Abstract
Background
During pregnancy, as the mammary gland prepares for synthesis and delivery of milk to newborns, a luminal mammary epithelial cell (MEC) subpopulation proliferates rapidly in response to systemic hormonal cues that activate STAT5A. While the receptor tyrosine kinase ErbB4 is required for STAT5A activation in MECs during pregnancy, it is unclear how ErbB3, a heterodimeric partner of ErbB4 and activator of phosphatidyl inositol-3 kinase (PI3K) signaling, contributes to lactogenic expansion of the mammary gland.Methods
We assessed mRNA expression levels by expression microarray of mouse mammary glands harvested throughout pregnancy and lactation. To study the role of ErbB3 in mammary gland lactogenesis, we used transgenic mice expressing WAP-driven Cre recombinase to generate a mouse model in which conditional ErbB3 ablation occurred specifically in alveolar mammary epithelial cells (aMECs).Results
Profiling of RNA from mouse MECs isolated throughout pregnancy revealed robust Erbb3 induction during mid-to-late pregnancy, a time point when aMECs proliferate rapidly and undergo differentiation to support milk production. Litters nursed by ErbB3 KO dams weighed significantly less when compared to litters nursed by ErbB3 WT dams. Further analysis revealed substantially reduced epithelial content, decreased aMEC proliferation, and increased aMEC cell death during late pregnancy. Consistent with the potent ability of ErbB3 to activate cell survival through the PI3K/Akt pathway, we found impaired Akt phosphorylation in ErbB3 KO samples, as well as impaired expression of STAT5A, a master regulator of lactogenesis. Constitutively active Akt rescued cell survival in ErbB3-depleted aMECs, but failed to restore STAT5A expression or activity. Interestingly, defects in growth and survival of ErbB3 KO aMECs as well as Akt phosphorylation, STAT5A activity, and expression of milk-encoding genes observed in ErbB3 KO MECs progressively improved between late pregnancy and lactation day 5. We found a compensatory upregulation of ErbB4 activity in ErbB3 KO mammary glands. Enforced ErbB4 expression alleviated the consequences of ErbB3 ablation in aMECs, while combined ablation of both ErbB3 and ErbB4 exaggerated the phenotype.Conclusions
These studies demonstrate that ErbB3, like ErbB4, enhances lactogenic expansion and differentiation of the mammary gland during pregnancy, through activation of Akt and STAT5A, two targets crucial for lactation.Free full text
ErbB3 drives mammary epithelial survival and differentiation during pregnancy and lactation
Abstract
Background
During pregnancy, as the mammary gland prepares for synthesis and delivery of milk to newborns, a luminal mammary epithelial cell (MEC) subpopulation proliferates rapidly in response to systemic hormonal cues that activate STAT5A. While the receptor tyrosine kinase ErbB4 is required for STAT5A activation in MECs during pregnancy, it is unclear how ErbB3, a heterodimeric partner of ErbB4 and activator of phosphatidyl inositol-3 kinase (PI3K) signaling, contributes to lactogenic expansion of the mammary gland.
Methods
We assessed mRNA expression levels by expression microarray of mouse mammary glands harvested throughout pregnancy and lactation. To study the role of ErbB3 in mammary gland lactogenesis, we used transgenic mice expressing WAP-driven Cre recombinase to generate a mouse model in which conditional ErbB3 ablation occurred specifically in alveolar mammary epithelial cells (aMECs).
Results
Profiling of RNA from mouse MECs isolated throughout pregnancy revealed robust Erbb3 induction during mid-to-late pregnancy, a time point when aMECs proliferate rapidly and undergo differentiation to support milk production. Litters nursed by ErbB3 KO dams weighed significantly less when compared to litters nursed by ErbB3 WT dams. Further analysis revealed substantially reduced epithelial content, decreased aMEC proliferation, and increased aMEC cell death during late pregnancy. Consistent with the potent ability of ErbB3 to activate cell survival through the PI3K/Akt pathway, we found impaired Akt phosphorylation in ErbB3 KO samples, as well as impaired expression of STAT5A, a master regulator of lactogenesis. Constitutively active Akt rescued cell survival in ErbB3-depleted aMECs, but failed to restore STAT5A expression or activity. Interestingly, defects in growth and survival of ErbB3 KO aMECs as well as Akt phosphorylation, STAT5A activity, and expression of milk-encoding genes observed in ErbB3 KO MECs progressively improved between late pregnancy and lactation day 5. We found a compensatory upregulation of ErbB4 activity in ErbB3 KO mammary glands. Enforced ErbB4 expression alleviated the consequences of ErbB3 ablation in aMECs, while combined ablation of both ErbB3 and ErbB4 exaggerated the phenotype.
Conclusions
These studies demonstrate that ErbB3, like ErbB4, enhances lactogenic expansion and differentiation of the mammary gland during pregnancy, through activation of Akt and STAT5A, two targets crucial for lactation.
Electronic supplementary material
The online version of this article (10.1186/s13058-017-0893-7) contains supplementary material, which is available to authorized users.
Background
The orchestrated development of the mammary gland requires several molecularly controlled, evolutionarily conserved, and temporally distinct processes [1], occurring to a large extent in adolescents and adults of mammalian species. The mammary gland is comprised of several distinct stem cell, progenitor cell, and mature mammary epithelial cell (MEC) subpopulations that each perform a specialized function at distinct developmental stages [2–7]. During pregnancy, as the mammary gland prepares for synthesis and delivery of milk to newborns, an apically located (i.e., luminal) MEC subpopulation proliferates rapidly in response to systemic hormonal cues such as progesterone and prolactin (PRL), as well as locally derived cues such as neuregulin (NRG, also known as heregulin). At parturition, these milk-producing MECs, referred to as alveolar MECs (aMECs), undergo terminal differentiation for milk synthesis and delivery [8]. This entire process is referred to as lactogenesis, a fundamental requirement for the survival of all mammalian species [9–11].
Several studies demonstrated that PRL-mediated milk production requires signaling through a molecular axis involving PRL receptor (PRLR)-mediated activation of the intracellular tyrosine kinase (TK) Janus kinase 2 (Jak2), which phosphorylates the transcription factor signal transducer and activator of transcription 5A (STAT5A), an obligate transactivator of several milk protein-encoding genes, including Csn2 (the gene encoding β-casein) [8, 12–16]. Genetically engineered mouse models (GEMMs) confirmed that the PRL/PRLR/Jak2/STAT5A signaling axis is crucial for lactogenesis [17–19].
