Abstract
Integrins are surface adhesion molecules that, upon binding to ligands, cluster to form adhesion complexes. These adhesion complexes are comprised of structural and regulatory proteins that modulate a variety of cellular behaviors including differentiation, growth, and migration through bidirectional signaling activities. Aberrant integrin expression and activation in ovarian cancer plays a key role in the detachment of cancer cells from primary sites as well as migration, invasion, and spheroid formation. An emerging area is the activation or rearrangement of integrins due to mechanical stress in the tumor microenvironment, particularly in response to fluid shear stress imparted by currents of malignant ascites. This chapter describes the role of integrins in ovarian cancer with an emphasis on crosstalk with survival pathways, the effect of malignant ascites, and discusses the literature on integrin-targeting approaches in ovarian cancer, including targeted photochemistry for therapy and imaging.
Keywords
- ovarian cancer
- integrins
- ascites
- photodynamic therapy
- targeted photochemistry
1. Introduction
High-grade serous ovarian carcinoma (HGSOC, ovarian cancer) is the most common and most fatal type of gynecologic malignancy. HGSOC accounts for 75% of all epithelial ovarian cancers and for 5% of all cancer deaths [1, 2]. In most cases, HGSOC develops without symptoms and is diagnosed at an advanced stage, when malignant cells are already disseminated within the peritoneal cavity [2, 3]. Metastasis in ovarian cancer commonly occurs via transcoelomic routes, which is associated with cell detachment from the primary tumor site and dissemination as single cells or spheroids, where alterations in cell-cell and cell-extracellular matrix adhesion play a critical role [3, 4, 5]. Among the transmembrane adhesion molecules that have altered expression and function in many cancers, including in ovarian cancer, are integrins [6]. In humans, 24 different integrins are formed by specific combinations of 18 α and 8 β non-covalently bound heterodimer subunits [7, 8]. The large extracellular domains of integrins recognize specific amino acid sequences that are found on extracellular matrix (ECM) proteins such as fibronectin, collagen, laminin, and vitronectin. The short cytoplasmic tails in the c-terminus of integrins are linked to the actin cytoskeleton [7, 9]. Upon binding to ligands, integrins cluster to form adhesion complexes, which are comprised of proteins and enzymes that play roles in maintaining bidirectional signaling activities [10, 11]. In “outside-in” signaling, integrins that are bound to ECM ligands activate signaling pathways that lead to cellular responses, including survival and differentiation. Via this physical link, integrins can also transduce signals in a force-dependent manner, when the cell is exposed to mechanical stimuli. In “inside-out” signaling, intracellular conformational changes modulate the affinity of the integrins to ECM ligands [9, 10, 11, 12, 13]. Therefore, in addition to cell adhesion, a variety of cellular behaviors including differentiation, growth, and migration, can be mediated by integrins [7, 11]. In cancer, the expression and activation of integrins can be aberrant [14]. Additionally, since the ECM of solid tumors is usually disorganized and the crosslinking of ECM proteins is increased, integrin-mediated signaling is also altered, leading to the progression and drug resistance of the disease [15, 16]. Specifically in ovarian cancer, integrins play a key role in cancer cell detachment, migration, spheroid formation, and invasion, including as a result of the movement of fluid that accumulates within the peritoneal cavity, known as ascites (Figure 1) [5].
This review describes the role of integrins in ovarian cancer and discusses the current literature in integrin-targeted approaches for ovarian cancer, including photochemistry-based imaging and therapy.
