COMPOSITIONS, METHODS AND USE OF SYNTHETIC LETHAL SCREENING

Abstract
The present invention generally relates to methods of identifying modulators of central nervous system diseases and the use of the modulators in treatment and diagnosis. The methods utilize a novel high throughput screen that includes injection of a library of barcoded viral vectors expressing shRNA's, CRISPR/Cas systems or cDNA's into animal models of disease and detecting synthetic lethality.
Description
FIELD OF THE INVENTION

The present invention generally relates to methods of identifying modulators of central nervous system diseases using a novel high throughput methodology that includes expressing CRISPR/Cas systems, shRNA's or cDNA's in animal models of disease.


BACKGROUND OF THE INVENTION

Currently there are no cures or effective treatments for many neurodegenerative diseases. All of the major neurodegenerative diseases display characteristic nerve-cell (neuronal) vulnerability patterns, as well as an increased prevalence with advanced age. Many genes are involved in the pathogenesis of such diseases. As such, it is a challenge to find genes that are modulators of disease pathogenesis that can be used for diagnostic screening or effective treatments.


One such disease is Huntington's Disease. Huntington's disease, the most common inherited neurodegenerative disease, is characterized by a dramatic loss of deep-layer cortical and striatal neurons, as well as morbidity in mid-life. Huntington's disease is the most common genetic cause of abnormal involuntary writhing movements called chorea.


Symptoms of the disease can vary between individuals and even among affected members of the same family, but usually progress predictably. The earliest symptoms are often subtle problems with mood or cognition. A general lack of coordination and an unsteady gait often follows. As the disease advances, uncoordinated, jerky body movements become more apparent, along with a decline in mental abilities and behavioral symptoms. Physical abilities are gradually impeded until coordinated movement becomes very difficult. Mental abilities generally decline into dementia. Complications such as pneumonia, heart disease, and physical injury from falls reduce life expectancy to around twenty years from the point at which symptoms begin. There is no cure for Huntington's disease, and full-time care is required in the later stages of the disease.


Treatments for Huntington's disease are available to reduce the severity of some of its symptoms (Frank et al., (2010) Drugs 70 (5): 561-71). Tetrabenazine was approved in 2008 for treatment of chorea in Huntington's disease in the United States. Other drugs that help to reduce chorea include neuroleptics and benzodiazepines. Compounds such as amantadine are still under investigation but have shown preliminary positive results (Walker, (2007) Lancet 369 (9557): 218-28). Hypokinesia and rigidity, especially in juvenile cases, can be treated with anti-Parkinson drugs, and myoclonic hyperkinesia can be treated with valproic acid.


Huntington's disease is caused by a mutation in the Huntingtin gene. Expansion of a CAG (cytosine-adenine-guanine) triplet repeat stretch within the Huntingtin gene results in a mutant form of the protein, which gradually damages cells in the brain, through mechanisms that are not fully understood. The length of the trinucleotide repeat accounts for 60% of the variation in the age symptoms appear and the rate they progress. The remaining variation is due to environmental factors and other genes that influence the mechanism of the disease (Walker, (2007) Lancet 369 (9557): 218-28).


The diagnosis of Huntington's disease is suspected clinically in the presence of symptoms. The diagnosis can be confirmed through molecular genetic testing which identifies the expansion in the Huntingtin gene. Testing of adults at risk for Huntington disease who have no symptoms (asymptomatic) of the disease has been available for over ten years. However, this testing cannot accurately predict the age a person found to carry a Huntington disease causing mutation will begin experiencing symptoms, the severity or type of symptoms they will experience, or rate of disease progression. Other markers for disease progression are available, for example, loss of DARPP-32 striatal expression has been shown to be a molecular marker of Huntington's disease progression (Bibb et al., (2000) Proc Natl Acad Sci 6; 97(12):6809-14).


Human genetic studies led to the identification of huntingtin as the causative gene. Recent genomic advances have also led to the identification of hundreds of potential interacting partners for huntingtin protein, and many hypotheses as to the molecular mechanisms whereby mutant huntingtin leads to cellular dysfunction and death (Goehler et al., (2004) Mol. Cell 15 (6): 853-65). Huntingtin protein is expressed in all mammalian cells and interacts with proteins which are involved in transcription, cell signaling and intracellular transporting (Harjes et al., (2003) Trends Biochem. Sci. 28 (8): 425-33). However, the multitude of possible interacting partners and cellular pathways affected by mutant huntingtin has obfuscated research seeking to understand the etiology of this disease, and to date no curative therapeutic exists for the disease.


A high throughput screening method to discover modulators of diseases, such as Huntington's disease, is a powerful tool to identify new drug targets, new prognostic methods, and new treatments.


Citation or identification of any document in this application is not an admission that such document is available as prior art to the present invention.


SUMMARY OF THE INVENTION

It is an object of the invention to provide a genetic screening platform that could be used in mammals to identify modulators of diseases of the central nervous system. It is another object of the invention that the modulators are used in treatments, as therapeutic targets and for diagnosing disease.


In a first aspect, the present invention provides a method of screening for modulators of a disease comprising: administering to each of a first and second mammal of the same species at least one vector, each vector comprising a regulatory element operably linked to a nucleotide sequence that is transcribed in vivo, wherein the first mammal is a model of a human disease and the second mammal is a normal control mammal not a model of a human disease, and wherein the nucleotide sequence encodes a protein coding gene, or a short hairpin RNA, or a CRISPR/Cas system; harvesting DNA from the first mammal and the second mammal; identifying the vectors by sequencing the harvested DNA; and comparing the representation of each vector from the first mammal and the second mammal, whereby a differential representation in the first mammal indicates that the protein coding gene, or short hairpin RNA target, or CRISPR/Cas system target is a modulator of the disease. Not being bound by a theory a synthetic lethal gene will be under represented in the first mammal that is a model of human disease. In a preferred embodiment, more than one vector is administered to each of a first and second mammal. In some embodiments, about 100, 500, 1000, 5000, 7000, 10,000, or 20,000 vectors may be administered to a mammal. The vectors may be administered stereotaxically. The nucleotide sequence that can be transcribed may target any gene within a genome or any sequence within a genome. The target sequence in the genome or target gene may be a regulatory sequence or any functional element in an RNA transcript or genomic locus, including, but not limited to a promoter, enhancer, repressor, polyadenylation signal, splice site, or untranslated regions. The gene may be any gene within a genome. The gene may be a peroxidase gene. The protein coding gene may be a cDNA, whereby a gene may be overexpressed. The vector may comprise a unique barcode sequence, and the method may further comprise identifying the barcodes during sequencing, whereby the identification of a barcode indicates the presence of a vector. A barcode can be any length nucleotide sequence within a polynucleotide that can be distinguished reliably by PCR, sequencing, or hybridization technology from similar length nucleotide sequences in another polynucleotide. The DNA sequencing may be any sequencing technique, preferably next generation sequencing, such as, Illumina sequencing. The barcodes may be identified by microarray analysis. Microarrays may be constructed such that cDNA complementary to the sequences of the barcodes are bound to the microarray. Harvested genomic DNA is hybridized to the bound cDNA to determine the amount of each barcode. Additionally, genomic DNA from the first mammal and second mammal are fluorescently labelled with different fluorescent dyes. For example one dye can fluoresce red and the other green. Both sets of labelled genomic DNA can then be hybridized to the same microarray and fluorescence can be compared to determine barcode representation.


The CRISPR/Cas system may comprise: a first regulatory element operably linked to a nucleotide sequence encoding a CRISPR-Cas system polynucleotide sequence comprising at least one guide sequence, a tracr RNA, and a tracr mate sequence, wherein the at least one guide sequence hybridizes with a target sequence; and a second regulatory element operably linked to a nucleotide sequence encoding a Type II Cas9 protein. The first and second mammals may be transgenic non-human mammals comprising Cas9 and the nucleotide sequence encoding a CRISPR/Cas system may comprise at least one guide sequence, a tracr RNA, and a tracr mate sequence, wherein the at least one guide sequence hybridizes with a target sequence. The expression of Cas9 may be inducible.


In one embodiment, the vector is configured to be conditional, whereby the vector targets only certain cell types. The vector may be a viral vector. The vector may be conditional by using a regulatory element that is cell or tissue specific. The regulatory element may be a promoter. The vector may be conditional by using a viral vector that infects a specific cell type. The vector may be any virus that efficiently targets cells of the central nervous system and does not illicit a strong immune reaction. The viral vector may be a lentivirus, an adenovirus, or an adeno associated virus (AAV). The virus envelope proteins may be chosen to cause the virus to have tropism towards a specific cell type. The vesicular stomatitis virus (VSV) envelope protein may be used to make a virus conditional.


The disease may be any nervous system disease where a model of disease exists or can be created. The screening method may be used to screen for modulators in Huntington's Disease, Alzheimer's disease, Parkinson's disease, and ALS. In preferred embodiments the disease is Huntington's Disease or Parkinson's Disease. The first mammal may be the R6/2 Huntington's disease model line.


In a second aspect, the present invention provides a method of treating a nervous system disease. The method may comprise activating expression of Gpx6 in the central nervous system of a subject in need thereof suffering from the disease. The activation may be by a small molecule or compound. The small molecule or compound may be identified using biochemical and cell based assays. Additionally, protein therapeutics could be used to activate Gpx6. Treatment may be a single dose, multiple doses over a period of time, or doses on schedule for life. The schedule may be e.g., weekly, biweekly, every three weeks, monthly, bimonthly, every quarter year (every three months), every third of a year (every four months), every five months, twice yearly (every six months), every seven months, every eight months, every nine months, every ten months, every eleven months, annually or the like.


The method may comprise expressing Gpx6 in the central nervous system of a subject in need thereof suffering from the disease. Gpx6 may be expressed by introduction of a plasmid by injection or by gene gun. Gpx6 may also be introduced by viral vector such as AAV, adenovirus, or lentivirus.


The method may comprise introducing into a subject in need thereof suffering from the disease a CRISPR-Cas9 based system configured to target Gpx6. The CRISPR/Cas system may comprise a functional domain that activates transcription of the Gpx6 gene. The functional domain may be an activator domain.


The disease may be any nervous system disease. The nervous system disease may be Huntington's Disease or Parkinson's Disease. Treating with a modulator by either effecting its expression or by introducing a vector to express the protein may not completely alleviate symptoms. Therefore, other drugs that specifically target the symptoms can be combined with that of a modulator. One may decrease the normal dose of the drug given due to the combination. The frequency of the drug may also be adjusted. The method may further comprise administering to a subject in need thereof suffering from the disease at least one of the drugs selected from the group consisting of Tetrabenazine, neuroleptics, benzodiazepines, amantadine, anti Parkinson's drugs, valproic acid, antioxidants, and Gpx mimetics. Central nervous system diseases are associated with oxidative stress, as well as, having neurological symptoms that lead to both mental and physical abnormalities. A combination therapy may be used to synergistically alleviate these symptoms. Antioxidants and Gpx mimetics may be used when a modulator involved in oxidative stress is identified.


In a third aspect, the present invention provides a method of determining a prognosis for a central nervous system disease comprising: obtaining a RNA sample from a patient suffering from a central nervous system disease; assaying the level of Gpx6 gene expression; and comparing the levels of Gpx6 gene expression to a control level determined by testing healthy subjects, wherein the prognosis is worse if Gpx6 gene expression is lower than the control level. The method may further comprise assaying the level of DARPP-32 gene expression; and comparing the levels of DARPP-32 gene expression to a control level determined by testing healthy subjects, wherein the prognosis is worse if DARPP-32 gene expression is lower than the control level.