Although STAT5A is potently activated by PRLR/JAK2 signaling, STAT5A also forms complexes with other receptors in MECs [20, 21]. Among these is the receptor tyrosine kinase (RTK) ErbB4 [22–24], a member of the epidermal growth factor receptor (EGFR) RTK family, comprised of EGFR, HER2/ErbB2, HER3/ErbB3, and HER4/ErbB4. Interestingly, ErbB4 activity in the mammary gland, specifically in luminal aMECs, peaks during pregnancy and lactation [25], similar to what is seen for STAT5A. Multiple GEMMs of ErbB4 ablation in the mammary epithelium each display reduced expansion of alveolar structures during pregnancy, decreased terminal aMEC differentiation, impaired activation of STAT5A, lactation defects [20, 26, 27], and phenocopying of the effects of PRL, PRLR, JAK2, or STAT5A loss. Conversely, increased ErbB4 kinase signaling activates STAT5A, even in the absence of pregnancy-related hormones [28], confirming the role of ErbB4 in STAT5A-mediated lactogenesis.
ErbB4 is ligand activated by NRG family members (NRG1–4), and by certain EGF-like family members (heparin-binding EGF (HB-EGF), betacellulin (BTC), and epiregulin). NRG1 expression by alveolar basal/myoepithelial MECs is induced at mid-gestation in response to p63, a master regulator of transcriptional programs directing cell fate. NRG initiates proliferation of adjacent aMECs through ErbB4/STAT5A activation [23]. Similar to what was seen with ErbB4 loss, mouse models lacking NRG1α or NRG1β expression [29], NRG bioavailability [23], or HB-EGF bioavailability [30] suffered decreased aMEC expansion during pregnancy. Conversely, NRG1-loaded slow release pellets implanted into mouse mammary glands induced precocious lactogenesis in nonpregnant mice [31]. The NRG ligands also bind to ErbB3, inducing ErbB3 heterodimerization with other EGFR family receptors, and indeed with a growing list of heterologous RTKs [32, 33]. Ligand-activated ErbB3 has been described as lacking intrinsic kinase activity [34], but once phosphorylated by a heterodimeric partner it potently stimulates cell survival signaling [35]. The role of ErbB3 in MEC cell survival is illustrated by distinct models of impaired ErbB3 signaling in the mammary epithelium during puberty, each causing impaired cell survival of ductal MECs and decreased lengthening of mammary duct.
The ability of ErbB3 to enhance cell survival is explained largely in part by its six binding sites for the p85 regulatory subunit of phosphatidyl inositol-3 kinase (PI3K) [24], more than any other RTK. When phosphorylated, ErbB3 interacts with p85 to promote PI3K activity, which generates the second messenger phosphoinositol-(3,4,5)-trisphosphate (PIP3), causing Akt recruitment, Akt phosphorylation (via PDK1 [36] and mTORC2 [37], which also are recruited by PIP3), and Akt kinase activation. Akt sits at the apex of a signaling cascade that supports cell survival, growth, metabolism, and cell cycle progression [38]. Several lines of evidence demonstrate that PI3K/Akt signaling supports lactogenesis of aMECs through cell survival. For example, models in which Akt signaling was impaired caused aMEC apoptosis, decreasing the capacity for lactogenic alveolar expansion during pregnancy, and causing premature mammary gland involution at parturition [39–42], while models of increased PI3K/Akt signaling, for example, through expression of myristoylated Akt1 (Aktmyr) in the mammary epithelium, delayed the onset of postlactational cell death upon weaning [43–45]. Given that ErbB3 potently activates PI3K/Akt signaling, it is possible that ErbB3 may be required for lactogenic aMEC expansion during pregnancy. However, its role in aMECs is not yet clear, as two mouse models of ErbB3 ablation have produced disparate results. Although lactogenic aMEC expansion during pregnancy occurred normally in embryonic mammary bud transplants from a classical model of ErbB3 ablation to wild-type recipients [46], a knock-in model eliminating each of the ErbB3 p85-PI3K binding motifs within an otherwise intact ErbB3 reduced aMEC expansion during pregnancy, causing increased aMEC cell death and accelerated involution [47].
We used a mouse model of ErbB3 ablation specifically from aMECs, finding delayed aMEC expansion due to decreased Akt-dependent survival of cytokeratin 8 (CK8)-positive aMECs, and decreased STAT5A-mediated expression of milk-encoding genes. Restoration of Akt signaling rescued survival of ErbB3-depleted aMECs, but did not rescue STAT5A induction or milk protein expression. However, signaling through both Akt and STAT5A were rescued by ErbB4 overexpression. In vivo, compensatory ErbB4 upregulation in ErbB3-deficient MECs dampened the impact of ErbB3 ablation, allowing lactation to proceed, albeit in a delayed fashion, through the expansion of CK8+/CK5+ double-positive aMECs. These studies highlight the key roles played by ErbB3 and ErbB4 in establishing and maintaining milk production.
Methods
Mice
All animal husbandry and experiments were performed in accordance with protocols approved by the Vanderbilt University Institutional Animal Care Committee using humane procedures. ErbB3 FL [48] and WAPi-Cre [49] mice have been described previously. All mice were inbred to, or generated on, the Friend Virus B-type (FVB) background. Mouse experiments were approved by the Vanderbilt Institutional Animal Care and Use Committee. Female virgin mice were bred at 10–12 weeks of age to WT FVB male mice. Mating pairs were separated upon identification of a semen plug, indicating 0.5 days post coitus (d.p.c.). Parturition indicated lactation day 0 (L0), and litters were normalized to eight pups per litter.
Histological analysis
Right #4 inguinal mammary glands were formalin fixed and paraffin embedded, and sections (5 μm) were stained with hematoxylin and eosin. In-situ terminal dUTP nick end-labeling (TUNEL) analysis was performed on paraffin-embedded sections using the ApopTag kit (Millipore). Immunohistochemistry (IHC) on paraffin-embedded sections was performed using the following antibodies as described previously [50]: ErbB3 (C-17; Santa Cruz Biotechnology), Ki67 (Santa Cruz Biotechnology), P-Akt S473 (Cell Signaling Technologies), P-STAT5A/B (Neomarkers), and P-ErbB4 Tyr1056 (Cell Signaling Technologies). Immunodetection was performed using the Vectastain kit (Vector Laboratories) according to the manufacturer’s instructions. Immunofluorescence staining was performed with primary and secondary antibodies diluted in 12% Fraction-V BSA (Pierce) and slides were mounted in SlowFade mounting medium containing DAPI (Invitrogen). All fluorescent secondary antibodies were highly cross-adsorbed, produced in goat, and used at a dilution of 1:200 for 20 min (Molecular Probes). Primary antibodies used were CK5 (10956, 1:500; Covance/Biolegend), CK8/18 (1:500; Fitzgerald Industries International), and ErbB3 (c-17, 1:200; Santa Cruz Biotechnology).