2. Integrins in ovarian cancer and the significance of ascites
2.1 Integrins and integrin-associated survival pathways in ovarian cancer
The potential role of integrins in critical processes leading to ovarian cancer progression, including the detachment of cancer cells from primary sites, spheroid formation, migration, adhesion to secondary sites, and invasion has been reported by multiple groups [17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]. The clustering of collagen-binding integrins α2β1 and α3β1 is associated with increased expression and activity of matrix metalloproteinase-9 (MMP-9). An increase in activated MMP-9 is associated with the shedding of E-cadherin, a transmembrane glycoprotein that regulates cell-to-cell adhesion, and increased epithelial-mesenchymal transition (EMT), changes that are indicative of an invasive and metastatic phenotype in ovarian cancer cells [17, 18, 19, 20]. The αvβ6 integrin has also been associated with protease secretion and ECM degradation in ovarian cancer cell lines, both of which are indicators of invasive potential [21, 22, 23]. Collagen-binding integrins, including heterodimer α4β1, have also been implicated in ovarian cancer migration by Slack-Davis
In the context of integrins, disease progression, and drug resistance in ovarian cancer, cell signaling pathways, including PI3K/Akt, Ras/Raf/MEK/ERK, Wnt, YAP/TAZ, as well as crosstalk between integrins and the epidermal growth factor receptor (EGFR), have been most commonly investigated (Figure 2) [30, 31, 32, 33, 34, 35]. A key player in the activation of the aforementioned pathways is focal adhesion kinase (FAK), a tyrosine kinase that localizes to focal adhesions [34, 36, 37, 38, 39, 40]. The overexpression of FAK is frequently associated with advanced-stage ovarian cancer and with increased invasiveness [41], thus FAK inhibition has been investigated as a treatment approach for ovarian cancer [42, 43]. The following subsections describe the current state of the literature on integrin-mediated activation of key molecules and survival pathways that contribute to ovarian cancer progression.
2.1.1 PI3K/Akt pathway
The PI3K/Akt pathway transduces signals from the cell membrane to the cytoplasm and mediates fundamental cellular functions including proliferation and survival [44, 45]. Upon activation by a growth factor, receptor tyrosine kinases (RTKs) activate PI3K and trigger its conversion from phosphatidylinositol-4, 5-bisphosphate (PIP2) to phosphatidylinositol-3, 4, 5-triphosphate (PIP3). The serine/threonine kinase Akt interacts with PIP3, which causes its translocation to the plasma inner membrane, where it is phosphorylated by phosphatidylinositide-dependent kinase 1 (PDK1) and PDK2, known as Ser473-phosphorylated Akt kinase. The phosphorylated and activated Akt may interact with substrates that regulate cell growth and survival, including mTOR, Glycogen synthase kinase-3 (GSK3), Bad, and caspase-9. The PI3K/Akt pathway can also be activated by other cell surface receptors such as cytokine receptors and integrins. A recent study Zheng
Integrin-mediated activation of PI3K/Akt survival pathway involves the recruitment of FAK to the adhesion complex [36]. FAK interacts with the cytoplasmic tail of β-subunits on integrins and forms a dual kinase complex with c-Src. FAK can activate the PI3K/Akt pathway, either directly or through Src kinase. The relationship between FAK signaling and PI3K/Akt pathway-mediated resistance to taxane-based therapy has been demonstrated in a study Kang
2.1.2 Ras/Raf/MEK/ERK pathway
The Ras/Raf/MEK/ERK pathway, one of the major signaling cascades of the mitogen-activated protein kinase (MAPK) family, plays a key role in cell proliferation, differentiation, motility, and survival [46], and is dysregulated in one-third of human tumors [47]. Activation of this pathway can occur through a variety of mechanisms, including integrin-mediated cell adhesion or activation of membrane RTKs by extracellular stimuli such as growth factors, hormones, cytokines, and mitogens [48]. Although this pathway can be activated by either cell adhesion or growth factors, strong and sustainable ERK activation results from cooperative signaling by both RTKs and integrins [38, 49]. In RTK-mediated signaling, the activation of RTKs leads to the activation of the small GTP-binding protein Ras. Ras recruits Raf kinases to the cell membrane, which in turn activate MEK1 and MEK2, leading to the phosphorylation of ERK1 and ERK2, catalyzed by MEK. Phosphorylated ERK1 and ERK2 translocate to the nucleus and initiate phosphorylation of transcription factors, such as c-Myc, c-fos, Ets, and Elk1 [47]. In contrast to RTK signaling cascades, integrin-mediated signal transduction in this pathway is less dependent on Ras and is instead initiated by autophosphorylation of FAK and the formation of FAK-Src complexes [39]. According to the model for adhesion-mediated ERK activation suggested by Yee
As mentioned above, Shc phosphorylation by FAK and Src is an important step in integrin-mediated activation of the Ras/Raf/MEK/ERK pathway because only some integrins, including α1β1, α5β1, α6β4, and αvβ3, can recruit Shc to the FAK-Src complex [50]. Similarly, certain integrins, like αvβ6 integrin, play key roles in MEK/ERK activation which can lead to cancer-associated changes in the Ras/Raf/MEK/ERK pathway [31, 32]. Studies have shown that ERK activation, induced by thyroid hormone administration, in high αvβ3-expressing ovarian cancer cells enhances cell proliferation and survival, while inhibition of the Ras/Raf/MEK/ERK pathway increased ovarian cancer cell susceptibility to treatment in both chemosensitive and chemoresistant lines [51, 52, 53, 54]. In summary, integrin overexpression, notably that of αvβ3 and αvβ6 integrins, may contribute to ovarian cancer progression and resistance to therapies by promoting activation of the Ras/Raf/MEK/ERK pathway cooperatively with RTK-mediated signaling.
