Background
Several lines of evidence indicate the altered function of the temporal lobe, including the hippocampus and entorhinal cortex (EC), is associated with schizophrenia. We used single-cell gene expression technologies to assess coordinate changes in the expression of multiple genes, including neuronal signaling and synaptic-related markers in EC layer II stellate neurons.
Methods
We used a single-neuron microdissection technique coupled with linear antisense RNA amplification and high density/candidate gene arrays to assess coordinate changes in gene expression. The expression and relative abundance of more than 18 000 messenger RNAs were assessed from EC layer II stellate neurons from postmortem samples of schizophrenic and age-matched control brains. Results of this initial screen were used to perform a more specific secondary messenger RNA screen for each subject.
Results
Data disclosed marked differences in expression of various G-protein–coupled receptor-signaling transcripts, glutamate receptor subunits, synaptic proteins, and other transcripts. Results of secondary screening showed significant decreases in levels of G-protein subunit iα1, glutamate receptor 3, N-methyl-D-aspartate receptor 1, synaptophysin, and sensory nerve action potentials 23 and 25 in the stellate neurons of schizophrenic patients. We observed down-regulation of phospholemman (a phosphoprotein associated with anion channel formation) messenger RNA and protein levels in layer II/III stellate neurons in the population with schizophrenia.
Conclusions
These results provide a preliminary expression profile of schizophrenia in defined neuronal populations. Understanding the coordinated involvement of multiple genes in human disease provides insight into the molecular basis of the disease and offers new targets for pharmacotherapeutic intervention.
SCHIZOPHRENIA IS a chronic, debilitating psychiatric illness affecting approximately 1% of the general population. Clinical manifestations appear during late adolescence to early adulthood. Characteristic features of schizophrenia include a mixture of positive (distortions of inferential thought, perception, language/communication, and behavioral monitoring) and negative (blunted affect, alogia, and avolition) symptoms.1 The temporal lobe, including the hippocampus, subiculum, and entorhinal cortex (EC), is a primary brain region associated with schizophrenia. The EC is integral to the function of the hippocampus, regulating the interaction of the hippocampus with other brain regions. Disruption of neuronal functioning in this region could affect information processing between the hippocampus and various cortical areas. Dysregulation of temporal lobe function is associated with symptoms that are similar to those found in individuals diagnosed as having schizophrenia. For example, results of functional neuroimaging studies and neuropsychological assessment of patients with schizophrenia report significant deficits in temporal lobe function.2 Results of most structural imaging studies in schizophrenia indicate a slight but significant reduction in hippocampal volume,3-11 although other studies failed to observe these differences.12-14 A relative paucity of neurodegeneration, cell death, or gliosis is observed in temporal lobe structures in schizophrenic brains.15,16
Although several abnormalities have been identified in the brains of schizophrenic patients, alterations in neuronal organization and connectivity in the temporal lobe represent a subtle neuropathologic feature of the disease.17 Several studies have reported decreased abundance of synaptic protein messenger RNAs (mRNAs) and protein levels in schizophrenic patients,18-24 indicating decreased synaptic density in this region and other possible alterations in synaptic circuitry. In addition, catecholaminergic and glutamatergic signaling abnormalities have been reported in the temporal lobe of schizophrenic patients, suggesting alterations in the structure and connectivity of this region.25-27
Within the temporal lobe, EC layer II stellate neurons exhibit alterations, including aberrant cytoarchitectural arrangement,28-30 smaller neuron size with normal neuron density,31 and decreased expression of the microtubule-associated protein 2.32 The EC layer II stellate neurons constitute an integral component of the conduit through which information flows to the hippocampus, which helps to regulate cortical-hippocampal-subcortical interactions.33 Disruption of the functional integrity of these neurons may contribute to the aberrant behaviors associated with schizophrenia. The strategic location of EC layer II stellate neurons and the previously identified biological correlates in these neurons make them an excellent candidate for probing disease-related differences in gene expression associated with schizophrenia.
Although several studies have provided insight into the roles of particular genes, assessments have been limited to 1 or a few transcripts; however, the multigenic nature of schizophrenia is probably due to the coordinate dysregulation of several genes.34 Recently, Mirnics et al35 used complementary DNA (cDNA) microarray technology to assess alterations in the expression of multiple genes in the prefrontal cortex. Tissue samples were obtained from postmortem brains of schizophrenic patients and age-matched control subjects. Regional assessments of gene expression create an informative mosaic of expression level changes. Identifying specific molecular correlates of schizophrenia has been complicated by several factors, including clinical heterogeneity, cellular heterogeneity of cortical and subcortical regions, and the difficulty in assessing multiple genes in discrete neuronal populations. Methods of single-cell gene expression combined with cDNA microarray technology can overcome some of the anatomical and molecular limitations by assessing multiple transcripts in target neuronal populations. In the present study, we report coordinate changes in the relative expression levels of more than 18 000 genes in EC layer II stellate neurons from schizophrenic patients and age-matched, nonpsychiatric control subjects using high-density cDNA microarrays.
Brains from 8 patients who underwent long-term hospitalization for schizophrenia and 9 age-matched neurologically normal controls were used. Postmortem brain tissue from schizophrenic patients was obtained from the established brain collection of the Mental Health Clinical Research Center on Schizophrenia at the University of Pennsylvania, Philadelphia (Table 1). Control tissue was obtained via the Center for Neurodegenerative Disease Research at the University of Pennsylvania. Controls had no history of neurological or major psychiatric illness. We performed gross and microscopic diagnostic neuropathologic examinations, which included examination of multiple cortical and subcortical regions, in all cases, and no neuropathologic abnormalities relevant to mental status were found. Schizophrenic subjects were elderly,"poor-outcome" patients who were participants in clinicopathological studies at the University of Pennsylvania School of Medicine in collaboration with8 state hospitals in eastern and central Pennsylvania. All patients were prospectively accrued, underwent clinical interviews and assessments, and were diagnosed according to DSM-IV criteria1 by research psychiatrists of the Mental Health Clinical Research Center.36 In general, clinical features included prominent negative symptoms, relatively mild positive symptoms, moderate to severe cognitive dysfunction, and impairments in basic self-care activities that warranted the long-term hospitalization of these patients. Antipsychotic treatment was calculated as mean daily chlorpromazine equivalents from dose intervals ranging from no greater than 72 hours, 1 month, and 1 year before death.