In a fourth aspect, the present invention provides an antibody comprising a heavy chain and a light chain, wherein the antibody binds to an antigenic region of the Gpx6 protein comprising SEQ ID No: 1.


Accordingly, it is an object of the invention to not encompass within the invention any previously known product, process of making the product, or method of using the product such that Applicants reserve the right and hereby disclose a disclaimer of any previously known product, process, or method. It is further noted that the invention does not intend to encompass within the scope of the invention any product, process, or making of the product or method of using the product, which does not meet the written description and enablement requirements of the USPTO (35 U.S.C. §112, first paragraph) or the EPO (Article 83 of the EPC), such that Applicants reserve the right and hereby disclose a disclaimer of any previously described product, process of making the product, or method of using the product.


It is noted that in this disclosure and particularly in the claims and/or paragraphs, terms such as “comprises”, “comprised”, “comprising” and the like can have the meaning attributed to it in U.S. Patent law; e.g., they can mean “includes”, “included”, “including”, and the like; and that terms such as “consisting essentially of” and “consists essentially of” have the meaning ascribed to them in U.S. Patent law, e.g., they allow for elements not explicitly recited, but exclude elements that are found in the prior art or that affect a basic or novel characteristic of the invention.


These and other embodiments are disclosed or are obvious from and encompassed by, the following Detailed Description.





BRIEF DESCRIPTION OF THE DRAWINGS

The patent or application file contains at least one drawing executed in color. Copies of this patent or patent application publication with color drawing(s) will be provided by the Office upon request and payment of the necessary fee.


The following detailed description, given by way of example, but not intended to limit the invention solely to the specific embodiments described, may best be understood in conjunction with the accompanying drawings, incorporated herein by reference wherein:



FIG. 1. Illustrates gene expression changes associated with normal aging in cortical and striatal dopaminoceptive cell types. Venn diagram showing the number and overlap of statistically significant gene expression changes in dopamine receptor 1a (Drd1a)- or dopamine receptor 2 (Drd2)-expressing cortical or striatal neurons, based on a comparison of mice aged 6 weeks of age versus 2 years, 6 weeks of age. Statistically significant changes are defined as genes displaying ≧1.2-fold change and a Benjamini-Hochberg adjusted p-value from Welch's t test of ≦0.05.



FIG. 2. Illustrates the Synthetic lethal in the CNS (SLIC) screen. Top: Lentiviral genome-wide overexpression or knockdown libraries are injected into the striatum, such that each neuron or glial cell receives on average of one element (schematized by different colors). Lentivirus integrates into the cell's genome and expresses either a cDNA or shRNA. Bottom: After incubation in vivo, cells that have received a synthetic lethal hit die and the representation of these library elements are lost (an event that can be revealed by sequencing of all of the lentiviruses still present in the brain). When injections are performed in a paired fashion, comparing disease model mice to wild-type littermates, genes that cause synthetic lethality only in combination with a disease-causing mutation can be identified.



FIG. 3. Illustrates the number of striatal cells transduced by the vesicular stomatitis virus G (VSV-G) coated lentivirus used in this study. EGFP cDNA-expressing lentivirus was injected into male mouse striatum 8 weeks of age and tissue was processed four days later for indirect immunofluorescent staining using antibodies directed toward GFP (marking transduced cells). By comparison of DAPI stained cells to EGFP-expressing cells, approximately 20% of cells in any rostrocaudal region of the striatum were transduced (EGFP positive). Based on a number of 1.4×106 million striatal cells per animal (Fentress. Cowan et al., 1981), we thus calculate that the upper limit of transduction is 2.8×105 striatal cells.



FIG. 4. Illustrates striatal cell types infected by the vesicular stomatitis virus G (VSV-G) coated lentivirus used in this study. EGFP cDNA-expressing lentivirus was injected into male mouse striatum 8 weeks of age and tissue was processed four days later for indirect immunofluorescent staining using antibodies directed toward GFP (marking transduced cells), NeuN (neuronal marker), and GFAP (astrocyte marker). Based on immunofluorescent staining with these markers, approximately 83% of transduced cells are neurons, 14% are astrocytes, and 3% are unidentified cells.



FIG. 5A-5C. Illustrates SLIC screening in mouse models of Huntington's disease. (A) Control small hairpin RNA (shRNA) representation in the striatum of wild-type animals, as determined by shRNA barcode sequencing, at 4 and 6 weeks after injection, each compared to a control 2 day time-point. A negative number reflects loss versus the control time-point. The positive control, a hairpin targeting the Psmd2 gene product, would be expected to cause cell death, leading to loss of its representation. Negative control shRNAs used (Table 9) had no known target in the genome. (B) shRNA barcode sequence representation at the first SLIC HD time-point. Graph represents log 2 fold changes in representation in the HD model at 4 weeks compared to the control 2-day time-point (R6/2 value, y axis), versus wild-type controls at the same two time-points (WT value, x axis). The positive control targeting the Psmd2 gene product is not plotted for the purposes of scaling. Diagonal line represents equal representation (x=y). Genes causing synthetic lethality are expected to be offset to the right of the diagonal in the bottom left quadrant of the graph. Gpx6 targeting shRNAs are denoted in red. (C) SLIC results for synthetic lethal hits that induce loss of representation, plotting % lentiviral element depletion seen in the HD model (R6/2) versus congenic wild-type animals at 4 weeks (left panel) and 6 weeks (right panel) of incubation. Controls are not represented. Gpx6 targeting shRNAs are denoted in red.



FIG. 6. Illustrates that Gpx6 expression is down-regulated in the brains of Huntington's disease model mice. RNA was purified from the striatum of male R6/2 and control mice aged 8 weeks, and messenger RNA (mRNA) was converted to cDNA and used for quantitative PCR to measure Gpx6 mRNA abundance. Average cycle threshold values relative to Eif4a2 (delta Ct) are plotted with standard deviation. A higher delta Ct value (closer to 0) signifies higher abundance. A two-tailed unpaired t-test reveals a significance in difference between the means, p=0.0002.



FIG. 7. Illustrates Gpx6 mRNA expression across mouse brain regions. A cDNA panel representing 13 brain regions, as well as whole mouse brain, was used for quantitative PCR to measure Gpx6 mRNA abundance in adult mouse brain (10 weeks of age). Average cycle threshold values relative to actin (delta C) are plotted with standard deviation. A lower delta C value signifies higher abundance.



FIG. 8. Illustrates Gpx6 expression across normal aging. RNA was purified from the noted brain regions of male mice aged 1.5, 11, and 18 months, and messenger RNA (mRNA) was converted to cDNA and used for quantitative PCR to measure Gpx6 mRNA abundance. Average cycle threshold values relative to actin (delta Ct) are plotted with standard deviation. A lower delta Ct value signifies higher abundance.



FIG. 9A-9B. Illustrates the results of over-expressing Gpx6 in Huntington's disease model mice (A) Rescue of open field motor behavior in Huntington's disease model mice overexpressing Gpx6. Huntington's disease model mice (R6/2) or wild-type (WT) congenic controls were injected in the striatum bilaterally with Gpx6 or control (TRAP construct expressing) AAV9 virus at 6 weeks of age. After two weeks of recovery, motor function was assessed by open field assay. Average performance is plotted ±SEM for each data point, reflecting total distance in cm travelled during a one-hour interval (R6/2+Gpx6 n=10; R6/2+control n=10; WT+Gpx6 n=12; WT+control n=11). R6/2+Gpx6 vs. R6/2+control p value=0.0165; WT+Gpx6 vs. WT+control p value=0.7826 (no significance). (B) Increased DARPP-32 expression in Huntington's disease model mice overexpressing Gpx6. Huntington's disease model mice (R6/2) or wild-type (WT) congenic controls were unilaterally injected with control (TRAP construct; left hemisphere) or Gpx6 overexpressing (right hemisphere) AAV9 virus at 6 weeks of age. After two weeks of recovery, mice were sacrificed and brain tissue was processed for indirect immunofluorescent staining. Top panel: representative images of R6/2 mice injected with Gpx6 and control AAV9. Bottom panel: quantitation of images (mean pixel intensity across imaging field) from equivalent points in the dorsal striatum, p value=0.0026. No significant difference between control and Gpx6-injected hemispheres was observed in wild-type congenic controls (data not shown). A.U. signifies arbitrary fluorescence units.



FIG. 10. Illustrates locomotor effects of Gpx6 overexpression in a Parkinson's disease model mouse line. Mice overexpressing mutant alpha-synuclein protein “PD” or wild type littermates were injected with a Gpx6 overexpression virus at 6 weeks of age. Motor phenotypes were tested by open field assay for 60 minutes at approximately 7 months of age. At this age, PD model mice exhibit hyperactivity before progressing to hypoactivity at a later age. Gpx6 overexpression rescued the PD model phenotype at this age.





DETAILED DESCRIPTION OF THE INVENTION

The invention provides a method for identifying modulators of central nervous system diseases and for treating with agonists or antagonists of the modulators or with the modulators themselves. The invention also provides the use of the modulators in determining prognosis and diagnosis of a central nervous system disease and providing individualized or personalized treatment. The method may comprise: (a) stereotaxically administering to each of a first and second mammal of the same species at least one vector containing a barcode and a nucleic acid molecule that is transcribed in vivo, wherein the first mammal is a model of a human disease and the second mammal is a normal control mammal not a model of a human disease, and wherein the nucleic acid molecule is associated with a gene; (b) harvesting genomic DNA from the first mammal and the second mammal; (c) identifying the barcodes from the harvested genomic DNA; and (d) comparing the barcode representation from the first mammal and the second mammal, whereby a differential barcode representation in the first mammal indicates that the gene associated with the nucleic acid molecule is a modulator of the disease. In one embodiment, modulators are determined by a loss of barcode in the disease model mouse when compared to the control mouse. In another embodiment, modulators are determined by a gain of barcode in the disease model mouse when compared to the control mouse.


Several further aspects of the invention relate to screening for modulators associated with a wide range of central nervous system diseases which are further described on the website of the National Institutes of Health (website at http://rarediseases.info.nih.gov/gard/diseases-by-category/17/nervous-system-diseases). The central nervous system diseases may include but are not limited to Alzheimer's Disease, Huntington's Disease and other Triplet Repeat Disorders (see Table A), amyotrophic lateral sclerosis (ALS), and Parkinson's disease.









TABLE A





Trinucleotide repeat disorders







Polyglutamine (PolyQ) Diseases












Normal PolyQ
Pathogenic


Type
Gene
repeats
PolyQ repeats





DRPLA
ATN1 or DRPLA
6-35
49-88


(Dentatorubropallidoluysian


atrophy)


HD (Huntington's disease)
HTT (Huntingtin)
6-35
 36-250


SBMA (Spinobulbar muscular
Androgen receptor on
9-36
38-62


atrophy or Kennedy disease)
the X chromosome.


