March 2011
Volume 52, Issue 3
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Glaucoma  |   March 2011
Early Gene Expression Changes in the Retinal Ganglion Cell Layer of a Rat Glaucoma Model
Author Affiliations & Notes
  • Ying Guo
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • Elaine C. Johnson
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • William O. Cepurna
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • Jennifer A. Dyck
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • Tom Doser
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • John C. Morrison
    From The Kenneth C. Swan Ocular Neurobiology Laboratory, Casey Eye Institute, Oregon Health and Science University, Portland, Oregon.
  • Corresponding author: John C. Morrison, Casey Eye Institute, Oregon Health and Science University, 3375 SW Terwilliger Boulevard, Portland, OR 97239; [email protected]
Investigative Ophthalmology & Visual Science March 2011, Vol.52, 1460-1473. doi:https://doi.org/10.1167/iovs.10-5930
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      Ying Guo, Elaine C. Johnson, William O. Cepurna, Jennifer A. Dyck, Tom Doser, John C. Morrison; Early Gene Expression Changes in the Retinal Ganglion Cell Layer of a Rat Glaucoma Model. Invest. Ophthalmol. Vis. Sci. 2011;52(3):1460-1473. https://doi.org/10.1167/iovs.10-5930.

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      © ARVO (1962-2015); The Authors (2016-present)

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Abstract

Purpose.: To identify patterns of early gene expression changes in the retinal ganglion cell layer (GCL) of a rodent model of chronic glaucoma.

Methods.: Prolonged elevation of intraocular pressure (IOP) was produced in rats by episcleral vein injection of hypertonic saline (N = 30). GCLs isolated by laser capture microdissection were grouped by grading of the nerve injury (<25% axon degeneration for early injury; >25% for advanced injury). Gene expression was determined by cDNA microarray of independent GCL RNA samples. Quantitative PCR (qPCR) was used to further examine the expression of selected genes.

Results.: By array analysis, 533 GCL genes (225 up, 308 down) were significantly regulated in early injury. Compared to only one major upregulated gene class of metabolism regulation, more were downregulated, including mitochondria, ribosome, proteasome, energy pathways, protein synthesis, protein folding, and synaptic transmission. qPCR confirmed an early upregulation of Atf3. With advanced injury, 1790 GCL genes were significantly regulated (997 up, 793 down). Altered gene categories included upregulated protein synthesis, immune response, and cell apoptosis and downregulated dendrite morphogenesis and axon extension. Of all the early changed genes, 50% were not present in advanced injury. These uniquely affected genes were mainly associated with upregulated transcription regulation and downregulated protein synthesis.

Conclusions.: Early GCL gene responses to pressure-induced injury are characterized by an upregulation of Atf3 and extensive downregulation in genes associated with cellular metabolism and neuronal functions. Most likely, these changes represent those specific to RGCs and are thus potentially important for enhancing RGC survival in glaucoma.

The progressive loss of vision in glaucoma patients has been attributed to degeneration of retinal ganglion cells (RGCs) and their axons and the eventual death of these cells. As intraocular pressure (IOP) remains the best established risk factor for glaucoma, therapy for this blinding disease continues to rely heavily on lowering pressure by medical and surgical measures. Although pressure reduction has been effective in preventing onset of glaucoma and delaying its progression, 1,2 some patients do not respond well or are intolerant of these treatments, whereas others continue to experience vision loss despite significant reduction in IOP. 
Recently, neuroprotective strategies other than pressure lowering, including supplementation of neurotrophins and prevention of caspase activation and apoptosis, have been proposed and are being investigated as new goals for glaucoma therapy. 3,4 Effective neuroprotection, aimed at salvaging functional RGCs and their axons before they are committed to die, requires early intervention and targeting of upstream events. These early changes may involve increased susceptibility of RGCs to elevated IOP, which could explain progressive vision loss in patients despite lowered eye pressure. Conversely, they may be protective mechanisms that could be therapeutically enhanced. Identification of the early critical molecular events in RGCs would add to our understanding of the nature of glaucomatous injury and provide potential targets for neuroprotective strategies. 
The primary injury in glaucoma is now widely believed to be axonal at the lamina in the optic nerve head. 5 7 However, the nature of the injury and the initial molecular events occurring in injured RGCs are largely unknown. Studies have described early morphologic changes in RGCs, 8 10 suggesting that structural and possibly functional changes occur well in advance of their death. Also, pathways involved in RGC soma degeneration, although not well characterized, have been suggested to be distinct from those in axon degeneration in glaucoma. 11 To examine global changes in gene expression, several studies have applied genomewide analysis of microarrays to the retina of rodent and primate glaucoma models as well as the DBA/2J mice. 12 17 These studies have found significant regulation of gene expression in the retina and implicate multiple processes in glaucomatous injury, including neuroinflammation, glia activation, apoptosis, and cytoskeleton-based processes. However, because RGCs represent only a small fraction of the total retinal cell population, in these studies performed on whole retina samples, many responses specific to RGCs may have been masked. In an effort to identify changes more specific to RGCs, Wang et al. 18 studied global gene expressions in individual RGCs captured by laser in experimental glaucoma and reported extensive expression changes in genes associated with multiple signaling pathways and apoptosis. Like the whole-retina studies, however, this study did not specifically target the events of early injury. 
Using a rodent glaucoma model in which chronic IOP elevation is achieved by injection of hypertonic saline into episcleral veins, 19 we have recently demonstrated that detection of RGC responses can be greatly enhanced by analyzing just the RGC layer (GCL) compared with the whole retina. 20 Successfully isolating the GCL from the whole retina by laser capture microdissection (LCM) and applying cDNA microarray analysis to the GCL mRNA, we identified a significantly larger number of genes with altered expression in the GCL compared with those in whole retinas of eyes with comparable injury. That report, which focused on responses in eyes with extensive nerve injury, represents only part of a larger study in which we examined the GCL in eyes with all grades of optic nerve injury. Here, we present the complete analysis, but mainly concentrate on early-injury responses that, as mentioned previously, are likely to be important for understanding the cellular mechanisms of glaucoma and identifying their therapeutic implications. 
Methods
All animals were treated in accordance with the ARVO Statement for the Use of Animals in Ophthalmic and Vision Research and were approved by the Oregon Health and Science University (OHSU) for use in all the experiments. 
Glaucoma Model
Eight-month-old Brown Norway rats, housed in constant low-level light, 21 were injected unilaterally with hypertonic saline through episcleral veins to obstruct aqueous outflow. 19 IOP was measured in awake animals at least three times a week with a handheld tonometer (TonoLab; Icare Finland Oy, Espoo, Finland) and monitored typically for 5 weeks. A weighted mean IOP elevation was calculated for each injected eye by dividing the cumulative IOP by the number of postinjection days. The cumulative IOP was determined as the area under the curve of the plot of days after injection versus the corresponding IOP measurement, subtracting the mean of the corresponding values for control eyes. 
Pressure-induced optic nerve injuries were evaluated as previously described. 21 Briefly, optic nerves were removed, postfixed in glutaraldehyde, and embedded in plastic, and nerve cross sections were graded from 1 (no injury) to 5 (active degeneration involving the whole nerve area). Sections were graded by five masked observers and the grades were averaged. We have previously determined that each unit of grade corresponds to an approximate 12% increase in the number of degenerating axons in the optic nerve. 21 In this study, for the purpose of effective analysis, glaucoma model eyes were grouped by nerve grading: the early-injury group, including those with grade <2.5, or less than 25% axon degeneration, and the advanced injury group, composed of eyes with nerve grades >2.5, or >25% axon degeneration. 
Laser Capture Microdissection
GCL was isolated from paraffin-embedded retinal sections, as previously described. 20 Briefly, whole globes were collected and postfixed in 100% ethanol, and embedded in paraffin. After the blocks were sectioned and the slices deparaffinized, LCM (Arcturus PixCell II LCM system; Molecular Devices, Sunnyvale, CA) was immediately performed on multiple retinal sections from each globe using typical parameters as follows: 7.5-μm spot diameters, 0.7- to 1.2-ms duration, and 60- to 80-mW laser power. 
RNA Isolation and Amplification
Total RNA was purified from GCL captured on LCM caps (Capsure Macro (Molecular Devices) by using an isolation kit (Arcturus PicoPure RNA; Molecular Devices). RNA amount was quantitated with a fluorometric assay (RiboQuant; Molecular Probes, Eugene, OR). At the OHSU Gene Microarray Shared Resource Facility, all samples of RNA were subjected to two rounds of linear amplification (MessageAmp aRNA Amplification Kit; Ambion, Austin, TX). Yield of the amplified (a)RNA, as well as its integrity, was assessed on a bioanalyzer (model 2100; Agilent Technologies, Palo Alto, CA). 
cDNA Microarrays and Data Analysis
A total of 6 control and 24 injected eyes with elevated IOP, including 7 eyes with a shorter term of IOP exposure (<5 weeks), were used in the microarray analysis. Nerve evaluation determined that there were 9 eyes with early nerve injury and 15 with advanced injury. The latter included eyes with extensive nerve injury (grade 5) that had been analyzed separately. 20 Amplified RNA was reverse transcribed and dye-labeled before hybridization, to probe sequences of SMCmou8400A and SMCmou6600A cDNA microarrays. These steps, together with slide scanning and data compilation, were all completed at the OHSU Gene Microarray Shared Resource Facility. The cDNA microarrays contain a total of 15,400 cDNA probes and represent the initial NIA (National Institute of Aging, Bethesda, MD) 15k mouse library (http://lgsun.grc.nia.nih.gov/cDNA/15k.html). Each probe was represented by two duplicate spots on two identical slides, making four technical duplicates for each array. Gene expression data were reported as ratios of average signal intensity (local background subtracted) in each sample to that of a common reference standard derived by combining aRNA aliquots from all samples. Data were normalized by using a modified Lowess procedure 22 at the OHSU Microarray Facility. 
Genes with significantly different expression between injury groups (>1.3 fold) were identified by using multiclass comparison analysis in the web tool Significant Analysis of Microarrays (SAM, version 2.5; http://www-stat.stanford.edu/∼tibs/SAM; provided in the public domain by Stanford University, Stanford, CA) with 2% FDR and followed by ANOVA and Tukey-Kramer posttest (P < 0.05 corrected for multiple comparisons). DAVID Bioinformatics Resources 2008 (http://david.abcc.ncifcrf.gov/ National Institute of Allergies and Infectious Disease, Bethesda, MD) was used to determine significantly regulated functional classes of the affected genes based on EASE scores, using the controlled vocabulary of the gene ontology consortium (http://www.geneontology.org/). 
Quantitative Real-Time Reverse Transcription PCR (qPCR)
To expand the sample size, we combined an additional group of animals with those in microarray analysis, making a total of 13 control and 30 glaucoma model eyes (14 in early and 16 in advanced injury group) for qPCR analysis. Gene-specific primers were designed (Primer Designer 4 or Clone Manager Professional, ver. 9.0; both from Science Ed Software, Cary NC) and are listed in Supplementary Table S1. All primers were designed to target the mRNA region within 350 bp of its 3′ polyadenylation site. Using random primers (250 ng; Invitrogen, Carlsbad, CA) and reverse transcriptase (SuperScript III; Invitrogen, Carlsbad, CA), we reverse transcribed 20 ng aRNA for each sample and 2 to 400 ng reference aRNA for the standard curve. Expression levels were determined by qPCR on a real-time PCR system (LightCycler, software 3.5, and DNA Master SYBR Green 1 kit; Roche, Indianapolis, IN) according to the manufacturer's protocol. Based on a lack of significant change in ribosomal protein 16 (Rps16) in the microarray study, this gene was used as the housekeeping gene for normalization, 23 rather than glyceraldehyde-3-phosphate dehydrogenase (Gapdh), which showed more change in these samples. 
All data were expressed as a percentage of the control values. Statistical analysis was performed by comparing the glaucoma model eyes to the controls by using an unpaired t-test (Excel; Microsoft, Redmond, WA), and a value of P < 0.05 was considered significant. 
Results
IOP History of Injury Groups in Microarray
The cumulative IOP exposure of the early-injury group averaged 69.8 ± 94.4 mm Hg (mean ± SD). The average grading for nerve injury in this group was 1.5 ± 0.4 (mean ± SD). For the group with advanced injury, the average cumulative IOP exposure was 314.4 ± 261.0 mm Hg, and the nerve injury grades averaged 3.9 ± 0.8. The results are summarized in Table 1
Table 1.
 