Tissue blocks, which included the middle portion of the EC, were dissected from the temporal lobe at autopsy, fixed in a solution of 70% ethanol/150mM sodium chloride, embedded in paraffin, and cut in 6-mm sections as described previously.37 A section from each individual was stained with acridine orange to verify the presence of nucleic acids in the tissue.38 To identify individual neurons for subsequent single-cell analysis, we performed immunocytochemistry for the sections using a monoclonal antibody to nonphosphorylated neurofilament(RmdO20).39 The antibody was labeled by means of the avidin-biotin method (ABC Vectastain; Vector Laboratories, Burlingame, Calif) and visualized by means of 3, 3′-diamino benzidine.
Single-cell gene expression
After immunolabeling, an oligo(dT)-T7 primer/promoter (AAACGACGGCCAGTGAATTGTAATACGACTCACTATA
>GGCGC[T]24) was hybridized to poly A+ mRNA overnight in a solution consisting of 50% formamide/5× silver sulfadiazine and chlorhexidine (SSC) at 25°C. Complimentary DNA was synthesized directly on the tissue sections (in situ transcription) using avian myeloblastosis virus reverse transcriptase (0.5 U/µL) (Seikagaku America, Falmouth, Mass) in Tris buffer containing6mM magnesium chloride, 120mM potassium chloride, 7mM dithiothreitol, 250µM each of deoxyadenosine triphosphate, deoxycytidine triphosphate, deoxyguanosine triphosphate, and thymidine triphosphate, and 0.12 U/µL of RNAsin.40 Sections were incubated at 37°C for 90 minutes. Next, sections were washed twice in 2× SSC, 25°C for 5 minutes, and stored at 4°C in 0.5× SSC up to 72 hours. After in situ transcription, layer II stellate neurons were dissected using a micropipette attached to a micromanipulator under a high-power objective field (original magnification ×40). Contents were collected in the pipette and emptied into 1.5-mL microcentrifuge tubes for second-strand cDNA synthesis and subsequent antisense RNA (aRNA) amplification. The amplification and reamplification procedures are described in detail elsewhere.41,42 Samples were pooled immediately before second-round amplification. We incorporated phosphorus 33-labeled cytidine triphosphate in the pooled sample probes destined for hybridization of human gene discovery arrays (GDA; Genome Systems, Inc, St Louis, Mo). The RNA samples were pooled for each subject and labeled with phosphorus 32 cytidine triphosphate for candidate array hybridization. Under optimal conditions, the first round of aRNA amplification results in an approximately1000-fold yield and an approximately 106-fold yield after 2 rounds. The aRNA procedure is a linear amplification process with minimal change in the relative abundance of the mRNA population in the native state of the neuron. Messenger RNA can be reliably amplified from small amounts of fixed tissue, including individual neurons and neuronal processes.37,41-43
For initial screening of the GDAs (>18 000 genes), aRNA from 6 neurons from each of 4 schizophrenic patients and 4 controls were pooled (eg, 24 neurons per condition for each array) before the second round of amplification. Tissue from the schizophrenic patients was selected on the basis that none had been treated with antipsychotic medication for at least 1 year before death.
Construction of candidate arrays
Candidate arrays were prepared on nylon membranes containing, but not limited to, dopamine receptors (eg, D1, D2, D4, D5, and DAT), G-protein subunits (iα1, iα2, αs, αz, αq, αo, β, γ1, and γ2), transcription factors (CREB, CREβ2, CREM, junB, and juD c-fos), glutamate receptor mRNAs (AMPA [GluR1-4], kainite [GluR5-7], and N-methyl-D-aspartate receptor 1 [NMDA R1]), and synaptic proteins (α-synuclein, synaptophysin 1 and 2, synaptobrevin, synaptobrevin2, synaptogyrin 1a and 3, synaptic vesicle–associated protein [SNAP]23 and 25, postsynaptic density 95, and synaptotagmin VII). Inserts were amplified in 96-well plates using polymerase chain reaction analysis with M13 forward and reverse primers under the following conditions: 95°C for 5 minutes(1 cycle); 95°C for 30 seconds, 52°C for 45 seconds, and 72°C for 2 minutes (40 cycles of this combination); and 72°C for 10 minutes(1 cycle). After polymerase chain reaction analysis, aliquots underwent electrophoresis on a 1% agarose gel (1× Tris-borate–EDTA pH 8.0 and 0.05% ethidium bromide) at 5 V/cm, and the polymerase chain reaction band size was verified. Gel images were captured by means of a digital camera and archived on a computer. We spotted 250 ng of each amplified insert on a net nylon transfer membrane(HyBond XL; Amersham Pharmacia Biotech, Minneapolis, Minn) using a 96-well dot-blot apparatus (Minifold I; Schleicher & Schuell, Inc, Baltimore, Md). The DNA was crosslinked to the membrane by means of UV radiation.
Gda and candidate array hybridization
Arrays were hybridized for 24 hours at 44°C in a rotisserie hybridization oven (Hybaid, Boston, Mass) with the following solution: 50% formamide, 5× SSC, 5× Denhardt solution, 0.1% sodium dodecyl sulfate (SDS), 200 ng of sheared salmon sperm, and 1.0mM sodium pyrophosphate. After hybridization, membranes were washed sequentially with solutions consisting of 2× SSC/0.1% SDS, 0.5× SSC/0.1% SDS, and 0.1× SSC/0.1% SDS for 20 minutes each at 44°C. We detected labeled hybridized products using phosphoimager cassettes, and we analyzed hybridization signal intensities using ImageQuant software(Amersham Pharmacia/Molecular Dynamics, Menlo Park, Calif).
