Abstract
Preclinical and clinical evidence implicates N-methyl-D-aspartate receptor (NMDAr) signaling in early embryological development. However, the role of NMDAr signaling in early development has not been well studied. Here, we use a mouse embryonic stem cell model to perform a step-wise exploration of the effects of NMDAr signaling on early cell fate specification. We found that antagonism of the NMDAr impaired specification into the neuroectodermal and mesoendodermal cell lineages, with little or no effect on specification of the extraembryonic endoderm cell lineage. Consistent with these findings, exogenous NMDA promoted neuroectodermal differentiation. Finally, NMDAr antagonism modified expression of several key targets of TGF-β superfamily signaling, suggesting a mechanism for these findings. In summary, this study shows that NMDAr antagonism interferes with the normal developmental pathways of embryogenesis, and suggests that interference is most pronounced prior to neuroectodermal and mesoendodermal cell fate specification.
Keywords: Mouse embryonic stem cells, NMDA, Ketamine, Neurogenesis, Mesoendoderm, Differentiation
1. Introduction
Ketamine is a widely used anesthetic, analgesic, and sedative agent that is also currently being investigated as a new chronic treatment for major depressive disorder (Dong and Anand, 2013; Lapidus et al., 2013). Multiple lines of evidence implicate ketamine in the alteration of neural stem cell differentiation (Cuevas et al., 2013; Dong and Anand, 2013; Felix et al., 2013; Kanungo et al., 2013). However, the effects of intrauterine ketamine exposure during early gestation are not clear. In humans, ketamine abuse during pregnancy has been reported to result in the birth of an infant with intrauterine growth retardation, remarkable hypotonia, and poor reflex responses (Su et al., 2010).
Ketamine's principal molecular target is the N-methyl-D-aspartate (NDMA) receptor (NMDAr), a major postsynaptic, ionotropic receptor for the excitatory neurotransmitter glutamate. (Brown et al., 2011; Sinner and Graf, 2008). This pharmacologically defined receptor has an obligatory NR1 subunit and a modulatory NR2 subunit (Brown et al., 2011). Channel opening requires that glutamate or NMDA binds to the NR2 subunit and glycine binds to the NR1 subunit (Brown et al., 2011). Ketamine antagonizes the NMDAr by uncompetitive binding at a location other than the glutamate or glycine sites (Brown et al., 2011).
Since mammalian development proceeds in a relatively inaccessible manner, laboratory investigations modeling time points that correspond to in utero ketamine exposure or NMDAr antagonism has been challenging. However, cellular populations representing early developmental stages accessed with mouse embryonic stem cells (ESC) provides an attractive approach for addressing the molecular and cellular underpinnings of chronic intrauterine NMDAr antagonism. A recent report described a role for early alcohol exposure in significantly diminishing the differentiation potential of ESC in an apoptosis independent manner. Of note, the effects of alcohol are due in large part to either NMDAr antagonism or activation of γ-Aminobutyric acid receptors (GABAAr) (Ikonomidou et al., 2000). At the receptor level, GABAAr modulation has been shown to function in ESC proliferation (Andang et al., 2008). However, it remains untested whether NMDAr modulation has an effect on early development or cell fate-specification, and if so, what that effect might be.
The underlying mechanisms of NMDAr signaling are complex. Experimental evidence suggests that NMDAr activation causes a Ca2+ influx. This influx is responsible for cAMP-response-element-binding-protein and nuclear factor kappa-light-chain-enhancer of activated B cells (NF-κB) mediated gene expression (Hardingham and Bading, 2003). The catalytic subunit of NF-κB, IκB kinase, is a critical coregulator of transforming growth factor-beta (TGF-β) signaling (Descargues et al., 2008). Given the central role of TGF-β signaling in early embryonic development (Oshimori and Fuchs, 2012), we hypothesized that perturbation of NMDAr signaling in the developing embryo might impair normal cell fate specification. Thus, the objective of this study was to use an ESC model to perform a step-wise exploration of the effects of NMDAr signaling on early cell fate specification.
2. Materials and Methods
2.1. NMDAr modulators
Ketamine (Ketamine hydrochloride, 50 mg/mL) was obtained from Bioniche Pharma (Lake Forest, IL). MK-801 and NMDA were both obtained from Sigma-Aldrich (St. Louis, MO).
2.2. Cell Culture
All cell cultures were maintained at 37C, 5% CO2. ESC were cultured on irradiated mouse embryonic fibroblasts (MEFs) with ESC medium, which consisted of Knockout DMEM (Invitrogen) supplemented with 15% Hyclone (Gibco), 1 × 103 units ml−1 recombinant murine leukemia inhibitory factor (LIF), 1× GlutaMax, (Invitrogen), 1× nonessential amino acids (Invitrogen), 1% Penicillin/Streptomycin (Invitrogen), and 0.1 mM 2-mercaptoethanol (Sigma). Media was changed every 24 hours and cells were passaged every third day as a single cell suspension using 0.25% trypsin/EDTA (Invitrogen). We thank T. Jessell for Hb9::GFP ESC (Wichterle et al., 2002), A. Smith for Sox1::GFP ESC (Aubert et al., 2003), G. Keller for Brachyury::GFP ESC (Fehling et al., 2003), K. Hochedlinger for Nanog::GFP ESC (Maherali et al., 2007), and S. Morrison for Sox17::GFP ESC (Kim et al., 2007).
2.3. Embryoid Body Formation and differentiation
Embryoid bodies (EBs) were generated from ESC after MEF depletion (Coucouvanis and Martin, 1995). In order to form EBs, ESC was grown in ultra low cluster 6-well plates (Corning). For spinal motor differentiation, approximately 1×106 cells were suspended in 3mL of knock-out serum replacement (KOSR) media and media was changed every 48 hours. KOSR media consisted of DMEM/F12 (Invitrogen) supplemented with 10% knockout serum replacement (Invitrogen), 1× GlutaMax (Invitrogen), 1% Penicillin/Streptomycin (Invitrogen), and 0.1 mM 2-mercaptoethanol (Sigma). After 48 hours from the time of initial suspension, EBs were induced towards spinal motor neuron identity for 5 days using 0.01 M Retinoic Acid (Sigma) and 1.3M Smoothened Agonist (Calbiochem). At day 7, EBs was dissociated to single cells with Papain/DNase (Worthington Bio). The resulting single cells were then washed with D-MEM/F12 and plated on culture slides or analyzed by flow cytometry. For plating, cells were first resuspended in motor neuron media supplemented with neurotrophic factors (GDNF, BDNF, CNTF; 10ng/ml, R&D Systems) and an equal number of cells were then plated onto poly-lysine laminin-coated chamber slides (BD Biosciences) coated with Matrigel (BD Biosciences). Motor neuron media consisted of F12 (Invitrogen), 1× GlutaMax (Invitrogen), 5% Horse serum (Invitrogen), 1× N2 supplement (Invitrogen), 1× B27 supplement (Invitrogen). For, mesoendodermal and extraembryonic endodermal differentiation, cells were cultured in EB media (Niakan et al., 2010; Vigneau et al., 2007). EB media consisted of ESC media described above, without LIF and NEAA.