IOP Histories of Early and Advanced Injury Groups in Microarray Analysis
Table 1.
 
IOP Histories of Early and Advanced Injury Groups in Microarray Analysis
Group Eyes (n) Injury Grade* Cumulative Elevated IOP* (mm Hg × d) Mean IOP* (mm Hg)
Controls 6 1.0 ± 0.0 21.6 ± 1.4
Early injury 9 1.5 ± 0.4 69.8 ± 94.4 23.3 ± 2.3
Advanced injury 15 3.9 ± 0.8 314.4 ± 261.0 30.8 ± 7.1
Significant GCL Genes Identified in Early Injury
Comparison of the early injury to the controls identified a total of 533 genes significantly altered in expression, with 225 upregulated and 308 downregulated (complete list in Supplementary Table S2). Listed in Tables 2 and 3 are the 30 genes with the most increased or reduced expression, respectively. The most upregulated three genes were activating transcription factor 3 (Atf3; 3.4-fold), a member of the ATF/CREB family of transcription factors, and the acute and stress response genes lipocalin 2 (Lcn2; 2.98-fold), and heme oxygenase 1 (Hmox1; 2.95-fold). The three most downregulated genes included: cold shock domain containing E1, RNA binding (Csde1; −2.25-fold), a cytoplasmic RNA-binding protein involved in transcription regulation; glycolytic enzyme triosephosphate isomerase 1 (Tpi1; −2.22-fold); and Dickkopf homolog 3 (Xenopus laevis; Dkk3; −2.18-fold), a divergent member of the Wnt signaling regulator Dkk family protein with an antiapoptotic and cytoprotective role in the retina. 24 26  
Table 2.
 
The Thirty Most Upregulated Genes in the GCL with Early Nerve Injury
Table 2.
 
The Thirty Most Upregulated Genes in the GCL with Early Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-Fold)
BG067364 11910 Activating transcription factor 3 Atf3 3.40
BG070106 16819 Lipocalin 2 Lcn2 2.98
BG077732 15368 Heme oxygenase (decycling) 1 Hmox1 2.95
BG070357 320184 Leucine rich repeat containing 58 Lrrc58 2.42
BG081601 235493 cDNA sequence BC031353 BC031353 2.42
BG064262 18607 3-phosphoinositide dependent protein kinase-1 Pdpk1 2.33
BG078388 225876 F-box and leucine-rich repeat protein 11 Fbxl11 2.27
BG069041 216965 TAO kinase 1 Taok1 2.27
BG077145 Transcribed locus, strongly similar to NP 904337.1 NADH dehydrogenase subunit 4 2.26
BG070105 105387 Aldo-keto reductase family 1, member C14 Akr1c14 2.26
BG077271 53333 Translocase of outer mitochondrial membrane 40 homolog (yeast) Tomm40 2.25
BG067861 78785 CAP-GLY domain containing linker protein family, member 4 Clip4 2.23
BG063282 223435 Triple functional domain (PTPRF interacting) Trio 2.19
BG070342 67579 Cytoplasmic polyadenylation element binding protein 4 Cpeb4 2.15
BG077059 66631 Hippocampus abundant transcript-like 1 Hiatl1 2.14
BG084377 20848 Signal transducer and activator of transcription 3 Stat3 2.09
BG070137 11855 Rho GTPase activating protein 5 Arhgap5 2.08
BG078469 18970 Polymerase (DNA directed), beta Polb 2.06
BG068032 229055 Zinc finger and BTB domain containing 10 Zbtb10 2.05
BG080829 140780 BMP2 inducible kinase Bmp2k 2.01
BG073457 106064 Expressed sequence AW549877 AW549877 1.98
BG074359 76205 STARD3 N-terminal like Stard3nl 1.98
BG071123 98823 Expressed sequence AA763515 AA763515 1.96
BG063173 109711 Actinin, alpha 1 Actn1 1.96
AA410046 76857 RIKEN cDNA 4921517N04 gene 4921517N04Rik 1.95
BG067684 108829 Jumonji domain containing 1C Jmjd1c 1.94
AW536733 17101 Lysosomal trafficking regulator Lyst 1.93
BG082399 56738 Molybdenum cofactor synthesis 1 Mocs1 1.90
BG082419 109019 Oligonucleotide/oligosaccharide-binding fold containing 2A Obfc2a 1.89
BG066534 52615 Suppressor of zeste 12 homolog (Drosophila) Suz12 1.89
Table 3.
 
The 30 Most Downregulated Genes in the GCL with Early Nerve Injury
Table 3.
 
The 30 Most Downregulated Genes in the GCL with Early Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG064909 229663 Cold shock domain containing E1, RNA binding Csde1 −2.25
BG075608 21991 Triosephosphate isomerase 1 Tpi1 −2.22
BG088107 50781 Dickkopf homolog 3 (Xenopus laevis) Dkk3 −2.18
BG074818 320480 RIKEN cDNA 6430537K16 gene 6430537K16Rik −2.12
BG064838 22143 Tubulin, alpha 1B Tuba1b −2.09
BG082031 81702 Ankyrin repeat domain 17 Ankrd17 −1.99
BG077276 29812 N-myc downstream regulated gene 3 Ndrg3 −1.97
BG065155 67134 Nucleolar protein 5A Nol5a −1.95
BG077488 19172 Proteasome (prosome, macropain) subunit, beta type 4 Psmb4 −1.92
BG080372 2 days neonate thymus thymic cells cDNA −1.91
BG071068 14688 Guanine nucleotide binding protein, beta 1 Gnb1 −1.91
BG064815 16002 Insulin-like growth factor 2 Igf2 −1.91
BG076877 12709 Creatine kinase, brain Ckb −1.90
BG088231 57320 Parkinson disease (autosomal recessive, early onset) 7 Park7 −1.90
BG070222 69684 Alanyl-tRNA synthetase domain containing 1 Aarsd1 −1.89
BG065964 14688 Guanine nucleotide binding protein, beta 1 Gnb1 −1.89
BG065432 27406 ATP-binding cassette, sub-family F (GCN20), member 3 Abcf3 −1.89
C87546 20869 Serine/threonine kinase 11 Stk11 −1.89
BG063860 Transcribed locus −1.88
BG064831 227613 Tubulin, beta 2c Tubb2c −1.88
BG074355 12874 Carboxypeptidase D Cpd −1.86
BG064832 227613 Tubulin, beta 2c Tubb2c −1.86
BG069067 74026 RIKEN cDNA 4121402D02 gene 4121402D02Rik −1.85
BG069637 Transcribed locus −1.84
BG065478 22273 Ubiquinol-cytochrome c reductase core protein 1 Uqcrc1 −1.83
BG073254 19656 RNA binding motif protein, X chromosome retrogene Rbmxrt −1.83
BG077791 66537 Proteasome maturation protein Pomp −1.82
BG074917 14886 General transcription factor II I Gtf2i −1.82
BG078478 14734 Glypican 3 Gpc3 −1.82
BG086020 16499 Potassium voltage-gated channel, shaker-related subfamily, beta member 3 Kcnab3 −1.82
Functional Gene Categories Regulated by Early Injury
As summarized in Table 4, with early injury, two biological processes were significantly upregulated: regulation of metabolism and regulation of translational initiation. The single affected cell component associated with the significantly upregulated genes was the nucleus. In contrast, 12 biological processes were downregulated by early injury (Table 5), including generation of precursor metabolites and energy (energy pathways), glycolysis, tricarboxylic acid cycle (the TCA cycle), protein biosynthesis, oxidative phosphorylation and electron transport, protein folding and catabolism, and nerve–nerve synaptic transmission. Accordingly, cell components and molecular functions associated with mitochondria, ribosome, proteasome, oxidoreductase activity, and unfolded protein binding were downregulated. 
Table 4.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Early Nerve Injury
Table 4.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Early Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Regulation of metabolism 36 0.039
Regulation of translational initiation 3 0.043
Cell Component
Nucleus 63 0.017
Molecular Function
Zinc ion binding 29 0.031
Nucleic acid binding 48 0.040
Protein dimerization activity 6 0.042
Transition metal ion binding 33 0.044
Table 5.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in GCL with Early Nerve Injury
Table 5.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in GCL with Early Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Generation of precursor metabolites and energy 33 0.0000
Cofactor metabolism 19 0.0000
Glycolysis 8 0.0001
Tricarboxylic acid cycle 7 0.0003
Protein biosynthesis 31 0.0004
Oxidative phosphorylation 9 0.0005
Electron transport 16 0.0054
Protein folding 13 0.0120
Protein catabolism 13 0.0140
ATP biosynthesis 6 0.0140
Proton transport 6 0.0230
Nerve-nerve synaptic transmission 3 0.0490
Cell Component
Mitochondrion 49 0.0000
Ribosome 19 0.0000
Proteasome complex (sensu eukaryota) 6 0.0056
Molecular Function
Oxidoreductase activity 29 0.0000
Structural constituent of ribosome 19 0.0000
Unfolded protein binding 13 0.0003
Ion transporter activity 21 0.0007
Electron transporter activity 12 0.0027
Nucleoside-triphosphatase activity 21 0.0054
Hydrolase activity, acting on acid anhydrides 21 0.0110
Proteasome endopeptidase activity 4 0.0170
RNA binding 24 0.0170
NADH dehydrogenase activity 5 0.0180
Iron-sulfur cluster binding 4 0.0400
Significant GCL Genes Identified in Advanced Injury
With advanced injury, 1790 genes with significantly altered expression were identified, including 997 up- and 793 downregulated genes (complete list in Supplementary Table S3). The most changed 30 genes are listed in Tables 6 (up) and 7 (down). The most upregulated three genes in the early-injury group, Atf3, Lcn2, and Hmox1, showed even greater increases with the advanced injury by 23.84-, 18.63-, and 8.59-fold, respectively. Growth arrest and DNA damage-inducible 45 gamma (Gadd45g), a member of the DNA damage-inducible gene family that inhibits cell growth and induces apoptosis in response to stress, was upregulated 9.56-fold. The most downregulated genes in advanced injury included ELAV (embryonic lethal, abnormal vision)-like 2 (Elavl2; −4.87-fold) and 14-3-3 family member tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, beta polypeptide (Ywhab; −3.13-fold). Elavl2 encodes an RNA-binding protein, and its transcript has been found to be highly enriched in GCL of human retina. 27 The downregulation of Ywhab was consistent with previous findings in individual RGCs exposed to elevated IOP, which showed a similar magnitude of reduction in Ywhab by microarray. 18 In advanced injury, Dkk3 remained downregulated (−3.13-fold). 
Table 6.
 