The specific signal (minus background) of probe bound to each clone is expressed as a ratio of the total hybridization intensity of the array, thereby minimizing variations due to differences in the specific activity of the probe and the absolute quantity of probe present.43 Differential expression of greater than 2-fold is accepted as above background and relevant for further examination. Two-fold changes are considered a conservative limit. Data from the candidate gene arrays were analyzed by t test, and the null hypothesis was rejected when P<.05.
Data were imported into the RNA Abundance Database, an Oracle relational database developed at the University of Pennsylvania. The RNA Abundance Database is designed to capture information on RNA abundance assays for any type of high-throughput gene expression experiment, including microarrays, macroarrays, and serial analysis of gene expression tags. For each experiment, hybridization signal intensity for each data point was expressed as a percentage of the total intensity on the array. This enabled comparison of data generated under different conditions and across experimental platforms. To identify genes by functional role or chromosomal location, queries were performed against the database of transcribed sequences (DoTS),44 a component of the Genomics Unified Schema relational database also developed at the University of Pennsylvania and implemented in Oracle. The DoTS contains known and putative transcripts from human and mouse tissues. Each transcript has a consensus sequence assembled by computational analysis of the expressed sequence tag (EST) and known mRNA sequences available in the public databases. These DoTS transcripts were then annotated to assign such things as predicted cellular roles, GO functions, and chromosomal locations.44 The spots in the array experiments can be linked to DoTS transcripts through their respective EST sequences, allowing the assignment of cellular roles of 13 510 and chromosomal location to 11 591 clones. Data sets were selected by means of SQL queries joining the DoTS and RNA Abundance Database, and scattergrams were generated using SigmaPlot software (SPSS Science, Chicago, Ill).
No significant difference was seen between the schizophrenic and control groups in age (t15 = −1.14; P = .27), postmortem interval (t14 = 0.68; P = .51), or brain weight (t14 = −0.45; P= .66), indicating these factors do not contribute to the observed changes in differentially expressed genes. The schizophrenic group included 5 women and 3 men with an average ± SEM age of 83 ± 9.3 years, whereas the age of disease onset was 23.4 ± 3.4 years. The age-matched controls(average ± SEM age, 77.7 ± 12.2 years) consisted of 5 women and 4 men.
Immunocytochemistry and rna recovery
Examination of tissue sections after immunolabeling with RmdO20 disclosed a distinct laminar pattern of immunoreactivity that was confined to the somatodendritic region of neurons in layers II/III and V of the EC (Figure 1A-B). No distinct differences in the intensity or pattern were apparent between the groups. Immunostaining was used to delineate layer II stellate neurons for microdissection (Figure 1C-D). As in previous studies, no apparent difference was seen in mRNA recovery between the groups.45
The GDA format contained 18 240 genes, of which 2574 (14%) were up-regulated more than 2-fold in the schizophrenic group and 1565 (9%) were down-regulated. In addition, we examined a subgroup of transcripts that encode proteins (13 510 mRNAs) of known function and are designated as all cell roles in the Institute for Genomic Research database. Changes in gene expression were assessed by the degree of differential expression in specific functional families encoding all cell roles, receptors (292 clones), intracellular transducers (169 clones, including G proteins and second-messenger systems), and extracellular matrix proteins (199 clones, including synaptic proteins). The subsets were selected because of the key role members of each of these families play in cellular functioning, not necessarily because of their significance in schizophrenia. For convenience, differences in mRNA levels for these categories are shown in Figure 2. The complete expression profiles generated in this study are available in Excel format via e-mail (available at: eberwine@pharm.med.upenn.edu).
The absence of dopamine receptor subtypes on the GDA arrays necessitated inclusion of these clones of the custom-designed candidate arrays. No significant difference was seen in mRNA abundance for D1, D2, D4, or D5 receptor subunits between the schizophrenic and control groups (Figure 3A). Analysis showed an up-regulation in serotonin receptor mRNA (+3.0-fold). The β2-adrenergic receptor mRNA was down-regulated 2.1-fold, a finding consistent with the reduced β2-adrenergic receptor binding in the limbic system of the schizophrenic brain.46 Secondary screening of G-protein subunits that couple to monoamine receptors disclosed a significant decrease in Giα1 subunit mRNA (t15 = 2.37; P = .03) and a significant increase in Gγ2 subunit mRNA (t15 = −2431; P = .03) levels in schizophrenic patients (Figure 3).
Several groups have reported alterations in γ-aminobutyric acid and glutamate receptor protein and mRNA subunits in the schizophrenic brain.26,27,47-55 Consistent with these findings, we found a 4.2-fold increase in γ-aminobutyric acid Aα1 subunit mRNA in schizophrenic patients. No significant differences were detected in NMDA R2A, GluR1, GluR2, or GluR6 on the GDA arrays, and none were detected for GluR1, GluR4, and GluR5 on the custom-designed arrays. However, GluR3 was found to be significantly down-regulated on the GDA arrays (−2.2 fold) and confirmed using the custom-designed arrays (t15 = 2.18; P = .045). In addition, NMDA R1 was significantly down-regulated in the schizophrenic group (t15 = 2.55; P = .02; Figure 4B) using the custom arrays.
Cholinergic dysfunction has also been implicated in schizophrenia, including decreased nicotinic receptor binding in the hippocampus56 and demonstration of a dinucleotide polymorphism at chromosome 15q13-14, the site of the α7 subunit of the nicotinic receptor.57 Extending these reports, we found a 2.7-fold increase in expression of the α7 subunit mRNA in EC stellate neurons in our schizophrenic population.