2.4. Flow cytometry
The LSRFortessa cell analyzer (BD Biosciences) was used for flow cytometry. Data was analyzed in FlowJo (Version 9.4.10).
2.5. Immunohistochemistry
EBs were fixed in 4% paraformaldehyde (PFA) overnight at 4°C, equilibrated in 30% sucrose, embedded and cryosectioned (25um) prior to antibody staining. Neuronal cell cultures were fixed in 4% PFA for 15 minutes. Cells were permeabilized with 0.2% Triton-X in PBS for 45 minutes and incubated in blocking solution for 1 hour (10% donkey serum, Triton-X 0.1%). Cells were then incubated in primary antibody overnight and secondary antibodies for 1 hour in blocking solution after several washes in between. DNA was visualized by a Hoechst stain. The following primary antibodies were used: TUJ1 (1:1000, Sigma, T2200), Pax6 (1:100, DSHB, Pax6), Nkx2.2 (1:100, DSHB, 75.5A5), Nkx6.1 (1:100, DSHB, F55A10), Nestin (1:100, DSHB, Rat-401), Olig2 (1:250, Millipore, AB9610). Secondary antibodies used were AlexaFluor (1:1000, Life echnologies; 488, 555, 594, and 647).
2.6. Imaging
Confocal immunofluorescence pictures of EB cryosections were taken with a Zeiss LSM 700 confocal. Epifluorescence images were performed on a Zeiss AX10 microscope using and an Axiocam HRC camera.
2.7. iPS generation, Embryonic Motor Neuron and RNA sequencing
MEFs were harvested from Hb9::GFP E12.5 embryos under a dissection microscope (Leica). To generate mouse induced pluripotent stem cells (iPSCs), MEFs were transduced with retroviruses (pMXs vector) encoding Oct4, Sox2, and Klf4. Cells were cultured in ESC media and colonies were picked, expanded, and verified by Nanog immunostaining. Embryonic motor neurons were harvested from Hb9::GFP E13.5 embryos. Briefly, whole spinal cords were washed in F-12 (Invitrogen) and incubated in 10 ml of 0.025% trypsin with DNase for 45 min with gentle agitation every 15 min. Media was added to the dissociated spinal cords and the cells were triturated, spun down at 1,000 rpm for 5 min, and resuspended in DMEM/F-12 with glutamax and penicillin/streptomycin prior to flow purification of Hb9::GFP+ motor neurons directly into Trizol. Following harvesting of RNA from indicated sources, RNA quality was determined using BioAnalyzer (Aligent). RNA integrity numbers above 7.5 were deemed sufficiently high quality to proceed with library preparation. RNA sequencing libraries were generated from ~250 ng total RNA using the illumina TruSeq RNA kit v2, according to the manufacturers' directions. Libraries were sequenced at the Harvard Bauer Core Sequencing facility on a HiSeq 2000. Libraries were generated from at least two independent biological replicates and 20–40 million, 100 base pair, paired end reads were obtained for each sample. Reference files of the genome build mm9 (mouse), as well as ensembl transcript annotations, were obtained from iGenomes (http://support.illumina.com/sequencing/sequencing_software/igenome.ilmn). Reads were aligned to the genome using the split read aligner Tophat (v2.0.7) and Bowtie2 (v2.0.5)16 using default parameters. Transcript assembly and isoform-specific quantitation was performed using Cufflinks (v2.1.1). Abundance of individual isoforms is reported as fragments per kilobase of transcript per million mapped reads (FPKM). Computations were performed on the Odyssey cluster supported by the FAS Science Division Research Computing Group at Harvard University.
2.8. Microarray
For microarray analysis, total RNA from four biological replicates of control and ketamine (200um; day 0–2) treatment was harvested at day 2. RNA was amplified and biotin labeled using Illumina TotalPrep RNA Amplification kit (Ambion). The illumina MouseRef-8 v2.0 Expression BeadChip Kit was used and the cRNA was analyzed with an in-house Illumina BeadArray Reader. The quality of the raw data generated by Illumina Beadstudio was evaluated using Bioconductor packages. The normalized gene expression data was used to identify significant differentially expressed genes using the empirical Bayes moderated t-test in the Bioconductor package Linear Models for Microarray Data (LIMMA). A Multiple test corrected False Discovery Rate P value < 0.05 and greater than 2 fold expression difference was used as a cutoff to identify differentially expressed genes.
2.9. RT-PCR
Total RNA was extracted with the RNeasy Mini Kit (Qiagen) and reverse transcribed using the iSCRIPT kit (Bio-rad). Quantitative RT-PCR was then performed using SYBR green (Bio-Rad) and the iCycler system (Bio-rad). Quantitative levels for all genes were normalized to endogenous GAPDH and expressed relative to the control samples using the ΔΔCt method.
2.10. Statistical analysis
Statistical significance (comparisons to control) was assessed with a two-tailed Students T-test with a Bonferroni adjusted P value to account for the multiple comparisons. For the Nanog experiments, statistical significance was assessed by the Tukeys HSD test. Statistical analysis was performed using the JMP 10.0.0 software (SAS Institute Inc.). Error bars represent ± standard error of the mean (s.e.m.)
3. Results
3.1. NMDAr antagonism (ketamine and MK-801) Impairs Specification of ESC into Neurons
We tested the effect of NMDAr antagonism on a well-characterized EB stem cell differentiation strategy for producing spinal motor neurons (Fig. 1A). This strategy was attractive for our studies because it generates neurons through a step-wise process recapitulating many aspects of normal embryological development (Di Giorgio et al., 2007; Wichterle et al., 2002). We found that when we exposed differentiating cultures to the selective NMDAr antagonist’s ketamine (200um, day 0–7) or MK-801 (200um, day 0–7) throughout the motor neuron differentiation experiment, there was a reduction in the number of Tuj1+ and Hb9::GFP+ cells with a neuronal morphology (Fig. 1B, C)
Figure 1. NMDAr antagonism Impairs Specification of mouse embryonic stem cells (ESC) into Neurons.