Cell culture
HC11 cells [51] were cultured in DMEM: F12 (1:1) medium supplemented with 10% fetal bovine serum (Life Science), insulin (5 μg/ml) and dexamethasone (10 μg/ml) (Sigma-Aldrich) and human EGF (5 ng/ml; R&D Systems). To induce differentiation, cells were serum and EGF-starved for 24 h, and then treated with 5 μg/ml mouse PRL (Preprotech). In some cases, cells were treated with Nrg1b (EGF-like domain) (R&D Systems), neratinib, AZD6244, or BKM120 (all from SelleckChem). Where indicated, single-cell suspensions (5 × 105 cells) were infected with 106 pfu/ml of the adenoviral particles adenoviral myristoylated Akt1 (Ad.Aktmyr), adenoviral ErbB4 (Ad.ErbB4), and adenoviral green fluorescent protein (Ad.GFP), from Vector Biolabs. Knockdown of ErbB3 in HC11 cells using siRNA sequences was performed using 5 μM siRNA against ErbB3 (SASI_Mm01_0031804, SASI_Mm01_0031805, and SASI_Mm01_0031806; Sigma-Aldrich) or a scrambled sequence (siScr) transfected with Lipofectamine 2000 (Invitrogen). Stable knockdown of ErbB3 was achieved by lentiviral transduction of LVP158 (Gentarget, Inc.) HC11 cells were transduced with lentiviral particles for 48 h prior to puromycin selection. Pooled clones of puromycin-resistant cells were expanded for analysis of ErbB3 knockdown prior to experimentation.
Western blot analysis
Mammary glands and cells were homogenized in ice-cold 50 mM Tris (pH 7.4), 100 mM NaF, 120 mM NaCl, 0.5% Nonidet P-40, 100 μM Na3VO4, and 1× protease inhibitor mixture (Roche), sonicated for 10 s on ice, and cleared by centrifugation at 4 °C, 13,000 × g for 20 min. Protein concentration was determined using the bicinchoninic acid assay (Pierce). Proteins were separated by SDS/PAGE and transferred to nitrocellulose membranes. Membranes were blocked in 3% gelatin in TBS-T (Tris-buffered saline, 0.1% Tween-20) for 1 h, incubated in primary antibody in 3% gelatin overnight at 4 °C, washed with TBS-T, incubated in HRP-conjugated anti-rabbit (sc-2375, 1:10,000; Santa Cruz Biotechnology) or anti-mouse IgG (ab97240, 1:5000; Abcam), washed with TBS-T, and then developed using ECL substrate (Pierce). The following primary antibodies were used: P-ErbB3 (sc-135654, 1:500; Santa Cruz Biotechnology), P-MAPK/Akt/S6/Rab11 cocktail (1:1000; Cell Signaling Technologies), total Akt (C67E7, 1:1000; Cell Signaling Technologies), actin (1:2000; Cell Signaling), STAT5A and P-STAT5A/B (93585 at 1:500 and C11C5 at 1:500, respectively; Cell Signaling Technologies), and cleaved caspase 3 (D175, 1:500; Cell Signaling Technologies).
Gene expression analysis
Total RNA was harvested from cells and mammary glands using RNeasy (Qiagen). RNA quality was assessed using the Agilent Analyzer. RNA (1 μg) was reverse transcribed (RT2 First Strand Kit; Qiagen). Mouse primers for Stat5a, Erbb4, Erbb3, Csn2, and 36B4 were purchased from SABiosciences (Qiagen). Primer sequences are as follows: mErbB3, forward 5′-CGAGAACTGCACCCAAGG and reverse 5′-TCTGCTTGGCCTAAACAGTCT; mStaa5A, forward 5′-CGCCAGATGCAAGTGTTGTAT and reverse 5′-TCCTGGGGATTATCCAAGTCAAT; mCsn2, forward 5′-GGCACAGGTTGTTCAGGCTT and reverse 5′-AAGGAAGGGTGCTACTTGCTG; and mErbb4, forward 5′-CCATGGACCGGACCTGC and reverse 3′-GCTCCCTGTAGGCCATCTGG.
Results
ErbB3 loss decreases expansion of the mammary epithelium during pregnancy
We assessed Erbb3 mRNA levels in expression microarray datasets derived from mouse mammary glands harvested at distinct developmental time points of pregnancy and lactation [52] (Fig. 1a), revealing relatively low Erbb3 during early pregnancy (1–7 days post coitus (d.p.c.)) but approximately a 4-fold Erbb3 upregulation at mid-pregnancy (12 d.p.c.). High Erbb3 expression persisted through late pregnancy (18 d.p.c.) but decreased at parturition and lactation. We used immunohistochemistry (IHC) to identify the cell types of the mammary gland expressing ErbB3, confirming ErbB3 protein expression in developing alveoli (the milk-producing epithelial structures) (Fig. 1b). To investigate the impact of ErbB3 ablation from aMECs, we crossed mice harboring floxed Erbb3 alleles (Erbb3 FL/FL) [48] with WAPi-Cre transgenic mice [49]. Compared to mammary glands from ErbB3 +/+ WAP-Cre mice (referred to here as ErbB3 WT), which expressed ErbB3 abundantly in aMECs at 16.5 d.p.c. and at lactation day 1 (L1), mammary glands from ErbB3 FL/FL WAP-Cre mice (referred to here as ErbB3 KO) expressed potently reduced levels of ErbB3 (Fig. 1b; Additional file 1: Figure S1). Immunofluorescent staining of mammary glands harvested at 16.5 d.p.c. confirmed that ErbB3-positive MECs were also positive for cytokeratin 8 (K8) in ErbB3 WT samples (Fig. 1c; Additional file 1 Figure S2). These findings are consistent with previous reports that ErbB3 is expressed primarily in luminal, but not basal, populations of the mammary epithelium [48].