2.1.3 Wnt pathway
Wnt signaling cascades regulate multiple cellular processes including cell polarity, migration, adhesion, proliferation, and developmental events, such as embryogenesis and tissue morphogenesis [33, 55]. The two main Wnt pathways, non-canonical and canonical, are characterized by the involvement of β-catenin, which is one of the key components in cell-cell adhesion and cell migration, in addition to its role in Wnt-mediated gene transcription. In non-canonical signaling, small GTPases of the Rho family or heterotrimeric G proteins, independently from β-catenin, are activated to control cell polarity and calcium signaling, respectively [56, 57]. The Wnt/β-catenin pathway (a.k.a. canonical pathway) is initiated via the activation of the frizzled receptor by Wnt proteins [58]. Activated receptors recruit and activate the cytoplasmic protein Disheveled, which inactivates the β-catenin destruction complex that is composed of proteins, including Axin, Adenomatous Polyposis Coli (APC) and GSK-3β. Since β-catenin levels are kept low by the destruction complex, the inactivation of the complex enables cytoplasmic accumulation of β-catenin. Accumulated β-catenin then translocates to the nucleus and interacts with the TCF/LEF family proteins to control transcription [55, 56].
In cancer, Wnt signaling becomes dysregulated and Wnt target genes can regulate tumor progression and drug resistance [55, 58, 59]. The Wnt/β-catenin pathway is associated with poor prognosis in ovarian tumors and has been shown to be a key regulator of chemoresistance in different cancer types including ovarian, colon, prostate, and pancreatic [60, 61, 62, 63]. In a study by Viscarra
2.1.4 YAP/TAZ transcriptional regulators
Yes-associated protein 1 (YAP) and Transcriptional coactivator with PDZ-binding motif (TAZ) are two transcriptional regulators that play an important role in mechanotransduction, i.e., converting external mechanical inputs to cellular responses [67]. YAP and TAZ (YAP/TAZ) are known as coactivators in the Hippo pathway, a signaling pathway that plays a role in homeostasis, organ size control, cell differentiation, and the progression of various types of human cancer, including ovarian cancer [68, 69]. Active YAP/TAZ translocates to the nucleus to interact with TEA domain family member (TEAD) transcription factors, where the YAP/TAZ-TEAD protein complex transcribes genes that control cell proliferation and apoptosis [70]. In addition to their role in the Hippo pathway, YAP/TAZ also interact with the Wnt pathway and mediate Wnt signaling [68, 71]. Research has shown that integrins and other components in adhesion complexes, including FAK and Src, can also activate YAP/TAZ to maintain mechanotransduction [40, 72]. The overexpression and activation of YAP/TAZ have been shown to be correlated with poor prognosis in ovarian cancer [73, 74, 75, 76, 77, 78, 79]. Specifically, YAP was shown to play an important role in ovarian cancer tumorigenesis, cell proliferation, invasion, and resistance to therapy
2.1.5 Epidermal growth factor receptor-integrin crosstalk
EGFR is a cell surface RTK, the activation of which initiates cell proliferation and survival pathways including PI3K/Akt and Ras/Raf/MEK/ERK [83]. High expression of EGFR is associated with an aggressive and invasive phenotype in multiple cancer types including ovarian cancer [84, 85, 86, 87, 88]. Interestingly, integrin-mediated ECM adhesion can induce tyrosine phosphorylation of EGFR in the absence of EGF, and if both EGF and activated integrins are present, they can promote sustained EGFR signaling [89, 90]. For example, EGFR expression in OV-MZ-6 cells is correlated with αvβ3 integrin levels [34]. In the same cells, the activity of MAPK and FAK was increased upon stimulation of αvβ3 integrins and EGFR by vitronectin and EGF, respectively, demonstrating that both MAPK and FAK play key roles in αvβ3-mediated regulation of EGFR activity. A cooperative effect of EGFR and integrins has also been reported in JAK2/STAT3 signaling, which is associated with EMT in cancer [91]. Colomiere
2.2 The role of FAK, a critical mediator of integrin signaling, in ovarian cancer
