| Literature DB >> 27562236 |
Peter J Wagner1, Hae-Ryung Park, Zhaoxi Wang, Rory Kirchner, Yongyue Wei, Li Su, Kirstie Stanfield, Tomas R Guilarte, Robert O Wright, David C Christiani, Quan Lu.
Abstract
BACKGROUND: Lead (Pb) adversely affects neurodevelopment in children. Neural stem cells (NSCs) play an essential role in shaping the developing brain, yet little is known about how Pb perturbs NSC functions and whether such perturbation contributes to impaired neurodevelopment.Entities:
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Year: 2016 PMID: 27562236 PMCID: PMC5381979 DOI: 10.1289/EHP265
Source DB: PubMed Journal: Environ Health Perspect ISSN: 0091-6765 Impact factor: 9.031
Figure 1Identification of differential gene expression in human NSCs exposed to Pb by RNA-seq. (A) Schematic workflow of the study. (B) MTT assay showing relative numbers of NSCs after 24 hr treatment of Pb at different concentrations. Error bars represent standard error of the mean of eight replicates. (C) Volcano plot of RNA-seq results with top four genes annotated. Black squares represent differentially expressed genes defined by > 0.2 log2-fold change and FDR-adjusted q-value < 0.05%; gray circles represent genes that do not meet the significance threshold. (D) qPCR validation of known NRF2 targets identified by RNA-seq. Results were obtained from three biologic replicates. (E) Induction of NQO1 expression in response to 24-hr Pb treatment (at different concentrations) in NSCs.
Differential expression of human NSCs exposed to 1 μM Pb by RNA-seq.
| HGNC name | Gene description | Fold change | FDR | NRF2 target | |
|---|---|---|---|---|---|
| Coagulation factor II (thrombin) receptor-like 2 | 2.35 | 1.05 × 10–19 | 4.62 × 10–16 | ||
| Oxidative stress induced growth inhibitor 1 | 2.29 | 8.21 × 10–12 | 2.06 × 10–8 | a | |
| Lung cancer associated transcript 1 (nonprotein coding) | 1.98 | 6.60 × 10–8 | 1.16 × 10–4 | g | |
| Heme oxygenase (decycling) 1 | 1.87 | 4.63 × 10–15 | 1.63 × 10–11 | a,b,d,e | |
| Secreted phosphoprotein 1 | 1.82 | 3.27 × 10–22 | 1.92 × 10–18 | ||
| NAD(P)H dehydrogenase, quinone 1 | 1.8 | 2.24 × 10–33 | 3.93 × 10–29 | a,b,c,f | |
| Epidermal growth factor | 1.45 | 4.07 × 10–7 | 6.50 × 10–4 | ||
| Ferritin, light polypeptide | 1.43 | 5.00 × 10–29 | 4.39 × 10–25 | a,b | |
| VGF nerve growth factor inducible | 1.39 | 8.65 × 10–13 | 2.53 × 10–9 | b | |
| Thioredoxin reductase 1 | 1.38 | 1.22 × 10–9 | 2.68 × 10–6 | a,b,f | |
| Serpin peptidase inhibitor, clade E (nexin, plasminogen activator inhibitor type 1), member 1 | 1.36 | 1.53 × 10–6 | 1.92 × 10–3 | b,c,f | |
| Solute carrier family 7 (anionic amino acid transporter light chain, xc- system), member 11 | 1.34 | 1.20 × 10–5 | 1.11 × 10–2 | a | |
| Solute carrier family 7 (amino acid transporter light chain, L system), member 8 | 1.31 | 6.88 × 10–7 | 1.01 × 10–3 | ||
| Gremlin 1, DAN family BMP antagonist | 1.28 | 5.19 × 10–6 | 5.07 × 10–3 | ||
| Pirin (iron-binding nuclear protein) | 1.25 | 8.54 × 10–7 | 1.15 × 10–3 | a | |
| Coagulation factor XIII, A1 polypeptide | 1.24 | 5.05 × 10–5 | 3.55 × 10–2 | ||
| UDP-Gal:betaGlcNAc beta 1,3-galactosyltransferase, polypeptide 2 | 0.81 | 3.00 × 10–5 | 2.29 × 10–2 | ||
| MIR503 host gene (non-protein coding) | 0.73 | 2.14 × 10–5 | 1.79 × 10–2 | ||
| DIO3 opposite strand/antisense RNA | 0.68 | 3.35 × 10–6 | 3.47 × 10–3 | ||
| Differential expression of triplicate pairs was performed in edgeR, and statistically significant differentially expressed transcripts were defined by > ± 0.2 log2-fold change and FDR-adjusted | |||||
Figure 2Effects of Pb treatment on SPP1 expression in NSCs. (A) Comparison of SPP1 induction-fold changes measured by qPCR and RNA-seq. (B) qPCR of three major SPP1 splice variants after 24-hr Pb exposure. Splice-variant specific primers were used. (C) Dose–response curve of SPP1 exposed to a range of Pb concentrations for 24 hr. (D) Time course of SPP1 exposed to 1 μM Pb. (E) Upper panel: SPP1 Western Blotting of whole cell extracts from control or 24-hr Pb-treated NSCs. Lower panel: relative SPP1 protein amount normalized against β-actin. (F) Cell culture media concentration of SPP1 determined by ELISA in control or Pb-treated NSCs (for 20, 40 and 60 hr). All error bars represent the standard error of the mean of three biologic replicates. (G) hNSCs seeded in 24 well plates at 5 × 104 per well were treated with control vehicle PBS or human recombinant SPP1 protein (Eton Bioscience) at 50 or 250 ng/mL. The next day, hNSCs were exposed to 2 μM Pb for 3 days. Cell counting was done by hemocytometer with Trypan blue staining to exclude dead cells. Six replicates were done for each condition.