Genes associated with synaptic proteins
Several synaptic protein mRNAs were differentially regulated between the schizophrenic and control groups, including down-regulation in schizophrenia of γ-adaptin (−5.5-fold), synaptic vesicle amine transporter (−3.5-fold), synaptotagmin I (−3.1-fold), synaptotagmin IV (−2.5-fold), and SNAP 25 (−4.4-fold). An example of the differential hybridization intensity for SNAP 25 on a GDA filter is provided in Figure 4. In addition, syntaxin mRNA was up-regulated (+4.4-fold) in schizophrenic patients. Assessment of several synaptic protein mRNAs using the candidate arrays showed significant decreases in synaptophysin (t15 = 2.22; P = .04), SNAP 23 (t15 = 2.94; P = .01), and SNAP 25 (t15 = 2.09; P = .055) mRNA levels in schizophrenic patients (Figure 3B).
Differential hybridization to the cDNAs encoding several ESTs was noted, in addition to genes of known function. One of the most highly regulated ESTs corresponded to phospholemman (PLM), a phosphoprotein involved in the formation and/or regulation of a chloride anion channel. Expression levels of PLM mRNA in single EC stellate neurons were lower in schizophrenic brains than in those of matched controls (−4.5-fold). We were unable to perform secondary screening on PLM mRNA abundance because of the lack of clone in the human clone set (Emory Functional Genomics Facility, Atlanta, Ga). To determine whether PLM protein was present in layer II/III stellate neurons, a polyclonal antibody against PLM was used to stain sections adjacent to those used for neuronal dissection and mRNA analysis. Immunoreactivity of PLM was detected in 2 distinct cellular compartments in the human brains (Figure 5A-B), and a similar distribution was observed in rat brains(data not shown). Diffuse cytoplasmic PLM immunoreactivity was detected within the perikarya of EC stellate neurons and neocortical pyramidal cells, and punctate PLM immunoreactivity was found in preterminal axons and terminal fields throughout the hippocampal formation. Perforant pathway labeling was particularly distinct (Figure 5C). Semiquantitative assessment (by experimenters who were blind to the diagnosis) of the 24 cases disclosed differences in PLM immunoreactivity within the perikarya of layer II EC stellate neurons. Specifically, perikaryal PLM immunoreactivity in EC stellate neurons was consistently less intense in the schizophrenic brains than in the normal control brains (Figure 5A-B). No obvious differences were observed in the intense axonal/terminal labeling of the perforant pathway axons that traverse the subicular complex and terminate within the dentate gyrus.
Genes associated with reported schizophrenia linkage sites
Approximately 25% of the genes in the public databases have been mapped to chromosomal loci. We have used this information to examine the relative abundances of various mRNAs whose genes map to presumed schizophrenia linkage sites (Table 2). In this analysis, it is clear that the abundances of most of these mRNAs remain relatively unchanged within these regions, whereas some show dramatic differences. Individually, these particular mRNAs are unlikely to be key causative factors of schizophrenia, yet small changes in multiple genes spanning these different chromosomal sites may indeed result in an altered cellular physiological presentation and contribute to the schizophrenic phenotype. Since only a small fraction of the ESTs have been mapped to chromosomal sites, we are continuing to map mRNAs whose abundance is significantly different in schizophrenia. The present expression analysis examines only the relative prevalence of mRNAs; we have not examined potential genetic polymorphisms that may be associated with these specific genes and result in the observed difference in mRNA abundance in schizophrenic patients relative to controls.
Results from the present study have identified several possible mechanisms of neuronal dysfunction that may underlie aspects of schizophrenia. One such mechanism involves vesicular proteins in synaptic function. Levels of mRNAs encoding synaptic vesicle proteins (synpatophysin and synaptotagmin I and IV) and synaptic plasma membrane proteins (SNAP 23 and SNAP 25) were found to be significantly decreased in EC layer II stellate neurons of schizophrenic patients, whereas another plasma membrane protein syntaxin was up-regulated greater than 4-fold. The proteins encoded by these mRNAs serve different functions at different functional steps in the synaptic vesicle cycle, and it is reasonable to conclude that alterations in the levels of the proteins encoded by these mRNAs may lead to decreased neurotransmitter release from the layer II stellate neurons. For exocytosis to occur, a trimeric core complex must be formed consisting of 2 synaptic plasma membrane proteins and 1 synaptic vesicle protein.58 Decreased levels of SNAP 25 may prevent the establishment of the anchor complex for vesicular docking to the plasma membrane. Furthermore, decreased levels of synaptotagmin I and IV, which bind the calcium2+ ion and possibly serve as a sensor for exocytosis,59 indicate another potential means of decreased neurotransmitter release. These findings are paralleled by studies demonstrating decreased synaptic vesicle protein mRNA and protein levels in the temporal cortex18,20-24 and other brain regions.22,35,60-64 The altered expression of SNAP 25 and syntaxin are not likely due to long-term antipsychotic treatment, since long-term haloperidol decanoate administration in rodents does not affect SNAP 25 mRNA expression and decreases syntaxin and synaptophysin mRNA expression.65,66 However, the observed decreases in synaptotagmin I and IV mRNA levels in schizophrenic patients may be attributable in part to the treatment history, since long-term haloperidol administration also decreases synaptotagmin mRNA levels,65 although extrapolations of these data to humans should be made with caution.