As a key player in cell adhesion, motility, and integrin-mediated cell signaling, FAK plays an important role in invasiveness and drug resistance in ovarian cancer. A study by Sood
2.3 Malignant ascites in integrin-mediated invasiveness in ovarian cancer
Malignant ascites, the abnormal accumulation of fluid containing malignant cells in the peritoneum [92, 93], is more frequently associated with advanced-stage ovarian cancer than any other peritoneal malignancy, and represents a barrier to treatment [94, 95]. As shown in Figure 3, there are a variety of cellular and acellular factors in malignant ascites that contribute to disease progression, immune evasion, and even chemoresistance in ovarian cancer [92, 96]. Acellular factors include integrins, which play a role in the formation of a tumor-promoting microenvironment. Although these adhesion-regulating factors are normally involved in cell differentiation, growth, and migration [11, 97, 98], aberrant integrin signaling frequently observed in cancers can influence cell invasiveness, drug resistance, and metastasis [14].
There are a multitude of integrins that are known to play a role in ovarian cancer. In the normal tumor microenvironment, activation of apoptosis by death receptors plays a key role in immune surveillance against tumor cells [99]. A study performed by Lane
Factors within ascites that engage αvβ5 integrins may include vitronectin and periostin, which are ECM proteins secreted by malignant ovarian epithelial cells [100, 103, 105]. Adhesion of ovarian cancer cells to the ECM is controlled by integrin-dependent and independent mechanisms, therefore changes in the ECM composition as well as integrin expression allow for the alteration of cancer cell adhesion and motility [26, 105, 106, 107, 108]. Periostin is overexpressed in, and secreted by, epithelial ovarian cancer cells, and as a result, periostin accumulates in the malignant ascites [105, 109]. In a study by Gillan
Similar to periostin, vitronectin and fibronectin are also important in shaping the tumor-promoting microenvironment of malignant ascites. Specifically, fibronectin has been shown to promote cell migration and spheroid formation, anchorage, and disaggregation in ovarian cancer [25, 27, 110, 111], while vitronectin has been found to play key roles in cancer cell adhesion, proliferation, and migration [112, 113, 114, 115]. Fibronectin and vitronectin can also enhance metastasis when they are cleaved into smaller fragments by matrix metalloproteinase-2 (MMP-2) [111, 116]. A study by Carduner
Since EMT behavior can also be modulated by ascites in an integrin-dependent manner, Carduner
Additional studies have implicated αv integrins in ovarian cancer progression by promoting an ascites-associated invasive and mesenchymal phenotype. For example, αvβ6 integrin has been correlated with increased urokinase plasminogen (uPA) expression, MMP-2 and MMP-9 secretion, and protease-dependent matrix degradation [23, 32]. Increased uPA and MMP-9 expression are associated with a poor prognosis because they contribute to ovarian cancer progression and enhanced metastatic potential [23, 118, 119]. uPA and its receptor (uPAR) are often found at high concentrations in both the tumors and ascitic fluid of advanced-stage ovarian cancer patients [120, 121]. It has been shown that increased uPAR expression in cancer cells is maintained by Erk MAP kinase pathway activity, which is associated with tumor cell growth and proliferation [122, 123, 124, 125]. The Erk MAP kinase pathway, a downstream target of the Ras pathway, is often activated upon integrin binding and activation [122, 123]. Since integrins, uPA, and MMPs are all present in malignant ascites, and are associated with a poor prognosis, Ahmed
Overall, acellular factors, such as integrins, play critical roles in shaping the ascitic tumor microenvironment of ovarian cancer and contribute to tumor growth, invasion, and metastasis. Since aberrant integrin signaling can increase invasiveness, chemoresistance, and metastasis of cancer cells, understanding the role of ascites and integrin expression in ovarian cancer is crucial for the development of targeted therapies.