The 30 Most Upregulated Genes in the GCL with Advanced Nerve Injury
Table 6.
 
The 30 Most Upregulated Genes in the GCL with Advanced Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG067364 11910 Activating transcription factor 3 Atf3 23.84
BG070106 16819 Lipocalin 2 Lcn2 18.63
BG067419 23882 Growth arrest and DNA-damage-inducible 45 gamma Gadd45g 9.56
BG077732 15368 Heme oxygenase (decycling 1) Hmox1 8.59
BG085576 12825 Procollagen, type III, alpha 1 Col3a1 7.79
BG070105 105387 Aldo-keto reductase family 1, member C14 Akr1c14 7.15
AU045725 75212 Ring finger protein 121 Rnf121 6.42
AW550999 59013 Heterogeneous nuclear ribonucleoprotein H1 Hnrph1 6.23
BG088567 16009 Insulin-like growth factor binding protein 3 Igfbp3 6.03
BG068326 104174 Glycine decarboxylase Gldc 5.76
AU021372 14105 FUS interacting protein (serine-arginine rich) 1 Fusip1 5.65
BG077473 56700 RIKEN cDNA 0610031J06 gene 0610031J06Rik 5.63
BG077076 53895 Caseinolytic peptidase, ATP-dependent, proteolytic subunit homolog (E. coli) Clpp 5.62
C79058 73945 OTU domain containing 4 Otud4 5.37
AW556719 52040 Protein phosphatase 1, regulatory subunit 10 Ppp1r10 5.36
AW550998 Transcribed locus 5.26
AW538113 67283 Solute carrier family 25 (mitochondrial thiamine pyrophosphate carrier), member 19 Slc25a19 5.15
AU020524 208715 3-hydroxy-3-methylglutaryl-Coenzyme A synthase 1 Hmgcs1 5.13
AW549620 Transcribed locus 5.13
BG080700 27279 Tumor necrosis factor receptor superfamily, member 12a Tnfrsf12a 5.11
AW556082 223921 Achalasia, adrenocortical insufficiency, alacrimia Aaas 5.07
BG076966 21816 Transglutaminase 1, K polypeptide Tgm1 5.06
BG064802 20692 Secreted acidic cysteine rich glycoprotein Sparc 4.96
BG063357 382793 Metaxin 3 Mtx3 4.95
AW539348 66848 Fucosidase, alpha-L-2, plasma Fuca2 4.90
BG063033 66101 Peptidyl prolyl isomerase H Ppih 4.89
BG077017 14969 Histocompatibility 2, class II antigen E beta H2-Eb1 4.86
BG074327 12825 Procollagen, type III, alpha 1 Col3a1 4.83
BG088348 233912 Armadillo repeat containing 5 Armc5 4.79
BG085864 114679 Selenoprotein M Selm 4.79
Table 7.
 
The 30 Most Downregulated Genes in the GCL with Advanced Nerve Injury
Table 7.
 
The 30 Most Downregulated Genes in the GCL with Advanced Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG082125 15569 ELAV (embryonic lethal, abnormal vision, Drosophila)-like 2 (Hu antigen B) Elavl2 −4.87
BG074818 320480 RIKEN cDNA 6430537K16 gene 6430537K16Rik −3.75
BG075389 20660 Sortilin-related receptor, LDLR class A repeats-containing Sorl1 −3.54
BG069654 13476 Receptor accessory protein 5 Reep5 −3.35
BG073453 18186 Neuropilin 1 Nrp1 −3.26
BG077833 22099 Translin Tsn −3.19
BG066372 17762 Microtubule-associated protein tau Mapt −3.17
BG085811 54401 Tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, beta polypeptide Ywhab −3.13
BG077733 11931 ATPase, Na+/K+ transporting, beta 1 polypeptide Atp1b1 −3.13
BG088107 50781 Dickkopf homolog 3 (Xenopus laevis) Dkk3 −3.13
BG065461 70247 Proteasome (prosome, macropain) 26S subunit, non-ATPase, 1 Psmd1 −3.06
BG085933 108155 O-linked N-acetylglucosamine (GlcNAc) transferase (UDP-N-acetylglucosamine:polypeptide-N-acetylglucosaminyl transferase) Ogt −2.89
BG087831 16508 Potassium voltage-gated channel, Shal-related family, member 2 Kcnd2 −2.86
BG073378 21454 T-complex protein 1 Tcp1 −2.76
BG080731 17936 Ngfi-A binding protein 1 Nab1 −2.72
BG078404 238055 Apolipoprotein B Apob −2.70
AW558903 66673 Sortilin-related VPS10 domain containing receptor 3 Sorcs3 −2.69
BG083786 269252 General transcription factor IIIC, polypeptide 4 Gtf3c4 −2.69
BG064745 18655 Phosphoglycerate kinase 1 Pgk1 −2.65
BG078945 18195 N-ethylmaleimide sensitive fusion protein Nsf −2.63
BG067952 18516 Pre B-cell leukemia transcription factor 3 Pbx3 −2.63
BG067301 140904 Calneuron 1 Caln1 −2.62
BG076847 12314 Calmodulin 2 Calm2 −2.59
BG075191 231470 Fraser syndrome 1 homolog (human) Fras1 −2.58
BG086020 16499 Potassium voltage-gated channel, shaker-related subfamily, beta member 3 Kcnab3 −2.54
BG065113 12035 Branched chain aminotransferase 1, cytosolic Bcat1 −2.53
AW544616 11931 ATPase, Na+/K+ transporting, beta 1 polypeptide Atp1b1 −2.53
BG071667 70974 Phosphoglucomutase 2-like 1 Pgm2l1 −2.50
BG074398 13602 SPARC-like 1 (mast9, hevin) Sparcl1 −2.50
BG077573 14536 Nuclear receptor subfamily 6, group A, member 1 Nr6a1 −2.50
Functional Gene Categories Regulated by Advanced Injury
Eyes with advanced injury showed many more biological processes that were significantly upregulated than those with early injury. These included immune response, cell adhesion, protein metabolism, cytoskeleton regulation, and apoptotic program (Table 8). The gene categories of ubiquitin cycle, microtubule-based process, lipid metabolism, and axon and dendrite extension were downregulated by advanced injury, in addition to energy pathways, mitochondria, and synaptic transmission, which were also downregulated in early injury (Table 9). 
Table 8.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Table 8.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Protein biosynthesis 90 0.0000
Immune response 39 0.0003
Cell adhesion 45 0.0008
Protein metabolism 241 0.0026
Inorganic anion transport 15 0.0026
Protein kinase cascade 26 0.0040
Response to stress 63 0.0050
Cytoskeleton organization and biogenesis 39 0.0220
Apoptotic program 9 0.0260
Coagulation 7 0.0270
Cytoplasm organization and biogenesis 22 0.0310
Cell Component
Ribosome 48 0.0000
Extracellular region 133 0.0000
Extracellular matrix 28 0.0002
Cytoskeleton 70 0.0002
Contractile fiber 8 0.0320
Plasma membrane 76 0.0340
Molecular Function
Structural constituent of ribosome 52 0.0000
Cytoskeletal protein binding 43 0.0000
UDP-glycosyltransferase activity 11 0.0056
Transferase activity, transferring glycosyl groups 21 0.0099
RNA splicing factor activity, transesterification mechanism 6 0.0150
Enzyme regulator activity 43 0.0280
Insulin-like growth factor binding 4 0.0350
Extracellular matrix structural constituent 9 0.0400
Table 9.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Table 9.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Generation of precursor metabolites and energy 61 0.0000
Oxidative phosphorylation 17 0.0000
Cofactor metabolism 27 0.0003
Monovalent inorganic cation transport 19 0.0037
Nucleotide biosynthesis 16 0.0050
Cellular carbohydrate metabolism 24 0.0055
Electron transport 28 0.0110
mRNA splice site selection 5 0.0110
Dendrite morphogenesis 5 0.0180
Ubiquitin cycle 42 0.0200
Tricarboxylic acid cycle 7 0.0220
Microtubule-based process 17 0.0230
Synaptic transmission 9 0.0230
Axon extension 4 0.0330
Response to heat 5 0.0350
Cellular lipid metabolism 30 0.0370
Protein catabolism 22 0.0370
Protein polymerization 6 0.0400
Cell Component
Mitochondrion 72 0.0003
Organelle membrane 49 0.0023
Proton-transporting two-sector ATPase complex 10 0.0050
Molecular Function
Oxidoreductase activity 52 0.0001
Ion transporter activity 41 0.0003
Hydrolase activity, acting on acid 44 0.0043
Anhydrides, in phosphorus-containing nucleoside-triphosphatase activity 42 0.0043
Lactate dehydrogenase activity 4 0.0047
Electron transporter activity 20 0.0067
NADH dehydrogenase activity 8 0.0120
ATPase activity, coupled to transmembrane movement of substances 14 0.0330
GTPase activity 13 0.0200
Unfolded protein binding 17 0.0240
Iron-sulfur cluster binding 6 0.0390
Heat shock protein binding 7 0.0470
GTP binding 25 0.0500
Significant Genes and Gene Categories Specifically Regulated by Early Injury
A comparison of the significant genes in both injury groups identified 261 genes (120 upregulated and 141 downregulated) not present in the advanced-injury group (Supplementary Table S4), approximately 50% of the early changed genes. These are considered genes specifically regulated by early injury. By DAVID analysis, several significantly changed biological processes and cell components associated with these genes were identified, including upregulation of transcription and downregulation of protein synthesis and ribosomal genes (Table 10). The analysis also identified significant changes in the insulin signaling pathway (EASE score = 0.0089), with seven altered genes in the pathway including 3-phosphoinositide dependent protein kinase-1 (Pdpk1, 2.33-fold; Supplementary Table S5). 
Table 10.
 