(A) Schematic of spinal motor neuron differentiation protocol.
(B) Representative immunofluorescence images of day 0–7 ketamine (200um) exposed EBs derived from Hb9::GFP ESC. Scale bars represent 500um.
(C) Immunofluorescence analysis of TUJ1 from control and day 0–7 ketamine (200um) and MK-801 (200um) exposed EBs. EBs were dissociated into single cells and plated on a monolayer. Nuclei were stained with Hoechst. Scale bars represent 5um.
(D–E) Representative FACS plots showing gating of Hb9::GFP cells and quantification of Hb9::GFP cells after exposure to ketamine (200um) during differentiation into spinal motor neurons. Data are shown as mean ± s.e.m., n = 2. *P < 0.01, **P < 0.001, ***P < 0.0001 (Bonferroni adjusted P = 0.0038).
3.2. Early NMDAr antagonism Impairs Specification of ESC into Neurons
To quantify the effect of NMDAr antagonism on differentiation, we utilized an ESC line harboring an Hb9::GFP transgene. Since this transgene is selectively activated in motor neurons (Wichterle et al., 2002), it enables for a more precise flow cytometry based analysis. We exposed cultures to ketamine (200um) for distinct time periods, and then quantified the number of Hb9::GFP+ cells by flow cytometry (Fig. 1D, E). When we treated cultures from days 1–7, we found that there was a significant reduction in motor neuron differentiation from 16% to 2% Hb9::GFP+ cells (P < 0.0001, Bonferroni adjusted P = 0.0038). Similarly, treating cultures with ketamine for overlapping periods of time that accounted for most of differentiation (days 2–7, 0–6, 0–5, 0–4; P < 0.0001 for all conditions, Bonferroni adjusted P = 0.0038) resulted in a significant reduction of motor neuron differentiation. Treatment at a very early time point (day 0–1; P = 0.8212, Bonferroni adjusted P = 0.0038) had no effect on motor neuron differentiation. Likewise, treatment at later times points (days 3–7, P = 0.0088; 4–7, P = 0.0029; 5–7, P > 0.0176; 6–7, P = 0.0328; Bonferroni adjusted P = 0.0038) had only a modest effect on motor neuron differentiation. However, shorter treatment at relatively early time points (days 0–3; P < 0.0001; days 0–2, P = 0.0004; Bonferroni adjusted P = 0.0038) recapitulated the effects of longer treatment (Fig. 1D, E). These results suggest that ketamine was most likely exerting an influence during early stages of neural specification rather than later events such as patterning of neuronal precursors or neuronal survival
3.3. Impaired Specification of ESC into Neurons is dose dependent
When we treated differentiating cultures with ketamine (day 0–2) and quantified Hb9::GFP expression at day 7, we found that there was a significant dose dependent reduction in Hb9::GFP+ cells (Fig. 2A; 50um, P = 0.0056; 100um, P = 0.0004; 200um, P < 0.0001; Bonferroni adjusted P = 0.0125). Similarly, when we treated cultures from days 1–2 with ketamine and quantified Hb9::GFP expression at day 7, we found that there was also a significant dose dependent reduction in Hb9::GFP+ motor neuron differentiation (Fig. 2B; 100um, P = 0.0094; 200um, P = 0.0054; Bonferroni adjusted P = 0.0125). When we directly fixed, sectioned and stained EBs treated with ketamine (200um, day 0–2), we confirmed that Hb9::GFP+ fluorescence was reduced (Fig. 2C). We also found a significant reduction in the number of Tuj1+ neurons after ketamine treatment, suggesting that NMDAr antagonism was more generally influencing neuronal differentiation (Fig. 2C).
Figure 2. Early NMDA receptor antagonism decreases in differentiation potential of mouse embryonic stem cells (ESC) into neurons.
(A) Quantification of Hb9::GFP cells after day 0–2 exposure to ketamine during differentiation into spinal motor neurons. Data are shown as mean ± s.e.m., n = 3. *P < 0.0125, **P < 0.001, ***P < 0.0001 (Bonferroni adjusted P value = 0.0125).
(B) Quantification of Hb9::GFP cells after day 1–2 exposure to ketamine during differentiation into spinal motor neurons. Data are shown as mean ± s.e.m., n = 3. *P < 0.01, **P < 0.0001 (Bonferroni adjusted P value = 0.0125)
(C) Immunofluorescence analysis of cryosectioned control and ketamine exposed (200um) EBs at day 5 (Retinoic Acid and Smoothened Agonist patterned) with labeled markers. Nuclei were stained with Hoechst. Scale bars represent 100um.
3.4. NMDAr receptor subunits are expressed in ESC and differentiating neurons
To experimentally determine the presence and relative abundance of NMDAr subunits, we performed RNA sequencing on ESC, iPSC, ESC derived Hb9::GFP motor neurons, iPSC derived Hb9::GFP motor neurons, Hb9::GFP purified embryonic motor neurons, and MEFs. NMDAr subunits (NR1, NR2a, NR2b, NR2C, NR2d, NR3a, and NR3b) were most highly expressed in mouse embryonic motor neurons. In ESC and iPSC, the NR1 and NR2c were more abundant relative to the modest expression levels of the other subunits (NR2a, NR2b, NR2d, NR3a, and NR3b). Directed differentiation of ESC and iPSC into motor neurons resulted in increased expression of NR2a, NR2c, NR2d and NR3b compared to their ESC and iPSC progenitors. For comparison, we also profiled the expression pattern of MEFs. We found that although MEFs expressed NR1, NR2d and NR3a subunits, the expression levels were lower than that detected in motor neurons or pluripotent stem cells. Taken together, these results confirm that NMDAr subunits are expressed in ESC, iPSC and the resultant spinal motor neurons obtained from their directed differentiation.