Cre-mediated ErbB3 ablation decreased pregnancy-induced expansion of alveolar epithelial structures in mammary glands (Fig. 1d) by approximately 4-fold at 16.5 d.p.c. (Fig. 1e). Although epithelial area remained diminished in ErbB3 KO mammary glands through L10, the effect size between ErbB3 KO and ErbB3 WT diminished progressively. Consistent with the decreased epithelial density seen in ErbB3 KO mammary glands, pups nursed by ErbB3 KO dams weighed less than those nursed by ErbB3 WT dams at L3 and L10 (Fig. 1f). These data are in agreement with a previous report showing that ErbB3 signaling supports lactogenic expansion during pregnancy [47], and demonstrate that ErbB3 supports mammary gland development during pregnancy.
ErbB3 loss decreases proliferation and cell survival of luminal, but not basal, MECs during pregnancy
To understand ErbB3-regulated events that contribute to lactogenic mammary gland development, we used Ki67 IHC as a measure of cell proliferation. These studies revealed decreased Ki67 staining in ErbB3 KO aMECs at 16.5 d.p.c., as compared to ErbB3 WT (Fig. 2a; Additional file 1: Figure S3). By L5, however, the percentage of Ki67+ aMECs was equal in ErbB3 KO and ErbB3 WT samples. Cell death of aMECs was measured in situ using terminal dUTP nick end-labeling (TUNEL) analysis, revealing markedly increased TUNEL+ cells in ErbB3 KO mammary glands at 16.5 d.p.c. and L1, although no differences in the percentage of TUNEL+ MECs were seen by L5 (Fig. 2b; Additional file 1: Figure S4).
Immunofluorescent staining for K8 and cytokeratin 5 (K5) was used to discriminate between the K8+ populations of luminal MECs, the K5+ population of myoepithelial MECs and mammary stem cells, and K8+K5+ double-positive cells, which are thought to represent a bipotential MEC progenitor population and may contribute to the plasticity that exists between the distinct MEC lineages. Consistent with the reported histological architecture of the mouse mammary gland, ErbB3 WT mammary glands harvested at L1 displayed basal localization of K5+ MECs and K8+K5+ double-positive MECs (yellow arrows, Fig. 2c) and apical localization of K8+ MECs. In contrast, ErbB3 KO samples harvested at L1 harbored increased double-positive (K8+K5+) MECs, which were often localized to apical positions (white arrows, Fig. 2c). The increased numbers of K8+K5+ double-positive MECs appeared to occur at the expense of luminal (K8+) MECs, since K8+ MECs were decreased in ErbB3 KO samples as compared to controls (Fig. 2d). This finding that ErbB3 depletion decreases the population of K8+ MECs is consistent with previous observations that ErbB3 loss from the mammary ductal epithelium caused a loss of K8+ luminal MECs, with a compensatory expansion of the K5+ population [48].
ErbB3 drives MEC survival through the PI3K-to-Akt signaling pathway during pregnancy
Given that ErbB3 is a potent driver of PI3K/Akt signaling in ductal luminal MECs [48] and in luminal breast cancers [53], we examined P-Akt in mammary glands harvested at 16.5 d.p.c., L1, and L5. Consistent with previous reports of Akt signaling during lactogenic differentiation, we found abundant Akt phosphorylation in alveolar structures of the mammary glands harvested from ErbB3 WT mice at each time point (Fig. 3a; Additional file 1: Figure S5). In contrast, Akt phosphorylation was significantly diminished at 16.5 d.p.c. in ErbB3 KO samples, but began to recover by L1 and we observed full restoration of P-Akt by L5.
To determine the role of Akt signaling as an ErbB3 effector driving MEC survival during lactogenesis, we utilized HC11 cells, an immortalized aMEC cell line harvested during pregnancy from a Balb/C mouse. Although immortalized, these cells retain their ability to undergo lactogenic differentiation in culture [51], including PRL-inducible expression of milk proteins and formation of fluid-filled acini. We knocked down ErbB3 in HC11 cells using three distinct siRNA sequences, each of which potently reduced ErbB3 protein levels (Fig. 3b). Similar to what was seen in mouse mammary glands in vivo, loss of ErbB3 in HC11 cells decreased Akt phosphorylation, and increased activation of caspases 3 and 7 (Fig. 3c), irreversible molecular switches that activate programmed cell death. Next, we generated lentiviral vectors for shRNA-mediated stable knockdown of ErbB3 in HC11 cells, which decreased ErbB3 protein expression in pooled selection-resistant clones as compared to HC11 cells expressing a scrambled nontargeting shRNA (shScr; Fig. 3d). ErbB3 knockdown efficiently reduced phosphorylation of Akt. We restored Akt activity in HC11-shErbB3 using adenoviral expression of Aktmyr (Ad. Aktmyr), which rescued Akt phosphorylation in HC11-shErbB3 cells. ErbB3 knockdown by shRNA increased HC11 apoptosis over what was seen in shScr-expressing cells, as measured by Annexin V staining (Fig. 3e). However, Ad.Aktmyr restored survival of HC11-shErbB3 cells, suggesting that ErbB3 utilizes Akt signaling to drive aMEC survival.
PI3K signaling activates Akt in numerous cell types, including ductal luminal MECs [47, 48]. To determine whether PI3K is required to activate Akt in aMECs, we used the pan-PI3K p110 subunit kinase inhibitor BKM120 to block PI3K signaling in HC11 cells, which impaired Akt phosphorylation (Fig. 3f). Ad.Aktmyr restored Akt phosphorylation in BKM120-treated cells. Similar to what was seen upon ErbB3 depletion, PI3K inhibition using BKM120 potently increased HC11 apoptosis (Fig. 3g). Ad.Aktmyr decreased HC11 cell apoptosis following treatment with BKM120. Since ErbB3 signaling also activates the mitogen activated protein kinase (MAPK) pathway in ductal luminal MECs during puberty [48], we assessed the impact of MAPK inhibition on HC11 cell survival by treating cells with the MEK inhibitor AZD6244. MEK inhibition blocked Erk phosphorylation, as expected (Additional file 1: Figure S6A). In contrast to what was seen with PI3K inhibition, MEK inhibition did not induce apoptosis in HC11 cells (Additional file 1: Figure S6B), suggesting that aMECs rely on ErbB3 signaling to drive PI3K/Akt-mediated cell survival during lactogenic expansion.
