, jund). Only three of these genes have been also associated with oxidative stress regulation, hmox1, jun complex and sqstm1. Hmox1 activation by Nrf2 plays an important role in the arsenite-mediated oxidative stress response and jun regulation93. The other relationships remain to be determined.
Other factors associated with Nrf2, such as keap1, fosl1 (an inhibitor of Nrf2) and bach1, which antagonizes Nrf2 binding to ARE enhancer elements under homeostatic conditions, suggest that Nrf2 signaling may be actively suppressed. To investigate this possibility, we first performed a search in our RNA-seq data for Nrf1/Nrf2 and known regulated genes92.To identify the correct homologs of the human NFE2-related genes, we first compared the human peptide sequences against the zebrafish genome using the NCBI BLAST tool. We further aligned the identified corresponding zebrafish-specific transcript sequences against the ENSEMBL zebrafish reference genome, which identified the correct ENSEMBL Gene ID as determined by the Cufflinks analysis. We found six nfe2 genes present in the zebrafish genome, including two Nrf1-related genes (nfe2l1a and nfe2l1b), three Nrf2-related genes (nfe2, nfe2l2a and nfe2l2b) and one Nrf3-related gene (nfe2l3). Although all of these genes were expressed under homeostatic conditions, none of the nfe2 genes were differentially regulated at a statistically significant level in the presence of H2O2 (Worksheet 1).
Finally, we asked whether Nrf2 is activated upon injury in transgenic zebrafish larvae harboring an EpRE:GFP transgene90 using time-lapse imaging to assess changes in fluorescence after injury, which stimulates H2O2 production21. In support of our in silico predictions, we did not observe any differences in fluorescence when comparing control and injured tail fins (Fig. 5a–d). These findings suggest that ARE/EpRE-regulated genes are not significantly activated in the presence of low, wound-specific H2O2 concentrations. These results support a model in which wound-derived H2O2 stimulates the expression of genes that do not depend on Nrf2/Keap1 regulation and may only partially overlap with an oxidative stress response. We further assessed the expression of two other oxidative stress-response factors, catalase and glutathione peroxidase. The zebrafish genome harbors one catalase gene and eight members of the glutathione peroxidase family (gpx1a, gpx1b, gpx2, gpx3, gpx4a, gpx4b, gpx7 and gpx8), none of which were significantly and differentially regulated at the mRNA level in the presence of H2O2 (Worksheet 1).
Inference of cutaneous effects: Cross comparison of zebrafish RNA-seq and human epidermal keratinocyte microarray data upon H2O2 treatment
Although it is difficult to discriminate the cutaneous vs. extra-cutaneous effects of H2O2 depicted in the RNA-seq data, these studies demonstrate that H2O2 potentially activates numerous conserved gene pathways that are functionally enriched for epidermal cell migration, for example. To specifically define H2O2-induced signaling in keratinocytes, we performed a comparative analysis of our RNA-seq data with publically-available whole transcriptome microarray data using the human epithelial HaCaT cell line treated with H2O2 (GEO accession: GSE46343)36. This H2O2 data set was part of a larger study that was archived but has not been fully evaluated. First, we performed a comprehensive R- and Bioconductor-based normalization of the microarray data using CARMAweb94 (Fig. S1). In the GSE46343 study, the investigators included two untreated HaCaT samples and one H2O2-treated sample. We identified differentially regulated genes by fold-induction differences using the normalized expression values (Fig. S1c). Plots were generated to show the distribution of the Cy5 (R) against Cy3 (G) intensity ratio (M, log ratio) plotted by the average (A) intensity for each individual transcript. The red colored transcripts represent log2 ± fold change (FC) greater than twice as large or small in value compared to untreated samples. These differentially regulated genes were used for downstream applications. There were 1276 differentially regulated genes in HaCaT cells treated with H2O2 [100 μM] for 3hr compared to untreated cells (Fig. 6a and Worksheet 6). By comparing our zebrafish RNA-seq transcript set that was mapped and converted to proper human gene IDs (Worksheet 7), we identified 41 overlapping differentially regulated genes (Table S8). Among these genes, 23 were congruent by way of their directionality of gene expression (Fig. 6b). These included egfr, hspa1l, mmp13 and hmox1, all implicated in cell migration and biological stress responses (Fig. 6c; Table S8 and Worksheet 8).
To further characterize H2O2 transcriptional responses in human epidermal cells, detailed gene expression analyses of human HaCaT responses to H2O2 over the entire time course in the GSE46343 study were performed (Fig. 6d). For this section, we assessed genes that characterized a specific biological or molecular process over the course of 24hr. As a control, beta actin (ATCB) levels were observed to be consistent throughout the time course after H2O2 treatment. Certain cell adhesion genes such as Vsig10 remained elevated after H2O2 treatment. In contrast, Itga11a mRNA levels decreased by 6hr and then peaked after 24hr. Genes involved in cytoprotective/xenobiotic processes such as Hmox1 was consistently elevated, however Cyp1a1 was suppressed throughout the time course. Based on our zebrafish RNA-seq findings, this result points to an extra-epidermal Cyp1a1 H2O2-dependent response as it is known to be specifically enriched in intestinal tissue95 (Fig. 1b). For genes implicated in keratinocyte migration and growth, there was for the most part an elevated bi-phasic expression pattern over the time course. Interestingly, genes involved in the Foxo1 signaling pathway implicated as positive regulators of cell movement were all elevated after H2O2 treatment. Stress response and apoptosis factors were elevated, suppressed or exhibited no change after H2O2 treatment, suggesting a “balancing effect” to modulate stress or death responses. Importantly, we observed similar responses of both Cyp24a1 and Nfkbia in HaCaT cells compared to zebrafish after H2O2 treatment (compare Figs 1f and 6d), suggesting a conserved role for H2O2 on members that regulate cell turnover and metabolism of steroid hormones. In addition, we only observed minimal effects on crucial indicators of keratinocyte differentiation (e.g. involucrin) over the time course (Fig. 6d). In order to further corroborate the H2O2-mediated gene expression profile not only observed in HaCaT cells but in our zebrafish RNA-seq data as well, we utilized another human epidermal keratinocyte line (HEK01) which retains normal epidermotropic responses96 (Fig. S2) in RT-qPCR studies. We show statistically significant transcriptional increases in cell migration and growth factor binding proteins such as Itgb4 (integrin beta 4) and Igfbp1 (insulin growth factor binding protein 1) in HEK01 cells treated with H2O2 respectively (Fig. 6e). These transcripts were also elevated in our zebrafish RNA-seq data (Worksheet 1). Furthermore, we observed increases in Foxo1, Hmox1 and Hspa1l (heat shock 70 kDa protein 1 L), but not in Ivl (involucrin) message levels after H2O2 treatment, suggesting a cytoprotective and pro-migratory cellular phenotype. Overall, many of the genes (e.g. hmox1, cyp24a1, mmp13, il6st, hspa1l) from the zebrafish RNA-seq studies followed similar expression patterns when compared to human epidermal cells treated with H2O2.