3.5. Ketamine and MK-801 impair ESC differentiation into Neural Stem Cell Progenitors
Motor neuron differentiation unfolds in a step-wise manner in which early Sox1+ neural ectodermal progenitors, give rise to more lineage restricted neural progenitors that express factors such as Pax6, Nkx6.1 or Nkx2.2 depending on their dorsal-ventral identity (Wichterle et al., 2002). In the case of motor neurons, progenitors transit through expression of Pax6 then Nkx6.1 and ultimately Olig2 under the influence of proper levels of sonic hedgehog activity. These Olig2+ progenitors then activate Hb9 and Hb9::GFP expression at the time of mitotic exit. We found that treatment with ketamine (day 0–2) led to a dose dependent reduction in Olig2+ cells (Fig 4A, B; 50 um, P = 0.0057; 100um, P < 0.0001; 200um, P < 0.0001; Bonferroni adjusted P = 0.0125). We also found that treatment with MK-801 (day 0–2) led to a dose dependent reduction in Olig2+ cells (Fig 4C; 100um, P = 0.0005; 200um, P < 0.0001; Bonferroni adjusted P = 0.017). When we directly fixed, sectioned and stained EBs treated with ketamine (200um) from day 0–2, we confirmed that Olig2 expression was decreased (Fig. 4D; 200um ketamine). We found that ketamine treatment (200um; day 0–2) also decreased the expression of Nkx2.2 and Nkx6.1 in differentiating EBs. This suggested that ketamine was acting early in neural specification to influence dorsal-ventral patterning (Fig. 4E). Lastly, we found that ketamine treatment (200um; day 0–2) decreased the expression of Pax6 and Nestin (Fig. 4F), suggesting that ketamine was regulating very early phases of neural specification rather than dorso-ventral patterning.
Figure 4. NMDA receptor modulation is involved in specification of neuronal precursor cells.
(A–B) Representative FACS plots showing gating of Olig2::GFP cells and dose response quantification of Olig2::GFP cells exposed to ketamine (days 0–2). Data are shown as mean ± s.e.m., n = 3. *P < 0.0125, **P < 0.0001, (Bonferroni adjusted P = 0.0125).
(C) Dose response quantification of Olig2::GFP cells exposed to MK-801 (days 0–2). Data are shown as mean ± s.e.m., n = 3. *P < 0.001, **P < 0.0001 (Bonferroni adjusted P value = 0.017).
(D–F) Immunofluorescence analysis of cryosectioned day 5 EBs with labeled neural progenitor markers. Nuclei were stained with Hoechst. Scale bars represent 100um.
(G) Dose response quantification of Olig2::GFP cells to NMDA. Data are shown as mean ± s.e.m., n = 6. *P < 0.0125, **P < 0.0001 (Bonferroni adjusted P = 0.0125).
(H–I) Representative FACS plots showing gating of Sox1::GFP cells and dose response quantification of Sox1::GFP cells to ketamine and NMDA. Data are shown as mean ± s.e.m., n = 3. *P < 0.007, **P < 0.001, ***P < 0.0001 (Bonferroni adjusted P = 0.007).
3.6. NMDAr activation promotes ESC differentiation into Neuronal Progenitor Cells
We found that treatment with NMDA (10um, day 0–2) led to a modest but significant increase in the number of Olig2 progenitors (Fig. 4G; 10um, P = 0.006; Bonferroni adjusted P = 0.0125). To test whether the NMDAr was regulating early neural specification, we utilized a mouse embryonic stem cell line in which GFP was targeted to the endogenous Sox1 locus (Sox1::GFP). Consistent with the idea that NMDAr modulation acts either at or before the level of the Sox1 progenitor, we found that ketamine treatment (day 0–2) inhibited the accumulation of Sox1+ cells in a dose dependent manner (Fig. 4H and I; 50um, P = 0.0017; 100um, P = 0.0003; 200um, P = 0.0001; 300um, P < 0.0001; Bonferroni adjusted P = 0.007). We also found that the combination of RA and 10um of NMDA significantly led to a significant increase of Sox1+ cells from 28% to 45% suggesting a synergistic effect (Fig. 4H, I, P < 0.0001; Bonferroni adjusted P = 0.007). These results suggest that NMDAr antagonism impairs neuroectodermal specification and that NMDAr activation functions alone and synergistically with RA to promote neuroectodermal specification.
3.7. Ketamine Impairs ESC specification into Mesoendodermal Progenitor Cells
As our results suggested that NMDAr modulation modified neuroectodermal specification, we reasoned that NMDAr might also regulate progenitors of the embryonic germ layers obtained from ESC (Fig. 5). To test this hypothesis, we examined the influence of NMDAr modulation on expression of the T-box transcription factor Brachyury. EBs display a significant degree of self-organization manifested by establishment of anterior-posterior polarity and the emergence of cells with properties of the primitive streak (ten Berge et al., 2008). In EBs, Brachyury is transiently expressed in cells with properties of the primitive streak (ten Berge et al., 2008). In vitro lineage tracing studies show that both differentiating mesoderm and endoderm populations derive from these Brachyury+ cells (Fehling et al., 2003; Kubo et al., 2004). To test the role of ketamine in this context, we used a transgenic Brachyury::GFP mouse ESC line and found that ketamine (200um, day 0–2) treatment caused a significant decrease in Brachyury expression (Fig. 6A, B; day 4, P = 0.0003; day 5, P = 0.0011; Bonferroni adjusted P = 0.017).
Figure 5. Early Development pathway from mouse embryonic stem cells.
Cell lineage and transcription factor relationships from embryonic stem cells and the earliest stages of differentiation.
Figure 6. NMDA receptor modulation is involved in specification of mesoendodermal cell lineage but not the extraembryonic cell lineage.
(A–B) Representative FACS plots showing gating of Brachyury::GFP cells and dose response quantification of Brachyury::GFP cells exposed to ketamine (200um). Data are shown as mean ± s.e.m., n = 3. *P < 0.017, **P < 0.001, ***P < 0.0001 (Bonferroni adjusted P = 0.017).
(C–D) Representative FACS plots showing gating of Sox17::GFP cells and dose response quantification of Sox17::GFP cells exposed to ketamine (200um). Data are shown as mean ± s.e.m., n = 3. *P < 0.017, **P < 0.001, ***P < 0.0001 (Bonferroni adjusted P = 0.017).
(E–F) Representative FACS plots showing gating of Nanog::GFP cells and quantification of Nanog::GFP cells exposed to ketamine (200um; day 0–2) and NMDA (10um; day 0–2) in differentiation media. Cells were cultured as EBs in KOSR media. Data are shown as mean ± s.e.m., n = 3. *P < 0.05, Tukeys HSD.