Decreased STAT5-dependent differentiation of ErbB3-deficient aMECs
Several reports describe the reciprocal relationship between Akt activation and STAT5A activation in the mammary gland [41, 42]. Importantly, STAT5A is a transcription factor that drives aMEC expansion and lactogenic differentiation during pregnancy [18, 19, 54]. Because Akt activity was profoundly attenuated in ErbB3 KO aMECs during pregnancy, we assessed STAT5 activity in ErbB3 KO mammary glands by examining STAT5 phosphorylation. We found an abundance of cells expressing P-STAT5A/B in mammary glands harvested from ErbB3 WT mice at 16.5 d.p.c., L1, and L5 (Fig. 4a; Additional file 1: Figure S7). In contrast, few aMECs expressed P-STAT5A/B in ErbB3 KO mammary glands at 16.5 d.p.c. Although the percentage of aMECs expressing P-STAT5A/B remained significantly reduced in ErbB3 KO mammary glands at L1, the percentage of cells expressing P-STAT5A/B in ErbB3 KO mammary glands at L5 was similar to what was seen in stage-matched ErbB3 WT samples, analogous to the temporal recovery of P-Akt in ErbB3 KO samples. We measured Stat5a gene expression in whole mammary glands. To account for reduced input of luminal MECs in ErbB3 KO samples, all values were corrected for expression of Ck8, the gene encoding K8. These results revealed reduced Stat5a mRNA expression in ErbB3 KO samples at 16.5 d.p.c. and L1 (Fig. 4b), although Stat5a expression was similar in ErbB3 KO and ErbB3 WT samples at L10. Because STAT5A binds to the promoters of several prominent milk protein encoding genes, including Csn2 (which encodes β-casein), to drive their expression during lactogenesis and lactation, we examined gene expression of Csn2. Similar to what was seen with Stat5a expression, Csn2 was decreased in ErbB3 KO samples at 16.5 d.p.c., L1, and L10, although Csn2 levels progressively increased throughout lactation.
We used HC11-shErbB3 and HC11-shScr cells to investigate ErbB3-inducible signaling pathways that regulate lactogenic differentiation. Serum and EGF-starved HC11-shScr cells were treated with PRL for 24 h to initiate lactogenic differentiation, as described previously [51], which upregulated Erbb3, Stat5a, and Csn2 transcripts (Fig. 4c), similar to the Erbb3 induction in mammary glands seen during mid-pregnancy (Fig. 1a) when systemic hormones induce lactogenic expansion of the mammary gland. In contrast, HC11-shErbB3 cells cultured under these same conditions failed to induce Erbb3, Stat5a, and Csn2 (Fig. 4c).
We next tested the role of PI3K signaling in lactogenic HC11 differentiation, using the PI3K inhibitor BKM120. Serum and EGF-starved HC11 cells cultured for 24 h with BKM120 revealed upregulation of Erbb3 mRNA (Fig. 4d), consistent with previous observations that PI3K inhibition causes increased Erbb3 gene expression in breast, lung, and intestinal tumor cells [56, 57]. In fact, BKM120 enhanced PRL-mediated induction of Erbb3 in HC11 cells. Further, PI3K inhibition using BKM120 did not interfere with PRL-mediated induction of Stat5a or Csn2 transcripts. While PRL-treated HC11-shScr cells generated fluid-filled acini, a morphological feature consistent with HC11 cell differentiation [12, 21, 28], HC11-shErbB3 cells were unable to generate these fluid-filled acini (Fig. 4e). However, PI3K inhibition in HC11-shScr cells using BKM120 did not impair formation of fluid-filled acini, although these acini were smaller than what was seen in control samples, consistent with the qualitatively smaller size of the BKM120 cells adjacent to the acini. Further, Aktmyr expression in HC11-shErbB3 cells only modestly rescued STAT5A protein expression under basal conditions (Fig. 4f). These results suggest that, while ErbB3 signaling is required for induction of Stat5a and Csn2, PI3K/Akt signaling is not.
ErbB4 loss compensates for ErbB3 loss in aMECs during pregnancy and lactation
ErbB3 heterodimerization is induced by the NRG ligands. We grew HC11 cells to confluence, then serum and EGF-starved the cells for 24 h and treated cells with PRL in the presence or absence of NRG1 (2 ng/ml), revealing increased P-ErbB3, total STAT5A, and P-STAT5A/B at 24 h (Fig. 5a). Treatment with the pan-ErbB family inhibitor neratinib (0.25 μM) blocked NRG1-induced phosphorylation of ErbB3 and STAT5A/B, and largely reduced NRG1-mediated total STAT5A induction. Neratinib treatment also blocked basal and NRG1-induced Akt phosphorylation, while increasing caspase 3 cleavage. Similarly, BKM120 treatment blocked basal and NRG1-induced Akt phosphorylation, and increased caspase 3 cleavage. However, levels of STAT5A and P-STAT5A/B remained elevated in BKM120-treated HC11 cells. Further, NRG1 treatment of HC11-shErbB3 cells for 24 h partially rescued the induction of cell death caused by ErbB3 ablation (Additional file 1: Figure S8). These data suggest that NRG-induced ErbB3 signaling potently induces both PI3K/Akt and STAT5A signaling pathways, but that the PI3K/Akt signaling may not be necessary for the induction of STAT5A during early aMEC expansion.
Because NRG ligands also bind to and activate ErbB4, a heterodimeric partner of ErbB3 that promotes lactogenic differentiation, we measured ErbB4 expression levels in HC11 cells expressing siRNA sequences against ErbB3 at 72 h post transfection, revealing increased expression of ErbB4 upon depletion of ErbB3 (Fig. 5b). These results were confirmed in serum and EGF-starved HC11-shErbB3 cells, revealing increased Erbb4 gene expression levels over what was seen in HC11-shScr cells (Fig. 5c). PRL increased Erbb4 expression in HC11-shScr cells, and to an even further extent in HC11-shErbB3 cells. These results support the idea that NRG-mediated signaling through ErbB4 may compensate for ErbB3 ablation, resulting in increased signaling though PI3K/Akt, and inducing expression and activity of STAT5A.
We tested this hypothesis first by assessing expression and activity of the Cyt-1 isoform of ErbB4. ErbB4 harbors two splice variations in its intracellular domain. The Cyt-1 isoform harbors a PI3K-binding site at Tyr 1056, which requires phosphorylation in order to support an interaction with PI3K. Importantly, the Cyt-1 isoform is a potent driver of lactogenic differentiation. In contrast, the Cyt-2 isoform lacks the PI3K binding motif, and is a less potent activator of lactogenic differentiation. IHC-mediated detection of P-ErbB4 (Tyr 1056) was used to detect the presence of activated ErbB4-Cyt1 in mammary gland sections, revealing increased P-ErbB4 in ErbB3 KO mammary glands as compared to ErbB3 WT mammary glands at late pregnancy and L1 (Fig. 5d).