Results of high-density array analysis indicate down-regulation of β2-adrenergic receptor mRNAs46 and up-regulation of the γ-aminobutyric acid Aα152-55 subunit and serotonin receptor mRNA, findings that are consistent with those of previous studies. No significant differences were observed for the dopamine receptor subtype mRNAs in the present study. However, Giα1 and Gγ2 subunit mRNA levels were significantly reduced and elevated, respectively, in the schizophrenic population, a finding consistent with Giα immunoreactivity in the temporal cortex of schizophrenic patients.67 Glutamatergic dysfunction is yet another possible mechanism underlying the neuropathophysiology of schizophrenia, specifically, the gene and protein expression of the ionotropic subtypes in human postmortem tissue.47-51 For example, previous studies have demonstrated decreased expression of GluR1 and GluR2 mRNAs in hippocampal subfields27 and NMDA R1 mRNA in the temporal cortex.68 Extending these findings, NMDA R1 and GluR3 were down-regulated in EC layer II stellate neurons in the present study. Dysregulation in ionotropic glutamate receptors may have profound downstream effects, including alterations in excitatory neurotransmission and subsequent cognitive and behavioral sequelae believed to be driven by glutamatergic circuitry.
In addition to genes known to be involved in synaptic function, array analysis led to the identification of PLM mRNA in the EC layer II stellate neurons. Phospholemman is a phosphoprotein involved in the formation and/or regulation of a chloride anion channel69 enriched in cardiac and skeletal muscle, although results of Northern blot analysis have demonstrated moderate mRNA expression in total brain homogenates.70,71 Perikaryal PLM immunoreactivity in EC stellate neurons was consistently less intense in the schizophrenic brains than in the normal control brains. The observed EC staining pattern is not selective to our brain collection population; it was replicated in EC tissue sections from 2 schizophrenic patients obtained from the Stanley Foundation Brain Bank, Bethesda, Md. Further studies are warranted to characterize the neuroanatomical distribution of PLM, to delineate the functional role of this protein in the brain, and to further assess the contribution of PLM down-regulation in schizophrenia.
Chromosomal mapping of genes that are altered in schizophrenia may provide insight into how the chromosomal abnormality is manifested in the symptomatology of schizophrenia. These genes may map directly a chromosomal
age, but more likely are adjacent genes whose regulation is affected in schizophrenia. Such regulatory differences may be associated with polymorphisms in the promoter regions of these genes that, in turn, alter transcription rates leading to changes in mRNA abundance. Individual mRNAs are unlikely to be singular causal factors for schizophrenia. However, small changes in multiple genes spanning these different chromosomal loci may result in an altered cellular physiology, thus contributing to the schizophrenic phenotype.
A common confound in using human tissue for neuropathophysiological examinations lies in the clinical diagnosis of the individual patient. In the present study, the use of a prospective collection of brains from subjects who underwent clinical assessment during life obviates this problem. Since the pharmacological course of treatment for schizophrenia may influence gene expression, initial screening of arrays used brain tissue from patients who had not received antipsychotic medication for at least 1 year before death, followed by secondary screening of all subjects in the sample population regardless of medication history. The observed consistency in these hybridization patterns is likely due to the long-term treatment histories of all subjects in the study. Nevertheless, the influence of medication exposure on gene expression cannot be discounted. The postmortem interval was similar to or less than that of other studies and is unlikely to grossly influence the molecular analysis presented herein.18-22,27,35,45,66 Nonetheless, the utility of an expression profile specific for schizophrenia can be envisioned. For example, differentially expressed transcripts could serve as an additional postmortem diagnostic tool. Application of similar technologies to generate peripheral markers may enable more rapid diagnosis and pharmacological intervention tailored to the patient's specific symptoms. In addition, confirmation of corresponding changes at the protein level may provide novel targets for drug discovery and/or a refinement of existent pharmacotherapies. In the future, disease-related transcripts might also be targets for gene therapy interventions.
Submitted for publication January 21, 2000; final revision received September 26, 2001; accepted October 18, 2001.
This study was supported by the Walter Sonneborn Katz National Alliance for Research on Schizophrenia and Depression (NARSAD) Young Investigator Award(Great Neck, NY) and a National Alliance for Autism Research Award (Princeton, NJ) (Dr Hemby), a NARSAD Distinguished Investigator Award (Dr Eberwine), grants AG10124 and AG09215 from the National Institute on Aging (Bethesda, Md) (Dr Trojanowski), and grants MH55199 (Dr Arnold) and MH43880 (Drs Trojanowski and Arnold) from the National Institute of Mental Health (Bethesda).
The Functional Genomics Facility of the Emory University School of Medicine, Atlanta, Ga, provided the cDNA clones for secondary screening, and the Stanley Foundation, Bethesda, kindly provided schizophrenic and normal tissue sections from brains in their brain bank. Larry Jones, PhD, kindly provided the phospholemman antibody. The authors thank the staff of the Mental Health Clinical Research Center on Schizophrenia and the Department of Pathology and Laboratory Medicine of the University of Pennsylvania for their assistance in case accrual and evaluation.
Corresponding author and reprints: James H. Eberwine, PhD, Department of Pharmacology, University of Pennsylvania, 3620 Hamilton Walk, Philadelphia, PA 19104.
1.American Psychiatric Association, Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition. Washington, DC American Psychiatric Association1994;
2.Gur
RE Functional brain-imaging studies in schizophrenia.
Psychopharmacology: The Fourth Generation of Progress 4th New York, NY Raven Press1995;1185- 1192
Google Scholar 3.Bogerts
BAshtari
MDegreef
GAlvir
JMBilder
RMLieberman
JA Reduced temporal limbic structure volumes on magnetic resonance images in first episode schizophrenia.
Psychiatry Res. 1990;351- 1
Google ScholarCrossref 4.Breier
ABuchanan
RWElkashef
AMunson
RCKirkpatrick
BGellad
F Brain morphology and schizophrenia: a magnetic resonance imaging study of limbic, prefrontal cortex, and caudate structures.
Arch Gen Psychiatry. 1992;49921- 921
Google ScholarCrossref 5.Shenton
MEKikinis
RJolesz
FAPollak
SLemay
MWible
CHokama
HMartin
JMetcalf
DColoman
M Abnormalities of the left temporal lobe and thought disorder in schizophrenia: a quantitative magnetic resonance imaging study.