Gene Categories Specifically Associated with the Early Injury
Table 10.
 
Gene Categories Specifically Associated with the Early Injury
Gene Categories Genes (n) EASE Score
Up
Regulation of transcription 19 0.0190
Nucleus 36 0.0170
Down
Protein biosynthesis 17 0.0000
Coenzyme metabolism 5 0.0220
Ribosome 11 0.0000
qPCR Analysis of Early-Injury GCL
To further identify gene expression changes in GCL and verify array results, we used qPCR to examine expressions of selected early messages identified in microarray analysis as well as a number of others that are not present on the microarrays but may be implicated in glaucomatous injury process. Since we targeted to identify the early events, the following qPCR results are focused on those of the early-injury group, while some of the advanced injury changes are also included. 
Messages for Cell Type Markers
We first examined expressions of several common RGC marker proteins: POU4f1, POU4f2, and POU4f3, three members of the POU family transcription factors, as well as Thy-1 cell surface antigen (Thy1; Fig. 1A). With early injury, the only change in these messages was a significant reduction in POU4f1 (to 52% ± 7%; P < 0.01). For axonal mRNAs, the heavy and light polypeptide of neurofilament (Nefh and Nefl) appeared decreased, but the reduction was not enough to reach statistical significance. In contrast, axonal membrane protein growth associated protein 43 (Gap43) had a more than 200% increase in expression at the message level (211% ± 63%; P < 0.05). 
Figure 1.
 
Expression of GCL cell type markers, detected by qPCR in early pressure-induced injury. (A) Among the RGC marker messages, including members of the POU transcription factor family and Thy1, only POU4f1 was significantly reduced (P < 0.01). The Axonal mRNAs Nefh and Nefl were decreased, but the reductions were not statistically significant. Gap43 was moderately upregulated (P < 0.05). (B) None of the glial activation markers, including Aif1, P2ry12, and Csf1r (for microglia); Gfap (for Müller cells and astrocytes); and Aqp4 and Vim (for astrocytes), were significantly changed in early injury. *P < 0.05, †P < 0.01.
Figure 1.
 
Expression of GCL cell type markers, detected by qPCR in early pressure-induced injury. (A) Among the RGC marker messages, including members of the POU transcription factor family and Thy1, only POU4f1 was significantly reduced (P < 0.01). The Axonal mRNAs Nefh and Nefl were decreased, but the reductions were not statistically significant. Gap43 was moderately upregulated (P < 0.05). (B) None of the glial activation markers, including Aif1, P2ry12, and Csf1r (for microglia); Gfap (for Müller cells and astrocytes); and Aqp4 and Vim (for astrocytes), were significantly changed in early injury. *P < 0.05, †P < 0.01.
In addition to RGC, amacrine cells are abundant in the GCL, representing approximately 50% of the neurons. 28 While a universal marker for GCL amacrine cells is lacking and many amacrine subclass markers were not on our arrays, 29 other markers (Caln1, Calb1, Ndrg4, Atp11a, Gas7, Dab1, and Gabra3) were not significantly affected by our array analysis. Synaptic vesicle protein, Stx1a (Hpc-1, syntaxin 1a) mRNA is produced by both amacrine and retinal ganglion cells. 30 By qPCR, we found that Stx1a mRNA levels were reduced in the early-injury group (45% ± 6%; Supplementary Table S6). 
As shown in Figure 1B, although there was some variation in levels, no significant change of mRNA expression was detected in any microglial or astrocytic marker proteins examined in the early-injury group. The former included allograft inflammatory factor (Aif1, aka IBA1), a calcium binding protein associated with microglial activation in the central nervous system (CNS), colony stimulating factor 1 receptor (Csf1r) which plays a central role in microglial activation, and purinergic receptor P2Y12 (P2ry12), an adenine nucleotide receptor which is dramatically downregulated after microglial activation. The astrocytic markers included glial fibrillary acidic protein (Gfap), an intermediate filament protein, and a common marker for active astrocyte, aquaporin 4 (Aqp4), the main water channel in the CNS, and vimentin, a marker for proliferating astrocytes. Only with the advanced injury, were most of these glial marker messages significantly changed (Supplementary Table S6). 
Messages for Neurotrophins (NTs) and NT Receptors
Despite a lack of direct evidence, deprivation of retrograde transported NT and NT receptors has been hypothesized to result in RGC death in glaucoma. Our previous work in the whole retina suggested a more complex response of the NT system to elevated IOP. 31 In GCL with early injury, the qPCR found a 262% ± 51% (P < 0.0001) and 222% ± 46% (P < 0.05) increase in brain derived neurotrophin factor (Bdnf) and NT3 (Ntf3) mRNA levels, respectively (Fig. 2). Concomitantly, TrkB (Ntrk2) was found to decrease to 49% ± 7% (P < 0.001) of control values and p75NTR(Ngfr) was reduced to 48% ±13% (P = 0.01). No significant change was found in message levels for Ngf, TrkA (Ntrk1), or TrkC (Ntrk3). NT4/5 (Ntf4) mRNA was not detected in the GCL. 
Figure 2.
 
Expression of GCL NT and NT receptors, detected by qPCR in early pressure-induced injury by qPCR. Both BDNF and NT3 were moderately upregulated (P < 0.001 and P < 0.05, respectively). Concomitantly, TrkB was significantly reduced (P < 0.01) and so was p75NTR (P < 0.05). No change was found in message levels for Ngf, TrkA, and TrkC. *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 2.
 
Expression of GCL NT and NT receptors, detected by qPCR in early pressure-induced injury by qPCR. Both BDNF and NT3 were moderately upregulated (P < 0.001 and P < 0.05, respectively). Concomitantly, TrkB was significantly reduced (P < 0.01) and so was p75NTR (P < 0.05). No change was found in message levels for Ngf, TrkA, and TrkC. *P < 0.05, †P < 0.01, ‡P < 0.001.
Messages for Transcription Factors
The most upregulated gene identified by microarray in early injury was Atf3 (3.4-fold, Table 2), a member of the ATF/CREB family of transcription factors that is inducible by a wide variety of stress signals and upregulated in the whole retina in both experimental glaucoma and after optic nerve transection. 16,20,32 Using qPCR (with more samples), we found a much more dramatic increase in the mRNA level of Atf3 (1492% ± 949%; P < 0.01) in GCL with early injury (Fig. 3). As the nerve injury advances, Atf3 mRNA increases in a pattern linear to the injury grades (r 2 = 0.25; P < 0.001). Jun family proteins and activator protein 1 (AP-1) components c-Jun and Junb, two early stress responding transcription factors that can dimerize with Atf3, 33,34 showed no change at the mRNA level in the early-injury group. Signal transducers and activators of transcription 3 (Stat3), another early response transcription factor commonly upregulated after nerve injury, including isolated glaucoma model RGC 18 and whole retinas after optic nerve transection, 35 37 16,32 and shown to act together with Atf3 and cJun in damaged neurons, 38 was not changed either. With advanced injury, however, c-Jun (445% ± 67%; P = 0.0001), Junb (305% ± 99%; P < 0.05), and Stat3 (304% ± 33%; P < 0.0001) mRNAs were all significantly upregulated in GCL, confirming findings in whole retinas and laser-captured RGCs. 16,18 In early-injury GCL, we did not detect any change in the message level for transcription factor hypoxia-inducible factor 1, alpha subunit (Hif1α) which mediates cellular responses to hypoxic stimuli. Also, no change was detected in the mRNA level of erythropoietin (Epo), a target gene of Hif1α and marker for hypoxia. Neither Hif1α nor Epo was increased in the advanced injury group. 
Figure 3.
 
Expression of a group of transcription factors, detected by qPCR in early-injury GCL. A marked upregulation was found in Atf3 expression (P < 0.01) in early injury. No change was found in mRNA levels of Jun, Junb, or Stat3. Hif1α mRNA, upregulated in response to hypoxic stimuli, was not changed in early-injury GCL, nor was Epo, a target gene of Hif1α. †P < 0.01.
Figure 3.
 
Expression of a group of transcription factors, detected by qPCR in early-injury GCL. A marked upregulation was found in Atf3 expression (P < 0.01) in early injury. No change was found in mRNA levels of Jun, Junb, or Stat3. Hif1α mRNA, upregulated in response to hypoxic stimuli, was not changed in early-injury GCL, nor was Epo, a target gene of Hif1α. †P < 0.01.
Messages for Bcl2 Family Members and Other Prosurvival Genes
The Bcl2 gene family has been suggested to play a critical role in RGC death in glaucoma. 39 We examined the expression of three Bcl2 family genes at the transcriptional level by qPCR: the proapoptotic gene Bax and the antiapoptotic genes Bcl2 and BclxL. Message level for tumor suppressor p53 (Tp53), the Bax gene transcription factor, 40 was also examined. As summarized in Figure 4A, Bcl2 appeared depressed, but this change was not statistically significant. No significant change was found in the other messages in the GCL with early injury. In the advanced-injury group, mRNA levels of Bax, Bcl2, and BclxL were not changed but Tp53 increased to 251% ± 45% of control (P = 0.0003). 
Figure 4.
 