Next, we overexpressed full-length ErbB4 (Cyt-1) in HC11-shErbB3 cells to determine whether ErbB4 upregulation might compensate for ErbB3 loss. Although stable knockdown of ErbB3 in HC11-shErbB3 cells resulted in ErbB4 upregulation, ErbB4 levels were increased much further upon transduction with adenoviral ErbB4 (Ad.ErbB4, Fig. 5e). ErbB4 overexpression in HC11-shErbB3 increased STAT5A and P-Akt expression, consistent with the idea that ErbB4 signaling supports PI3K signaling to Akt, and enhances lactogenic induction of STAT5A. Additionally, Csn2 expression was reduced in HC11-shErbB3 cells transduced with Ad.GFP, but Ad.ErbB4 rescued Csn2 levels in HC11-shErbB3 cells (Fig. 5f). Conversely, siRNA-mediated knockdown of ErbB4 caused ErbB3 upregulation in HC11-shControl cells (Fig. 5g). Despite robust ErbB3 expression in cells depleted of ErbB4, both P-Akt and STAT5A levels remained low, suggesting that ErbB3 and ErbB4 may operate as a functional heterodimeric unit to promote signaling that drives lactogenic differentiation. Further, elimination of NRG signaling through the combined knockdown of both ErbB3 and ErbB4 produced an even greater inhibitory effect on P-Akt and STAT5A. These findings suggest that the NRG receptors, ErbB3 and ErbB4, cooperatively enhance STAT5A and P-Akt signaling during lactogenic expansion and differentiation of the mouse mammary epithelium, and that loss of ErbB3 can be compensated for, at least partially, by increased signaling through ErbB4.
Discussion
We demonstrate here, using aMEC-specific ErbB3 ablation, that ErbB3 engages two key molecular signaling pathways at mid-pregnancy in the mammary gland, STAT5A and PI3K/Akt, which regulate two nonoverlapping aspects of lactogenic development during mid-pregnancy. We show that STAT5 signaling is a critical driver of lactogenic differentiation downstream of ErbB3, while PI3K/Akt signaling downstream of ErbB3 is needed for survival of the rapidly expanding aMEC population during pregnancy. These findings are consistent with a study in which ErbB3-to-PI3K signaling was eliminated through knock-in of an ErbB3 mutant lacking all PI3K binding motifs [47]. Interestingly, previous studies confirm that ErbB3 is required in luminal progenitor populations [48], which may give rise to early alveolar progenitor MECs. Because the previous study used a systemic ErbB3 mutant knock-in, then it is possible that impaired ErbB3–PI3K signaling would have altered the luminal progenitor population of MECs prior to commitment to the alveolar lineage, indirectly decreasing the aMEC population, interfering with lactogenesis, and potentially confounding the results. The studies performed herein addressed this possibility, using a Cre-expressing model confined to the committed alveolar lineage [49], and thus sparing ErbB3 expression in any luminal progenitor populations that might not yet be committed to the alveolar lineage. However, the results shown here largely recapitulate what was seen with the systemic ErbB3 mutant knock-in model, supporting the notion that ErbB3 drives survival of luminal aMECs even after lineage specification.
We further distinguish our findings from those using the ErbB3 mutant knock-in model, as well as the ErbB3-null mammary bud transplantation model, by our observations that complete ErbB3 disruption leads to decreased expression and phosphorylation of STAT5A in aMECs. This phenotype may have been missed in the previous models, perhaps because the knock-in ErbB3 mutant remains capable of ligand-induced heterodimerization with other ErbB family members, which would be capable of NRG-mediated ErbB3–ErbB4 signaling, which was potentially sufficient to induce STAT5A upregulation. This hypothesis is supported by our observations here that ErbB4 can partially, but not fully, compensate for ErbB3 loss.
The PI3K/Akt pathway is a key signaling node for lactogenic expansion and differentiation of the luminal mammary epithelium. Numerous signaling pathways that regulate lactogenic development converge on PI3K/Akt, including the insulin-like growth factor 1 receptor (IGF1R), RANKL and RANK, integrins, and PRLR-to-JAK2-to-STAT5A pathways [8, 11, 14, 33, 44]. In fact, transgenic mice overexpressing Akt or expressing constitutively active Aktmyr in the mammary epithelium displayed increased aMEC survival, delaying the onset of MEC apoptosis at weaning [40, 41, 43, 45]. Although cell survival was not affected during pregnancy or lactation per se, increased activity of Akt aberrantly increased glucose uptake, glycolysis, and lipid production by aMECs, causing milk stasis and insufficient lactation [43], suggesting that Akt supports functions beyond cell survival in aMECs.
We show here that ErbB3 is expressed in mammary glands at mid-pregnancy, a time point when NRG ligands [23, 29, 31], ErbB4 [20, 26, 27], and STAT5 [15, 18, 19, 54] are induced. These findings suggest that ErbB3 may participate, perhaps as a heterodimeric partner of ErbB4, in the signaling cascade that activates STAT5A expression and phosphorylation, while also potently activating Akt phosphorylation at mid-pregnancy. This was confirmed in experiments in which ErbB4 upregulation rescued Akt and STAT5A dysregulation in response to ErbB3 ablation, whereas ErbB4 knock-down exacerbated the defects in Akt and STAT5A signaling caused by ErbB3 depletion (Fig. 5). This does not rule out the possibility that other EGFR family RTKs or ligand-activated PRLR might interact with ErbB3 and/or ErbB4 during lactogenesis, either as heterodimers or as multimeric signaling units. Because transgenic mice expressing a mammary-specific dominant-negative ErbB2 mutant have defective aMEC expansion and milk production [58], while mice lacking the EGFR ligands amphiregulin or EGF display reduced aMEC growth during pregnancy [59], it is possible that EGFR and/or ErbB2 might play a supporting role in aMEC expansion during pregnancy. This is an attractive hypothesis, given that ErbB4 upregulation occurred rapidly in ErbB3 KO mammary glands, as early as 16.5 d.p.c., but restoration of STAT5A and P-Akt was not evident until lactation day 1. However, we did not find compensatory upregulation of ErbB2 expression in HC11 cells expressing shErbB3 (Additional file 1: Figure S9A) or in ErbB3 KO mammary glands (Additional file 1: Figure S9B).