(G) Quantification of Nanog::GFP cells exposed to ketamine (200um; day 0–2) and NMDA (10um; day 0–2) in self-renewal media. Data are shown as mean ± s.e.m., n = 3.
3.8. Ketamine does not Impair ESC specification into Extraembryonic Endoderm Cells
Sox17 has been shown to be an important mediator of extraembryonic endoderm (ExEn) differentiation (Niakan et al., 2010; Shimoda et al., 2007). Therefore, we tested whether NMDAr modulation played a role in the earliest phases of differentiation from the pluripotent state, corresponding to specification of the extraembryonic endoderm (ExEn) from the inner cell mass. By monitoring Sox17::GFP during mouse ESC differentiation, we found that NMDAr antagonism with ketamine (200um, day 0–2) did not influence the specification of ExEn (Fig. 6C, D). We also found that NMDA (10um, day 0–2) treatment had little or no effect on specification of ExEn (Fig. 6C, D). These results suggest that NMDAr modulation did not affect specification into the ExEn cell lineage.
3.9. NMDAr modulation affects Nanog Expression in ESC differentiation and not self renewal conditions
We tested the effect of NMDAr modulation on the differentiation of Nanog+ epiblast progenitors that give rise to the primitive streak and neuronal ectoderm. Although not statistically significant, treatment of differentiating cultures with ketamine (200um, day 0–2) caused an increase in the percentage of Nanog+ cells from 12% to 15% (Fig. 6E, F). Conversely, treatment with NMDA (10um, day 0–2) reduced the percentage of Nanog+ cells from 12% to 9% (Fig. 6E, 6F). When we compared ketamine exposed Nanog+ cells to NMDA exposed Nanog+ cells in differentiating conditions, this difference was statistically significant (Fig. 6E, F; P = 0.04, Tukeys HSD). We also tested the effect NMDAr modulation on Nanog+ epiblast progenitors in self-renewal conditions (ESC media). When we compared the ketamine (200um, day 0–2), NMDA (10um, day 0- and control groups, there was no difference between all groups (Fig. 6G; P > 0.05 for all comparisons, Tukeys HSD). These results suggest that NMDAr modulation regulates exit from a pluripotent state in ESC.
3.10. Microarray and RT-PCR of Embryoid Bodies Exposed to Ketamine
In order to gain mechanistic insight into how NMDAr antagonism impacts lineage specification, we compared the transcriptional profiles of control EBs (n = 4) and ketamine treated EBs (n = 4; 200um, day 0–2) and also performed functional and pathway enrichment analysis (Tables S2 and S3). Expression changes were deemed significant only if they showed a twofold change in expression compared to the controls, and had false discovery rate corrected P value less than 0.05 (Fig. 7A, B). We then confirmed significant alterations in transcription by qRT-PCR (Fig. 7C, Fig. S1). These studies identified Otx2, Lefty1 and Pitx2, critical downstream targets of the TGF-β signaling pathway as genes whose transcription were depressed by NMDAr antagonism (Acampora et al., 2009; Beddington and Robertson, 1999; Shen, 2007; Takaoka et al., 2011; Takaoka et al., 2006; Yamamoto et al., 2004).
Figure 7. NMDA antagonism phenotype is associated with downregulation of key genes regulated by TGF-β superfamily signaling.
The genes were identified in a supervised analysis using an absolute fold change of 2 and P value<0.05.
(A) Hierarchical clustering of gene expression profiles of ketamine treated and control EBs on day 2 of differentiation. n = 4 replicates each. The columns represent samples and rows represent the genes. Gene expression is shown with pseudocolor scale (−3 to 3) with red denoting high gene expression levels and green denoting low gene expression levels of genes.
(B) Sample relations of experimental replicates based on 10980 genes.
(C) Qualitative PCR confirming candidate downregulated genes and select upregulated genes.
(D) Proposed model of NMDA antagonism mediated disruption of embryonic development implicating alteration in TGF-β superfamily signaling.
Discussion
Here, we use a combination of stem cell and reprogramming approaches to perform a step-wise exploration of the effects of NMDAr signaling on early cell fate specification. We found that NMDAr antagonists impaired specification into neuronal, neuronal progenitor, and neuroectodermal cells. Consistent with these findings, exogenous NMDA promoted neuronal progenitor and neuroectodermal specification. Furthermore, we found that NMDAr antagonism impaired specification into the mesoendodermal cell lineages with little or no effect on specification of the extraembryonic endoderm cell lineage. When we studied the effects of NMDAr antagonism on Nanog expression in the ESC, we found that NMDAr modulation had no effect on ESC maintained in self-renewal conditions. However, in differentiation conditions, NMDAr antagonism increased the number of Nanog+ cells while NMDA decreased the number of Nanog+ cells suggesting that NMDAr antagonism impaired the transition to Nanog- intermediates. Finally, ketamine exposure during ESC differentiation modified expression of several key targets of TGF-β superfamily signaling, suggesting a mechanism for these findings. Altogether, our results suggest a role for the development of experimental models using NMDAr modulation to study and potentially explain the fetal abnormalities and decreased fecundity in women exposed to NMDAr antagonists (Kesmodel et al., 2002; Rowland et al., 1995; Rowland et al., 1992; Windham et al., 1997).
The three key targets of the TGF-β signaling pathway identified by our genetic profiling experiments as being downregulated by ketamine are Otx2, Lefty, and Pitx2. In the developing mouse embryo, Otx2 null mutants exhibit a headless phenotype with severe gastrulation impairment(Acampora et al., 2009). Embryological and genetic studies show that Otx2 activates expression of Lefty1 in cells representing the distal visceral endoderm (Acampora et al., 2009). These Lefty1+ cells are necessary for the required movement of the anterior visceral endoderm to the future anterior side of the embryo, an event necessary for primitive streak positioning and forebrain development (Kimura et al., 2000; Kimura-Yoshida et al., 2005; Perea-Gomez et al., 2001). Furthermore, Pitx2, acting early in the TGF-β signaling pathway is also essential for normal germ cell layer formation (Faucourt et al., 2001). We noted that the phenotypes that result from genetic manipulation of these TGF-β targets parallel those observed in our model.