Expression of Bcl2 family genes and other prosurvival genes, detected by qPCR in early-injury GCL. (A) Three Bcl2 family members Bax, Bcl2, and BclxL were examined and no change was detected in Bax or BclxL in early injury. Bcl2 mRNA appears decreased but statistics showed no significant difference. Tp53, another apoptotic gene which regulates transcription of Bax, was not changed either. (B) Pdpk1, a key kinase in the PI3K pathway which promotes cell survival, was significantly upregulated in early-injury GCL (P < 0.01). In contrast, prosurvival genes Nrg1 and Dkk3 were both significantly downregulated in the early-injury group (P < 0.05 for both). Also, a marked reduction to less than half of control values was found in Gapdh mRNA (P < 0.001). *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 4.
 
Expression of Bcl2 family genes and other prosurvival genes, detected by qPCR in early-injury GCL. (A) Three Bcl2 family members Bax, Bcl2, and BclxL were examined and no change was detected in Bax or BclxL in early injury. Bcl2 mRNA appears decreased but statistics showed no significant difference. Tp53, another apoptotic gene which regulates transcription of Bax, was not changed either. (B) Pdpk1, a key kinase in the PI3K pathway which promotes cell survival, was significantly upregulated in early-injury GCL (P < 0.01). In contrast, prosurvival genes Nrg1 and Dkk3 were both significantly downregulated in the early-injury group (P < 0.05 for both). Also, a marked reduction to less than half of control values was found in Gapdh mRNA (P < 0.001). *P < 0.05, †P < 0.01, ‡P < 0.001.
Our microarray analysis identified Pdpk1 as one of the significant insulin pathway genes (Table 2). Acting downstream to PI3K, Pdpk1 also mediates effects of other growth factors such as NTs to promote cell survival. 41 43 Consistent with the microarray results, the qPCR analysis showed an early upregulation of Pdpk1 mRNA in GCL (to 210% ± 30% of control; P < 0.01; Fig. 4B), which returned to the control level in advanced injury. On the contrary, neuregulin 1 (Nrg1), a prosurvival gene that regulates cell–cell communication in the nervous system 44,45 and is reported to be downregulated in RGCs with advanced nerve injury, 18 was significantly reduced to 63% ± 8% of control values (P = 0.01) in early-injury GCL. Dkk3, one of the most downregulated early genes on microarray, was decreased (to 66% ± 9% of control values; P = 0.02), according to qPCR. The qPCR analysis also identified a significant reduction in Gapdh mRNA in early-injury GCL (to 44% ± 7%; P < 0.001). 
Messages for Stress and Immune Response Genes
As shown in Figure 5, heme oxygenase 1 (Hmox1), the inducible isoform of heme oxygenase responding to a variety of stress stimuli, was upregulated to 347% ± 112% (P < 0.05) in early-injury GCL. Lipocalin 2 (Lcn2) and cytokine leukemia inhibitory factor (Lif) appeared upregulated, but the increases turned out to be nonsignificant. However, both Lif and Lcn2 increased linearly to the injury grades (for Lif, r 2 = 0.49, P < 0.0001; for Lcn2, r 2 = 0.53, P < 0.0001) and were significantly upregulated in the advanced-injury group (Supplementary Table S6). In early injury, compliment component 1 q subcomponent alpha chain (C1qa) was unchanged. Tumor necrosis factor (Tnf), suggested to mediate RGC death in glaucoma, 46 48 seemed to be elevated in early-injury GCL but this increase did not reach statistical significance. Interleukin 6 (IL6) mRNA was not detected in the GCL. 
Figure 5.
 
Expression of stress and immune response genes, detected by qPCR in early-injury GCL. Stress responding gene Hmox1 was significantly upregulated at the message level in early injury (P < 0.05). Tnf, Lif, and Lcn2 all appear upregulated in the early-injury group, but these changes are not statistically significant. No change was detected in C1qa expression in early-injury GCL. *P < 0.05.
Figure 5.
 