SCA1 (Spinocerebellar ataxia
ATXN1
6-35
49-88


Type 1)


SCA2 (Spinocerebellar ataxia
ATXN2
14-32 
33-77


Type 2)


SCA3 (Spinocerebellar ataxia
ATXN3
12-40 
55-86


Type 3 or Machado-Joseph


disease)


SCA6 (Spinocerebellar ataxia
CACNA1A
4-18
21-30


Type 6)


SCA7 (Spinocerebellar ataxia
ATXN7
7-17
 38-120


Type 7)


SCA17 (Spinocerebellar ataxia
TBP
25-42 
47-63


Type 17)










Non-Polyglutamine Diseases














Normal/wild



Type
Gene
Codon
type
Pathogenic





FRAXA (Fragile X syndrome)
FMR1, on the X-
CGG
6-53
230+



chromosome


FXTAS (Fragile X-associated
FMR1, on the X-
CGG
6-53
 55-200


tremor/ataxia syndrome)
chromosome


FRAXE (Fragile XE mental
AFF2 or FMR2, on the
CCG
6-35
200+


retardation)
X-chromosome


FRDA (Friedreich's ataxia)
FXN or X25, (frataxin-
GAA
7-34
100+



reduced expression)


DM (Myotonic dystrophy)
DMPK
CTG
5-37
 50+


SCA8 (Spinocerebellar ataxia
OSCA or SCA8
CTG
16-37 
110-250


Type 8)


SCA12 (Spinocerebellar ataxia
PPP2R2B or SCA12
nnn On 5′
7-28
66-78


Type 12)