N Engl J Med. 1992;327604- 604
Google ScholarCrossref 6.Altshuler
LLBartzokis
GGrieder
TCurran
JJimenez
TLeight
KWilkins
JGerner
RMintz
J An MRI study of temporal lobe structures in men with bipolar disorder or schizophrenia.
Biol Psychiatry. 2000;48147- 147
Google ScholarCrossref 7.Suddath
RLChristison
GWTorrey
EFCasanova
MFWeinberger
DR Anatomical abnormalities in the brains of monozygotic twins discordant for schizophrenia.
N Engl J Med. 1990;322789- 789[published correction appears in
N Engl J Med. 1990;322:1616].
Google ScholarCrossref 8.Becker
TElmer
KMechela
BSchneider
FTaubert
SSchroth
GGrodd
WBartels
MBeckmann
H MRI findings in medial temporal lobe structures in schizophrenia.
Eur Neuropsychopharmacol. 1990;183- 83
Google ScholarCrossref 9.Rossi
AStratta
PMancini
FGallucci
MMattei
PCore
LDi Michele
VCasacchia
M Magnetic resonance imaging findings of amygdala-anterior hippocampus shrinkage in male patients with schizophrenia.
Psychiatry Res. 1994;5243- 43
Google ScholarCrossref 10.Gur
RETuretsky
BICowell
PEFinkelman
CMaany
VGrossman
RIArnold
SEBilker
WBGur
RC Temporolimbic volume reductions in schizophrenia.
Arch Gen Psychiatry. 2000;57769- 769
Google ScholarCrossref 11.Flaum
MSwayze
VW
IIO'Leary
DSYuh
WEhrhardt
JArndt
SAndreasen
N Effects of diagnosis, laterality, and gender on brain morphology in schizophrenia.
Am J Psychiatry. 1995;152704- 704
Google Scholar 12.Buchanan
RWBreier
AKirkpatrick
BElkashef
AMunson
RCGellad
FCarpenter
WT
Jr Structural abnormalities in deficit and nondeficit schizophrenia.
Am J Psychiatry. 1993;15059- 59
Google Scholar 13.Turetsky
BTCowell
PEGur
RCGrossman
RIShtasel
DLGur
RE Frontal and temporal lobe brain volumes in schizophrenia: relationship to symptomatology and clinical subtype.
Arch Gen Psychiatry. 1995;521061- 1061
Google ScholarCrossref 14.Hoff
ALWieneke
MFaustman
WOHoron
RSakuma
MBlankfeld
HEspinoza
SDeLisi
LE Sex differences in neuropsychological functioning of first-episode and chronically ill schizophrenic patients.
Am J Psychiatry. 1998;1551437- 1437
Google Scholar 15.Falkai
PHoner
WGDavid
SBogerts
BMajtenyi
CBayer
TA No evidence for astrogliosis in brains of schizophrenic patients: a post-mortem study.
Neuropathol Appl Neurobiol. 1999;2548- 48
Google ScholarCrossref 16.Arnold
SETrojanowski
JQGur
REBlackwell
PHan
LChoi
C Absence of neurodegeneration and neural injury in the cerebral cortex in a sample of elderly patients with schizophrenia.
Arch Gen Psychiatry. 1998;55225- 225
Google ScholarCrossref 17.Trojanowski
JQArnold
SE In pursuit of the molecular neuropathology of schizophrenia.
Arch Gen Psychiatry. 1995;52274- 274
Google ScholarCrossref 18.Eastwood
SLHarrison
PJ Detection and quantification of hippocampal synaptophysin messenger RNA in schizophrenia using autoclaved, formalin-fixed, paraffin wax–embedded sections.
Neuroscience. 1999;9399- 99
Google ScholarCrossref 19.Eastwood
SLHarrison
PJ Hippocampal and cortical growth-associated protein-43 messenger RNA in schizophrenia.
Neuroscience. 1998;86437- 437
Google ScholarCrossref 20.Eastwood
SLHarrison
PJ Decreased synaptophysin in the medial temporal lobe in schizophrenia demonstrated using immunoautoradiography.
Neuroscience. 1995;69339- 339
Google ScholarCrossref 21.Eastwood
SLBurnet
PWHarrison
PJ Altered synaptophysin expression as a marker of synaptic pathology in schizophrenia.
Neuroscience. 1995;66309- 309
Google ScholarCrossref 22.Thompson
PMSower
ACPerrone-Bizzozero
NI Altered levels of the synaptosomal associated protein SNAP-25 in schizophrenia.
Biol Psychiatry. 1998;43239- 239
Google ScholarCrossref 23.Sokolov
BPTcherepanov
AAHaroutunian
VDavis
K Levels of mRNAs encoding synaptic vesicle and synaptic plasma membrane proteins in the temporal cortex of elderly schizophrenic patients.
Biol Psychiatry. 2000;48184- 184
Google ScholarCrossref 24.Young
CEArima
KXie
JHu
LBeach
TFalkai
PHoner
W SNAP-25 deficit and hippocampal connectivity in schizophrenia.
Cereb Cortex. 1998;8261- 261
Google ScholarCrossref 25.Akil
MLewis
DA The catecholaminergic innervation of the human entorhinal cortex: alterations in schizophrenia [abstract].
Soc Neurosci Abstr. 1995;21238
Google Scholar 26.Longson
DDeakin
JFBenes
FM Increased density of entorhinal glutamate-immunoreactive vertical fibers in schizophrenia.
J Neural Transm. 1996;103503- 503
Google ScholarCrossref 27.Eastwood
SLMcDonald
BBurnet
PWBeckwith
JKerwin
RHarrison
P Decreased expression of mRNAs encoding non-NMDA glutamate receptors GluR1 and GluR2 in medial temporal lobe neurons in schizophrenia.