The results of this study are consistent with alteration in the differentiation potential of ESC that was recently demonstrated for alcohol in an ESC model (Sanchez-Alvarez et al., 2013). In that study, it was reported that early exposure of differentiating ESC to alcohol significantly alters the differentiation potential of ESC in an apoptosis independent manner (Sanchez-Alvarez et al., 2013). Interestingly, the effects of alcohol are due in large part to antagonism of the NMDAr and activation of GABAAr. Since GABAAr activation has been shown to limit ESC proliferation but not differentiation potential (Andang et al., 2008), we suggest that the described effects from modeling studies of fetal alcohol toxicity are likely due to NMDAr antagonism.
Our results using the ESC model are suggestive of decreased neural stem cell proliferation (Fig 4D, 4E and 4F). A recent study using a human embryonic stem cell (hESC) model found that ketamine increased neural stem cell proliferation without inducing apoptosis (Bai et al., 2013). This difference can be explained by the different developmental stages represented by ESC and hESC. hESC represent a later stage of embryonic development than ESC. Studies have likened hESC to epiblast stem cells which have recently been isolated from post-implantation stage mouse embryos (Brons et al., 2007; Nichols and Smith, 2009; Rossant, 2008; Tesar et al., 2007). At the stage of embryonic development represented by hESC, inhibition of the TGF-β pathway promotes differentiation along the neuronal lineage. Numerous hESC neuronal differentiation strategies make use of small molecule antagonists of the TGF-β signaling pathway to induce a rapid and very efficient neural conversion of hESCs (Chambers et al., 2009; Davis-Dusenbery et al., 2014; Zhou et al., 2010). Conversely, TGF-β inhibition at the earlier time point presented by ESC impairs normal gastrulation (Tam and Loebel, 2007).
We believe that our findings were mainly mediated through developmental effects rather than toxicity because when we examined the parent gated populations in our experiments (Hb9, Olig2, Sox1, Brachyury), there was no difference between NMDAr antagonist exposed and control groups (Fig. S2). At present, we can only speculate on the molecular mechanism responsible for this phenotype (Fig. 7D). Accordingly, an alternative explanation for our results is that ketamine and MK-801 both alter ESC differentiation through a non-NMDAr target. This seems unlikely given that exogenous NMDA administration increased ESC differentiation into neuronal cells. Genetic silencing experiments of the NMDAr subunits we have identified in this study may provide further insight. Since we took advantage of an in vitro ESC model, in vivo animal models that account for the rapid drug metabolism and excretion present in laboratory animals are necessary to complement our study.
In exploring the potential patterning deficits implicated with NMDAr antagonism, we found and describe a previously unrecognized role of NMDAr signaling in regulating key TGF-β responsive genes necessary in embryological development. Altogether, our results show that NMDAr regulates early cell-fate specification. We suggest that this is a previously unrecognized dynamic potentially contributing to embryotoxicity and we propose a model that strongly implicates alteration of TGF-β superfamily signaling.
Supplementary Material
Figure 3. NMDAr receptor subunits are expressed in mouse embryonic stem cells (ESC) and differentiating neurons.
The expression of NMDAr subunits in selected cell types are shown. FPKM, fragments per kilobase of transcript per million fragments mapped. Mouse embryonic fibroblasts (MEFs), mouse induced pluripotent stem cells (iPSC), mouse embryonic stem cells (ESC).
Acknowledgments
We thank R. Kara and K. Baker for helpful comments on this manuscript. We also thank all past and present members of the Eggan laboratory for helpful discussions. This work was supported by the Harvard Stem Cell Institute, the Howard Hughes Medical Institute, the National Institutes of Health (T32GM007592), and the Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital, Boston, Massachusetts.
Footnotes
Publisher's Disclaimer: This is a PDF file of an unedited manuscript that has been accepted for publication. As a service to our customers we are providing this early version of the manuscript. The manuscript will undergo copyediting, typesetting, and review of the resulting proof before it is published in its final citable form. Please note that during the production process errors may be discovered which could affect the content, and all legal disclaimers that apply to the journal pertain.
Author Contributions
O.A performed all cell culture experiments, analyzed the data and wrote the initial draft of this manuscript. B.D analyzed the RNA sequencing experiments. S.C performed confocal microscopy experiments. J.I generated the RNA sequencing samples. O.A and K.E contributed to the experimental design, and revised the manuscript.
References
- Acampora D, Di Giovannantonio LG, Di Salvio M, Mancuso P, Simeone A. Selective inactivation of Otx2 mRNA isoforms reveals isoform-specific requirement for visceral endoderm anteriorization and head morphogenesis and highlights cell diversity in the visceral endoderm. Mech Dev. 2009;126:882–897. doi: 10.1016/j.mod.2009.07.003. [DOI] [PubMed] [Google Scholar]
- Andang M, Hjerling-Leffler J, Moliner A, Lundgren TK, Castelo-Branco G, Nanou E, Pozas E, Bryja V, Halliez S, Nishimaru H, et al. Histone H2AXdependent GABA(A) receptor regulation of stem cell proliferation. Nature. 2008;451:460–464. doi: 10.1038/nature06488. [DOI] [PubMed] [Google Scholar]