end









Additionally, the central nervous system diseases may include but are not limited to 2-methyl-3-hydroxybutyric aciduria, 2-methylbutyryl-CoA dehydrogenase deficiency, 22q11.2 deletion syndrome, 22q13.3 deletion syndrome, 3-alpha hydroxyacyl-CoA dehydrogenase deficiency, 6-pyruvoyl-tetrahydropterin synthase deficiency, Aarskog syndrome, Aase-Smith syndrome, Abetalipoproteinemia, Absence of septum pellucidum, Acanthocytosis, Aceruloplasminemia, Acrocallosal syndrome, Schinzel type, Acrofacial dysostosis Rodriguez type, Acute cholinergic dysautonomia, Acute disseminated encephalomyelitis, Adenylosuccinase deficiency, Adie syndrome, Adrenomyeloneuropathy, Advanced sleep phase syndrome, familial, AGAT deficiency, Agnosia, Aicardi syndrome, Aicardi-Goutieres syndrome type 5, Albinism deafness syndrome. Alexander disease, Alopecia, Alpers syndrome, Alpha-ketoglutarate dehydrogenase deficiency, Alpha-mannosidosis type 1, Alpha-thalassemia x-linked intellectual disability syndrome, Alternating hemiplegia of childhood, Aminoacylase 1 deficiency, Amish infantile epilepsy syndrome, Amish lethal microcephaly, Amyloid neuropathy, Amyloidosis cerebral, Anaplastic ganglioglioma, Andermann syndrome, Andersen-Tawil syndrome, Anencephaly, Angioma hereditary neurocutaneous, Aniridia renal agenesis psychomotor retardation, Apraxia, Arachnoid cysts, Arachnoiditis, Arthrogryposis dysplasia, Aspartylglycosaminuria, Ataxia telangiectasia, Atelosteogenesis, Athabaskan brainstem dysgenesis, Atkin syndrome, Atypical Rett syndrome, Bannayan-Riley-Ruvalcaba syndrome, Barth syndrome, Basal ganglia disease, biotin-responsive. Basilar migraine, Battaglia Neri syndrome, Batten disease, Becker muscular dystrophy, Behcet's disease, Bell's palsy, Benign familial neonatal-infantile seizures, Benign rolandic epilepsy (BRE), Bethlem myopathy, Bilateral frontal polymicrogyria, Bilateral frontoparietal polymicrogyria, Bilateral generalized polymicrogyria, Bilateral parasagittal parieto-occipital polymicrogyria, Bilateral perisylvian polymicrogyria, Binswanger's disease, Bird headed dwarfism Montreal type, Bixler Christian Gorlin syndrome, Blepharospasm, Bobble-head doll syndrome, Borjeson-Forssman-Lehmann syndrome, Boucher Neuhauser syndrome, Bowen-Conradi syndrome. Branchial arch syndrome X-linked, Brody myopathy, Brown-Sequard syndrome, Brown-Vialetto-Van Laere syndrome, Bullous dystrophy hereditary macular type, C syndrome, C-like syndrome, CADASIL, CAHMR syndrome, Camptodactyly arthropathy coxa vara pericarditis syndrome, CANOMAD syndrome, Cantu syndrome, Cardiocranial syndrome, Cardiofaciocutaneous syndrome, Carney complex, Cataract anterior polar dominant, Cataract ataxia deafness, Catel Manzke syndrome, Caudal regression syndrome, Central core disease, Central neurocytoma, Central post-stroke pain, Cerebellar ataxia, Cerebellar degeneration, Cerebellar hypoplasia, Cerebellum agenesis hydrocephaly, Cerebral autosomal recessive arteriopathy with subcortical infarcts and leukoencephalopathy, Cerebral cavernous malformation, Cerebral dysgenesis neuropathy ichthyosis and palmoplantar keratoderma syndrome, Cerebral folate deficiency, Cerebral gigantism jaw cysts, Cerebral palsy, Cerebral sclerosis similar to Pelizaeus-Merzbacher disease, Cerebro-oculo-facio-skeletal syndrome, Cerebrospinal fluid leak, Cerebrotendinous xanthomatosis, Ceroid lipofuscinosis neuronal, Cervical hypertrichosis peripheral neuropathy, Chanarin-Dorfman syndrome, Charcot-Marie-Tooth disease, Chediak-Higashi syndrome, Chiari malformation, Choreoacanthocytosis, Choroid plexus carcinoma, Choroid plexus papilloma, Christianson syndrome, Chromosome 19q13.11 deletion syndrome, Chromosome 1p36 deletion syndrome, Chronic lymphocytic inflammation with pontine perivascular enhancement responsive to steroids. Chudley Rozdilsky syndrome, Cleft palate short stature vertebral anomalies, COACH syndrome, Cockayne syndrome, Coenzyme Q10 deficiency, Coffin-Lowry syndrome, Coffin-Siris syndrome, Cohen syndrome, Complex regional pain syndrome, Congenital central hypoventilation syndrome, Congenital cytomegalovirus, Congenital disorder of glycosylation type 1B, Congenital disorder of glycosylation type 2C, Congenital fiber type disproportion, Congenital generalized lipodystrophy type 4, Congenital insensitivity to pain with anhidrosis, Congenital muscular dystrophy type 1A. Congenital myasthenic syndrome with episodic apnea, Congenital rubella, Convulsions benign familial infantile, Corneal hypesthesia familial, Cornelia de Lange syndrome, Corticobasal degeneration, Costello syndrome, Cowchock syndrome, Crane-Heise syndrome, Craniofrontonasal dysplasia, Craniopharyngioma, Craniotelencephalic dysplasia, Creutzfeldt-Jakob disease, Crisponi syndrome, Crome syndrome, Curry Jones syndrome, Cyprus facial neuromusculoskeletal syndrome, Cytomegalic inclusion disease, Dancing eyes-dancing feet syndrome, Dandy-Walker like malformation with atrioventricular septal defect, Danon disease. Dementia familial British, Dentatorubral-pallidoluysian atrophy, Dermatomyositis, Devic disease, Dihydropteridine reductase deficiency, Distal myopathy Markesbery-Griggs type. Distal myopathy with vocal cord weakness, Dopamine beta hydroxylase deficiency, Dravet syndrome, Duane syndrome, Dubowitz syndrome, Dwarfism, mental retardation and eye abnormality, Dykes Markes Harper syndrome, Dysautonomia like disorder, Dysequilibrium syndrome, Dyskeratosis congenita, Dyssynergia cerebellaris myoclonica, Dystonia, Early-onset ataxia with oculomotor apraxia and hypoalbuminemia, Emery-Dreifuss muscular dystrophy X-linked, Empty sella syndrome, Encephalitis lethargica, Encephalocraniocutaneous lipomatosis, Encephalomyopathy, Eosinophilic fasciitis, Epidermolysa bullosa simplex with muscular dystrophy, Epilepsy, Epiphyseal dysplasia hearing loss dysmorphism, Episodic ataxia with nystagmus, Erythromelalgia, Essential tremor, Fabry disease, Facial onset sensory and motor neuronopathy, Facioscapulohumeral muscular dystrophy, Fallot complex with severe mental and growth retardation, Familial amyloidosis, Finnish type, Familial congenital fourth cranial nerve palsy, Familial dysautonomia, Familial encephalopathy with neuroserpin inclusion bodies, Familial exudative vitreoretinopathy, Familial hemiplegic migraine, Familial idiopathic basal ganglia calcification, Familial transthyretin amyloidosis, Farber's disease, Fatal familial insomnia, Fatty acid hydroxylase-associated neurodegeneration, Fazio Londe syndrome, Febrile infection-related epilepsy syndrome, Feigenbaum Bergeron Richardson syndrome, Filippi syndrome. Fine-Lubinsky syndrome, Fitzsimmons Walson Mellor syndrome, Fitzsimmons-Guilbert syndrome, Floating-Harbor syndrome, Florid cemento-osseous dysplasia, Flynn Aird syndrome, Focal dermal hypoplasia, Fountain syndrome, Fragile X syndrome, Fragile XE syndrome, Franek Bocker kahlen syndrome, Friedreich ataxia, Frontometaphyseal dysplasia, Frontotemporal dementia, Fryns syndrome, Fucosidosis, Fukuyama type muscular dystrophy, Fumarase deficiency, Galactosialidosis, GAPO syndrome, Gaucher disease type, Gemignani syndrome, Geniospasm, Genoa syndrome, Gerstmann syndrome, Gerstmann-Straussler-Scheinker disease, Giant axonal neuropathy. Gillespie syndrome. Glucose transporter type 1 deficiency syndrome, Glutaric acidemia, Glycogen storage disease, GM1 gangliosidosis, Goldberg-Shprintzen megacolon syndrome, Gomez Lopez Hernandez syndrome, Granulomatosis with polyangiitis (Wegener's), Griscelli syndrome type 1, Grubben de Cock Borghgraef syndrome, GTP cyclohydrolase I deficiency, Guanidinoacetate methyltransferase deficiency, Guillain-Barre syndrome, Gurrieri syndrome, Hamanishi Ueba Tsuji syndrome, Hansen's disease, Harding ataxia, Harrod Doman Keele syndrome, Hartnup disease, Hashimoto's encephalitis, Hemangioblastoma, Hemicrania continua, Hemiplegic migraine, Hennekam syndrome, Hereditary angiopathy with nephropathy aneurysms and muscle cramps syndrome, Hereditary endotheliopathy retinopathy nephropathy and stroke, Hereditary hemorrhagic telangiectasia, Hereditary hyperekplexia, Hereditary neuropathy with liability to pressure palsy, Hereditary sensory and autonomic neuropathy type 2, Hereditary sensory neuropathy type 1, Hereditary spastic paraplegia, Homocysteinemia due to MTHFR deficiency, Homocystinuria due to CBS deficiency, Hoyeraal Hreidarsson syndrome, HTLV-1 associated myelopathy/tropical spastic paraparesis, Huntington disease, Hyde Forster Mccarthy Berry syndrome, Hydranencephaly, Hydrocephalus due to congenital stenosis of aqueduct of sylvius, Hydroxykynureninuria, Hyperkalemic periodic paralysis. Hyperphenylalaninemia due to dehydratase deficiency, Hyperprolinemia, Hypertrophic neuropathy of Dejerine-Sottas, Hypogonadism alopecia diabetes mellitus mental retardation and extrapyramidal syndrome, Hypokalemic periodic paralysis, Hypomyelination and congenital cataract, Hypomyelination with atrophy of basal ganglia and cerebellum, Hypoparathyroidism-retardation-dysmorphism syndrome, Hypospadias mental retardation Goldblatt type, Hypothalamic hamartomas, Ichthyosis alopecia eclabion ectropion mental retardation, Idiopathic spinal cord herniation, Inclusion body myopathy, Incontinentia pigmenti, Infantile axonal neuropathy, Infantile convulsions and paroxysmal choreoathetosis, familial, Infantile myofibromatosis, Infantile onset spinocerebellar ataxia, Infantile Parkinsonism-dystonia, Infantile spasms broad thumbs, Inherited peripheral neuropathy, Intellectual deficit, Internal carotid agenesis, Intraneural perineurioma, Isodicentric chromosome 15 syndrome, Johanson Blizzard syndrome, Johnson neuroectodermal syndrome, Joubert syndrome, Juberg Marsidi syndrome, Juvenile dermatomyositis, Juvenile primary lateral sclerosis, Kabuki syndrome. Kanzaki disease, Kapur Toriello syndrome, KBG syndrome, Kearns Sayre syndrome, Kennedy disease, Keutel syndrome, King Denborough syndrome, Kleine Levin syndrome, Klumpke paralysis, Kosztolanyi syndrome, Kuru, L-2-hydroxyglutaric aciduria, Laband syndrome, Lafora disease, Laing distal myopathy, Lambert Eaton myasthenic syndrome, LCHAD deficiency, Leigh syndrome, French Canadian type, Leisti Hollister Rimoin syndrome, Lennox-Gastaut syndrome, Lenz Majewski hyperostotic dwarfism, Lenz microphthalmia syndrome, Lesch Nyhan syndrome, Leukodystrophy with oligodontia, Leukodystrophy, dysmyelinating, and spastic paraparesis with or without dystonia. Levic Stefanovic Nikolic syndrome, Lhermitte-Duclos disease, Li-Fraumeni syndrome, Limb dystonia, Limb-girdle muscular dystrophy, Limited scleroderma, Lissencephaly, Localized hypertrophic neuropathy, Locked-in syndrome, Logopenic progressive aphasia, Lowe oculocerebrorenal syndrome, Lowry Maclean syndrome, Lujan Fryns syndrome, Mac Dermot Winter syndrome, Machado-Joseph disease, Macrogyria, pseudobulbar palsy and mental retardation, Macrothrombocytopenia progressive deafness, Mal de debarquement, Male pseudohermaphroditism intellectual disability syndrome, Verloes type, Malignant hyperthermia, Mannosidosis, beta A, lysosomal, Marchiafava Bignami disease, Marden-Walker syndrome, Marinesco-Sjogren syndrome, Martsolf syndrome, Maternally inherited Leigh syndrome, McDonough syndrome, McLeod neuroacanthocytosis syndrome, Meckel syndrome, Medrano Roldan syndrome, Medulloblastoma, Megalencephalic leukoencephalopathy with subcortical cysts, Mehes syndrome, Meier-Gorlin syndrome, Meige syndrome, Melnick-Needles syndrome, Meningioma, Meningioma, spinal, Menkes disease, Mental deficiency-epilepsy-endocrine disorders, Mental retardation, Meralgia paresthetica, Methionine adenosyltransferase deficiency, Methylcobalamin deficiency cbl G type, Microbrachycephaly ptosis cleft lip, Microcephalic osteodysplastic primordial dwarfism type 1, Microcephalic primordial dwarfism Toriello type, Microcephaly, Microphthalmia syndromic, Microscopic polyangiitis, Miller-Dicker syndrome, Miller-Fisher syndrome, Minicore myopathy with external ophthalmoplegia, Mitochondrial complex II deficiency, Mitochondrial encephalomyopathy lactic acidosis and stroke-like episodes, Mitochondrial myopathy, Mitochondrial neurogastrointestinal encephalopathy syndrome, Mitochondrial trifunctional protein deficiency, Mixed connective tissue disease, Miyoshi myopathy, Moebius syndrome, Molybdenum cofactor deficiency, Morse-Rawnsley-Sargent syndrome, Morvan's fibrillary chorea, Motor neuropathy peripheral with dysautonomia, Mousa Al din Al Nassar syndrome, Moyamoya disease, MPV17-related hepatocerebral mitochondrial DNA depletion syndrome, Mucopolysaccharidosis, Multifocal motor neuropathy, Multiple myeloma, Multiple sulfatase deficiency, Multiple system atrophy (MSA), Muscle eye brain disease, Muscular dystrophy white matter spongiosis, Muscular phosphorylase kinase deficiency, Myasthenia gravis, Myelocerebellar disorder, Myelomeningocele, Myhre syndrome, Myoclonic astatic epilepsy, Myoclonus, Myoglobinuria recurrent, Myopathy congenital multicore with external ophthalmoplegia, Myotonia congenita, Myotonic dystrophy, Nance-Horan syndrome, Narcolepsy, Native American myopathy. Nemaline myopathy 5, Neonatal adrenoleukodystrophy, Neonatal meningitis, Neonatal progeroid syndrome, Neu Laxova syndrome, Neuroaxonal dystrophy, infantile, Neuroblastoma, Neurocutaneous melanosis, Neurofaciodigitorenal syndrome, Neuroferritinopathy, Neurofibromatosis, Neuromyelitis optica spectrum disorder, Neuronal ceroid lipofuscinoses, Neuronal intranuclear inclusion disease, Neuropathy, Neuropathy, Neutral lipid storage disease with myopathy, Nevoid basal cell carcinoma syndrome, Nicolaides Baraitser syndrome, Niemann-Pick disease type B, Non 24 hour sleep wake disorder, Nondystrophic myotonia, Normokalemic periodic paralysis, Norrie disease, Northern Epilepsy, Occult spinal dysraphism, Oculocerebrocutaneous syndrome, Oculofaciocardiodental syndrome, Oculopharyngeal muscular dystrophy, Ohtahara syndrome, Okamoto syndrome, Oligoastrocytoma, Oliver syndrome, Olivopontocerebellar atrophy, Omphalocele cleft palate syndrome lethal. Optic atrophy 2, Ornithine transcarbamylase deficiency, Orofaciodigital syndrome, Osteopenia and sparse hair, Osteoporosis-pseudoglioma syndrome, Oto-palato-digital syndrome type 1, Ouvrier Billson syndrome, Pachygyria, Pallidopyramidal syndrome, Pallister W syndrome, Pallister-Killian mosaic syndrome, Pantothenate kinase-associated neurodegeneration, Paralysis agitans, juvenile, Paramyotonia congenital, Parenchymatous cortical degeneration of cerebellum, Paroxysmal hemicranias, Parsonage Turner syndrome, PEHO syndrome, Pelizaeus-Merzbacher disease, Pelizaeus-Merzbacher disease, late-onset type, Periventricular leukomalacia, Perry syndrome, Peters plus syndrome, Pfeiffer Mayer syndrome, Pfeiffer Palm Teller syndrome, PHACE syndrome, Phosphoglycerate kinase deficiency, Phosphoglycerate mutase deficiency, Photosensitive epilepsy, Pick's disease, Pitt-Hopkins syndrome, POEMS syndrome, Poliomyelitis, Polyarteritis nodosa, Polycystic lipomembranous osteodysplasia with sclerosing leukoencephalopathy, Polydactyly cleft lip palate psychomotor retardation, Polyglucosan body disease, adult, Polyneuropathy mental retardation acromicria premature menopause, Pontine tegmental cap dysplasia, Pontocerebellar hypoplasia, Post Polio syndrome, Posterior column ataxia, Potassium aggravated myotonia, PPM-X syndrome, Prader-Willi habitus, osteopenia, and camptodactyly, Primary amebic meningoencephalitis, Primary angiitis of the central nervous system, Primary basilar impression, Primary carnitine deficiency, Primary lateral sclerosis, Primary melanoma of the central nervous system, Primary progressive aphasia, Progressive bulbar palsy, Progressive hemifacial atrophy, Progressive non-fluent aphasia, Proteus syndrome, Proud Levine Carpenter syndrome, Pseudoaminopterin syndrome, Pseudoneonatal adrenoleukodystrophy, Pseudoprogeria syndrome, Pseudotrisomy 13 syndrome, Pseudotumor cerebri, Pudendal Neuralgia, Pure autonomic failure, Pyridoxal 5′-phosphate-dependent epilepsy, Pyridoxine-dependent epilepsy, Pyruvate dehydrogenase phosphatase deficiency, Qazi Markouizos syndrome, Radiation induced brachial plexopathy, Rasmussen encephalitis, Reardon Wilson Cavanagh syndrome, Reducing body myopathy, Refsum disease, Refsum disease, infantile form, Renal dysplasia-limb defects syndrome, Renier Gabreels Jasper syndrome, Restless legs syndrome, Retinal vasculopathy with cerebral leukodystrophy, Rett syndrome, Richards-Rundle syndrome, Rigid spine syndrome, Ring chromosome, Rippling muscle disease, Roussy Levy syndrome, Ruvalcaba syndrome, Sacral defect with anterior meningocele, Salla disease, Sandhoff disease, Sarcoidosis, Say Barber Miller syndrome, Say Meyer syndrome, Scapuloperoneal syndrome, neurogenic, Kaeser type, SCARF syndrome, Schimke immunoosseous dysplasia, Schindler disease, type 1, Schinzel Giedion syndrome, Schisis association, Schizencephaly, Schwannomatosis, Schwartz Jampel syndrome type 1, Scott Bryant Graham syndrome, Seaver Cassidy syndrome, Seckel syndrome, Segawa syndrome, autosomal recessive, Semantic dementia, Sensory ataxic neuropathy, dysarthria, and ophthalmoparesis, Sepiapterin reductase deficiency, Septo-optic dysplasia, SeSAME syndrome, Shapiro syndrome, Sharp syndrome, Short chain acyl CoA dehydrogenase deficiency, Shprintzen-Goldberg craniosynostosis syndrome, Sialidosis, Siderius X-linked mental retardation syndrome, Sideroblastic anemia and mitochondrial myopathy, Simpson-Golabi-Behmel syndrome, Single upper central incisor, Sjogren-Larsson syndrome, Slow-channel congenital myasthenic syndrome, Smith-Lemli-Opitz syndrome type 1, Smith-Magenis syndrome, Sneddon syndrome, Snyder-Robinson syndrome, Sonoda syndrome, Spasmodic dysphonia, Spastic ataxia Charlevoix-Saguenay type, Spastic diplegia, Spastic paraplegia, Spina bifida occulta, Spinal muscular atrophy, Spinal shock, Spinocerebellar ataxia, Spinocerebellar degeneration and corneal dystrophy, Split hand urinary anomalies spina bifida, Spondyloepiphyseal dysplasia congenital, Status epilepticus, Steinfeld syndrome, Stratton-Garcia-Young syndrome, Striatonigral degeneration infantile, Sturge-Weber syndrome, Subacute sclerosing panencephalitis, Subcortical band heterotopia, Subependymoma, Succinic semialdehyde dehydrogenase deficiency, Susac syndrome, Symmetrical thalamic calcifications, Tangier disease, Tarlov cysts, Tay-Sachs disease, Tel Hashomer camptodactyly syndrome, Temporal epilepsy, familial, Temtamy syndrome, Thalamic degeneration symmetrical infantile, Thalamic degeneration, symmetric infantile, Thoracic outlet syndrome, Thyrotoxic periodic paralysis, Toriello Carey syndrome, Torsion dystonia with onset in infancy, Tourette syndrome, Transverse myelitis, Trichinosis, Trichorhinophalangeal syndrome type 2, Trigeminal neuralgia, Triose phosphate-isomerase deficiency, Triple A syndrome, Tuberous sclerosis, Tubular aggregate myopathy, Tyrosinemia type 1, Ullrich congenital muscular dystrophy, Unverricht-Lundborg disease, Van Benthem-Driessen-Hanveld syndrome, Van Den Bosch syndrome, Variant Creutzfeldt-Jakob disease, Vein of Galen aneurysm, Vici syndrome, Viljoen Kallis Voges syndrome, VLCAD deficiency, Vogt-Koyanagi-Harada syndrome, Von Hippel-Lindau disease, Walker-Warburg syndrome. Warburg micro syndrome, Weaver syndrome, Welander distal myopathy, Swedish type, Wernicke-Korsakoff syndrome, West syndrome, Westphal disease, Whispering dysphonia, Wieacker syndrome, Williams syndrome, Wilson disease, Wittwer syndrome, Wolf-Hirschhorn syndrome, Wolman disease, Worster Drought syndrome, Wrinkly skin syndrome, X-linked Charcot-Marie-Tooth disease type 5, X-linked creatine deficiency, X-linked myopathy with excessive autophagy, X-linked periventricular heterotopia, Young Hughes syndrome, Zechi Ceide syndrome, and Zellweger syndrome.