Figure 3NRF2-dependent up-regulation of SPP1 expression. (A) SPP1 and NQO1 expression-fold changes (measure by qPCR) in NSCs exposed to canonical NRF2 inducer DL-Sulforaphane (DLS, 1 μM) for 24 hr. (B) Efficiency of siRNA knockdown of KEAP1 48 hr post transfection as assessed by qPCR. NT: nontargeting control siRNAs. (C) SPP1 expression in control or KEAP1 knockdown NSCs. qPCR was done 48 hr post KEAP1 siRNA transfection. (D) Amount of secreted SPP1 protein in cultured media of NSCs at 60 hr post KEAP1 siRNA transfection. (E) Efficiency of siRNA knockdown of NRF2 using two siRNAs 48 hr post transfection. Pb and vehicle control were added to cells 24 hr post transfection for a 24-hr exposure. (F) SPP1 expression after 24 hr of Pb exposure in NRF2-knockdown cells compared to that in NT-siRNA transfected cells. All figure error bars represent standard error of the mean of three biologic replicates.
Figure 4NRF2 interaction with an ARE in the SPP1 promoter. (A) Presence of a putative ARE ~ 600 bp upstream of SPP1 transcription start site. (B) NRF2 ChIP followed by PCR amplification of the putative SPP1 ARE. NRF2 was activated by KEAP1 knockdown and NT-siRNA was transfected into control cells. Following NRF2 ChIP, qPCR was done to measure the presence of SPP1 ARE, NQO1 ARE (positive control), and RPL30 Exon 3 (negative control). *p < 0.05 by two-sided t-test.
Figure 5Association analysis of SPP1 SNPs with neurodevelopment phenotypes. (A) Schema of SNPs in relation to the SPP1 transcribed locus and ARE. Linkage disequilibrium (LD) patterns around SPP1 in the study population are shown. The relative abundances of haplotypes are shown above the LD plot. LD plot reflects pairwise R 2 among SNPs. (B) Negative log10 p-values for SNP associations with the Cognitive Development Index (CDI), Language Development Index (LDI) and Psychomotor Development Index (PDI) as a main effect (G) and in interaction with maternal second trimester lead (G × E).
Summary of SPP1 SNP association effect sizes and p-values in determining CDI, LDI and PDI.
| rs id | chr4 bp | Alleles | MAF | Cognitive development index (CDI) | Language development index (LDI) | Psychomotor development index (PDI) | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Main effect | Interaction | Main effect | Interaction | Main effect | Interaction | ||||||||||||||||
| β | SNP | SNP*logPb | β | SNP | SNP*logPb | β | SNP | SNP*logPb | |||||||||||||
| β | β | β | β | β | β | ||||||||||||||||
| rs4693923 | 88888113 | A/G | 0.11 | –0.18 | 0.8338 | –0.65 | 0.6881 | 0.12 | 0.7425 | 0.44 | 0.6344 | –1.16 | 0.5047 | 0.45 | 0.2516 | –0.77 | 0.4461 | –3.96 | 0.03735 | 0.91 | 0.03547 |
| rs12641001 | 88888940 | T/C | 0.10 | 2.56 | 3.97 | 0.01465 | –0.37 | 0.2723 | 1.72 | 0.078 | 2.44 | 0.1589 | –0.22 | 0.5449 | 0.88 | 0.4089 | 3.82 | 0.04506 | –0.65 | 0.1012 | |