Lastly, in order to provide evidence of cell-autonomous signaling conservation, we utilized HEK01 keratinocytes to pharmacologically inhibit IKK, one of the major upstream pathways predicted to be activated by H2O2 in zebrafish. While we observed accelerated gap closure when wildtype HEK01 cells were treated with low (0.1%) H2O2 (Fig. 7a), scratch-induced migration was blocked when cells were treated with the IKK kinase inhibitor Wedelolactone, even in the presence of H2O2. Thus IKK signaling appears to be downstream and dependent on H2O2. To corroborate these findings, we monitored H2O2 and IKKα localization after scratch injury. H2O2 was specifically and rapidly detected via a chemical H2O2 sensor in injured keratinocytes at the scratch margin (Fig. 7b). Similarly, anti-IKKα immunofluorescence staining revealed increased accumulation of IKKα in picnotic peri-nuclear and cytoplasmic subcellular domains specifically within keratinocytes at the scratch wound margin (Fig. 7c). These findings indicate that IKK may play an important functional role in response to injury, which corroborates our inhibitor results. Collectively, our findings provide support of the conserved wound repair-promoting functions of H2O2 in the epidermal cells (Fig. 7d).
A plethora of recent scientific findings strengthens the role of H2O2 in signal transduction within human and murine systems97. Within both a mouse wound healing model24 and human HaCaT keratinocyte culture system26, H2O2 has been shown to increase keratinocyte viability and migration after injury. Likewise within non-mammalian vertebrate systems, such as zebrafish, findings suggest that H2O2 is a crucial second messenger for growth factors and cytokines in the regeneration of axons and the recruitment of leukocytes to the wound during repair20,21,23. Our RNA-seq data of zebrafish larvae treated with low concentrations of H2O2 suggests that the activation of conserved pro-survival and migratory pathways are in agreement with findings from higher organisms. Interpretation of the RNA-seq data is difficult to assess without tissue- and cell-type specific filtering strategies, although much of the responses appear to be epithelial in nature (Fig. 1b). For example, in the context of tail fin amputation, sustained ROS signals can activate both apoptotic and proliferative pathways necessary for blastema formation and tissue regeneration when appraised collectively98. In addition, certain cutaneous cell types such as damaged sensory nerves, which exhibit their own unique transcript profile, help activate keratinocyte migration by the release of specialized trophic factors99. For this reason, we attempted to stratify keratinocyte and extra-epidermal effects by comparing our H2O2-treated zebrafish findings with a human HaCaT microarray study. We are also aware that H2O2 signal transduction is largely mediated through post-translational modifications (PTMs) of target proteins such as kinases that can regulate downstream transcription factors15. These H2O2-related PTMs are capable of oxidizing, unfolding and inactivating or activating certain types of proteins like kinases and tyrosine phosphatases within catalytic domains to regulate downstream cascades100. Yet the goal of this study was not to study these post-translational events per se, but rather the relevance of those downstream transcriptional targets which may be modulated by putative post-translational influences, such as upstream activity of IKKα, as identified in our study (Fig. 5a).
In this study we provide a comprehensive overview of the genome-wide effects of H2O2 treatment of larval zebrafish using next generation sequencing. Given the known positive effects of low H2O2 levels on injury-induced cell migration, we sought to identify novel sets of genes associated with H2O2 treatment alone. In an unbiased manner through functional annotation and upstream regulator analyses, we observed cell migration and survival pathways to be highly enriched in our zebrafish RNA-seq data. For example, we identified novel ECM regulatory factors that may play a role in H2O2-induced cell migration (Fig. 3c and Worksheet 3). It is known that interstitial reserves of collagenases, proteinases and plasminogen activator within epidermal cells is necessary to degrade the ECM for active migration during repair and we provide evidence of other factors which may regulate this specific process. We also identified sets of adhesion factors regulated by H2O2, which may feed into known keratinocyte integrin receptors commonly overexpressed after injury. These receptors function to ligate with newly synthesized and processed basement membrane proteins adjacent to the wound margin for proper anchorage of cells101,102. Further studies are required to characterize our identified factors as they relate to tissue injury.
From the analysis of our zebrafish RNA-seq data it became obvious that low levels of H2O2 promote an overall beneficial outcome. The Foxo1 downstream genes involved in lipid metabolism that were up regulated after H2O2 treatment include g6pc, gpam, and pck1, indicative of activation of a metabolic process to support energy-demanding activities such as cell migration (Worksheet 4). Importantly, the effects of H2O2 on the Foxo1 and TGFβ signaling pathways to promote cell migration appear to be conserved between zebrafish and human epidermal cells (Figs 4a and 6d,e). Upregulated genes involved in cell communication, i.e. signaling or attachment between another cell and ECM, include rictor, traf6 and hmox1. Rictor is part of the mTOR complex and controls cell growth and survival via the actin cytoskeleton103. Importantly, activation of the mTOR signaling pathway plays a positive role during wound repair, as recent studies have shown that epithelial-specific ablation of Pten and Tsc1 (inhibitors of mTOR) can further increase epithelial cell migration and wound healing104.