Mol Brain Res. 1995;29211- 211
Google ScholarCrossref 28.Arnold
SEHan
L-YRuscheinsky
DD Further evidence of cytoarchitectural abnormalities of the entorhinal cortex in schizophrenia using spatial point pattern analyses.
Biol Psychiatry. 1997;42639- 639
Google ScholarCrossref 29.Arnold
SEHyman
BTHoesen
GWVDamasio
AR Some cytoarchitectural abnormalities of the entorhinal cortex in schizophrenia.
Arch Gen Psychiatry. 1991;48625- 625
Google ScholarCrossref 30.Jakob
HBeckmann
H Prenatal developmental disturbances in the limbic allocortex in schizophrenics.
J Neural Transm. 1986;65303- 303
Google ScholarCrossref 31.Arnold
SEFranz
BRGur
RCGur
REShapiro
RMoberg
PTrojanowski
J Smaller neuron size in schizophrenia in hippocampal subfields that mediate cortical-hippocampal interactions.
Am J Psychiatry. 1995;152738- 738
Google Scholar 32.Arnold
SELee
VMYGur
RETrojanowski
J Abnormal expression of two microtubule-associated proteins (MAP2 and MAP5) in specific subfields of the hippocampal formation in schizophrenia.
Proc Natl Acad Sci U S A. 1991;8810850- 10850
Google ScholarCrossref 33.Jones
RSG Entorhinal-hippocampal connections: a speculative view of their function.
Trends Neurosci. 1993;1658- 58
Google ScholarCrossref 34.Eberwine
JCrino
PArnold
S
et al. Molecular analysis of the single cell: importance in the study of psychiatric disorders.
Psychopharmacology: Fifth Generation of Progress [book on CD-ROM] Philadelphia, Pa Lippincott-Raven Publishers1998;
Google Scholar 35.Mirnics
KMiddelton
FAMarquez
A
et al. Molecular characterization of schizophrenia viewed by microarray analysis of gene expression in prefrontal cortex.
Neuron. 2000;2853- 53
Google ScholarCrossref 36.Arnold
SEGur
REShapiro
RMFisher
KMoberg
PGibney
MGur
RCBlackwell
PTrojanowski
J Prospective clinicopathologic studies of schizophrenia: accrual and assessment of patients.
Am J Psychiatry. 1995;152731- 731
Google Scholar 37.Ginsberg
SDCrino
PBHemby
SEWeingarten
JLee
UEberwine
JTrojanowski
J Predominance of neuronal mRNAs in individual Alzheimer's disease senile plaques.
Ann Neurol. 1999;45174- 174
Google ScholarCrossref 38.Mikel
UVBecker
RL
Jr A comparative study of quantitative stains for DNA in image cytometry.
Anal Quant Cytol Histol. 1991;13253- 253
Google Scholar 39.Lee
VMYCarden
MJSchlaepfer
WWTrojanowski
J Monoclonal antibodies distinguish several differentially phosphorylated states of the two largest rat neurofilament subunits (NF-H and NF-M) and demonstrate their existence in the normal nervous system of adult rats.
J Neurosci. 1987;73474- 3474
Google Scholar 40.Tecott
LBarchas
JEberwine
J In situ transcription: specific synthesis of cDNA in fixed tissue sections.
Science. 1988;2401661- 1661
Google ScholarCrossref 41.Van Gelder
RNvon Zastrow
MEYool
ADement
WBarchas
JEberwine
J Amplified RNA synthesized from limited quantities of heterogeneous cDNA.
Proc Natl Acad Sci U S A. 1990;871663- 1663
Google ScholarCrossref 42.Eberwine
JYeh
HMiyashiro
KCao
YNair
SFinnell
RZettel
MColeman
P Analysis of gene expression in single live neurons.
Proc Natl Acad Sci U S A. 1992;893010- 3010
Google ScholarCrossref 43.Ginsberg
SDHemby
SEWeintgarten
JELee
VEberwine
JTrojanowski
J Expression profile of transcripts in Alzheimer's disease tangle bearing CA1 neurons.
Ann Neurol. 2000;4877- 77
Google ScholarCrossref 45.Harrison
PJBurnet
PWFalkai
PBogerts
BEastwood
S Gene expression and neuronal activity in schizophrenia: a study of polyadenylated mRNA in the hippocampal formation and cerebral cortex.
Schizophr Res. 1997;2693- 93
Google ScholarCrossref 46.Joyce
JNLexow
NKim
SJArtymyshyn
RSenzon
SLawrence
DCassanova
MWinokur
A Distribution of beta-adrenergic receptor subtypes in human post-mortem brain: alterations in limbic regions of schizophrenics.
Synapse. 1992;10228- 228
Google ScholarCrossref 47.Gao
XMSakai
KRoberts
RCConley
RDean
BTamminga
C Ionotropic glutamate receptors and expression of
N-methyl-D-aspartate receptor subunits in subregions of human hippocampus: effects of schizophrenia.
Am J Psychiatry. 2000;1571141- 1141
Google ScholarCrossref 48.Healy
DJHaroutunian
VPowchik
PDavidson
MDavis
KWatson
SMeador-Woodruff
J AMPA receptor binding and subunit mRNA expression in prefrontal cortex and striatum of elderly schizophrenics.
Neuropsychopharmacology. 1998;19278- 278
Google ScholarCrossref 49.Noga
JTHyde
TMHerman
MMSpurney
CBigelow
LWeinberger
DKleinman
J Glutamate receptors in the postmortem striatum of schizophrenic, suicide, and control brains.
Synapse. 1997;27168- 168
Google ScholarCrossref 50.Sokolov
BP Expression of NMDAR1, GluR1, GluR7, and KA1 glutamate receptor mRNAs is decreased in frontal cortex of "neuroleptic-free" schizophrenics: evidence on reversible up-regulation by typical neuroleptics.