- Aubert J, Stavridis MP, Tweedie S, O'Reilly M, Vierlinger K, Li M, Ghazal P, Pratt T, Mason JO, Roy D, et al. Screening for mammalian neural genes via fluorescence-activated cell sorter purification of neural precursors from Sox1-gfp knockin mice. Proc Natl Acad Sci U S A. 2003;100(Suppl 1):11836–11841. doi: 10.1073/pnas.1734197100. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bai X, Yan Y, Canfield S, Muravyeva MY, Kikuchi C, Zaja I, Corbett JA, Bosnjak ZJ. Ketamine enhances human neural stem cell proliferation and induces neuronal apoptosis via reactive oxygen species-mediated mitochondrial pathway. Anesth Analg. 2013;116:869–880. doi: 10.1213/ANE.0b013e3182860fc9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Beddington RS, Robertson EJ. Axis development and early asymmetry in mammals. Cell. 1999;96:195–209. doi: 10.1016/s0092-8674(00)80560-7. [DOI] [PubMed] [Google Scholar]
- Brons IG, Smithers LE, Trotter MW, Rugg-Gunn P, Sun B, Chuva de Sousa Lopes SM, Howlett SK, Clarkson A, Ahrlund-Richter L, Pedersen RA, et al. Derivation of pluripotent epiblast stem cells from mammalian embryos. Nature. 2007;448:191–195. doi: 10.1038/nature05950. [DOI] [PubMed] [Google Scholar]
- Brown EN, Purdon PL, Van Dort CJ. General anesthesia and altered states of arousal: a systems neuroscience analysis. Annu Rev Neurosci. 2011;34:601–628. doi: 10.1146/annurev-neuro-060909-153200. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chambers SM, Fasano CA, Papapetrou EP, Tomishima M, Sadelain M, Studer L. Highly efficient neural conversion of human ES and iPS cells by dual inhibition of SMAD signaling. Nat Biotechnol. 2009;27:275–280. doi: 10.1038/nbt.1529. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Coucouvanis E, Martin GR. Signals for death and survival: a two-step mechanism for cavitation in the vertebrate embryo. Cell. 1995;83:279–287. doi: 10.1016/0092-8674(95)90169-8. [DOI] [PubMed] [Google Scholar]
- Cuevas E, Trickler WJ, Guo X, Ali SF, Paule MG, Kanungo J. Acetyl L-carnitine protects motor neurons and Rohon-Beard sensory neurons against ketamine-induced neurotoxicity in zebrafish embryos. Neurotoxicol Teratol. 2013;39:69–76. doi: 10.1016/j.ntt.2013.07.005. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davis-Dusenbery BN, Williams LA, Klim JR, Eggan K. How to make spinal motor neurons. Development. 2014;141:491–501. doi: 10.1242/dev.097410. [DOI] [PubMed] [Google Scholar]
- Descargues P, Sil AK, Sano Y, Korchynskyi O, Han G, Owens P, Wang XJ, Karin M. IKKalpha is a critical coregulator of a Smad4-independent TGFbeta-Smad2/3 signaling pathway that controls keratinocyte differentiation. Proc Natl Acad Sci U S A. 2008;105:2487–2492. doi: 10.1073/pnas.0712044105. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Di Giorgio FP, Carrasco MA, Siao MC, Maniatis T, Eggan K. Non-cell autonomous effect of glia on motor neurons in an embryonic stem cell-based ALS model. Nat Neurosci. 2007;10:608–614. doi: 10.1038/nn1885. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dong C, Anand KJ. Developmental neurotoxicity of ketamine in pediatric clinical use. Toxicol Lett. 2013;220:53–60. doi: 10.1016/j.toxlet.2013.03.030. [DOI] [PubMed] [Google Scholar]
- Faucourt M, Houliston E, Besnardeau L, Kimelman D, Lepage T. The pitx2 homeobox protein is required early for endoderm formation and nodal signaling. Dev Biol. 2001;229:287–306. doi: 10.1006/dbio.2000.9950. [DOI] [PubMed] [Google Scholar]
- Fehling HJ, Lacaud G, Kubo A, Kennedy M, Robertson S, Keller G, Kouskoff V. Tracking mesoderm induction and its specification to the hemangioblast during embryonic stem cell differentiation. Development. 2003;130:4217–4227. doi: 10.1242/dev.00589. [DOI] [PubMed] [Google Scholar]
- Felix LM, Antunes LM, Coimbra AM. Ketamine NMDA receptor-independent toxicity during zebrafish (Danio rerio) embryonic development. Neurotoxicol Teratol. 2013;41C:27–34. doi: 10.1016/j.ntt.2013.11.005. [DOI] [PubMed] [Google Scholar]
- Hardingham GE, Bading H. The Yin and Yang of NMDA receptor signalling. Trends Neurosci. 2003;26:81–89. doi: 10.1016/S0166-2236(02)00040-1. [DOI] [PubMed] [Google Scholar]
- Ikonomidou C, Bittigau P, Ishimaru MJ, Wozniak DF, Koch C, Genz K, Price MT, Stefovska V, Horster F, Tenkova T, et al. Ethanol-induced apoptotic neurodegeneration and fetal alcohol syndrome. Science. 2000;287:1056–1060. doi: 10.1126/science.287.5455.1056. [DOI] [PubMed] [Google Scholar]
- Kanungo J, Cuevas E, Ali SF, Paule MG. Ketamine induces motor neuron toxicity and alters neurogenic and proneural gene expression in zebrafish. J Appl Toxicol. 2013;33:410–417. doi: 10.1002/jat.1751. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kesmodel U, Wisborg K, Olsen SF, Henriksen TB, Secher NJ. Moderate alcohol intake in pregnancy and the risk of spontaneous abortion. Alcohol Alcohol. 2002;37:87–92. doi: 10.1093/alcalc/37.1.87. [DOI] [PubMed] [Google Scholar]
- Kim I, Saunders TL, Morrison SJ. Sox17 dependence distinguishes the transcriptional regulation of fetal from adult hematopoietic stem cells. Cell. 2007;130:470–483. doi: 10.1016/j.cell.2007.06.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kimura C, Yoshinaga K, Tian E, Suzuki M, Aizawa S, Matsuo I. Visceral endoderm mediates forebrain development by suppressing posteriorizing signals. Dev Biol. 2000;225:304–321. doi: 10.1006/dbio.2000.9835. [DOI] [PubMed] [Google Scholar]
- Kimura-Yoshida C, Nakano H, Okamura D, Nakao K, Yonemura S, Belo JA, Aizawa S, Matsui Y, Matsuo I. Canonical Wnt signaling and its antagonist regulate anterior-posterior axis polarization by guiding cell migration in mouse visceral endoderm. Dev Cell. 2005;9:639–650. doi: 10.1016/j.devcel.2005.09.011. [DOI] [PubMed] [Google Scholar]
- Kubo A, Shinozaki K, Shannon JM, Kouskoff V, Kennedy M, Woo S, Fehling HJ, Keller G. Development of definitive endoderm from embryonic stem cells in culture. Development. 2004;131:1651–1662. doi: 10.1242/dev.01044. [DOI] [PubMed] [Google Scholar]