We identified a set of enriched vitamin D signaling pathway genes (cyp24a1, cebpb, igfbp1, klf4) that were influenced by H2O2 treatment (Worksheet 5). As mentioned previously, upregulation of cyp24a1, which is responsible for 1,25D3 VDR ligand decomposition, suggests suppression of the vitamin D system by H2O2 in both zebrafish and human skin cells (Fig. 6). Interestingly, klf4 (kruppel-like factor 4) message was significantly downregulated after H2O2 treatment (Fig. 4b and Worksheet 5). KLF4 is a putative tumor suppressor and known epidermis-enriched transcription factor that facilitates the differentiation of epidermal layers105. Importantly, it was previously shown that 1,25D3-mediated induction of KLF4 within human epidermal keratinocytes supports the differentiation and barrier functions of the skin106. Therefore based on previous and our current findings, it is likely that H2O2 converges on the vitamin D genomic network in epidermal keratinocytes through KLF4 during H2O2-induced cell migration. It is currently unclear whether KLF4 is a direct transcriptional target of the VDR in keratinocytes.
With regard to cell proliferation in the context of tissue injury, the role of H2O2 is unclear. In one study, in vitro scratch assays using injured keratinocytes showed limited proliferative effects based on genome-wide microarray analysis69. H2O2 has been detected in mouse wound sites24,107 and edges25 and its elimination by catalase over-expression in mice delays wound closure25. Migrating keratinocytes of acute wounds track behind proliferative keratinocytes in vivo and revert back to their original differentiated phenotype toward proper wound closure6. H2O2 treatment is known to result in EGFR phosphorylation, as well as phosphorylation of the ERK1/2 cell stress transducer which is a mitogen-activated protein kinase (MAPK) member26, but the in vivo context is unknown. Within the Egf upstream network, the downstream upregulated cell migration-related genes (cxcr4, hmox1, mmp9) overlapped with many of the H2O2-related genes, yet the underlying cross-talk relationships remain unknown. For example, within the anti-apoptosis gene cluster, the STAT inhibitor, socs3, was upregulated after H2O2 treatment, which is consistent with increased cxcr4 to potentially block JAK/STAT3-mediated cell proliferation and growth involved in a negative feedback loop86. Furthermore, EGF was shown to promote tyrosine phosphorylation of SOCS3 which inhibits JAK/STAT signaling108 to potentially ensure keratinocyte migration through the interactions with the Ras pathway109,110. How our newly identified H2O2-mediated anti-apoptotic factors are involved in the tissue repair process will require further studies as well.
In this study, we showed that H2O2-mediated activation of NF-κB was conserved in zebrafish larvae as in other mammalian model systems, yet how H2O2 activates NF-κB is not fully understood111. As previously mentioned, NF-κB activation by H2O2 can occur through multiple mechanisms and cell types55,56,57. This would include, based on our results, the downregulation of nfkbiaa (IκBα homologue) transcript. NF-κB resting activity is generally maintained through its cytoplasmic associations and sequestration with inhibitor proteins such as IκBα112. Classically, in order for NF-κB to become activated, IκBα is phosphorylated and ubiquitinated so that the nuclear localization signals are exposed for NF-κB’s translocation. Another caveat to the upstream regulation of NF-κB activity is that phosphorylation of IκBα is catalyzed by IκBα kinase (IKK) which comprises of IKKα, IKKβ and IKKγ112. It is known that H2O2 can activate IKKs in certain cell types such as murine fibroblasts113, the consequence of which may lead to increased phosphorylation of catalytic IKK subunits114. Alternatively, it is possible that H2O2 may regulate kinases upstream of IKK to modulate NF-κB activity111. Interestingly based on our RNA-seq data, IKKα was predicted to be a major upstream regulator of H2O2 signaling. Furthermore, we observed intracellular cytoplasmic and perinuclear accumulation of IKKα within injured human keratinocytes, which are also known to exhibit increased H2O2 levels upon wounding. This observation may suggest key IKK interactions and activities in specific intracellular domains during injury. Also, this feature is unique to IKKα’s known nuclear function during epidermal differentiation and barrier roles in the skin115. In the differentiated epidermis, IKKα has additional kinase- and NF-κB-independent nuclear repressor functions to maintain skin homeostasis115,116,117,118. Importantly, inhibition of functional IKK attenuated keratinocyte migration suggesting a positive role of cytoplasmic and peri-nuclear IKKα. Therefore, it is likely that H2O2 converges on combined upstream post-translational and downstream genomic NF-κB activating pathways that occurs through rapid IKKα activation and nfkbiaa/IκBα transcriptional downregulation within epidermal cells, respectively. It is our contention that low H2O2 levels favor NF-κB signaling to promote increased cellular survival, as there are few examples where NF-κB contributes to cell death119, supporting the overall cytoprotective theme. Furthermore, IKKα may have alternative distinct targets besides the NF-κB system upon H2O2 treatment, which will require future investigations.
Materials and Methods
The study was carried out in accordance with the approved NIH guidelines.
Zebrafish (nacre strain) were bred and raised according to established protocols. All efforts were made to minimize suffering, using a 1:1000 dilution of 2-phenoxyethanol for anesthesia and 1:500 dilution of 2-phenoxyethanol for euthanasia. Zebrafish embryos and larvae were handled in strict accordance with good animal practice as approved by the appropriate committee (MDI Biological Laboratory animal core IACUC number 13–20). This study was approved by the National Human Genome Research Institute Animal Care and Use Committee, MDIBL Institutional Assurance # A-3562-01 under protocol # 14-09. Embryos were kept on a 14:10hr light/dark cycle at 28.5 °C and maintained in Ringers solution. All efforts were made to minimize suffering and tricaine was used for euthanasia.
H2O2 treatment, RNA isolation and preparation for RNA-sequencing
Pools of about 500 embryos for each of three biological replicates were derived from 5 independent mating pairs and raised under separate conditions to larval stages until 4 dpf. Larvae were anesthetized in Tricaine (Sigma-Aldrich, USA) and treated for 3 hours with 3 mM (0.01%) H2O2. All larvae were subsequently homogenized in Trizol (Life Technologies, USA) and total RNA was extracted using a chloroform extraction protocol and treated with DNAse. Messenger RNA (mRNA) was subsequently purified from total RNA using biotin-tagged poly-dT oligonucleotides and streptavidin-coated magnetic beads (mRNA Seq Sample Prep kit; Illumina Inc.), followed by quality control using an Agilent Technologies 2100 Bioanalyzer (values > 7 were used for sequencing). The poly(A)-tailed mRNA samples were fragmented and double-stranded cDNA generated by random priming for deep sequencing studies.