J Neurochem. 1998;712454- 2454
Google ScholarCrossref 51.Meador-Woodruff
JHHealy
DJ Glutamate receptor expression in schizophrenic brain.
Brain Res Brain Res Rev. 2000;31288- 288
Google ScholarCrossref 52.Benes
FMVincent
SLMarie
AKhan
Y Up-regulation of GABAA receptor binding on neurons of the prefrontal cortex in schizophrenic subjects.
Neuroscience. 1996;751021- 1021
Google ScholarCrossref 53.Benes
FMKhan
YVincent
SLWickramasinghe
R Differences in the subregional and cellular distribution of GABAA receptor binding in the hippocampal formation of schizophrenic brain.
Synapse. 1996;22338- 338
Google ScholarCrossref 54.Dean
BHussain
THayes
WScarr
EKitsoulis
SHill
COpeskin
KCopolow
D Changes in serotonin2A and GABA(A) receptors in schizophrenia: studies on the human dorsolateral prefrontal cortex.
J Neurochem. 1999;721593- 1593
Google ScholarCrossref 55.Ohnuma
TAugood
SJArai
HMcKenna
PEmson
P Measurement of GABAergic parameters in the prefrontal cortex in schizophrenia: focus on GABA content, GABA(A) receptor alpha-1 subunit messenger RNA and human GABA transporter-1 (HGAT-1) messenger RNA expression.
Neuroscience. 1999;93441- 441
Google ScholarCrossref 56.Freedman
RHall
MAdler
LELeonard
S Evidence in postmortem brain tissue for decreased numbers of hippocampal nicotinic receptors in schizophrenia.
Biol Psychiatry. 1995;3822- 22
Google ScholarCrossref 57.Freedman
RCoon
HMyles-Worsley
MOrr-Urtreger
AOlincy
ADavis
APolymeropoulos
MHolik
JHopkins
JHoff
MRosenthal
JWaldo
MCReimherr
FWender
PYaw
JYoung
DABreese
CRAdams
CPatterson
DAdler
LEKruglyak
LLeonard
SByerley
W Linkage of a neurophysiological deficit in schizophrenia to a chromosome15 locus.
Proc Natl Acad Sci U S A. 1997;94587- 587
Google ScholarCrossref 58.Sudhof
TC The synaptic vesicle cycle: a cascade of protein-protein interactions.
Nature. 1995;375645- 645
Google ScholarCrossref 59.Shao
XLi
CFernandez
IZhang
XSudhof
TCRizo
J Synaptotagmin-syntaxin interaction: the C2 domain as a Ca
2+-dependent electrostatic switch.
Neuron. 1997;18133- 133
Google ScholarCrossref 60.Gabriel
SMHaroutunian
VPowchik
PHoner
WGDavidson
MDavies
PDavis
KL Increased concentrations of presynaptic proteins in the cingulate cortex of subjects with schizophrenia.
Arch Gen Psychiatry. 1997;54559- 559
Google ScholarCrossref 61.Karson
CNMrak
RESchluterman
KOSturner
WQSheng
JGGriffin
WS Alterations in synaptic proteins and their encoding mRNAs in prefrontal cortex in schizophrenia: a possible neurochemical basis for "hypofrontality."
Mol Psychiatry. 1999;439- 39
Google ScholarCrossref 62.Perrone-Bizzozero
NISower
ACBird
EDBenowitz
LIIvins
KJNeve
RL Levels of the growth-associated protein GAP-43 are selectively increased in association cortices in schizophrenia.
Proc Natl Acad Sci U S A. 1996;9314182- 14182
Google ScholarCrossref 63.Glantz
LALewis
DA Reduction of synaptophysin immunoreactivity in the prefrontal cortex of subjects with schizophrenia: regional and diagnostic specificity.
Arch Gen Psychiatry. 1997;54943- 943
Google ScholarCrossref 64.Honer
WGFalkai
PYoung
CHashimoto
KHondo
HHisatomi
SMotomura
KUchimura
H Cingulate cortex synaptic terminal proteins and neural cell adhesion molecule in schizophrenia.
Neuroscience. 1997;7899- 99
Google ScholarCrossref 65.Nakahara
TNakamura
KTsutsumi
T
et al. Effect of chronic haloperidol treatment on synaptic protein mRNAs in the rat brain.
Mol Brain Res. 1998;61238- 238
Google ScholarCrossref 66.Eastwood
SLHeffernan
JHarrison
PJ Chronic haloperidol treatment differentially affects the expression of synaptic and neuronal plasticity-associated genes.
Mol Psychiatry. 1997;2322- 322
Google ScholarCrossref 67.Yang
CQKitamura
NNishino
NShirakawa
ONakai
H Isotype-specific G protein abnormalities in the left superior temporal cortex and limbic structures of patients with chronic schizophrenia.
Biol Psychiatry. 1998;4312- 12
Google ScholarCrossref 68.Humphries
CMortimer
AHirsch
Sde Belleroche
N NMDA receptor mRNA correlation with antemortem cognitive impairment in schizophrenia.
Neuroreport. 1996;72051- 2051
Google ScholarCrossref 69.Chen
LSLo
CFNumann
RCuddy
M Characterization of the human and rat phospholemman (PLM) cDNAs and localization of the human PLM gene to chromosome 19q13.1.
Genomics. 1997;41435- 435
Google ScholarCrossref 70.Moorman
JRAckerman
SJKowdley
GCGriffin
MPMounsey
JPChen
ZCala
SEO'Brian
JJSzabo
GJones
LR Unitary anion currents through phospholemman channel molecules.
Nature. 1995;377737- 737
Google ScholarCrossref 71.Chen
ZJones
LRO'Brian
JJMoorman
JRCala
SE Structural domains in phospholemman: a possible role for the carboxyl terminus in channel inactivation.
Circ Res. 1998;82367- 367
Google ScholarCrossref