In one embodiment the disease is monogenic, affects defined cell populations in an age-dependent manner, and the mouse model displays minimal cell loss. This latter feature is particularly advantageous to the screening scheme, as synthetic lethal screens require a mild phenotype around which to screen for an enhanced phenotype.


The screening method may be used to identify modulators for any central nervous system diseases where an animal model is available. Several animal models have been described for the most prominent of the central nervous system diseases (Harvey et al., (2011) J. Neural Transm.; 118(1): 27-45; Ribeiro et al., (2013) Rev Bras Psiquiatr. 35 Suppl 2:S82-91). In some methods of the invention the organism or subject is a non-human eukaryote or a non-human animal or a non-human mammal. A non-human mammal may be for example a rodent (preferably a mouse or a rat), an ungulate, or a primate. In a preferred embodiment, the animal model is a mouse.


In another embodiment the animal model is a Huntington's disease (HD) model line. Mouse models have been created with CAG repeats of different lengths that have an HD phenotype: R6/1 with 116 repeats, R6/2 with 144 repeats and R6/5 with a wider spectrum of repeats. R6/2 mice have been studied most and show choreiform-like movements, involuntary stereotypic movements, tremor, epileptic seizures and premature death (Mangiarini et al., (1996) Cell, 87:493-506). In R6/2 mice the age of onset is 9-11 weeks and the age of death is 10-13 weeks. R6/2 mice have huntingtin aggregates in the nucleus of neurons seen prior to developing a neurological phenotype (Davies et al., (1997) Cell., 90:537-548). Also, the mRNA for type 1 metabotropic glutamate receptors and for D1 dopamine receptors is already reduced at the age of 4 weeks (Cha et al., (1998) Proc Natl Acad Sci USA, 95:6480-6485). A transgenic rat model of HD, with a mutated huntingtin gene containing 51 CAG repeats, expresses adult-onset neurological phenotypes, cognitive impairments, progressive motor dysfunction and neuronal nuclear inclusions in the brain (von Horsten et al., (2003) Hum Mol Genet., 12:617-624). The transgenic rats have a late onset of phenotype and they die between 15 and 24 months. Transgenic HD rats have an age and genotype dependent deterioration of psychomotor performance and choreiform symptoms (Cao et al., (2006) Behav Brain Res., 170:257-261). Recently, HD was modeled in the rhesus macaque with a lentiviral vector (Cai et al., (2008) Neurodegener Dis., 5:359-366). Yang et al. injected rhesus oocytes with lentivirus expressing exon 2 of the human huntingtin gene with 84 CAG repeats and five transgenic monkeys carrying mutant huntingtin were produced (Yang et al., (2008) Proc Natl Acad Sci USA., 105:7070-7075). The monkeys showed the main features of HD disease including nuclear inclusions, neuropil aggregates and a behavioral phenotype but all of them died at an early stage of life. In a preferred embodiment the mouse model is the R6/2 Huntington's disease model line (Mangiarini et al., (1996) Cell, 87:493-506).


In another embodiment the methods are used to identify modulators of Alzheimer's disease (AD). Alzheimer's disease is the most prevalent of neurodegenerative diseases that causes progressive memory loss and dementia in affected patients. Diagnosis of AD occurs post-mortem by confirming the presence of neurofibrillary tangles (NFT) and amyloid plaques which are found in the several brain regions including the subiculum and entorhinal cortex. The NFT are intraneuronal microtubule bundles containing hyperphosphorylated forms of microtubule associated protein tau (MAPT). The amyloid plaques are extracellular deposits primarily consisting of the amyloid β peptide. To date, 16 genes or loci have been identified for AD (OMIM 104300). The presence of NFTs in post-mortem brain is one of the defining pathologies of AD. However, there is no direct correlation between the number of cortical plaques and cognitive deficit in AD patients, and many individuals have amyloid plaques without cognitive impairment or dementia (Duyckaerts et al., (2009) Acta Neuropathol., 118:5-36). Moreover, the amount and the topography of the senile plaques are not correlated with the severity of dementia, and the amyloid deposition seems to remain stable during the progression of the disease (Jack et al., (2010) Lancet Neurol., 9:119-28). As such, in one embodiment, Alzheimer's disease is screened for modulators that can be used for diagnosis and treatment. There have been several transgenic mice generated based on mutations in the human MAPT gene that have provided clear evidence for mutant tau in NFT pathology and dementia (McGowan et al., (2006) Trends Genet., 22:281-289). None of the transgenic rodent models based on single gene mutations have been able to fully recapitulate the features of AD. Combinations of transgenes have provided novel transgenic models that have a progressive pathology with behavioral deficits. Triple transgenic mice (3×Tg-AD) have been produced and progressively develop synaptic dysfunction, APP-containing plaques and NFTs (Oddo et al., (2003) Neurobiol Aging, 24:1063-1070). The 3×Tg-AD mouse has thus been the most widely used model of AD for evaluating potential therapies, examining environmental vulnerabilities and studying disease mechanism (Gimenez-Llort et al., (2007) Neurosci Biobehav Rev., 31:125-147; Foy et al., (2008) J Alzheimers Dis., 15:589-603). In addition to mouse models based on mutations found in human genes, there are non-transgenic models of AD in the rat, rabbit, dog and primate that offer the ability to conduct complementary studies for the evaluation of therapeutics and the understanding of disease mechanisms (Woodruff-Pak, (2008) J Alzheimers Dis., 15:507-521). In a preferred embodiment, the 3×Tg-AD mouse is used with the screening methods.


In another embodiment the methods are used to identify modulator's of amyotrophic lateral sclerosis (ALS). Amyotrophic lateral sclerosis is a neurodegenerative disease that results from the progressive loss of motor neurons in brain and spinal cord. Onset of disease typically occurs in middle adulthood but forms with juvenile onset also occur. Symptoms include asymmetrical muscle weakness and muscle fasciculations. The disease progresses rapidly after onset leading to paralysis and eventually death within 5 years. The first gene associated with ALS was the superoxide dismutase-1 (SOD1) gene encoding an enzyme capable of inactivating superoxide radicals (Rosen et al., (1993) Nature, 362:59-62). Gurney et al. reported that mice over-expressing a human SOD1 allele containing a G93A substitution developed spinal cord motor neuron loss and related paralysis (Gurney et al., (1994) Science, 264:1772-1775). Following that initial study with the G93A variant, 13 additional transgenic mice have been made that produced a broad range of outcomes but all exhibit some characteristics of the disease (Ripps et al., (1995) Proc Natl Acad Sci USA, 92:689-693; Wong et al., (1995) Neuron, 14:1105-1116; Bruijn et al., (1997) Neuron, 18:327-338; Wang et al., (2002) Neurobiol Dis., 10:128-138, (2003) Hum Mol Genet., 12:2753-2764, (2005) Hum Mol Genet., 14:2335-2347; Tobisawa et al., (2003) Biochem Biophys Res Commun., 303:496-503; Jonsson et al., (2005) Brain, 127:73-88 (2004), J Neuropathol Exp Neurol., 65:1126-1136 (2006); Chang-Hong et al., Exp Neurol., 194:203-211; Watanabe et al., (2005) Brain Res Mol Brain Res., 135:12-20; Deng et al., (2006) Proc Natl Acad Sci USA, 103:7142-7147). The SOD1 animal collection has produced several therapeutic strategies (e.g. arimoclomal, ceftriaxone, IGF-1, HDAC inhibitors) that are now in clinical trials. In a preferred embodiment, a G93A mouse model is used to screen for modulators.


In another embodiment the methods are used to identify modulator's of Parkinson's disease (PD). Parkinson's disease is a slow, progressive neurodegenerative disorder that is characterized pathologically by the loss of dopaminergic neurons in the pars compacta of the substantia nigra. There currently is no mouse model for Parkinson's disease based on a mutation. For example, even though the gene is linked to the disease, overexpressing of human α-synuclein or its mutated forms in transgenic mice is not sufficient to cause a complete Parkinsonian phenotype. In one embodiment this mouse is used to screen for modulators. In other embodiments, mouse knockouts for the Park genes are used. The so-called neurotoxin-based models of PD are the most effective in reproducing irreversible dopaminergic neuron death and striatal dopamine deficit in nonhuman primates and rodents. MPTP (1-methyl-4-phenyl-1,2,3,6-terahydropyridine), 6-OHDA (6-hydroxy-dopamine), and rotenone are so far the most widely used compounds. They are particularly attractive for inducing cytotoxicity by oxidative stress mechanisms, as brain from PD patients show decreased levels of reduced glutathione and oxidative modifications to DNA, lipids, and proteins (Pearce et al., (1997) J Neural Transm., 104:661-77; Floor et al., (1998) J Neurochem., 70:268-75). Interestingly, MPTP was accidently discovered during the investigations of the potential factors that led young addicts to develop PD-like symptoms. MPTP was found to be the heroin contaminant responsible for parkinsonism in these subjects (Ribeiro et al., (2013) Rev Bras Psiquiatr. 35 Suppl 2:S82-91). In a preferred embodiment, the neurotoxin based models are used to screen for modulators.


Among vectors that may be used in the practice of the invention, integration in the host genome of a central nervous system cell is possible with retrovirus gene transfer methods, often resulting in long term expression of the inserted transgene. In a preferred embodiment the retrovirus is a lentivirus. Additionally, high transduction efficiencies have been observed in many different cell types and target tissues. The tropism of a retrovirus can be altered by incorporating foreign envelope proteins, expanding the potential target population of target cells. A retrovirus can also be engineered to allow for conditional expression of the inserted transgene, such that only certain cell types are infected by the lentivirus. Additionally, cell type specific promoters can be used to target expression in specific cell types. Lentiviral vectors are retroviral vectors (and hence both lentiviral and retroviral vectors may be used in the practice of the invention). Moreover, lentiviral vectors are preferred as they are able to transduce or infect non-dividing cells and typically produce high viral titers. Selection of a retroviral gene transfer system may therefore depend on the target tissue. Retroviral vectors are comprised of cis-acting long terminal repeats with packaging capacity for up to 6-10 kb of foreign sequence. The minimum cis-acting LTRs are sufficient for replication and packaging of the vectors, which are then used to integrate the desired nucleic acid into the target cell to provide permanent expression. Widely used retroviral vectors that may be used in the practice of the invention include those based upon murine leukemia virus (MuLV), gibbon ape leukemia virus (GaLV), Simian Immuno deficiency virus (SIV), human immuno deficiency virus (HIV), and combinations thereof (see, e.g., Buchscher et al., (1992) J. Virol. 66:2731-2739; Johann et al., (1992) J. Virol. 66:1635-1640; Sommnerfelt et al., (1990) Virol. 176:58-59; Wilson et al., (1998) J. Virol. 63:2374-2378; Miller et al., (1991) J. Virol. 65:2220-2224; PCT/US94/05700).