Library preparation and sequencing for RNA-seq
To generate each bar-coded RNA-seq library, the ends of the fragmented cDNA were converted into phosphorylated blunt ends. An ‘A’ base was added to the 3′ ends and Illumina®-specific adaptors were ligated to the cDNA fragments. Using magnetic bead technology, the ligated fragments were size-selected and a final PCR was performed to enrich the adapter-modified cDNA fragments using primers annealing to the adaptors. In this approach, only the cDNA fragments with adaptors at both ends were amplified. Sequencing libraries were validated using an Agilent Technologies 2100 Bioanalyzer to characterize cDNA fragment sizes. The concentration of cDNA fragments with the correct adapters on both sides was then determined using a quantitative PCR strategy (KapaBiosystem, Cambridge, MA). Paired-end sequencing was performed on the Illumina® HiSeq2000 using a sequencing-by-synthesis process. To minimize sequencing batch effects, all samples were bar-coded. Barcoded sequencing libraries representing all six samples were multiplexed and sequenced on a single lane of an IlluminaHiSeq2000 using manufacturer’s protocols. A total of 246,647,690 pairs of 100 bp paired-end sequences were generated with each sample having between 37.6–49.8 million pairs per library. RNA-seq data has been submitted to NCBI (GEO accession: GSE75728).
Mapping, quantification and classification analyses of RNA-seq data
Sequence quality was assessed using Fastqc QC (v0.5; http://www.bioinformatics.babraham.ac.uk/projects/fastqc) and trimmed using Trimmomatic (v. 0.32)120. RSEM (v 1.2.16)39 was used to align paired-end sequence reads to transcript annotated by Ensembl (v. 73) from the zebrafish genome (Zv9). Transcript abundance, expressed as read counts per million (CPM), were analyzed using R/edgeR (v. 3.8.0)40. Pearson correlation was calculated between samples to examine within and between group variation of log2(CPM) values in R (v. 3.1; http://r-project.org). Down/upstream/enriched pathway and functional classification analyses were performed using a combination of programs (PANTHER v9.063; DAVID121) with mapped genes. Data were analyzed through the use of QIAGEN’s Ingenuity® Pathway Analysis (IPA®, QIAGEN Redwood City, www.qiagen.com/ingenuity).
Total RNA was purified using the Qiagen RNeasy mini kit (Qiagen, Valencia, CA). RNA was reversed-transcribed using Superscript reverse transcriptase (Invitrogen) and random hexamer primers. Gene expression was normalized with actin/18sRNA mRNA and analyzed using the comparative CT Livak method (Livak, Schmittgen 2001) using Brilliant II SYBR® Green qPCR Master Mix (Agilent). Primers used are listed in Table S4.
Cross comparison of Zebrafish RNA-seq and human HaCaT (keratinocyte) genome-wide microarray data
H2O2-mediated differentially regulated genes in human skin epithelial keratinocytes (HaCaT) were determined from publicly available gene expression data36 (GEO accession: 46343; www.ncbi.nih.gov/geo) using Comprehensive R based Microarray Analysis (±log2FC)94. The IDs of genes which were differentially regulated in zebrafish after H2O2 treatment were converted to human gene IDs using DAVID. Not all zebrafish larval transcript names could be converted to a human orthologue.
H2O2 treatment, imaging and data analysis of wildtype, EPRE:GFP and Tg(NF-κB:EGFP) zebrafish
Four days post fertilization (dpf) wildtype larvae were treated with pentafluorobenzenesulfonyl-fluorescein (HPF) and 0.01% (3 mM) H2O2 or with HPF alone for 3 hours and static images were recorded using a FV1000 (Olympus) confocal microscope. Uninjured and amputated caudal fins of 3 dpf EPRE:GFP larvae were recorded in 12hr time-lapse movies (one stack every 30 min) on a FV1000 (Olympus) confocal microscope. Three dpf larvae of the Tg(NF-κB:EGFP) reporter strain59 either untreated or treated with 0.01% (3 mM) H2O2 were imaged using a FV1000 (Olympus) confocal microscope. Both whole larvae (upper) and tail fins were imaged separately at the beginning and end (2hr post treatment) of an experiment. Quantitative analysis using relative mean fluoresces of the z-stack projected images using ImageJ were performed from three independent experiments using Surface Plot and Measurement tools.
Human keratinocyte (HEK01) scratch wound, inhibition and immunofluorescence assays
HPV-16 transformed human epidermal keratinocytes (HEK01; ATTC, CRL-2404) were maintained in keratinocyte-serum free (KSF) medium (Gibco-Brl 17005-042) supplemented with 5 ng/ml human recombinant EGF, low CaCl2 (0.06 mM) and 2 mM L-glutamine. Cells were incubated with 8% CO2 and 92% humidified atmosphere at 34 °C and seeded (4 × 104 cells/cm2) in glass bottom tissue culture plates pre-coated with type I collagen (Gibco-Brl, R-011-K). The scratch assay was used to evaluate cell migration and wound recovery (Goetsch KP, Niesler CU, 2011). Cells were grown to confluence, replaced with EGF-minus media for 12hr, refreshed with complete media and glass Pasteur pipette tips were used to make vertical scratches with maximal diameters along the surface of the vessels. Wells were immediately washed with PBS to avoid re-plating of disassociated cells. Migration of cells was documented with time-lapse imaging immediately after scratching using a motorized/heated stage and the average change in migration distance was calculated using >16 lines (grid) spanning scratch margins distributed equally. HEK01 were pre-treated for 15 min with the IKK inhibitor at concentrations of 50 μM. IKK wedelolactone (Millipore, 401474; IC50 = 10 μM) inhibitor was kept as a stock solution in DMSO. For immunofluorescence staining, HEK01 were fixed in 4% PFA (15 min) and permeabilized in 0.25% triton-X (10 min) at room temperature. HEKs were blocked with 1%BSA/10% goat serum/0.1% Tween-20 in PBS (30 min) and incubated with primary antibodies (IKKα, Abcam, ab4111; 1:200–500) in blocking buffer overnight at 4 °C. Cells were washed and then labeled with AlexaFluor®488 anti-rabbit IgG (Molecular Probes, Invitrogen) and DAPI. Laser confocal scanning microscopy images were obtained using an inverted Olympus FV1000 confocal microscope. A series of three-dimensional “z-axis” image projections of entire cell axial depths were obtained in XYZ scan mode set to 1–3 μm/slice and a sample speed of 12.5 (μs/pixel) to obtain orthoganol views. HEK01 were pretreated for 30 min with the H2O2 sensor (HPF, Millipore, cat. nr. 386794; C28H13F5O8S or acetyl, pentafluorobenzenesulfonyl fluorescein), scratched and then detected. Briefly, a 473-nm laser beam was used to epi-illuminate a H2O2 sensor kept in DMSO (vehicle). In initial experiments, the optimal signal:noise ratio was empirically determined (1 μM).