Expression of stress and immune response genes, detected by qPCR in early-injury GCL. Stress responding gene Hmox1 was significantly upregulated at the message level in early injury (P < 0.05). Tnf, Lif, and Lcn2 all appear upregulated in the early-injury group, but these changes are not statistically significant. No change was detected in C1qa expression in early-injury GCL. *P < 0.05.
Discussion
Previously, we have analyzed the GCL with extensive nerve injury by microarray and compared these results to those of whole retinas with comparable nerve damage and found a significantly increased number of gene and gene categories with altered expression in the GCL. 20 In this report, using this same method, we have focused on early injury, anticipating that we would detect early responses more specific to RGCs. With this minimal pressure-induced injury (average nerve grading = 1.5) and thus limited extent of affected retina, mild responses could be overlooked even by targeting GCL. But by the same token, those identified to be significant are much more likely to be of even greater importance. As shown in the results, our microarray analysis identified a total of 532 such significant genes in early injury, approximately 3.5% of the total genes studied. These significant genes are associated with a wide variety of biological processes and multiple cell components. This suggests that significant GCL gene responses and possibly functional changes have already occurred, while IOP-induced optic nerve damage is rather limited (<25% degenerating axons). As far as we are aware, this is the first report in which patterns of GCL gene expression changes are examined in early pressure-induced injury. The exceptionally large sample sizes in both the microarray and qPCR analyses allowed us to perform effective statistical analysis of biological variations and obtain reliable results. 
Although hundreds of significant genes with altered expression were identified in early injury, we did not find supportive evidence for extensive RGC loss at this level of injury. By qPCR, no significant change was found in the mRNA levels for the RGC marker proteins POU4f family members and Thy1, except for a selective decrease in POU4f1. The significance of this selective decrease is not clear, but it may represent some specific gene downregulation, rather than loss of a particular subset of cells considering the substantial overlapping expression of POU4f1, POU4f2, and POU4f3 in RGCs. 49 In addition, members of the Bcl2 gene family, including Bcl2, BclxL, and Bax, which play important roles regulating RGC death in glaucoma, 39 were not changed at the message level. Neither was Tp53, another apoptotic gene which has been associated with RGC death. 50 Overall, cell apoptosis was not detected as a significant gene category in early injury by microarray, suggesting that it is not a prominent process. As anticipated, it stands out as one of the significantly upregulated biological processes in advanced injury (Table 8). 
In addition, our qPCR results found no upregulation of glial cell marker expression in early injury (Fig. 1B), suggesting that glial activation is not yet widespread. Immune response, considered evidence for glial activation and identified as one component of early changes in glaucomatous injury in whole retinas with induced elevated IOP, 12,16 was only identified in advanced-injury GCL in our microarray analysis, suggesting that it is probably a later event in GCL. This notion was further confirmed by qPCR, showing no change in messages for C1qa, Cp, Lcn2, and Timp1 in early injury (Fig. 5 and Supplementary Table S6). These seemingly contrary results may be attributed to distinct methods of elevated IOP induction as well as the differences in the tissues analyzed between the studies. The IL6 type cytokine genes (including IL6, Lif, CNTF), which play an important role in regulation of glial cell activities through Jak-Stat pathways and have previously been found to be upregulated in the early optic nerve head injury (Dyck JA, et al. IOVS 2008;49:ARVO E-Abstract 3684; Johnson EC, et al. IOVS 2009;50:ARVO E-Abstract 2750) were not changed either. In agreement with a previous study, 51 we also found relatively little obvious effect on amacrine cells, which comprise approximately 50% of GCL neurons, since nearly all the amacrine subclass markers on our arrays were unchanged in these early-injury tissues. While Stx1a, the one possible exception to this, was significantly downregulated, it is reported to be produced by RGCs as well as amacrine cells. 30 Although the relative lack of change in these specific cell messages could be a reflection of the limited amount of involved retina in early injury, our findings, taken together, indicate that the gene expression changes in early-injury GCL are more representative of those specifically occurring in RGCs and may indicate corresponding functional changes in these cells. 
Studies using hypertonic saline injection 52 and limbal laser photocoagulation 16 rat models of induced glaucoma as well as the genetic model in DBA/2J mice 9 have suggested the downregulation of certain RGC genes occurs while the cells are still viable but responding to axonal injury in the optic nerve. In our microarray analysis, the number of downregulated genes in early injury is slightly more than that of upregulated ones (307 vs. 225). Since there was no extensive RGC loss in the early-injury specimens, this downregulation is more likely a reflection of specific changes in GCL gene expression than a result of cell loss. Interestingly, a much greater variety of functional gene classes were changed in the direction of downregulation in early injury compared with those that were upregulated. As revealed by DAVID analysis, only one functional class of metabolism regulation was associated with the upregulated genes (Table 4). In strong contrast, a total of 12 functional gene classes including energy pathways, glycolysis, protein metabolism, and synaptic transmission were downregulated (Table 5). This result appears to suggest that a general suppression in cellular functions dominates the early responses of RGCs and may reflect the degenerative nature of glaucomatous injury. 
One striking feature of the gene expression changes in early injury is the absolute domination of downregulated processes that are associated with cellular metabolism. The most downregulated biological process, identified by DAVID analysis, was the generation of precursor metabolites and energy (energy pathways). Among other significantly downregulated processes, five are associated with energy production, including glycolysis, the TCA cycle, oxidative phosphorylation, electron transport, and ATP synthesis. Accordingly, mitochondrion, the major site for energy production, was the most affected cell component. This confirms affected mitochondrial function previously reported in retinas of a mouse model of glaucoma 53 and supports the possible link between mitochondrial dysfunction and pathogenesis of glaucoma. 54,55 Accompanying the downregulated energy production is a decrease in protein synthesis, which is unique to the early injury and possibly secondary to reduced energy production. Gapdh, a major glycolytic enzyme with diverse functions, such as apoptosis induction, 56,57 is significantly reduced at the message level in early injury by both microarray and qPCR. In another study using the same rat model of glaucoma, Gapdh protein was shown to be oxidatively modified in RGCs with 12 weeks of IOP elevation and approximately 90% axon loss in the optic nerve. 58 Since glucose is the major energy source for neurons, 59 the reduced production of energy is likely an indication of reduced glucose uptake in these cells. It is noteworthy that one of the processes uniquely affected by early injury is altered insulin pathway, which controls a set of metabolic enzymes that regulate glucose uptake. The homeostasis of both glucose and protein is essential for normal function and survival of neurons, and its disruption could be highly detrimental. In fact, the reduced glucose uptake and the early decrease in protein synthesis are consistent with the metabolic changes observed in other types of neurons before they undergo apoptosis. 60 62  
One potential explanation of these metabolic changes could be deprivation of retrograde transported NT and NT receptors that are hypothesized to cause RGC death in glaucoma. 63 65 In neurons, which are deprived of growth factors and eventually committed to apoptosis, similar changes in metabolic parameters have been reported. 66 However, it is not clear yet whether the metabolic changes themselves act as a trigger of apoptosis or just represent an early common pathway as part of the apoptotic program. In our previous study of the whole retina, 31 no significant changes were found in the mRNA levels for any of the NT family members at any level of injury, except for a reduction in TrkB and TrkC messages in those with rather extensive nerve damage. In contrast, our analysis of the GCL, with its improved sensitivity in detecting specific GCL changes, found an increase in message levels for both BDNF and NT3 and a decrease in TrkB message (to approximately 50% of normal level) in early injury. The increase in the endogenous production of BDNF and NT3 could represent a compensatory response to lack of neurotrophic support in GCL. A similar upregulation has been observed in the GCL after optic nerve transection. 67 This response, together with upregulation of Pdpk1 which is required for BDNF-mediated neuronal survival, 43 may represent an endogenous protective mechanism. If TrkB downregulation implies decreased production of TrkB receptor protein, then the effect of such mechanisms as well as RGC-salvaging strategies such as supplementing BDNF alone, could be limited and ultimately ineffective. Moreover, exogenous BDNF has been shown to downregulate retinal expression of TrkB receptor, 68 further limiting its effectiveness especially in long-term RGC rescue. In whole retinas, we have shown increased p75NTR mRNA in both mild and more advanced injury. 20 Interestingly, in early-injury GCL, the p75NTR mRNA level was greatly reduced (to ∼50% of the normal level). While retinal p75NTR is primarily expressed in Müller cells, 69 71 whether it is present in adult RGCs remains controversial. Our results in the GCL seem to be consistent with those studies that have reported expression of p75NTR in adult RGCs, 72 75 and we have attributed the contradictory results in whole retinas and GCL to the difference in source materials and thus in the activities of distinct cell populations. 
With advanced injury, the energy production pathways continue to decrease while the protein synthesis and ribosome genes became the most upregulated classes. The increased protein synthesis is consistent with previous reports in whole retina. 16 This may not be surprising, since apoptosis, an active process that requires expression of certain genes, has become significantly active by this point. In our microarray analysis of GCL from eyes with 7-day nerve transection (data not shown) in which apoptosis is an active on-going process, we found similar changes including upregulated ribosomal genes and protein synthesis but downregulated glucose metabolism. However, we cannot exclude the possibility that increased protein synthesis represents activities of GCL cell populations other than RGCs, especially in those with extensive injury and active tissue remodeling. 
The most upregulated gene in early-injury GCL was the transcription factor Atf3. This increase of Atf3 mRNA (1492% by qPCR) confirms the previous findings 16,20 and further establishes Atf3 upregulation as one of the earliest responses in glaucomatous injury. Responding specifically to cellular injury, 76,77 Atf3 has been proposed as a possible indicator of nerve injury, especially in sensory neurons. 77 80 In this case, Atf3 expression would be expected to occur specifically in injured RGCs. Our previous immunohistochemistry study showed that this increase is associated with presumably RGC nuclei in the GCL. 20 These findings lead to speculation that, in our model of glaucoma, the Atf3 induction could represent a response of RGC somata to axonal injury at the optic nerve head. This idea is consistent with the notion that the optic nerve head is the initial injury site in glaucoma and the axonal damage signals secondary changes in RGC somata. The upregulation of Gap43, a marker protein of axonal regeneration whose expression also increases in response to nerve injury, 81,82 was observed in early injury, further supporting this hypothesis. 
The biological role of Atf3 is not clear, and whether its effects are protective or detrimental in glaucomatous injury remains an unanswered question. In general, Atf3 plays a pleiotropic role in determining cell fate in stress response, depending on the cellular context. 34,83 However, Atf3 is known to repress transcription as a homodimer and activate as a heterodimer. 83 It has been proposed to play a central role in regulating stress response by interacting with other transcription factors and thus mediating the transcription of multiple genes, which is required in cell responses to injury or stress. 84 The comparison of the two injury groups in our analysis showed upregulated transcription to be a specific component of the early response. When overexpressed in the liver of mice, Atf3 has been shown to reduce expression of genes encoding gluconeogenic enzymes, 85,86 providing one potential explanation for the disruption of glucose homeostasis observed in our study. Also, Atf3 has been demonstrated to repress expression of the cytokine IL6 84 which has been shown to be upregulated in neurons after injury. 87 89 This finding may explain the undetectable message level of IL6 in the GCL. Taken together, these intriguing data suggest that Atf3 may play a key role in regulating early RGC responses to axonal injury in glaucoma. Its specific roles and physiological significance in glaucomatous injury deserve further investigation. 
Induction of Hmox1, another stress-response gene, also known as heat shock protein 32, has been considered a general response to cellular stress, since it responds to a broad spectrum of stress stimuli. 90,91 Increased Hmox1 protein has been shown in RGCs exposed to hydrostatic pressure in vitro as well as mouse retinas exposed to acute elevated IOP. 92 Among the most common stress signals that induce Hmox1 expression is oxidative stress, which has been suggested to play a role in signaling RGC death in glaucoma. 93 In our microarray analysis, the downregulation of gene classes associated with mitochondrial functions, oxidative phosphorylation, electron transport, and oxidoreductase activity in early injury suggests that the presence of oxidative stress is highly possible in the GCL as an early event and may have led to increased expression of Hmox1. This oxidative stress does not seem to result from hypoxia, but from the lack of transcriptional response of Hif1α and Epo. Because of the generality of Hmox1 induction, stress signals other than oxidative stress may play a role as well. Regardless, there is overwhelming evidence that Hmox1 confers cytoprotective and antiapoptotic effects via its metabolic products, including iron, ferritin, and carbon monoxide, 90,91 suggesting a potential neuroprotective role for Hmox1 in early injury of glaucoma. 
There have been several studies of whole retinal responses shortly after optic nerve transection or crush. 16,32,94 Agudo et al. 94 found more than a thousand genes that are commonly regulated within a week of either crush or transection, with apoptosis as the most significant cluster. Among these, they identified Lcn2 and Stat3 as genes significantly and consistently upregulated, similar to our findings in early glaucoma model injury. Templeton et al., 32 studying early retinal responses after optic nerve crush, found approximately 700 significantly affected genes at 2 and 5 days postlesion. While nearly half of these were on our arrays, only 34 were significantly affected in early glaucoma injury. Approximately two thirds of these, including Stat3 and Atf3, were changed in the same direction by nerve crush. Yang et al. 16 compared early retinal responses produced by transection and by modeling glaucoma using limbal laser photocoagulation. Of the genes they identified as regulated in at least one of these injuries, 40 were regulated in our early-injury group. Of the 21 genes found by Yang et al. to be regulated by glaucoma only or by both glaucoma and transaction, 13 were similarly regulated in our early-injury group, including upregulation of Hmox1, Stat3, Igfr1, Atf3, and Lcn2. We also found that 10 of the 19 genes identified as regulated by transection only were similarly regulated in the glaucoma model of early injury in our study. Since all these studies were of whole retina, it is difficult to interpret the significance of differences between them and the present study, in which we concentrated only on the GCL. 
In addition to the above, Dieterich et al. 95 used RNA from the inner retina collected at 1 week after crush by combining en face sectioning of retinal wholemounts with subtractive hybridization to illustrate that three upregulated genes, Ftl1, Klc1, and Csda, could be identified. These three were also found to be upregulated in our study, but only in the advanced injury group (Supplementary Table S3). 
In summary, our microarray and qPCR analyses of gene expressions indicate that overall GCL gene responses were rather subtle in eyes with mild pressure-induced optic nerve injury in our rat glaucoma model. However, these expression changes, dominated by an extensive downregulation of genes associated with glucose metabolism and protein synthesis, reflect the degenerative nature of glaucoma injury and are important in understanding the cellular mechanisms underlying RGC injury and death. The findings suggest impaired RGC functions and profound metabolic changes in these cells in early glaucomatous injury, possibly in response to the axonal damage in the optic nerve head. As one of the most upregulated genes, transcription factor Atf3 may play a key regulatory role in the early injury, and unraveling its biological functions in RGCs may advance our knowledge of pathogenesis and progression of glaucoma. 
Supplementary Materials
Table st1, XLS - Table st1, XLS 
Footnotes
 Supported by National Institutes of Health Grants EY01014 and EY016866 and an unrestricted grant from Research to Prevent Blindness, Inc.
Footnotes
 Disclosure: Y. Guo, None; E.C. Johnson, None; W.O. Cepurna, None; J.A. Dyck, None; T. Doser, None; J.C. Morrison, None
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Figure 1.
 
Expression of GCL cell type markers, detected by qPCR in early pressure-induced injury. (A) Among the RGC marker messages, including members of the POU transcription factor family and Thy1, only POU4f1 was significantly reduced (P < 0.01). The Axonal mRNAs Nefh and Nefl were decreased, but the reductions were not statistically significant. Gap43 was moderately upregulated (P < 0.05). (B) None of the glial activation markers, including Aif1, P2ry12, and Csf1r (for microglia); Gfap (for Müller cells and astrocytes); and Aqp4 and Vim (for astrocytes), were significantly changed in early injury. *P < 0.05, †P < 0.01.
Figure 1.
 
Expression of GCL cell type markers, detected by qPCR in early pressure-induced injury. (A) Among the RGC marker messages, including members of the POU transcription factor family and Thy1, only POU4f1 was significantly reduced (P < 0.01). The Axonal mRNAs Nefh and Nefl were decreased, but the reductions were not statistically significant. Gap43 was moderately upregulated (P < 0.05). (B) None of the glial activation markers, including Aif1, P2ry12, and Csf1r (for microglia); Gfap (for Müller cells and astrocytes); and Aqp4 and Vim (for astrocytes), were significantly changed in early injury. *P < 0.05, †P < 0.01.
Figure 2.
 