3. Integrins in ovarian cancer treatment
The current standard of care for ovarian cancer involves surgical debulking followed by treatment with multiple cycles of platinum- and taxane-based chemotherapy [3]. While this treatment regimen is often effective initially, the rapid development of resistance to these drugs is one of the main challenges in the treatment of ovarian cancer [126]. This has led researchers to seek new treatment strategies, such as targeting cell surface receptors that are overexpressed in cancer and tumor endothelial cells [127, 128]. Since research has shown integrins play an important role in vascular development and mediate the adhesion of disseminated cancer cells [28, 129, 130, 131, 132, 133], targeting integrins could be a rational treatment approach in ovarian cancer.
One integrin expressed in proliferating vascular endothelial cells, and some tumor cells, is the αvβ3 integrin [134]. In an
A follow-up study from the same research group assessed the efficacy of combining etaracizumab with the clinically approved VEGF receptor antibody, bevacizumab [143]. Taxane-sensitive (SKOV3ip1 and HeyA8), and -resistant (SKOV3TRip2) tumors were treated with single-agent therapies or with a cocktail of the two antibodies. Additionally, the individual antibodies, or the cocktail, were tested in combination with paclitaxel. In the SKOV3ip1 model, both individual agents as well as the etaracizumab-bevacizumab cocktail reduced tumor size, with the cocktail proving more effective than single agents alone. Furthermore, paclitaxel efficacy was increased in combination with bevacizumab or the cocktail, but not with etaracizumab, in the SKOV3ip1 model. In SKOV3TRip2 cells, bevacizumab or etaracizumab individually sensitized cells to paclitaxel. In HeyA8 cells, while bevacizumab alone significantly reduced tumor weight, neither etaracizumab alone, nor in combination with bevacizumab or paclitaxel, led to significant tumor size reduction, consistent with the findings reported above. Despite the literature supporting the anti-tumor activity of αvβ3 inhibition, there is also evidence that αvβ3 expression in ovarian cancer cells may inhibit tumor progression and reduce metastasis [144, 145], warranting further investigation into the value of targeting this integrin pair for ovarian cancer treatment.
Another drug that has been evaluated in preclinical and clinical studies for integrin-targeted treatment of ovarian cancer is the humanized α5β1 antibody volociximab. As previously mentioned, α5 and β1 integrins have been implicated in ovarian cancer cell adhesion and migration [28, 146]; however, α5β1 integrin is also associated with endothelial cell proliferation and survival [147, 148]. Kim
Targeting integrins for selective drug delivery is another strategy of interest in the context of ovarian cancer treatment. The arginine-glycine-aspartic acid (RGD) tripeptide motif is found in many ECM proteins including collagen, fibronectin, and vitronectin. Since this motif is recognized by many integrins, chemotherapy agents can be coupled with RGD to deliver them selectively to ovarian cancer cells that overexpress certain integrins. This was shown by Pilkington-Miksa
4. Targeting integrins for fluorescence imaging and photochemical/photothermal treatment in ovarian cancer
Photodynamic therapy (PDT) is a photochemical treatment modality involving the activation of a photosensitive molecule, a photosensitizer (PS), with light of an appropriate wavelength leading to the generation of reactive molecular species at the site of PS localization [155, 156, 157]. PSs can be conjugated to proteins or peptides, or formulated in delivery systems, to enhance selectivity or to improve photochemical potency [158, 159, 160, 161]. As discussed previously, integrins play an important role in ovarian cancer progression, but targeting integrins for selective drug delivery remains challenging. There are a limited number of studies that focus on integrin targeting in photochemistry-based applications. This section serves as a comprehensive review of the studies that have evaluated the effects of photosensitization on integrins, as well as the studies that target integrins to improve selectivity for fluorescence imaging and PDT of ovarian cancer. One photothermal therapy (PTT) study is also discussed at the end of this section to cover light-based practices that target integrins in ovarian cancer [162].