GraphPad Prism version 4.0 (GraphPad Software Inc., San Diego, CA, U.S.A.) was used for statistical analyses. Data were analyzed using t-test for comparisons of two or one-way ANOVA for comparisons of groups equal to or greater than three. P ≤ 0.05 was considered significant.
How to cite this article: Lisse, T. S. et al. Comparative transcriptomic profiling of hydrogen peroxide signaling networks in zebrafish and human keratinocytes: Implications toward conservation, migration and wound healing. Sci. Rep. 6, 20328; doi: 10.1038/srep20328 (2016).
Fuchs, E. Keratins and the skin. Annu Rev Cell Dev Biol 11, 123–153 (1995).
Rieger, S., Zhao, H., Martin, P., Abe, K. & Lisse, T. S. The role of nuclear hormone receptors in cutaneous wound repair. Cell biochemistry and function 33, 1–13 (2015).
Gurtner, G. C., Werner, S., Barrandon, Y. & Longaker, M. T. Wound repair and regeneration. Nature 453, 314–321 (2008).
Arwert, E. N., Hoste, E. & Watt, F. M. Epithelial stem cells, wound healing and cancer. Nat Rev Cancer 12, 170–180 (2012).
Lu, C. P. et al. Identification of stem cell populations in sweat glands and ducts reveals roles in homeostasis and wound repair. Cell 150, 136–150 (2012).
Usui, M. L. et al. Morphological evidence for the role of suprabasal keratinocytes in wound reepithelialization. Wound repair and regeneration: official publication of the Wound Healing Society [and] the European Tissue Repair Society 13, 468–479 (2005).
Sen, C. K. & Roy, S. OxymiRs in cutaneous development, wound repair and regeneration. Semin Cell Dev Biol 23, 971–980 (2012).
Whyte, J. L., Smith, A. A. & Helms, J. A. Wnt signaling and injury repair. Cold Spring Harb Perspect Biol 4, a008078 (2012).
Stappenbeck, T. S. & Miyoshi, H. The role of stromal stem cells in tissue regeneration and wound repair. Science 324, 1666–1669 (2009).
Love, N. R. et al. Amputation-induced reactive oxygen species are required for successful Xenopus tadpole tail regeneration. Nat Cell Biol 15, 222–228 (2013).
Halliwell, B. Reactive species and antioxidants. Redox biology is a fundamental theme of aerobic life. Plant physiology 141, 312–322 (2006).
Rao, G. N. & Berk, B. C. Active oxygen species stimulate vascular smooth muscle cell growth and proto-oncogene expression. Circulation research 70, 593–599 (1992).
Toone, W. M. & Jones, N. Stress-activated signalling pathways in yeast. Genes to cells: devoted to molecular & cellular mechanisms 3, 485–498 (1998).
Gough, D. R. & Cotter, T. G. Hydrogen peroxide: a Jekyll and Hyde signalling molecule. Cell death & disease 2, e213 (2011).
Karin, M. & Shaulian, E. AP-1: linking hydrogen peroxide and oxidative stress to the control of cell proliferation and death. IUBMB life 52, 17–24 (2001).
Paulsen, C. E. et al. Peroxide-dependent sulfenylation of the EGFR catalytic site enhances kinase activity. Nat Chem Biol 8, 57–64, doi: 10.1038/nchembio.736 (2012).
Foreman, J. et al. Reactive oxygen species produced by NADPH oxidase regulate plant cell growth. Nature 422, 442–446 (2003).
Gapper, C. & Dolan, L. Control of plant development by reactive oxygen species. Plant physiology 141, 341–345 (2006).
Orozco-Cardenas, M. & Ryan, C. A. Hydrogen peroxide is generated systemically in plant leaves by wounding and systemin via the octadecanoid pathway. Proceedings of the National Academy of Sciences of the United States of America 96, 6553–6557 (1999).
Yoo, S. K., Starnes, T. W., Deng, Q. & Huttenlocher, A. Lyn is a redox sensor that mediates leukocyte wound attraction in vivo. Nature 480, 109–112 (2011).
Niethammer, P., Grabher, C., Look, A. T. & Mitchison, T. J. A tissue-scale gradient of hydrogen peroxide mediates rapid wound detection in zebrafish. Nature 459, 996–999 (2009).
Tauzin, S., Starnes, T. W., Becker, F. B., Lam, P. Y. & Huttenlocher, A. Redox and Src family kinase signaling control leukocyte wound attraction and neutrophil reverse migration. J Cell Biol 207, 589–598 (2014).
Rieger, S. & Sagasti, A. Hydrogen peroxide promotes injury-induced peripheral sensory axon regeneration in the zebrafish skin. Plos Biol 9, e1000621 (2011).
Loo, A. E. et al. Effects of hydrogen peroxide on wound healing in mice in relation to oxidative damage. PloS one 7, e49215 (2012).
Roy, S., Khanna, S., Nallu, K., Hunt, T. K. & Sen, C. K. Dermal wound healing is subject to redox control. Mol Ther 13, 211–220 (2006).
Loo, A. E., Ho, R. & Halliwell, B. Mechanism of hydrogen peroxide-induced keratinocyte migration in a scratch-wound model. Free radical biology & medicine 51, 884–892 (2011).
Pan, Q., Qiu, W. Y., Huo, Y. N., Yao, Y. F. & Lou, M. F. Low levels of hydrogen peroxide stimulate corneal epithelial cell adhesion, migration and wound healing. Investigative ophthalmology & visual science 52, 1723–1734 (2011).
Loo, A. E. & Halliwell, B. Effects of hydrogen peroxide in a keratinocyte-fibroblast co-culture model of wound healing. Biochemical and biophysical research communications 423, 253–258 (2012).
Zeigler, M. E., Chi, Y., Schmidt, T. & Varani, J. Role of ERK and JNK pathways in regulating cell motility and matrix metalloproteinase 9 production in growth factor-stimulated human epidermal keratinocytes. Journal of cellular physiology 180, 271–284 (1999).