Also useful in the practice of the invention is a minimal non-primate lentiviral vector, such as a lentiviral vector based on the equine infectious anemia virus (EIAV) (see, e.g., Balagaan, (2006) J Gene Med; 8: 275-285, Published online 21 Nov. 2005 in Wiley InterScience (www.interscience.wiley.com). DOI: 10.1002/jgm.845). The vectors may have cytomegalovirus (CMV) promoter driving expression of the target gene. Accordingly, the invention contemplates amongst vector(s) useful in the practice of the invention: viral vectors, including retroviral vectors and lentiviral vectors. In a preferred embodiment lentiviral vectors are used to insert short hairpin RNAs (shRNAs), seeking genes that, when knocked down, would enhance mutant huntingtin toxicity. In another preferred embodiment lentiviral vectors are used to insert cDNA, seeking genes that, when overexpressed, would enhance mutant huntingtin toxicity.


Also useful in the practice of the invention is an adenovirus vector. One advantage is the ability of recombinant adenoviruses to efficiently transfer and express recombinant genes in a variety of mammalian cells and tissues in vitro and in vivo, resulting in the high expression of the transferred nucleic acids. Further, the ability to productively infect quiescent cells, expands the utility of recombinant adenoviral libraries. In addition, high expression levels ensure that the products of the nucleic acids will be expressed to sufficient levels to screen for changes in viability of infected cells (see e.g., U.S. Pat. No. 7,029,848, hereby incorporated by reference). In addition libraries can utilize adeno associated virus as the vector, described herein.


Genetic screens, for example, for lethal events, can be carried out in a 96-well format where each well contains isolated cells and a different shRNA, cDNA, or CRISPR/Cas system encoding viral vector. However, this method cannot be performed in vivo. In another embodiment, a DNA barcoding strategy can be used in vivo with a pooled library of viral vectors. In one embodiment the viral vector can be identified by the barcode.


The term “barcode” as used herein, refers to any unique, non-naturally occurring, nucleic acid sequence that may be used to identify the originating source of a nucleic acid fragment. Such barcodes may be sequences including but not limited to, TTGAGCCT, AGTTGCTT, CCAGTTAG, ACCAACTG, GTATAACA or CAGGAGCC. Although it is not necessary to understand the mechanism of an invention, it is believed that the barcode sequence provides a high-quality individual read of a barcode associated with a viral vector, shRNA, or cDNA such that multiple species can be sequenced together.


DNA barcoding is a taxonomic method that uses a short genetic marker in an organism's DNA to identify it as belonging to a particular species. It differs from molecular phylogeny in that the main goal is not to determine classification but to identify an unknown sample in terms of a known classification. Kress et al., “Use of DNA barcodes to identify flowering plants” Proc. Natl. Acad. Sci. U.S.A. 102(23):8369-8374 (2005). Barcodes are sometimes used in an effort to identify unknown species or assess whether species should be combined or separated. Koch H., “Combining morphology and DNA barcoding resolves the taxonomy of Western Malagasy Liotrigona Moure, 1961” African Invertebrates 51(2): 413-421 (2010); and Seberg et al., “How many loci does it take to DNA barcode a crocus?” PLoS One 4(2):e4598 (2009). Barcoding has been used, for example, for identifying plant leaves even when flowers or fruit are not available, identifying the diet of an animal based on stomach contents or feces, and/or identifying products in commerce (for example, herbal supplements or wood). Soininen et al., “Analysing diet of small herbivores: the efficiency of DNA barcoding coupled with high-throughput pyrosequencing for deciphering the composition of complex plant mixtures” Frontiers in Zoology 6:16 (2009).


It has been suggested that a desirable locus for DNA barcoding should be standardized so that large databases of sequences for that locus can be developed. Most of the taxa of interest have loci that are sequencable without species-specific PCR primers. CBOL Plant Working Group, “A DNA barcode for land plants” PNAS 106(31): 12794-12797 (2009). Further, these putative barcode loci are believed short enough to be easily sequenced with current technology. Kress et al., “DNA barcodes: Genes, genomics, and bioinformatics” PNAS 105(8):2761-2762 (2008). Consequently, these loci would provide a large variation between species in combination with a relatively small amount of variation within a species. Lahaye et al., “DNA barcoding the floras of biodiversity hotspots” Proc Natl Acad Sci USA 105(8):2923-2928 (2008).


DNA barcoding is based on a relatively simple concept. For example, most eukaryote cells contain mitochondria, and mitochondrial DNA (mtDNA) has a relatively fast mutation rate, which results in significant variation in mtDNA sequences between species and, in principle, a comparatively small variance within species. A 648-bp region of the mitochondrial cytochrome c oxidase subunit 1 (CO1) gene was proposed as a potential ‘barcode’. As of 2009, databases of CO1 sequences included at least 620,000 specimens from over 58,000 species of animals, larger than databases available for any other gene. Ausubel, J., “A botanical macroscope” Proceedings of the National Academy of Sciences 106(31): 12569 (2009).


Software for DNA barcoding requires integration of a field information management system (FIMS), laboratory information management system (LIMS), sequence analysis tools, workflow tracking to connect field data and laboratory data, database submission tools and pipeline automation for scaling up to eco-system scale projects. Geneious Pro can be used for the sequence analysis components, and the two plugins made freely available through the Moorea Biocode Project, the Biocode LIMS and Genbank Submission plugins handle integration with the FIMS, the LIMS, workflow tracking and database submission.


Additionally other barcoding designs and tools have been described (see e.g., Birrell et al., (2001) Proc. Natl Acad. Sci. USA 98, 12608-12613; Giaever, et al., (2002) Nature 418, 387-391; Winzeler et al., (1999) Science 285, 901-906; and Xu et al., (2009) Proc Natl Acad Sci USA. February 17; 106(7):2289-94).


An advantage of this invention is that one neuron in a brain region is used as a genetic screening vehicle, as opposed to one mouse being used as a screening vehicle. Additionally, many modulators of disease outcome can be isolated in a single experiment in contrast to single genes. A modulator is a gene that effects phenotype progression in a disease (disease outcome) (e.g., see example 3). In one embodiment the upper limit of elements that can be screened are shRNA's targeting whole genomes including non-coding RNA's. In one embodiment the upper limit of elements that can be screened are cDNA's expressing genes encoded within whole genomes. In one embodiment cDNA's expressing genes that are known biomarkers of oxidative stress are screened and in another embodiment these genes are targeted by shRNA (see e.g., BOSS (NIEHS), http://www.niehs.nih.gov/research/resources/databases/bosstudy/). In one embodiment viral genome-wide overexpression or knockdown libraries are injected into a section of the brain of a mammal. In another embodiment viral genome-wide overexpression or knockdown libraries are injected into the striatum of a mammal, such that each neuron or glial cell receives on average of one element. In this embodiment each virus expresses either a cDNA or shRNA. Each cDNA expresses a gene that potentially modulates disease outcome, while each shRNA causes repression of a gene that potentially modulates disease outcome. In one embodiment 2.8×105 striatal cells are targeted per mouse, wherein over 80% of viral-transduced cells are neurons. In other mammals the number of cells targeted may be dependent on the size of the brain of the mammal. After incubation in vivo, cells that receive a synthetic lethal hit die and the representation of these library elements are lost. When injections are performed in a paired fashion, modulator's can be identified by comparing disease model mammals to wild-type littermates. Genes that cause synthetic lethality only in combination with a disease-causing mutation can be identified to be a modulator of disease. In contrast, in studies using mouse knockouts, a single gene in the entire mouse or cell type is deactivated.


In another embodiment a protein associated with oxidative stress is found to be a modulator of a central nervous system disease (see Example 2). There are two main families of proteins that detoxify peroxides (Day B J (2009) Biochemical pharmacology 77(3):285-296). Superoxide dismutases (SOD) and catalase are metalloproteins that catalyze “dismutation” reactions. Another class of endogenous catalytic H2O2 scavengers is the selenium-containing peroxidases. This is a broad group of enzymes that utilize H2O2 as a substrate along with an endogenous source of reducing equivalence. One of the best studied families of peroxidases are the glutathione peroxidases (GPx). The glutathione peroxidase family includes the eight known glutathione peroxidases (Gpx1-8) in humans. Mammalian Gpx1, Gpx2, Gpx3, and Gpx4 have been shown to be selenium-containing enzymes, whereas Gpx6 is a selenoprotein in humans with cysteine-containing homologues in rodents. Several existing studies discuss the observation that selenocysteine-containing enzymes are typically 100 to 1000-fold more active than corresponding mutants where selenocysteine (Sec) is replaced with cysteine (Cys) (Shchedrina et al., (2007) Proc Natl Acad Sci USA. 104(35): 13919-13924). This follows evidence that Sec is a more efficient redox catalyst than Cys. Thus, changing an enzyme's Sec to a Cys results in lower activity. In the case of some enzymes, changing their endogenous Cys to Sec, and adding a selenocysteine insertion sequence (SECIS) element, makes them more active in almost every case. The SECIS element is an RNA element around 60 nucleotides in length that adopts a stem-loop structure and directs the cell to translate UGA codons as selenocysteines. Adding a SECIS element may change enzyme activity. Thus, Cys containing enzymes might have different activity and substrate specificity. For example replacing Cys with Sec in MsrB2 and B3 led to inability to regenerate active enzymes by the natural electron donor. According to Kryukov et al., (2003) Science; 300(5624): 1439-43, Gpx6 is a close homologue of Gpx3, and the rat and mouse orthologs of Gpx6 contain Cys instead of Sec as is found in the human protein. They also note a lack of a functional SECIS unit in rodent Gpx6. Human Gpx6 is 72% homologous to mouse Gpx6. Therefore, in one embodiment the mouse homologue of a peroxidase protein is used in humans as a modulator of disease. In another embodiment a modulator that is a peroxidase protein can be mutated to contain a Cys instead of Sec or vice versa.


Studies have shown that Gpx6 levels correlate with dopamine levels in the brain, signifying that this gene may have relevance to other diseases linked to dopamine, including Parkinson's disease. Furthermore, Gpx6 levels correlate with aging (see Example 1). The other peroxidases, may also be modulators of central nervous system diseases, however the expression of these proteins do not show the same correlation as Gpx6.


In another embodiment a modulator may be involved in the regulation of dopamine signalling. Dopamine is a monoamine neurotransmitter that exerts its action on neuronal circuitry via dopamine receptors. As dopaminergic innervations are most prominent in the brain, dopaminergic dysfunction can critically affect vital central nervous system (CNS) functions, ranging from voluntary movement, feeding, reward, affect, to sleep, attention, working memory and learning (Carlsson, Beaulieu). Dysregulation of dopaminergic neurotransmission has been associated with multiple neurological and psychiatric conditions such as Parkinson's disease, Huntington's disease, attention deficit hyperactivity disorder (ADHD), mood disorders and schizophrenia (Carlsson, Ganetdinov and Caron), as well as various somatic disorders such as hypertension and kidney dysfunction (Missale, Beaulieu, Pharmacol. Rev. 2011, 63, 182).