- Lapidus KA, Soleimani L, Murrough JW. Novel glutamatergic drugs for the treatment of mood disorders. Neuropsychiatr Dis Treat. 2013;9:1101–1112. doi: 10.2147/NDT.S36689. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Maherali N, Sridharan R, Xie W, Utikal J, Eminli S, Arnold K, Stadtfeld M, Yachechko R, Tchieu J, Jaenisch R, et al. Directly reprogrammed fibroblasts show global epigenetic remodeling and widespread tissue contribution. Cell Stem Cell. 2007;1:55–70. doi: 10.1016/j.stem.2007.05.014. [DOI] [PubMed] [Google Scholar]
- Niakan KK, Ji H, Maehr R, Vokes SA, Rodolfa KT, Sherwood RI, Yamaki M, Dimos JT, Chen AE, Melton DA, et al. Sox17 promotes differentiation in mouse embryonic stem cells by directly regulating extraembryonic gene expression and indirectly antagonizing self-renewal. Genes Dev. 2010;24:312–326. doi: 10.1101/gad.1833510. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nichols J, Smith A. Naive and primed pluripotent states. Cell Stem Cell. 2009;4:487–492. doi: 10.1016/j.stem.2009.05.015. [DOI] [PubMed] [Google Scholar]
- Oshimori N, Fuchs E. The harmonies played by TGF-beta in stem cell biology. Cell Stem Cell. 2012;11:751–764. doi: 10.1016/j.stem.2012.11.001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Perea-Gomez A, Lawson KA, Rhinn M, Zakin L, Brulet P, Mazan S, Ang SL. Otx2 is required for visceral endoderm movement and for the restriction of posterior signals in the epiblast of the mouse embryo. Development. 2001;128:753–765. doi: 10.1242/dev.128.5.753. [DOI] [PubMed] [Google Scholar]
- Rossant J. Stem cells and early lineage development. Cell. 2008;132:527–531. doi: 10.1016/j.cell.2008.01.039. [DOI] [PubMed] [Google Scholar]
- Rowland AS, Baird DD, Shore DL, Weinberg CR, Savitz DA, Wilcox AJ. Nitrous oxide and spontaneous abortion in female dental assistants. Am J Epidemiol. 1995;141:531–538. doi: 10.1093/oxfordjournals.aje.a117468. [DOI] [PubMed] [Google Scholar]
- Rowland AS, Baird DD, Weinberg CR, Shore DL, Shy CM, Wilcox AJ. Reduced fertility among women employed as dental assistants exposed to high levels of nitrous oxide. N Engl J Med. 1992;327:993–997. doi: 10.1056/NEJM199210013271405. [DOI] [PubMed] [Google Scholar]
- Sanchez-Alvarez R, Gayen S, Vadigepalli R, Anni H. Ethanol diverts early neuronal differentiation trajectory of embryonic stem cells by disrupting the balance of lineage specifiers. PLoS One. 2013;8:e63794. doi: 10.1371/journal.pone.0063794. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shen MM. Nodal signaling: developmental roles and regulation. Development. 2007;134:1023–1034. doi: 10.1242/dev.000166. [DOI] [PubMed] [Google Scholar]
- Shimoda M, Kanai-Azuma M, Hara K, Miyazaki S, Kanai Y, Monden M, Miyazaki J. Sox17 plays a substantial role in late-stage differentiation of the extraembryonic endoderm in vitro. J Cell Sci. 2007;120:3859–3869. doi: 10.1242/jcs.007856. [DOI] [PubMed] [Google Scholar]
- Sinner B, Graf BM. Ketamine. Handb Exp Pharmacol. 2008:313–333. doi: 10.1007/978-3-540-74806-9_15. [DOI] [PubMed] [Google Scholar]
- Su PH, Chang YZ, Chen JY. Infant with in utero ketamine exposure: quantitative measurement of residual dosage in hair. Pediatr Neonatol. 2010;51:279–284. doi: 10.1016/S1875-9572(10)60054-X. [DOI] [PubMed] [Google Scholar]
- Takaoka K, Yamamoto M, Hamada H. Origin and role of distal visceral endoderm, a group of cells that determines anterior-posterior polarity of the mouse embryo. Nat Cell Biol. 2011;13:743–752. doi: 10.1038/ncb2251. [DOI] [PubMed] [Google Scholar]
- Takaoka K, Yamamoto M, Shiratori H, Meno C, Rossant J, Saijoh Y, Hamada H. The mouse embryo autonomously acquires anterior-posterior polarity at implantation. Dev Cell. 2006;10:451–459. doi: 10.1016/j.devcel.2006.02.017. [DOI] [PubMed] [Google Scholar]
- Tam PP, Loebel DA. Gene function in mouse embryogenesis: get set for gastrulation. Nat Rev Genet. 2007;8:368–381. doi: 10.1038/nrg2084. [DOI] [PubMed] [Google Scholar]
- ten Berge D, Koole W, Fuerer C, Fish M, Eroglu E, Nusse R. Wnt signaling mediates self-organization and axis formation in embryoid bodies. Cell Stem Cell. 2008;3:508–518. doi: 10.1016/j.stem.2008.09.013. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tesar PJ, Chenoweth JG, Brook FA, Davies TJ, Evans EP, Mack DL, Gardner RL, McKay RD. New cell lines from mouse epiblast share defining features with human embryonic stem cells. Nature. 2007;448:196–199. doi: 10.1038/nature05972. [DOI] [PubMed] [Google Scholar]
- Vigneau C, Polgar K, Striker G, Elliott J, Hyink D, Weber O, Fehling HJ, Keller G, Burrow C, Wilson P. Mouse embryonic stem cell-derived embryoid bodies generate progenitors that integrate long term into renal proximal tubules in vivo. J Am Soc Nephrol. 2007;18:1709–1720. doi: 10.1681/ASN.2006101078. [DOI] [PubMed] [Google Scholar]
- Wichterle H, Lieberam I, Porter JA, Jessell TM. Directed differentiation of embryonic stem cells into motor neurons. Cell. 2002;110:385–397. doi: 10.1016/s0092-8674(02)00835-8. [DOI] [PubMed] [Google Scholar]
- Windham GC, Von Behren J, Fenster L, Schaefer C, Swan SH. Moderate maternal alcohol consumption and risk of spontaneous abortion. Epidemiology. 1997;8:509–514. doi: 10.1097/00001648-199709000-00007. [DOI] [PubMed] [Google Scholar]
- Yamamoto M, Saijoh Y, Perea-Gomez A, Shawlot W, Behringer RR, Ang SL, Hamada H, Meno C. Nodal antagonists regulate formation of the anteroposterior axis of the mouse embryo. Nature. 2004;428:387–392. doi: 10.1038/nature02418. [DOI] [PubMed] [Google Scholar]
- Zhou J, Su P, Li D, Tsang S, Duan E, Wang F. High-efficiency induction of neural conversion in human ESCs and human induced pluripotent stem cells with a single chemical inhibitor of transforming growth factor beta superfamily receptors. Stem Cells. 2010;28:1741–1750. doi: 10.1002/stem.504. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.