Li, W. et al. The p38-MAPK/SAPK pathway is required for human keratinocyte migration on dermal collagen. The Journal of investigative dermatology 117, 1601–1611 (2001).
Knebel, A., Rahmsdorf, H. J., Ullrich, A. & Herrlich, P. Dephosphorylation of receptor tyrosine kinases as target of regulation by radiation, oxidants or alkylating agents. The Embo journal 15, 5314–5325 (1996).
Xu, Y. et al. Unraveling the role of hydrogen peroxide in alpha-synuclein aggregation using an ultrasensitive nanoplasmonic probe. Analytical chemistry 87, 1968–1973 (2015).
Arita-Okubo, S. et al. Role of Hic-5 in the formation of microvilli-like structures and the monocyte-endothelial interaction that accelerates atherosclerosis. Cardiovascular research 105, 361–371 (2015).
Halliwell, B. Reactive oxygen species and the central nervous system. Journal of neurochemistry 59, 1609–1623 (1992).
Anderton, B. Free radicals on the mind. Hydrogen peroxide mediates amyloid beta protein toxicity. Human & experimental toxicology 13, 719 (1994).
Schmidt, A. et al. Non-thermal plasma treatment is associated with changes in transcriptome of human epithelial skin cells. Free Radic Res 47, 577–592 (2013).
Flicek, P. et al. Ensembl 2014. Nucleic acids research 42, D749–755 (2014).
Howe, K. et al. The zebrafish reference genome sequence and its relationship to the human genome. Nature 496, 498–503 (2013).
Li, B. & Dewey, C. N. RSEM: accurate transcript quantification from RNA-Seq data with or without a reference genome. Bmc bioinformatics 12, 323 (2011).
Robinson, M. D., McCarthy, D. J. & Smyth, G. K. edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics 26, 139–140 (2010).
Morano, K. A. New tricks for an old dog: the evolving world of Hsp70. Annals of the New York Academy of Sciences 1113, 1–14 (2007).
Kong, Y. et al. Matrix metalloproteinase activity modulates tumor size, cell motility and cell invasiveness in murine aggressive fibromatosis. Cancer research 64, 5795–5803 (2004).
Hattori, N. et al. MMP-13 plays a role in keratinocyte migration, angiogenesis and contraction in mouse skin wound healing. The American journal of pathology 175, 533–546 (2009).
Griffin, E. A., Jr., Staknis, D. & Weitz, C. J. Light-independent role of CRY1 and CRY2 in the mammalian circadian clock. Science 286, 768–771 (1999).
Yu, H. et al. Cryptochrome 1 overexpression correlates with tumor progression and poor prognosis in patients with colorectal cancer. PloS one 8, e61679 (2013).
Ohtani, K. et al. Cell growth-regulated expression of mammalian MCM5 and MCM6 genes mediated by the transcription factor E2F. Oncogene 18, 2299–2309 (1999).
Nelson, D. R. et al. Comparison of cytochrome P450 (CYP) genes from the mouse and human genomes, including nomenclature recommendations for genes, pseudogenes and alternative-splice variants. Pharmacogenetics 14, 1–18 (2004).
Lisse, T. S., Chun, R. F., Rieger, S., Adams, J. S. & Hewison, M. Vitamin D activation of functionally distinct regulatory miRNAs in primary human osteoblasts. Journal of bone and mineral research: the official journal of the American Society for Bone and Mineral Research 28, 1478–1488 (2013).
Lisse, T. S. & Hewison, M. Vitamin D: a new player in the world of mTOR signaling. Cell cycle 10, 1888–1889 (2011).
Lisse, T. S., Hewison, M. & Adams, J. S. Hormone response element binding proteins: novel regulators of vitamin D and estrogen signaling. Steroids 76, 331–339 (2011).
Lisse, T. S. et al. The vitamin D receptor is required for activation of cWnt and hedgehog signaling in keratinocytes. Molecular endocrinology 28, 1698–1706 (2014).
Ooe, N., Saito, K., Mikami, N., Nakatuka, I. & Kaneko, H. Identification of a novel basic helix-loop-helix-PAS factor, NXF, reveals a Sim2 competitive, positive regulatory role in dendritic-cytoskeleton modulator drebrin gene expression. Mol Cell Biol 24, 608–616 (2004).
Frileux, C., Gillot, C. & Le Baleur, A. [Limitation of surgical indications in postoperative recurrence of varicose veins]. Phlebologie 35, 865–871 (1982).
Widmer, C. et al. Molecular basis for the action of the collagen-specific chaperone Hsp47/SERPINH1 and its structure-specific client recognition. Proceedings of the National Academy of Sciences of the United States of America 109, 13243–13247 (2012).
Schreck, R., Rieber, P. & Baeuerle, P. A. Reactive oxygen intermediates as apparently widely used messengers in the activation of the NF-kappa B transcription factor and HIV-1. The Embo journal 10, 2247–2258 (1991).
Takada, Y. et al. Hydrogen peroxide activates NF-kappa B through tyrosine phosphorylation of I kappa B alpha and serine phosphorylation of p65: evidence for the involvement of I kappa B alpha kinase and Syk protein-tyrosine kinase. The Journal of biological chemistry 278, 24233–24241 (2003).
Enesa, K. et al. Hydrogen peroxide prolongs nuclear localization of NF-kappaB in activated cells by suppressing negative regulatory mechanisms. The Journal of biological chemistry 283, 18582–18590 (2008).
Correa, R. G. et al. Zebrafish IkappaB kinase 1 negatively regulates NF-kappaB activity. Curr Biol 15, 1291–1295 (2005).
Kanther, M. et al. Microbial colonization induces dynamic temporal and spatial patterns of NF-kappaB activation in the zebrafish digestive tract. Gastroenterology 141, 197–207 (2011).
Lisse, T. S. et al. Gene targeting by the vitamin D response element binding protein reveals a role for vitamin D in osteoblast mTOR signaling. FASEB journal: official publication of the Federation of American Societies for Experimental Biology 25, 937–947 (2011).
Mine, N., Iwamoto, R. & Mekada, E. HB-EGF promotes epithelial cell migration in eyelid development. Development 132, 4317–4326 (2005).