Expression of GCL NT and NT receptors, detected by qPCR in early pressure-induced injury by qPCR. Both BDNF and NT3 were moderately upregulated (P < 0.001 and P < 0.05, respectively). Concomitantly, TrkB was significantly reduced (P < 0.01) and so was p75NTR (P < 0.05). No change was found in message levels for Ngf, TrkA, and TrkC. *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 2.
 
Expression of GCL NT and NT receptors, detected by qPCR in early pressure-induced injury by qPCR. Both BDNF and NT3 were moderately upregulated (P < 0.001 and P < 0.05, respectively). Concomitantly, TrkB was significantly reduced (P < 0.01) and so was p75NTR (P < 0.05). No change was found in message levels for Ngf, TrkA, and TrkC. *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 3.
 
Expression of a group of transcription factors, detected by qPCR in early-injury GCL. A marked upregulation was found in Atf3 expression (P < 0.01) in early injury. No change was found in mRNA levels of Jun, Junb, or Stat3. Hif1α mRNA, upregulated in response to hypoxic stimuli, was not changed in early-injury GCL, nor was Epo, a target gene of Hif1α. †P < 0.01.
Figure 3.
 
Expression of a group of transcription factors, detected by qPCR in early-injury GCL. A marked upregulation was found in Atf3 expression (P < 0.01) in early injury. No change was found in mRNA levels of Jun, Junb, or Stat3. Hif1α mRNA, upregulated in response to hypoxic stimuli, was not changed in early-injury GCL, nor was Epo, a target gene of Hif1α. †P < 0.01.
Figure 4.
 
Expression of Bcl2 family genes and other prosurvival genes, detected by qPCR in early-injury GCL. (A) Three Bcl2 family members Bax, Bcl2, and BclxL were examined and no change was detected in Bax or BclxL in early injury. Bcl2 mRNA appears decreased but statistics showed no significant difference. Tp53, another apoptotic gene which regulates transcription of Bax, was not changed either. (B) Pdpk1, a key kinase in the PI3K pathway which promotes cell survival, was significantly upregulated in early-injury GCL (P < 0.01). In contrast, prosurvival genes Nrg1 and Dkk3 were both significantly downregulated in the early-injury group (P < 0.05 for both). Also, a marked reduction to less than half of control values was found in Gapdh mRNA (P < 0.001). *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 4.
 
Expression of Bcl2 family genes and other prosurvival genes, detected by qPCR in early-injury GCL. (A) Three Bcl2 family members Bax, Bcl2, and BclxL were examined and no change was detected in Bax or BclxL in early injury. Bcl2 mRNA appears decreased but statistics showed no significant difference. Tp53, another apoptotic gene which regulates transcription of Bax, was not changed either. (B) Pdpk1, a key kinase in the PI3K pathway which promotes cell survival, was significantly upregulated in early-injury GCL (P < 0.01). In contrast, prosurvival genes Nrg1 and Dkk3 were both significantly downregulated in the early-injury group (P < 0.05 for both). Also, a marked reduction to less than half of control values was found in Gapdh mRNA (P < 0.001). *P < 0.05, †P < 0.01, ‡P < 0.001.
Figure 5.
 
Expression of stress and immune response genes, detected by qPCR in early-injury GCL. Stress responding gene Hmox1 was significantly upregulated at the message level in early injury (P < 0.05). Tnf, Lif, and Lcn2 all appear upregulated in the early-injury group, but these changes are not statistically significant. No change was detected in C1qa expression in early-injury GCL. *P < 0.05.
Figure 5.
 
Expression of stress and immune response genes, detected by qPCR in early-injury GCL. Stress responding gene Hmox1 was significantly upregulated at the message level in early injury (P < 0.05). Tnf, Lif, and Lcn2 all appear upregulated in the early-injury group, but these changes are not statistically significant. No change was detected in C1qa expression in early-injury GCL. *P < 0.05.
Table 1.
 
IOP Histories of Early and Advanced Injury Groups in Microarray Analysis
Table 1.
 
IOP Histories of Early and Advanced Injury Groups in Microarray Analysis
Group Eyes (n) Injury Grade* Cumulative Elevated IOP* (mm Hg × d) Mean IOP* (mm Hg)
Controls 6 1.0 ± 0.0 21.6 ± 1.4
Early injury 9 1.5 ± 0.4 69.8 ± 94.4 23.3 ± 2.3
Advanced injury 15 3.9 ± 0.8 314.4 ± 261.0 30.8 ± 7.1
Table 2.
 
The Thirty Most Upregulated Genes in the GCL with Early Nerve Injury
Table 2.
 
The Thirty Most Upregulated Genes in the GCL with Early Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-Fold)
BG067364 11910 Activating transcription factor 3 Atf3 3.40
BG070106 16819 Lipocalin 2 Lcn2 2.98
BG077732 15368 Heme oxygenase (decycling) 1 Hmox1 2.95
BG070357 320184 Leucine rich repeat containing 58 Lrrc58 2.42
BG081601 235493 cDNA sequence BC031353 BC031353 2.42
BG064262 18607 3-phosphoinositide dependent protein kinase-1 Pdpk1 2.33
BG078388 225876 F-box and leucine-rich repeat protein 11 Fbxl11 2.27
BG069041 216965 TAO kinase 1 Taok1 2.27
BG077145 Transcribed locus, strongly similar to NP 904337.1 NADH dehydrogenase subunit 4 2.26
BG070105 105387 Aldo-keto reductase family 1, member C14 Akr1c14 2.26
BG077271 53333 Translocase of outer mitochondrial membrane 40 homolog (yeast) Tomm40 2.25
BG067861 78785 CAP-GLY domain containing linker protein family, member 4 Clip4 2.23
BG063282 223435 Triple functional domain (PTPRF interacting) Trio 2.19
BG070342 67579 Cytoplasmic polyadenylation element binding protein 4 Cpeb4 2.15
BG077059 66631 Hippocampus abundant transcript-like 1 Hiatl1 2.14
BG084377 20848 Signal transducer and activator of transcription 3 Stat3 2.09
BG070137 11855 Rho GTPase activating protein 5 Arhgap5 2.08
BG078469 18970 Polymerase (DNA directed), beta Polb 2.06
BG068032 229055 Zinc finger and BTB domain containing 10 Zbtb10 2.05
BG080829 140780 BMP2 inducible kinase Bmp2k 2.01
BG073457 106064 Expressed sequence AW549877 AW549877 1.98
BG074359 76205 STARD3 N-terminal like Stard3nl 1.98
BG071123 98823 Expressed sequence AA763515 AA763515 1.96
BG063173 109711 Actinin, alpha 1 Actn1 1.96
AA410046 76857 RIKEN cDNA 4921517N04 gene 4921517N04Rik 1.95
BG067684 108829 Jumonji domain containing 1C Jmjd1c 1.94
AW536733 17101 Lysosomal trafficking regulator Lyst 1.93
BG082399 56738 Molybdenum cofactor synthesis 1 Mocs1 1.90
BG082419 109019 Oligonucleotide/oligosaccharide-binding fold containing 2A Obfc2a 1.89
BG066534 52615 Suppressor of zeste 12 homolog (Drosophila) Suz12 1.89
Table 3.
 
The 30 Most Downregulated Genes in the GCL with Early Nerve Injury
Table 3.
 
The 30 Most Downregulated Genes in the GCL with Early Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG064909 229663 Cold shock domain containing E1, RNA binding Csde1 −2.25
BG075608 21991 Triosephosphate isomerase 1 Tpi1 −2.22
BG088107 50781 Dickkopf homolog 3 (Xenopus laevis) Dkk3 −2.18
BG074818 320480 RIKEN cDNA 6430537K16 gene 6430537K16Rik −2.12
BG064838 22143 Tubulin, alpha 1B Tuba1b −2.09
BG082031 81702 Ankyrin repeat domain 17 Ankrd17 −1.99
BG077276 29812 N-myc downstream regulated gene 3 Ndrg3 −1.97
BG065155 67134 Nucleolar protein 5A Nol5a −1.95
BG077488 19172 Proteasome (prosome, macropain) subunit, beta type 4 Psmb4 −1.92
BG080372 2 days neonate thymus thymic cells cDNA −1.91
BG071068 14688 Guanine nucleotide binding protein, beta 1 Gnb1 −1.91
BG064815 16002 Insulin-like growth factor 2 Igf2 −1.91
BG076877 12709 Creatine kinase, brain Ckb −1.90
BG088231 57320 Parkinson disease (autosomal recessive, early onset) 7 Park7 −1.90
BG070222 69684 Alanyl-tRNA synthetase domain containing 1 Aarsd1 −1.89
BG065964 14688 Guanine nucleotide binding protein, beta 1 Gnb1 −1.89
BG065432 27406 ATP-binding cassette, sub-family F (GCN20), member 3 Abcf3 −1.89
C87546 20869 Serine/threonine kinase 11 Stk11 −1.89
BG063860 Transcribed locus −1.88
BG064831 227613 Tubulin, beta 2c Tubb2c −1.88
BG074355 12874 Carboxypeptidase D Cpd −1.86
BG064832 227613 Tubulin, beta 2c Tubb2c −1.86
BG069067 74026 RIKEN cDNA 4121402D02 gene 4121402D02Rik −1.85
BG069637 Transcribed locus −1.84
BG065478 22273 Ubiquinol-cytochrome c reductase core protein 1 Uqcrc1 −1.83
BG073254 19656 RNA binding motif protein, X chromosome retrogene Rbmxrt −1.83
BG077791 66537 Proteasome maturation protein Pomp −1.82
BG074917 14886 General transcription factor II I Gtf2i −1.82
BG078478 14734 Glypican 3 Gpc3 −1.82
BG086020 16499 Potassium voltage-gated channel, shaker-related subfamily, beta member 3 Kcnab3 −1.82
Table 4.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Early Nerve Injury
Table 4.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Early Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Regulation of metabolism 36 0.039
Regulation of translational initiation 3 0.043
Cell Component
Nucleus 63 0.017
Molecular Function
Zinc ion binding 29 0.031
Nucleic acid binding 48 0.040
Protein dimerization activity 6 0.042
Transition metal ion binding 33 0.044
Table 5.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in GCL with Early Nerve Injury
Table 5.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in GCL with Early Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Generation of precursor metabolites and energy 33 0.0000
Cofactor metabolism 19 0.0000
Glycolysis 8 0.0001
Tricarboxylic acid cycle 7 0.0003
Protein biosynthesis 31 0.0004
Oxidative phosphorylation 9 0.0005
Electron transport 16 0.0054
Protein folding 13 0.0120
Protein catabolism 13 0.0140
ATP biosynthesis 6 0.0140
Proton transport 6 0.0230
Nerve-nerve synaptic transmission 3 0.0490
Cell Component
Mitochondrion 49 0.0000
Ribosome 19 0.0000
Proteasome complex (sensu eukaryota) 6 0.0056
Molecular Function
Oxidoreductase activity 29 0.0000
Structural constituent of ribosome 19 0.0000
Unfolded protein binding 13 0.0003
Ion transporter activity 21 0.0007
Electron transporter activity 12 0.0027
Nucleoside-triphosphatase activity 21 0.0054
Hydrolase activity, acting on acid anhydrides 21 0.0110
Proteasome endopeptidase activity 4 0.0170
RNA binding 24 0.0170
NADH dehydrogenase activity 5 0.0180
Iron-sulfur cluster binding 4 0.0400
Table 6.
 