| rs6833161 | 88889605 | T/C | 0.32 | 0.26 | 0.6557 | 0.57 | 0.6011 | –0.09 | 0.7115 | 0.58 | 0.3557 | 0.30 | 0.7952 | 0.07 | 0.7677 | 0.54 | 0.4271 | 0.28 | 0.8252 | 0.12 | 0.6611 |
| rs6813526 | 88894235 | C/T | 0.13 | 1.67 | 0.04771 | 2.67 | 0.06719 | –0.24 | 0.3895 | 1.91 | 0.0324 | 1.89 | 0.2224 | –0.01 | 0.9617 | 0.70 | 0.4694 | 3.20 | 0.06073 | –0.54 | 0.1052 |
| rs2728127 | 88895115 | G/A | 0.14 | 1.69 | 0.03471 | 2.99 | 0.03169 | –0.29 | 0.2822 | 1.93 | 0.02355 | 1.93 | 0.1899 | –0.01 | 0.983 | 1.28 | 0.1667 | 3.68 | 0.02321 | –0.49 | 0.1255 |
| rs2853744 | 88896248 | T/G | 0.07 | 1.64 | 0.1167 | 2.26 | 0.2209 | –0.20 | 0.5934 | 3.01 | 0.00671 | 4.19 | 0.03141 | –0.35 | 0.3725 | 1.34 | 0.2693 | 4.95 | 0.02173 | –0.76 | 0.07875 |
| rs11730582 | 88896421 | T/C | 0.46 | 0.53 | 0.3454 | 0.64 | 0.5377 | –0.06 | 0.8091 | 0.97 | 0.1054 | 0.74 | 0.5008 | 0.04 | 0.8628 | 0.11 | 0.8629 | –0.66 | 0.5887 | 0.24 | 0.3948 |
| rs11728697 | 88898941 | C/T | 0.44 | 0.24 | 0.667 | 0.84 | 0.4201 | –0.18 | 0.4622 | 0.92 | 0.1239 | 0.94 | 0.3916 | 0.00 | 0.996 | 0.09 | 0.8852 | –0.14 | 0.9079 | 0.12 | 0.6655 |
| rs6811536 | 88902405 | T/C | 0.18 | –0.49 | 0.4734 | –1.26 | 0.303 | 0.18 | 0.4957 | –1.22 | 0.09704 | –1.38 | 0.2897 | 0.08 | 0.7932 | –0.80 | 0.3165 | 0.31 | 0.8282 | –0.33 | 0.2974 |
| rs4754 | 88902692 | C/T | 0.43 | 0.70 | 0.1951 | 0.23 | 0.8117 | 0.15 | 0.4827 | 0.92 | 0.1085 | 0.83 | 0.415 | 0.01 | 0.9576 | 0.84 | 0.1788 | 1.12 | 0.3191 | –0.05 | 0.8477 |
| rs1126616 | 88903853 | T/C | 0.43 | 0.71 | 0.1878 | 0.28 | 0.7698 | 0.14 | 0.5191 | 0.87 | 0.1253 | 0.86 | 0.3963 | –0.01 | 0.9741 | 0.81 | 0.1902 | 1.16 | 0.2997 | –0.07 | 0.7927 |
| rs1126772 | 88904186 | G/A | 0.17 | 0.69 | 0.3339 | 2.29 | 0.1085 | –0.41 | 0.229 | 0.90 | 0.237 | 0.85 | 0.5708 | 0.03 | 0.9273 | 0.53 | 0.5197 | 0.26 | 0.8748 | 0.12 | 0.7667 |
| rs9138 | 88904342 | C/A | 0.43 | 0.82 | 0.132 | 0.26 | 0.7909 | 0.18 | 0.4079 | 1.00 | 0.0842 | 0.84 | 0.4128 | 0.03 | 0.8925 | 0.85 | 0.1777 | 1.08 | 0.3378 | –0.04 | 0.8841 |
| rs10012150 | 88905795 | C/T | 0.17 | 0.63 | 0.37 | 2.16 | 0.1273 | –0.39 | 0.245 | 0.88 | 0.234 | 0.71 | 0.6338 | 0.06 | 0.8647 | 0.74 | 0.3566 | 0.43 | 0.7946 | 0.13 | 0.7494 |
| rs7685225 | 88906458 | C/T | 0.11 | 0.83 | 0.3564 | 3.40 | 0.03468 | –0.66 | 0.04885 | 0.12 | 0.8967 | –0.05 | 0.9769 | 0.01 | 0.9745 | 0.09 | 0.9341 | 1.02 | 0.5889 | –0.30 | 0.4512 |
| rs7675246 | 88908998 | A/G | 0.18 | –0.72 | 0.2987 | –1.60 | 0.1913 | 0.22 | 0.4219 | –1.53 | 0.03807 | –1.97 | 0.1274 | 0.15 | 0.6057 | –0.62 | 0.4351 | 0.67 | 0.6378 | –0.38 | 0.2261 |
| Note: Models were adjusted for sex, gestational age, maternal age, marital status, presence of siblings, maternal education, genome-wide principal components 1 and 2, and natural log of second trimester maternal blood Pb level. Alleles are written in the format minor allele/major allele. According to the method proposed by Li and Ji (2005), the | |||||||||||||||||||||