Zemans, R. L. et al. Role of beta-catenin-regulated CCN matricellular proteins in epithelial repair after inflammatory lung injury. Am J Physiol Lung Cell Mol Physiol 304, L415–427 (2013).
Thomas, P. D. et al. PANTHER: a browsable database of gene products organized by biological function, using curated protein family and subfamily classification. Nucleic acids research 31, 334–341 (2003).
Kramer, A., Green, J., Pollard, J., Jr. & Tugendreich, S. Causal analysis approaches in Ingenuity Pathway Analysis. Bioinformatics 30, 523–530 (2014).
Brembeck, F. H., Opitz, O. G., Libermann, T. A. & Rustgi, A. K. Dual function of the epithelial specific ets transcription factor, ELF3, in modulating differentiation. Oncogene 19, 1941–1949 (2000).
Takahashi, S., Takahashi, Y., Yoshimi, T. & Miura, T. Oxygen tension regulates heme oxygenase-1 gene expression in mammalian cell lines. Cell biochemistry and function 16, 183–193 (1998).
Zhang, L. et al. Heme oxygenase-1 promotes Caco-2 cell proliferation and migration by targeting CTNND1. Chin Med J (Engl) 126, 3057–3063 (2013).
Perluigi, M. et al. Effects of UVB-induced oxidative stress on protein expression and specific protein oxidation in normal human epithelial keratinocytes: a proteomic approach. Proteome Sci 8, 13 (2010).
Fitsialos, G. et al. Transcriptional signature of epidermal keratinocytes subjected to in vitro scratch wounding reveals selective roles for ERK1/2, p38 and phosphatidylinositol 3-kinase signaling pathways. The Journal of biological chemistry 282, 15090–15102 (2007).
Simpson, K. J. et al. Identification of genes that regulate epithelial cell migration using an siRNA screening approach. Nat Cell Biol 10, 1027–1038 (2008).
Harper, E. G., Alvares, S. M. & Carter, W. G. Wounding activates p38 map kinase and activation transcription factor 3 in leading keratinocytes. Journal of cell science 118, 3471–3485 (2005).
Yoshida, T. et al. ATF3 protects against renal ischemia-reperfusion injury. J Am Soc Nephrol 19, 217–224 (2008).
Carrier, F. et al. Characterization of human Gadd45, a p53-regulated protein. The Journal of biological chemistry 269, 32672–32677 (1994).
Shan, Z., Li, G., Zhan, Q. & Li, D. Gadd45a inhibits cell migration and invasion by altering the global RNA expression. Cancer Biol Ther 13, 1112–1122 (2012).
Zabalawi, M. et al. Induction of fatal inflammation in LDL receptor and ApoA-I double-knockout mice fed dietary fat and cholesterol. The American journal of pathology 163, 1201–1213 (2003).
Sgarbossa, A. et al. Phenylpropanoid glycosides from plant cell cultures induce heme oxygenase 1 gene expression in a human keratinocyte cell line by affecting the balance of NRF2 and BACH1 transcription factors. Chem Biol Interact 199, 87–95 (2012).
Soo, C. et al. Differential expression of matrix metalloproteinases and their tissue-derived inhibitors in cutaneous wound repair. Plast Reconstr Surg 105, 638–647 (2000).
Poss, K. D. & Tonegawa, S. Reduced stress defense in heme oxygenase 1-deficient cells. Proceedings of the National Academy of Sciences of the United States of America 94, 10925–10930 (1997).
Mori, K., Shibanuma, M. & Nose, K. Invasive potential induced under long-term oxidative stress in mammary epithelial cells. Cancer research 64, 7464–7472 (2004).
Tiveron, M. C. & Cremer, H. CXCL12/CXCR4 signalling in neuronal cell migration. Curr Opin Neurobiol 18, 237–244 (2008).
Aman, A. & Piotrowski, T. Wnt/beta-catenin and Fgf signaling control collective cell migration by restricting chemokine receptor expression. Dev Cell 15, 749–761 (2008).
Xu, X. et al. Stromal cell-derived factor-1 enhances wound healing through recruiting bone marrow-derived mesenchymal stem cells to the wound area and promoting neovascularization. Cells Tissues Organs 197, 103–113 (2013).
Saccani, A. et al. Redox regulation of chemokine receptor expression. Proceedings of the National Academy of Sciences of the United States of America 97, 2761–2766 (2000).
Jiang, L. et al. The expression and role of stromal cell-derived factor-1alpha-CXCR4 axis in human dental pulp. J Endod 34, 939–944 (2008).
Sun, Y. X. et al. Skeletal localization and neutralization of the SDF-1(CXCL12)/CXCR4 axis blocks prostate cancer metastasis and growth in osseous sites in vivo. Journal of bone and mineral research: the official journal of the American Society for Bone and Mineral Research 20, 318–329 (2005).
Takekoshi, T. et al. CXCR4 negatively regulates keratinocyte proliferation in IL-23-mediated psoriasiform dermatitis. The Journal of investigative dermatology 133, 2530–2537 (2013).
Penzo, M., Habiel, D. M., Ramadass, M., Kew, R. R. & Marcu, K. B. Cell migration to CXCL12 requires simultaneous IKKalpha and IKKbeta-dependent NF-kappaB signaling. Biochimica et biophysica acta 1843, 1796–1804 (2014).
Kew, R. R., Penzo, M., Habiel, D. M. & Marcu, K. B. The IKKalpha-dependent NF-kappaB p52/RelB noncanonical pathway is essential to sustain a CXCL12 autocrine loop in cells migrating in response to HMGB1. Journal of immunology 188, 2380–2386 (2012).
Lee, J. M. & Johnson, J. A. An important role of Nrf2-ARE pathway in the cellular defense mechanism. J Biochem Mol Biol 37, 139–143 (2004).
Kusik, B. W., Carvan, M. J. & Udvadia, A. J. Detection of mercury in aquatic environments using EPRE reporter zebrafish. Mar Biotechnol (NY) 10, 750–757 (2008).
Kensler, T. W., Wakabayashi, N. & Biswal, S. Cell survival responses to environmental stresses via the Keap1-Nrf2-ARE pathway. Annu Rev Pharmacol Toxicol 47, 89–116 (2007).