The 30 Most Upregulated Genes in the GCL with Advanced Nerve Injury
Table 6.
 
The 30 Most Upregulated Genes in the GCL with Advanced Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG067364 11910 Activating transcription factor 3 Atf3 23.84
BG070106 16819 Lipocalin 2 Lcn2 18.63
BG067419 23882 Growth arrest and DNA-damage-inducible 45 gamma Gadd45g 9.56
BG077732 15368 Heme oxygenase (decycling 1) Hmox1 8.59
BG085576 12825 Procollagen, type III, alpha 1 Col3a1 7.79
BG070105 105387 Aldo-keto reductase family 1, member C14 Akr1c14 7.15
AU045725 75212 Ring finger protein 121 Rnf121 6.42
AW550999 59013 Heterogeneous nuclear ribonucleoprotein H1 Hnrph1 6.23
BG088567 16009 Insulin-like growth factor binding protein 3 Igfbp3 6.03
BG068326 104174 Glycine decarboxylase Gldc 5.76
AU021372 14105 FUS interacting protein (serine-arginine rich) 1 Fusip1 5.65
BG077473 56700 RIKEN cDNA 0610031J06 gene 0610031J06Rik 5.63
BG077076 53895 Caseinolytic peptidase, ATP-dependent, proteolytic subunit homolog (E. coli) Clpp 5.62
C79058 73945 OTU domain containing 4 Otud4 5.37
AW556719 52040 Protein phosphatase 1, regulatory subunit 10 Ppp1r10 5.36
AW550998 Transcribed locus 5.26
AW538113 67283 Solute carrier family 25 (mitochondrial thiamine pyrophosphate carrier), member 19 Slc25a19 5.15
AU020524 208715 3-hydroxy-3-methylglutaryl-Coenzyme A synthase 1 Hmgcs1 5.13
AW549620 Transcribed locus 5.13
BG080700 27279 Tumor necrosis factor receptor superfamily, member 12a Tnfrsf12a 5.11
AW556082 223921 Achalasia, adrenocortical insufficiency, alacrimia Aaas 5.07
BG076966 21816 Transglutaminase 1, K polypeptide Tgm1 5.06
BG064802 20692 Secreted acidic cysteine rich glycoprotein Sparc 4.96
BG063357 382793 Metaxin 3 Mtx3 4.95
AW539348 66848 Fucosidase, alpha-L-2, plasma Fuca2 4.90
BG063033 66101 Peptidyl prolyl isomerase H Ppih 4.89
BG077017 14969 Histocompatibility 2, class II antigen E beta H2-Eb1 4.86
BG074327 12825 Procollagen, type III, alpha 1 Col3a1 4.83
BG088348 233912 Armadillo repeat containing 5 Armc5 4.79
BG085864 114679 Selenoprotein M Selm 4.79
Table 7.
 
The 30 Most Downregulated Genes in the GCL with Advanced Nerve Injury
Table 7.
 
The 30 Most Downregulated Genes in the GCL with Advanced Nerve Injury
GenBank Accession Entrez Gene ID Gene Name Gene Symbol Change (x-fold)
BG082125 15569 ELAV (embryonic lethal, abnormal vision, Drosophila)-like 2 (Hu antigen B) Elavl2 −4.87
BG074818 320480 RIKEN cDNA 6430537K16 gene 6430537K16Rik −3.75
BG075389 20660 Sortilin-related receptor, LDLR class A repeats-containing Sorl1 −3.54
BG069654 13476 Receptor accessory protein 5 Reep5 −3.35
BG073453 18186 Neuropilin 1 Nrp1 −3.26
BG077833 22099 Translin Tsn −3.19
BG066372 17762 Microtubule-associated protein tau Mapt −3.17
BG085811 54401 Tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, beta polypeptide Ywhab −3.13
BG077733 11931 ATPase, Na+/K+ transporting, beta 1 polypeptide Atp1b1 −3.13
BG088107 50781 Dickkopf homolog 3 (Xenopus laevis) Dkk3 −3.13
BG065461 70247 Proteasome (prosome, macropain) 26S subunit, non-ATPase, 1 Psmd1 −3.06
BG085933 108155 O-linked N-acetylglucosamine (GlcNAc) transferase (UDP-N-acetylglucosamine:polypeptide-N-acetylglucosaminyl transferase) Ogt −2.89
BG087831 16508 Potassium voltage-gated channel, Shal-related family, member 2 Kcnd2 −2.86
BG073378 21454 T-complex protein 1 Tcp1 −2.76
BG080731 17936 Ngfi-A binding protein 1 Nab1 −2.72
BG078404 238055 Apolipoprotein B Apob −2.70
AW558903 66673 Sortilin-related VPS10 domain containing receptor 3 Sorcs3 −2.69
BG083786 269252 General transcription factor IIIC, polypeptide 4 Gtf3c4 −2.69
BG064745 18655 Phosphoglycerate kinase 1 Pgk1 −2.65
BG078945 18195 N-ethylmaleimide sensitive fusion protein Nsf −2.63
BG067952 18516 Pre B-cell leukemia transcription factor 3 Pbx3 −2.63
BG067301 140904 Calneuron 1 Caln1 −2.62
BG076847 12314 Calmodulin 2 Calm2 −2.59
BG075191 231470 Fraser syndrome 1 homolog (human) Fras1 −2.58
BG086020 16499 Potassium voltage-gated channel, shaker-related subfamily, beta member 3 Kcnab3 −2.54
BG065113 12035 Branched chain aminotransferase 1, cytosolic Bcat1 −2.53
AW544616 11931 ATPase, Na+/K+ transporting, beta 1 polypeptide Atp1b1 −2.53
BG071667 70974 Phosphoglucomutase 2-like 1 Pgm2l1 −2.50
BG074398 13602 SPARC-like 1 (mast9, hevin) Sparcl1 −2.50
BG077573 14536 Nuclear receptor subfamily 6, group A, member 1 Nr6a1 −2.50
Table 8.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Table 8.
 
Significantly Upregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Protein biosynthesis 90 0.0000
Immune response 39 0.0003
Cell adhesion 45 0.0008
Protein metabolism 241 0.0026
Inorganic anion transport 15 0.0026
Protein kinase cascade 26 0.0040
Response to stress 63 0.0050
Cytoskeleton organization and biogenesis 39 0.0220
Apoptotic program 9 0.0260
Coagulation 7 0.0270
Cytoplasm organization and biogenesis 22 0.0310
Cell Component
Ribosome 48 0.0000
Extracellular region 133 0.0000
Extracellular matrix 28 0.0002
Cytoskeleton 70 0.0002
Contractile fiber 8 0.0320
Plasma membrane 76 0.0340
Molecular Function
Structural constituent of ribosome 52 0.0000
Cytoskeletal protein binding 43 0.0000
UDP-glycosyltransferase activity 11 0.0056
Transferase activity, transferring glycosyl groups 21 0.0099
RNA splicing factor activity, transesterification mechanism 6 0.0150
Enzyme regulator activity 43 0.0280
Insulin-like growth factor binding 4 0.0350
Extracellular matrix structural constituent 9 0.0400
Table 9.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Table 9.
 
Significantly Downregulated Gene Categories Identified by DAVID Analysis in the GCL with Advanced Nerve Injury
Gene Categories Genes (n) EASE Score
Biological Process
Generation of precursor metabolites and energy 61 0.0000
Oxidative phosphorylation 17 0.0000
Cofactor metabolism 27 0.0003
Monovalent inorganic cation transport 19 0.0037
Nucleotide biosynthesis 16 0.0050
Cellular carbohydrate metabolism 24 0.0055
Electron transport 28 0.0110
mRNA splice site selection 5 0.0110
Dendrite morphogenesis 5 0.0180
Ubiquitin cycle 42 0.0200
Tricarboxylic acid cycle 7 0.0220
Microtubule-based process 17 0.0230
Synaptic transmission 9 0.0230
Axon extension 4 0.0330
Response to heat 5 0.0350
Cellular lipid metabolism 30 0.0370
Protein catabolism 22 0.0370
Protein polymerization 6 0.0400
Cell Component
Mitochondrion 72 0.0003
Organelle membrane 49 0.0023
Proton-transporting two-sector ATPase complex 10 0.0050
Molecular Function
Oxidoreductase activity 52 0.0001
Ion transporter activity 41 0.0003
Hydrolase activity, acting on acid 44 0.0043
Anhydrides, in phosphorus-containing nucleoside-triphosphatase activity 42 0.0043
Lactate dehydrogenase activity 4 0.0047
Electron transporter activity 20 0.0067
NADH dehydrogenase activity 8 0.0120
ATPase activity, coupled to transmembrane movement of substances 14 0.0330
GTPase activity 13 0.0200
Unfolded protein binding 17 0.0240
Iron-sulfur cluster binding 6 0.0390
Heat shock protein binding 7 0.0470
GTP binding 25 0.0500
Table 10.
 
Gene Categories Specifically Associated with the Early Injury
Table 10.
 
Gene Categories Specifically Associated with the Early Injury
Gene Categories Genes (n) EASE Score
Up
Regulation of transcription 19 0.0190
Nucleus 36 0.0170
Down
Protein biosynthesis 17 0.0000
Coenzyme metabolism 5 0.0220
Ribosome 11 0.0000
Table st1, XLS
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