Because previous reports suggest that ErbB4 can exist within a physical complex with PRLR, leading to NRG-induced PRLR activation, and conversely PRL-dependent ErbB4 phosphorylation [12], it is possible that ligand-activated PRLR could trans-activate ErbB4, resulting in low levels of ErbB4 activity that may partially compensate for ErbB3 loss. Consistent with this idea, treatment of HC11 cells with PRL induced low levels of ErbB4, ErbB3, and STAT5A/B phosphorylation (Additional file 1: Figure S10A, B), suggesting some level of cross-talk between PRL and ErbB RTKs. However, PRL treatment did not induce Akt phosphorylation. Further, ErbB3 knockdown interfered with PRL-mediated STAT5A/B phosphorylation, suggesting an important role for ErbB3 in PRL-mediated STAT5A/B phosphorylation, at least in the setting of a 30-month PRL treatment.
The observation that ErbB4 upregulation partially alleviated the impact of ErbB3 loss upon Akt phosphorylation and cell survival is consistent with previous studies demonstrating that full-length ErbB4 (the Cyt-1 isoform) harbors a PI3K binding motif capable of PI3K activation when phosphorylated at Tyr-1056. Notably, we identified potent upregulation of P-ErbB4 Tyr-1056 in ErbB3 KO mammary glands, Interestingly, inhibition of PI3K was unable to modulate STAT5A levels in HC11 cells, and restoration of Akt signaling in ErbB3-depleted HC11 was not sufficient to restore STAT5A expression, despite the previously described ability of Akt to enhance STAT5A stabilization and activity. Because restoration of Akt signaling rescued cell survival but did not rescue STAT5A expression, it is unlikely that selective death of STAT5A-expressing cells is the reason why STAT5A expression is low in the absence of ErbB3. The molecular mechanisms underlying decreased STAT5A expression remain unclear, and will require additional studies. However, we found that ErbB4 upregulation was capable of restoring STAT5A expression in the absence of ErbB3, highlighting the ability of ErbB3 and ErbB4 to compensate for one another. These observations are supported by our findings that the combined loss of both ErbB3 and ErbB4 further impaired Akt and STAT5A signaling in aMECs (Fig. 5f), thus supporting both cell survival (PI3K to Akt) and lineage commitment/differentiation (STAT5A).
Conclusions
In summary, we have found that the NRG receptor ErbB3 supports lactogenic expansion of the milk-producing alveolar mammary epithelium during pregnancy, similar to what was found for the only other known NRG receptor, ErbB4. Given the importance of lactation for the survival of mammalian species, it may not be surprising that compensatory signaling mechanisms exist, ones that will ensure adequate lactation even if a single pathway is compromised. The important roles played by the NRG ligands and their two receptors in driving lactogenesis of the mammary epithelium during pregnancy are becoming increasingly evident. Although PRL is a known activator of STAT5 in the mammary gland, these data showing ErbB3-dependent induction of STAT5 expression, taken with previous data demonstrating ErbB4-mediated phosphorylation and activation of STAT5, suggest that NRGs produced locally in the mammary microenvironment enable PRL-mediated STAT5A activation, while at the same time promoting PI3K/Akt signaling, which together amplify, sustain, and differentiate this unique cell population on which newborn mammals depend.
Acknowledgements
The authors would like to acknowledge Dr Jamie Stanford and Dr Christian Young for their thoughtful discussion of the data. They are grateful for their contributions.
Funding
This work was supported by Specialized Program of Research Excellence (SPORE) grant NIH P50 CA098131 (VICC), Cancer Center Support grant NIH P30 CA68485 (VICC), NIH F31 CA195989-01 (to MMW), and CTSA UL1TR000445 from the National Center for Advancing Translational Sciences.
Availability of data and materials
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request. Microarray data have been described previously [60] and are publicly available at the National Center for Biotechnology Information Gene Expression Omnibus dataset GDS2843.
Abbreviations
aMEC | Alveolar mammary epithelial cell |
d.p.c. | Days post coitus |
EGFR | Epidermal growth factor receptor |
ErbB3KO | ErbB3FL/FL × WAPi-Cre |
ErbB3WT | ErbB3FL/FL |
JAK2 | Janus kinase 2 |
L1 | Lactation day 1 |
NRG | Neuregulin |
PI3K | Phosphatidyl inositol-3 kinase |
PIP3 | Phosphoinositol-(3,4,5)-trisphosphate |
PRL | Prolactin |
RTK | Receptor tyrosine kinase |
shErbB3 | shRNA sequences against ErbB3 |
shScr | Scrambled shRNA sequences |
STAT5 | Signal transduction and activator of transcription |
Additional file
Additional file 1:(48M, pptx)
is Figure S1 showing ErbB3 IHC of mammary glands harvested at 16.5 d.p.c. and L1, Figure S2 showing immunofluorescence for ErbB3 and Cytokeratin-8 (K8) in mammary glands harvested at 16.5 d.p.c., Figure S3 showing mammary glands harvested from 12–15-week-old mice at 16.5 d.p.c., L1 and L5, and stained using IHC for Ki67 (representative images, original magnification 400×), Figure S4 showing mammary glands harvested from 12–15-week-old mice at 16.5 d.p.c. and L1, assessed by TUNEL analysis in situ (representative images, original magnification 400×), Figure S5 showing P-Akt S473 IHC of mammary glands harvested from 12–15-week-old mice at 16.5 d.p.c., L1, and L5, and stained using IHC for P-Akt Serine 473 (representative images, original magnification 400×), Figure S6 showing HC11 cells treated with BKM120 (1 μM) or AZD6244 (1 μM) for 4 h: A western blot analysis using antibodies listed at the left (representative images, repeated three times) and B cell cultures stained with Annexin V-FITC to detect apoptotic cells, and Annexin V+ cells quantitated in digital images (experiments assessed in duplicate and repeated three times; data points are the average of the experimental duplicates; midlines are the average (± SD) of the biological replicates; Student’s unpaired t test), Figure S7 showing immunohistochemical detection of P-STAT5 A/B in mammary glands, Figure S8 showing HC11 cells expressing shErbB3 or shScr serum and EGF-starved for 24 h in the presence or absence of NRG1β (2 ng/ml), then