In yet another aspect of the invention, the modulators of disease identified by the screening methods is used to treat a disease of the central nervous system by impeding phenotype progression of the disease. In one embodiment an agonist or antagonist of the biologic activity of the modulator is used to increase or decrease the activity of the modulator to improve disease outcome. The agonist or antagonist may be a small molecule or protein based therapeutic. Biochemical and cell based in vitro assays can be used to screen for the agonist or antagonist. The modulator can be purified or partially purified from cell extracts containing endogenous protein. This is advantageous in that the purified modulator includes its native post translational modifications and if it is part of a multiprotein complex, those associated proteins are copurified. Recombinant protein can also be expressed in mammalian cell culture, insect cells, bacteria, or yeast. This is advantageous in that the modulator can be tagged, facilitating purification. Such tags include, for example, hexahistidine tags, HA, MYC, and Flag. Recombinant protein can be generated using a DNA vector. Most preferably a plasmid encoding the protein sequence of the modulator is used. The plasmid contains functional elements required for its amplification in prokaryotic cells. The plasmid may contain elements required for the modulator gene to be incorporated into a virus. The plasmid may contain elements that allow expression of the gene in mammalian cells, such as a mammalian promoter. The plasmid may also contain elements for expression in insect or prokaryotic cells. Advantages of insect cells are high protein expression and post translational modifications associated with eukaryotic cells. In one embodiment the modulator protein is used in an in vitro assay that recapitulates its biological activity. In one embodiment Gpx6 peroxidase activity is reconstituted in vitro. Compounds or molecules are incubated at their effective concentrations in the in vitro reconstituted assay with the modulator to test effects on biological activity. In another embodiment, compounds or molecules are tested in cell based assays. In one embodiment reporter genes specific to a modulator can be incorporated into a mammalian cell. In one embodiment promoters of genes up or down regulated during oxidative stress could be incorporated into a reporter construct. The reporter construct may express a marker such as luciferase or GFP. Small molecules that activate Gpx6 activity in the presence of oxidative stress may be screened by assaying for the reporter expression. The modulator may also be overexpressed in such a cell based assay. In another embodiment a therapeutic molecule that activates or represses the expression of the modulator can be used to treat the disease. A cell based assay where a reporter gene is operably linked to the promoter of the modulator can be used. In a specific embodiment the Gpx6 promoter is used.


Many compound or small molecule libraries exist and can be used to screen for agonists and antagonists. Additionally, libraries can be selected, constructed, or designed specifically for a modulator. In one embodiment agonists or antagonists of modulators can be screened using, for example, the NIH Clinical Collections (see, http://www.nihclinicalcollection.com/). The Clinical Collection and NIH Clinical Collection 2 are plated arrays of 446 and 281, respectively, small molecules that have a history of use in human clinical trials. In another embodiment collections of FDA approved drugs are assayed. Advantages of these collections are that the clinically tested compounds are highly drug-like with known safety profiles. Additionally, agonists or antagonists can be modified based on known structures of the modulator and the small molecules.


In another embodiment molecules based on a modulator involved in oxidative stress can be used to treat the disease. The molecule may be a Gpx or peroxidase mimetic, catalase mimetic, or superoxide dismutase (SOD) mimetic (see e.g., Day B J (2009) Biochemical pharmacology 77(3):285-296). Gpx mimetics can be classified in three major categories: (i) cyclic selenenyl amides having a Se—N bond, (ii) diaryl diselenides, and (iii) aromatic or aliphatic monoselenides. Additionally, small molecules, such as the antioxidant ebselen, that acts as a glutathione peroxidase and phospholipid hydroperoxide glutathione peroxidase mimic could be used to treat a central nervous system disease. Ebselen has been shown to substantially reduce gray and white matter damage and neurological deficit associated with transient ischemia (Imai et al., (2001) Stroke; a journal of cerebral circulation 32(9):2149-2154). In other embodiments, drugs used to treat strokes are used to effect a modulator of disease. Molecules such as the antioxidant Coenzyme Q10 may also be used to treat a nervous system disease. In one embodiment the small molecules are administered to pre-symptomatic populations.


In another embodiment a protein based therapeutic may be an agonist or antagonist of a modulator. In one embodiment the therapeutic protein is an antibody or antigen binding fragment of an antibody. In one embodiment the antibody or antigen binding fragment may bind to an inhibitor of the modulator. In a preferred embodiment the antibody is humanized, chimeric, or fully humanized.


In another embodiment the modulator is introduced into a subject in need thereof to treat a central nervous system disease. Treatment may include over-expressing or repressing the modulator in the cells of patient in need thereof effected by the disease. In a more specific embodiment a vector could be used to introduce a nucleic acid that encodes the modulator (see Example 3). In one embodiment, the modulator is introduced by viral delivery. The nucleic acids encoding modulators discovered by the screening method can be delivered using adeno associated virus (AAV), lentivirus, adenovirus or other viral vector types, or combinations thereof. Plasmids that can be used for adeno associated virus (AAV), adenovirus, and lentivirus delivery have been described previously (see e.g., U.S. Pat. Nos. 6,955,808 and 6,943,019, and U.S. Patent application No. 20080254008, hereby incorporated by reference).


In terms of in vivo delivery, AAV is advantageous over other viral vectors due to low toxicity and low probability of causing insertional mutagenesis because it doesn't integrate into the host genome. AAV has a packaging limit of 4.5 or 4.75 Kb. Constructs larger than 4.5 or 4.75 Kb result in significantly reduced virus production. There are many promoters that can be used to drive nucleic acid molecule expression. AAV ITR can serve as a promoter and is advantageous for eliminating the need for an additional promoter element. For ubiquitous expression, the following promoters can be used: CMV, CAG, CBh, PGK, SV40, Ferritin heavy or light chains, etc. For brain expression, the following promoters can be used: SynapsinI for all neurons, CaMKIIalpha for excitatory neurons, GAD67 or GAD65 or VGAT for GABAergic neurons, etc. Promoters used to drive RNA can include: Pol III promoters such as U6 or H1. The use of a Pol II promoter and intronic cassettes can be used to express guide RNA (gRNA).


As to AAV, the AAV can be AAV1, AAV2, AAV5 or any combination thereof. One can select the AAV with regard to the cells to be targeted; e.g., one can select AAV serotypes 1, 2, 5 or a hybrid capsid AAV1, AAV2, AAV5 or any combination thereof for targeting brain or neuronal cells; and one can select AAV4 for targeting cardiac tissue. AAV8 is useful for delivery to the liver. The above promoters and vectors are preferred individually.


The virus may be delivered to the patient in need thereof in any way that allows the virus to contact the target cells in which delivery of the gene of interest is desired. Various means of delivery are described herein, and further discussed in this section. In some embodiments, the viral vector is delivered to the tissue of interest by, for example, an intramuscular or stereotaxic injection, while other times the viral delivery is via intravenous, transdermal, intranasal, oral, mucosal, or other delivery methods. In the provided method, the viral vector can be administered systemically. Such delivery may be either via a single dose, or multiple doses. One skilled in the art understands that the actual dosage to be delivered herein may vary greatly depending upon a variety of factors, such as the vector chosen, the target cell, organism, or tissue, the general condition of the subject to be treated, the degree of transformation/modification sought, the administration route, the administration mode, administration timing, the type of transformation/modification sought, etc.


In preferred embodiments, a suitable amount of virus is introduced into a patient in need thereof directly (in vivo), for example though injection into the body. In one such embodiment, the viral particles are injected directly into the patient's brain, for example, intracranial injection using stereotaxic coordinates may be used to deliver virus to the brain.


Such a delivery may further contain, for example, a carrier (water, saline, ethanol, glycerol, lactose, sucrose, calcium phosphate, gelatin, dextran, agar, pectin, peanut oil, sesame oil, etc.), a diluent, a pharmaceutically-acceptable carrier (e.g., phosphate-buffered saline or Hank's Balanced Salt Solution), a pharmaceutically-acceptable excipient, and/or other compounds known in the art. Such a dosage formulation is readily ascertainable by one skilled in the art. The dosage may further contain one or more pharmaceutically acceptable salts such as, for example, a mineral acid salt such as a hydrochloride, a hydrobromide, a phosphate, a sulfate, etc.; and the salts of organic acids such as acetates, propionates, malonates, benzoates, etc. Additionally, auxiliary substances, such as wetting or emulsifying agents, pH buffering substances, gels or gelling materials, flavorings, colorants, microspheres, polymers, suspension agents, etc. may also be present herein. In addition, one or more other conventional pharmaceutical ingredients, such as preservatives, humectants, suspending agents, surfactants, antioxidants, anticaking agents, fillers, chelating agents, coating agents, chemical stabilizers, etc. may also be present, especially if the dosage form is a reconstitutable form. Suitable exemplary ingredients include microcrystalline cellulose, carboxymethylcellulose sodium, polysorbate 80, phenylethyl alcohol, chlorobutanol, potassium sorbate, sorbic acid, sulfur dioxide, propyl gallate, the parabens, ethyl vanillin, glycerin, phenol, parachlorophenol, gelatin, albumin and a combination thereof. A thorough discussion of pharmaceutically acceptable excipients is available in REMINGTON'S PHARMACEUTICAL SCIENCES (Mack Pub. Co., N.J. 1991) which is incorporated by reference herein.


In an embodiment herein the delivery is via an adenovirus, which may be at a single booster dose containing at least 1×105 particles (also referred to as particle units, pu) of adenoviral vector. In an embodiment herein, the dose preferably is at least about 1×106 particles (for example, about 1×106-1×1012 particles), more preferably at least about 1×107 particles, more preferably at least about 1×108 particles (e.g., about 1×108-1×1011 particles or about 1×108-1×1012 particles), and most preferably at least about 1×109 particles (e.g., about 1×109-1×1010 particles or about 1×109-1×1012 particles), or even at least about 1×1010 particles (e.g., about 1×1010-1×1012 particles) of the adenoviral vector. Alternatively, the dose comprises no more than about 1×1014 particles, preferably no more than about 1×1013 particles, even more preferably no more than about 1×1012 particles, even more preferably no more than about 1×1011 particles, and most preferably no more than about 1×1010 particles (e.g., no more than about 1×109 articles). Thus, the dose may contain a single dose of adenoviral vector with, for example, about 1×106 particle units (pu), about 2×106 pu, about 4×106 pu, about 1×107 pu, about 2×107 pu, about 4×107 pu, about 1×108 pu, about 2×108 pu, about 4×108 pu, about 1×109 pu, about 2×109 pu, about 4×109 pu, about 1×1010 pu, about 2×1010 pu, about 4×1010 pu, about 1×1011 pu, about 2×1011 pu, about 4×1011 pu, about 1×1011 pu, about 2×1011 pu, or about 4×1012 pu of adenoviral vector. See, for example, the adenoviral vectors in U.S. Pat. No. 8,454,972 B2 to Nabel, et. al., granted on Jun. 4, 2013; incorporated by reference herein, and the dosages at col 29, lines 36-58 thereof. In an embodiment herein, the adenovirus is delivered via multiple doses.


In an embodiment herein, the delivery is via an AAV. A therapeutically effective dosage for in vivo delivery of the AAV to a human is believed to be in the range of from about 20 to about 50 ml of saline solution containing from about 1×1010 to about 1×1050 functional AAV/ml solution. The dosage may be adjusted to balance the therapeutic benefit against any side effects. In an embodiment herein, the AAV dose is generally in the range of concentrations of from about 1×105 to 1×105 genomes AAV, from about 1×108 to 1×1020 genomes AAV, from about 1×1010 to about 1×1016 genomes, or about 1×1011 to about 1×1016 genomes AAV. A human dosage may be about 1×1013 genomes AAV. Such concentrations may be delivered in from about 0.001 ml to about 100 ml, about 0.05 to about 50 ml, or about 10 to about 25 ml of a carrier solution. In a preferred embodiment, AAV is used with a titer of about 2×1013 viral genomes/milliliter, and each of the striatal hemispheres of a mouse receives one 500 nanoliter injection. Other effective dosages can be readily established by one of ordinary skill in the art through routine trials establishing dose response curves. See, for example, U.S. Pat. No. 8,404,658 B2 to Hajjar, et al., granted on Mar. 26, 2013, at col. 27, lines 45-60.