Zhang, Y., Crouch, D. H., Yamamoto, M. & Hayes, J. D. Negative regulation of the Nrf1 transcription factor by its N-terminal domain is independent of Keap1: Nrf1, but not Nrf2, is targeted to the endoplasmic reticulum. Biochem J 399, 373–385 (2006).
Reichard, J. F., Motz, G. T. & Puga, A. Heme oxygenase-1 induction by NRF2 requires inactivation of the transcriptional repressor BACH1. Nucleic acids research 35, 7074–7086 (2007).
Rainer, J., Sanchez-Cabo, F., Stocker, G., Sturn, A. & Trajanoski, Z. CARMAweb: comprehensive R- and bioconductor-based web service for microarray data analysis. Nucleic acids research 34, W498–503 (2006).
Palasz, A. et al. Age-related changes in the mRNA levels of CYP1A1, CYP2B1/2 and CYP3A1 isoforms in rat small intestine. Genes Nutr 7, 197–207 (2012).
Sugerman, P. B. & Bigby, M. Preliminary functional analysis of human epidermal T cells. Arch Dermatol Res 292, 9–15 (2000).
Hirakawa, S., Saito, R., Ohara, H., Okuyama, R. & Aiba, S. Dual oxidase 1 induced by Th2 cytokines promotes STAT6 phosphorylation via oxidative inactivation of protein tyrosine phosphatase 1B in human epidermal keratinocytes. Journal of immunology 186, 4762–4770 (2011).
Gauron, C. et al. Sustained production of ROS triggers compensatory proliferation and is required for regeneration to proceed. Sci Rep 3, 2084 (2013).
Cheret, J. et al. Influence of sensory neuropeptides on human cutaneous wound healing process. J Dermatol Sci 74, 193–203 (2014).
Wang, Y. Y., Chen, S. M. & Li, H. Hydrogen peroxide stress stimulates phosphorylation of FoxO1 in rat aortic endothelial cells. Acta pharmacologica Sinica 31, 160–164 (2010).
Watt, F. M. Role of integrins in regulating epidermal adhesion, growth and differentiation. The Embo journal 21, 3919–3926 (2002).
Hamill, K. J. & McLean, W. H. The alpha-3 polypeptide chain of laminin 5: insight into wound healing responses from the study of genodermatoses. Clin Exp Dermatol 30, 398–404 (2005).
Sarbassov, D. D. et al. Rictor, a novel binding partner of mTOR, defines a rapamycin-insensitive and raptor-independent pathway that regulates the cytoskeleton. Curr Biol 14, 1296–1302 (2004).
Squarize, C. H., Castilho, R. M., Bugge, T. H. & Gutkind, J. S. Accelerated wound healing by mTOR activation in genetically defined mouse models. PloS one 5, e10643 (2010).
Jaubert, J., Cheng, J. & Segre, J. A. Ectopic expression of kruppel like factor 4 (Klf4) accelerates formation of the epidermal permeability barrier. Development 130, 2767–2777 (2003).
Lu, J. et al. Transcriptional profiling of keratinocytes reveals a vitamin D-regulated epidermal differentiation network. The Journal of investigative dermatology 124, 778–785 (2005).
Ojha, N. et al. Assessment of wound-site redox environment and the significance of Rac2 in cutaneous healing. Free radical biology & medicine 44, 682–691 (2008).
Cacalano, N. A., Sanden, D. & Johnston, J. A. Tyrosine-phosphorylated SOCS-3 inhibits STAT activation but binds to p120 RasGAP and activates Ras. Nat Cell Biol 3, 460–465 (2001).
Charvat, S., Le Griel, C., Chignol, M. C., Schmitt, D. & Serres, M. Ras-transfection up-regulated HaCaT cell migration: inhibition by Marimastat. Clin Exp Metastasis 17, 677–685 (1999).
Park, E. et al. Reduction in IkappaB kinase alpha expression promotes the development of skin papillomas and carcinomas. Cancer research 67, 9158–9168 (2007).
Morgan, M. J. & Liu, Z. G. Crosstalk of reactive oxygen species and NF-kappaB signaling. Cell research 21, 103–115 (2011).
Ghosh, S. & Karin, M. Missing pieces in the NF-kappaB puzzle. Cell 109 Suppl, S81–96 (2002).
Herscovitch, M. et al. Intermolecular disulfide bond formation in the NEMO dimer requires Cys54 and Cys347. Biochemical and biophysical research communications 367, 103–108 (2008).
Kamata, H., Manabe, T., Oka, S., Kamata, K. & Hirata, H. Hydrogen peroxide activates IkappaB kinases through phosphorylation of serine residues in the activation loops. Febs letters 519, 231–237 (2002).
Descargues, P., Sil, A. K. & Karin, M. IKKalpha, a critical regulator of epidermal differentiation and a suppressor of skin cancer. The EMBO journal 27, 2639–2647 (2008).
Fukazawa, C. et al. poky/chuk/ikk1 is required for differentiation of the zebrafish embryonic epidermis. Developmental biology 346, 272–283 (2010).
Hu, Y. et al. IKKalpha controls formation of the epidermis independently of NF-kappaB. Nature 410, 710–714 (2001).
Liu, B. et al. IKKalpha is required to maintain skin homeostasis and prevent skin cancer. Cancer Cell 14, 212–225 (2008).
Napetschnig, J. & Wu, H. Molecular basis of NF-kappaB signaling. Annual review of biophysics 42, 443–468 (2013).
Bolger, A. M., Lohse, M. & Usadel, B. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics 30, 2114–2120 (2014).
Huang da, W., Sherman, B. T. & Lempicki, R. A. Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat Protoc 4, 44–57 (2009).
We would like to thank Elizabeth Brochu (MDI Biological Laboratory) for her technical expertise with experiments performed in zebrafish. We further thank Adriana Pellegrini for critically reading the manuscript. Research reported in this publication was supported by an Institutional Development Award (IDeA) from the National Institute of General Medical Sciences of the National Institutes of Health under grant numbers P20GM104318 and P20GM103423 and an institutional award from the US Department of Army (USAMRMC) under grant number W81XWH-BAA.
The authors declare no competing financial interests.
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Lisse, T., King, B. & Rieger, S. Comparative transcriptomic profiling of hydrogen peroxide signaling networks in zebrafish and human keratinocytes: Implications toward conservation, migration and wound healing. Sci Rep 6, 20328 (2016). https://doi.org/10.1038/srep20328
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