stained with Annexin V-FITC to detect apoptotic cells, and Annexin V+ cells quantitated in digital images (experiments assessed in duplicate and repeated three times; data points are the average of the experimental duplicates; midlines are the average (± SD) of the biological replicates; Student’s unpaired t test), Figure S9 showing A HC11 cells expressing shErbB3 or shScr serum and EGF-starved for 24 h in the presence or absence of PRL, then whole RNA assessed by RT-qPCR for transcripts encoding ErbB2 and EGFR (experiments assessed in duplicate, repeated three times; data points are the average of the experimental duplicates; midlines are the average (± SD) of the biological replicates; Student’s unpaired t test) and B, C IHC used to visualize ErbB2 expression in mammary glands harvested at 16.5 d.p.c., L1, and L5 from uniparous ErbB3 WT and ErbB3 KO mice (panels in (C) identical to panels in (B), but include a wider field of view), and Figure S10 showing A HC11 cells expressing shErbB3 or shScr serum and EGF-starved for 30 min in the presence or absence of NRG1β or PRL (whole cell lysates assessed by western blot analysis using the antibodies indicated at the left; Mw molecular weight marker) and B HC11 cells expressing shErbB3 or shScr serum and EGF-starved for 48 h in the presence of PRL, BKM120 (1 μM) or BSK805 (1 μM), with Annexin V-FITC added to cultures for the final 3 h, and the number of Annexin V+ cells counted (each data point shows the average of samples assessed in duplicate, relative to the average value of the number of Annexin V+ cells seen in untreated HC11-shScr cells; midlines are the average (± SD); N = 3) (PPTX 49017 kb)
Authors’ contributions
MMW performed experiments using HC11 cells. DBV performed animal studies. MMJ generated ErbB3 siRNA and shRNA knockdown in HC11 cells. DJH performed animal studies. VS performed immunohistochemical analyses of mammary glands. PO performed immunofluorescent analyses of mammary glands. BR assessed and quantitated ErbB3 at lactation day 10 in mammary glands by IHC, and assessed ErbB2 in mammary glands harvested at pregnancy day 16.5, lactation day 1, and lactation day 5. DLE cultured HC11-shControl and HC11-shErbB3 cells, harvested RNA, and performed RT-qPCR. JMB performed analyses of expression microarray datasets. RSC designed experiments, interpreted data, and wrote the manuscript. All authors discussed and interpreted data. All authors read the manuscript prior to submission.
Notes
Ethics approval and consent to participate
All animal studies were performed in accordance with protocols reviewed and approved by the Vanderbilt University Institutional Animal Care and Use Committee, in AAALAC approved animal care facilities.
Competing interests
The authors declare that they have no conflicts of interest with the execution or presentation of this research.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Footnotes
Electronic supplementary material
The online version of this article (10.1186/s13058-017-0893-7) contains supplementary material, which is available to authorized users.
Contributor Information
Michelle M. Williams, Email: ude.tlibrednav@smailliw.m.ellehciM.
David B. Vaught, Email: gro.nemok@thguavD.
Meghan Morrison Joly, Email: ude.usho@yloj.
Donna J. Hicks, Email: ude.tlibrednav@skcih.annoD.
Violeta Sanchez, Email: ude.tlibrednav@zehcnas.ateloiv.
Philip Owens, Email: ude.tlibrednav@snewo.pilihp.
Bushra Rahman, Email: ude.tlibrednav@namhar.arhsub.
David L. Elion, Email: ude.tlibrednav@noile.l.divad.
Justin M. Balko, Email: ude.tlibrednav@oklab.nitsuJ.
Rebecca S. Cook, Phone: (615) 936-3813, Email: ude.tlibrednav@kooc.accebeR.
References
Articles from Breast Cancer Research : BCR are provided here courtesy of BMC
Full text links
Read article at publisher's site: https://doi.org/10.1186/s13058-017-0893-7
Read article for free, from open access legal sources, via Unpaywall: https://breast-cancer-research.biomedcentral.com/track/pdf/10.1186/s13058-017-0893-7
Citations & impact
Impact metrics
Citations of article over time
Alternative metrics
Smart citations by scite.ai
Explore citation contexts and check if this article has been
supported or disputed.
https://scite.ai/reports/10.1186/s13058-017-0893-7
Article citations
Whole-Genome Resequencing Analysis of the Camelus bactrianus (Bactrian Camel) Genome Identifies Mutations and Genes Affecting Milk Production Traits.
Int J Mol Sci, 25(14):7836, 17 Jul 2024
Cited by: 0 articles | PMID: 39063078 | PMCID: PMC11277051
Whole Genome Scan Uncovers Candidate Genes Related to Milk Production Traits in Barka Cattle.
Int J Mol Sci, 25(11):6142, 02 Jun 2024
Cited by: 1 article | PMID: 38892330 | PMCID: PMC11172929
Busting the Breast Cancer with AstraZeneca's Gefitinib.
Adv Pharmacol Pharm Sci, 2023:8127695, 04 Dec 2023
Cited by: 1 article | PMID: 38090376 | PMCID: PMC10713255
Review Free full text in Europe PMC
ERBB Receptors and Their Ligands in the Developing Mammary Glands of Different Species: Fifteen Characters in Search of an Author.
J Mammary Gland Biol Neoplasia, 28(1):10, 23 May 2023
Cited by: 0 articles | PMID: 37219601 | PMCID: PMC10205859
Review Free full text in Europe PMC
Per- and Polyfluoroalkyl Substances and Breastfeeding as a Vulnerable Function: A Systematic Review of Epidemiological Studies.
Toxics, 11(4):325, 29 Mar 2023
Cited by: 11 articles | PMID: 37112552 | PMCID: PMC10145877
Review Free full text in Europe PMC
Go to all (16) article citations
Data
Data behind the article
This data has been text mined from the article, or deposited into data resources.
BioStudies: supplemental material and supporting data
GEO - Gene Expression Omnibus
- (1 citation) GEO - GDS2843
Similar Articles
To arrive at the top five similar articles we use a word-weighted algorithm to compare words from the Title and Abstract of each citation.
Funding
Funders who supported this work.
NCATS NIH HHS (3)
Grant ID: UL1 TR000445
Grant ID: U13 TR000044
Grant ID: R13 TR000044
NCI NIH HHS (3)
Grant ID: P30 CA068485
Grant ID: F31 CA195989
Grant ID: P50 CA098131
NIGMS NIH HHS (1)
Grant ID: R25 GM062459
National Cancer Institute (2)
Grant ID: F31 CA195989
Grant ID: P30 CA68485
National Center for Advancing Translational Sciences (1)
Grant ID: UL1TR00044