The effect of PDT on integrin expression and reorganization has been studied in the context of ovarian cancer by Runnels
A limited number of studies have explored integrins as targets for selective delivery of imaging agents and PSs. In a recent study, Li and colleagues linked an RGD-peptide and IRDye 700 DX (IR700) to human serum albumin [164]. Compared to the untargeted nanoconjugate, cell delivery of the targeted nanoconjugate (cRGD-PEG-HSA-IR700) increased by 121-fold in αvβ3-expressing TOV21G cells. Cells were also treated using a 660 nm LED light source at an irradiance of 3.5 mW/cm2 for 20 minutes [a fluence of 4.2 J/cm2, not specified in the report]. PDT effectively killed the αvβ3-expressing TOV21G cells but did not affect αvβ3-negative NIH/3 T3 cells. The nanoconjugates were also tested on spheroids of SKOV3 cells grown in ultra-low attachment wells. Confocal microscopy images and live/dead staining assays revealed that cRGD-PEG-HSA-IR700 successfully penetrated the spheroids, generated cell killing, and caused long-term tumor suppression. An RGD peptide with EtNBS as the PS and a 5 kDa polyethylene glycol (PEG) chain has also been explored in the context of ovarian cancer [165]. Using this construct, cellular uptake was increased in genetically modified, α5 integrin-overexpressing OVCAR5 cells relative to wild-type OVCAR5 cells. PEGylated constructs aggregated less and generated more reactive molecular species compared to their non-PEGylated analogs. Dai
Fluorescence imaging of cancer relies on the selective accumulation of fluorescent agents in cancer cells. αvβ3 integrins are the most common targets in integrin-targeted fluorescent imaging studies. For instance, the fluorescent probe squaraine was covalently attached to one (monovalent) and two (divalent) cyclic RGD peptides by Shaw and colleagues to target ovarian cancer cells that overexpress αvβ3 integrins [167]. Uptake of the divalent probe in OVCAR4 cells was 2.2-fold higher than the monovalent probe, based on fluorescence imaging. Consistently, tumors grown in nude mice and imaged with the divalent probe were almost three times more fluorescent compared to tumors given the monovalent probe, and six times more fluorescent than tumors that received non-conjugated squaraine. To explore the potential of integrin-targeted, fluorescence-guided resection in ovarian cancer, Alvero
In comparison to RGD peptides that have been relatively widely used to target integrins, less commonly used peptides, such as “OA02”, have been synthesized to bind an α3 integrin subunit [170]. An
The value of targeting integrins has also been explored in the context of PTT, which involves the interaction of electromagnetic radiation (typically NIR light) with a photothermal agent to generate heat, leading to tissue hyperthermia. In a study by Zhou
In summary, targeting integrins is a promising strategy for both anti-cancer PDT and fluorescence imaging. Since most PSs also have fluorescent properties, novel nanocarriers with integrin-targeting molecules can be used in theranostic applications and in real-time image-guided PDT of ovarian cancer. The potential of integrin-targeted PDT warrants further evaluation.
5. Conclusion
Integrins are key players in cell adhesion and cell-ECM interactions that mediate important cell functions, such as survival, differentiation, and migration. In cancer, the aberrant expression, or reorganization, of integrins are associated with critical steps in tumor progression. Studies assessing the role of integrins in the context of ovarian cancer revealed that integrins are involved in ovarian cancer cell survival, migration, adhesion, and invasion of secondary sites. Despite this, integrin-targeted drugs for the treatment of ovarian cancer have displayed limited clinical success and have largely been evaluated in pre-clinical studies. Targeting integrins that are overexpressed in cancer cells for imaging or treatment purposes, using photochemical strategies, is a promising research area. Integrin function can be manipulated by PDT or a PS can be conjugated to target ovarian cancer cells that overexpress certain integrins for fluorescence imaging or toxicity via photodamage. Due to the role that integrins play during critical steps in ovarian cancer progression, integrin targeting may be promising for inhibition of tumor vasculature, drug delivery and photochemistry-based applications in ovarian cancer.
Acknowledgments
This work was supported, in part, by the National Institutes of Health (NIH), a pre-doctoral traineeship from (National Research Service Award T32 ES007126 to BPR) from National Institute of Environmental Health Sciences (NIEHS), an NIH T32 award to the Certificate in Translational Medicine Program at UNC-Chapel Hill: grant number GM122741 (to BPR), as well as funding from the NC Translational and Clinical Sciences Institute (NC TraCS) at UNC-Chapel Hill supported by the National Center for Advancing Translational Sciences (NCATS), NIH through Grant Award Number UL1TR002489 (to WJP and IR), the Center for Environmental Health and Susceptibility (CEHS) at UNC-Chapel Hill supported by the NIEHS through Grant Award Number P30ES010126 (to IR), and UNC-NC State Joint Department of Biomedical Engineering Startup Funds (to WJP and IR). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
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