Lentiviral vectors have been disclosed as in the treatment for Parkinson's Disease, see, e.g., US Patent Publication No. 20120295960 and U.S. Pat. Nos. 7,303,910 and 7,351,585. Lentiviral vectors have also been disclosed for delivery to the Brain, see, e.g., US Patent Publication Nos. US20110293571; US20040013648, US20070025970, US20090111106 and U.S. Pat. No. 7,259,015. In another embodiment lentiviral vectors are used to deliver vectors to the brain of those being treated for a disease.


In an embodiment herein the delivery is via an lentivirus. Zou et al. administered about 10 μl of a recombinant lentivirus having a titer of 1×109 transducing units (TU)/ml by an intrathecal catheter. These sort of dosages can be adapted or extrapolated to use of a retroviral or lentiviral vector in the present invention. For transduction in tissues such as the brain, it is necessary to use very small volumes, so the viral preparation is concentrated by ultracentrifugation. The resulting preparation should have at least 108 TU/ml, preferably from 108 to 109 TU/ml, more preferably at least 109 TU/ml. Other methods of concentration such as ultrafiltration or binding to and elution from a matrix may be used.


In other embodiments the amount of lentivirus administered may be 1×10 or about 1×105 plaque forming units (PFU), 5×105 or about 5×105 PFU, 1×106 or about 1×106 PFU, 5×106 or about 5×106 PFU. 1×107 or about 1×107 PFU, 5×107 or about 5×107 PFU, 1×108 or about 1×108 PFU, 5×108 or about 5×108 PFU, 1×109 or about 1×109 PFU, 5×109 or about 5×109 PFU, 1×1010 or about 1×1010 PFU or 5×1010 or about 5×1010 PFU as total single dosage for an average human of 75 kg or adjusted for the weight and size and species of the subject. One of skill in the art can determine suitable dosage. Suitable dosages for a virus can be determined empirically.


In an embodiment herein the delivery is via a plasmid. In such plasmid compositions, the dosage should be a sufficient amount of plasmid to elicit a response. For instance, suitable quantities of plasmid DNA in plasmid compositions can be from about 0.1 to about 2 mg, from about 10 μg to about 1 mg, from about 1 μg to about 10 μg from about 10 ng to about 1 μg, or preferably from about 0.2 μg to about 20 μg.


Because the plasmid is the “vehicle” from which the protein is expressed, optimising vector design for maximal protein expression is essential (Lewis et al., (1999). Advances in Virus Research (Academic Press) 54: 129-88). Plasmids usually consist of a strong viral promoter to drive the in vivo transcription and translation of the gene (or cDNA) of interest (Mor, et al., (1995). Journal of Immunology 155 (4): 2039-2046). Promoters may be the SV40 promoter, Rous Sarcoma Virus (RSV) or the like. Intron A may sometimes be included to improve mRNA stability and hence increase protein expression (Leitner et al. (1997) Journal of Immunology 159 (12): 6112-6119). Plasmids also include a strong polyadenylation/transcriptional termination signal, such as bovine growth hormone or rabbit beta-globulin polyadenylation sequences (Alarcon et al., (1999). Adv. Parasitol. Advances in Parasitology 42: 343-410; Robinson et al., (2000). Adv. Virus Res. Advances in Virus Research 55: 1-74; Böhm et al., (1996). Journal of Immunological Methods 193 (1): 29-40).


DNA has been introduced into animal tissues by a number of different methods. The two most popular approaches are injection of DNA in saline, using a standard hypodermic needle, and gene gun delivery. A schematic outline of the construction of a DNA vaccine plasmid and its subsequent delivery by these two methods into a host is illustrated at Scientific American (Weiner et al., (1999) Scientific American 281 (1): 34-41).


Gene gun delivery ballistically accelerates plasmid DNA (pDNA) that has been adsorbed onto gold or tungsten microparticles into the target cells, using compressed helium as an accelerant (Alarcon et al., (1999). Adv. Parasitol. Advances in Parasitology 42: 343-410; Lewis et al., (1999). Advances in Virus Research (Academic Press) 54: 129-88).


Alternative delivery methods have included aerosol instillation of naked DNA on mucosal surfaces, such as the nasal and lung mucosa, (Lewis et al., (1999). Advances in Virus Research (Academic Press) 54: 129-88) and topical administration of pDNA to the eye and vaginal mucosa (Lewis et al., (1999). Advances in Virus Research (Academic Press) 54: 129-88).


The method of delivery determines the dose of DNA required. Saline injections require variable amounts of DNA, from 10 g-1 mg, whereas gene gun deliveries require 100 to 1000 times less DNA. Generally, 0.2 μg-20 μg are required, although quantities as low as 16 ng have been reported. These quantities vary from species to species, with mice, for example, requiring approximately 10 times less DNA than primates. (See e.g., Sedegah et al., (1994). Proceedings of the National Academy of Sciences of the United States of America 91 (21): 9866-9870; Daheshia et al., (1997). The Journal of Immunology 159 (4): 1945-1952; Chen et al., (1998). The Journal of Immunology 160 (5): 2425-2432; Sizemore (1995) Science 270 (5234): 299-302; Fynan et al., (1993) Proc. Natl. Acad. Sci. U.S.A. 90 (24): 11478-82).


In another embodiment a nucleic acid that specifically represses the modulator can be used to treat a patient in need thereof. Nucleic acids that lead to repression may utilize RNAi based methods or CRISPR-Cas9 based systems.


Modulators of central nervous system diseases can be targeted for treatment using the CRISPR-Cas9 system. In one embodiment, the sequences in Table 9 can be used as guide sequences to target a CRISPR enzyme to the genes. Such a system can be used for gene editing to knockout a gene or alter a mutated sequence. Additionally, CRISPR systems allow an increase in gene expression if fused to an activator of transcription. In an additional aspect of the invention, a Cas9 enzyme may comprise one or more mutations and may be used as a generic DNA binding protein with or without fusion to a functional domain. The mutations may be artificially introduced mutations or gain- or loss-of-function mutations. The mutations may include but are not limited to mutations in one of the catalytic domains (D10 and H840) in the RuvC and HNH catalytic domains, respectively. Further mutations have been characterized. In one aspect of the invention, the transcriptional activation domain may be VP64. In other aspects of the invention, the transcriptional repressor domain may be KRAB or SID4X. Other aspects of the invention relate to the mutated Cas 9 enzyme being fused to domains which include but are not limited to a transcriptional activator, repressor, a recombinase, a transposase, a histone remodeler, a demethylase, a DNA methyltransferase, a cryptochrome, a light inducible/controllable domain or a chemically inducible/controllable domain. In one embodiment, CRISPR is targeted to the Gpx6 gene. In another preferred embodiment, Gpx6 gene expression is increased.


In a further embodiment, the invention provides for methods to generate mutant tracrRNA and direct repeat sequences or mutant chimeric guide sequences that allow for enhancing performance of these RNAs in cells. Aspects of the invention also provide for selection of said sequences.


With respect to general information on CRISPR-Cas Systems, components thereof, and delivery of such components, including methods, materials, delivery vehicles, vectors, particles, AAV, and making and using thereof, including as to amounts and formulations, all useful in the practice of the instant invention, reference is made to: U.S. Pat. Nos. 8,999,641, 8,993,233, 8,945,839, 8,932,814, 8,906,616, 8,895,308, 8,889,418, 8,889,356, 8,871,445, 8,865,406, 8,795,965, 8,771,945 and 8,697,359; US Patent Publications US 2014-0310830 (U.S. application Ser. No. 14/105,031), US 2014-0287938 A1 (U.S. application Ser. No. 14/213,991), US 2014-0273234 A1 (U.S. application Ser. No. 14/293,674), US2014-0273232 A1 (U.S. application Ser. No. 14/290,575), US 2014-0273231 (U.S. application Ser. No. 14/259,420), US 2014-0256046 A1 (U.S. application Ser. No. 14/226,274), US 2014-0248702 A1 (U.S. application Ser. No. 14/258,458), US 2014-0242700 A1 (U.S. application Ser. 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Reference is also made to U.S. provisional patent applications 61/758,468; 61/802,174; 61/806,375; 61/814,263; 61/819,803 and 61/828,130, filed on Jan. 30, 2013; Mar. 15, 2013; Mar. 28, 2013; Apr. 20, 2013; May 6, 2013 and May 28, 2013 respectively. Reference is also made to U.S. provisional patent application 61/836,123, filed on Jun. 17, 2013. Reference is additionally made to U.S. provisional patent applications 61/835,931, 61/835,936, 61/836,127, 61/836,101, 61/836,080 and 61/835,973, each filed Jun. 17, 2013. Further reference is made to U.S. provisional patent applications 61/862,468 and 61/862,355 filed on Aug. 5, 2013; 61/871,301 filed on Aug. 28, 2013; 61/960,777 filed on Sep. 25, 2013 and 61/961,980 filed on Oct. 28, 2013. Reference is yet further made to: PCT Patent applications Nos: PCT/US2014/041803, PCT/US2014/041800, PCT/US2014/041809, PCT/US2014/041804 and PCT/US2014/041806, each filed Jun. 10, 2014; PCT/US2014/041808 filed Jun. 11, 2014; and PCT/US2014/62558 filed Oct. 28, 2014, and U.S. Provisional Patent Applications Ser. Nos. 61/915,150, 61/915,301, 61/915,267 and 61/915,260, each filed Dec. 12, 2013; 61/757,972 and 61/768,959, filed on Jan. 29, 2013 and Feb. 25, 2013; 61/835,936, 61/836,127, 61/836,101, 61/836,080, 61/835,973, and 61/835,931, filed Jun. 17, 2013; 62/010,888 and 62/010,879, both filed Jun. 11, 2014; 62/010,329 and 62/010,441, each filed Jun. 10, 2014; 61/939,228 and 61/939,242, each filed Feb. 12, 2014; 61/980,012, filed Apr. 15, 2014; 62/038,358, filed Aug. 17, 2014; 62/054,490, 62/055,484, 62/055,460 and 62/055,487, each filed Sep. 25, 2014; and 62/069,243, filed Oct. 27, 2014. Reference is also made to U.S. provisional patent applications Nos. 62/055,484, 62/055,460, and 62/055,487, filed Sep. 25, 2014; U.S. provisional patent application 61/980,012, filed Apr. 15, 2014; and U.S. provisional patent application 61/939,242 filed Feb. 12, 2014. Reference is made to PCT application designating, inter alia, the United States, application No. PCT/US14/41806, filed Jun. 10, 2014. Reference is made to U.S. provisional patent application 61/930,214 filed on Jan. 22, 2014. Reference is made to U.S. provisional patent applications 61/915,251; 61/915,260 and 61/915,267, each filed on Dec. 12, 2013. Reference is made to US provisional patent application U.S. Ser. No. 61/980,012 filed Apr. 15, 2014. Reference is made to PCT application designating, inter alia, the United States, application No. PCT/US14/41806, filed Jun. 10, 2014. Reference is made to U.S. provisional patent application 61/930,214 filed on Jan. 22, 2014. Reference is made to U.S. provisional patent applications 61/915,251; 61/915,260 and 61/915,267, each filed on Dec. 12, 2013.


Mention is also made of U.S. application 62/091,455, filed, 12 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/096,708, 24 Dec. 2014, PROTECTED GUIDE RNAS (PGRNAS); U.S. application 62/091,462, 12 Dec. 2014, DEAD GUIDES FOR CRISPR TRANSCRIPTION FACTORS; U.S. application 62/096,324, 23 Dec. 2014, DEAD GUIDES FOR CRISPR TRANSCRIPTION FACTORS; U.S. application 62/091,456, 12 Dec. 2014. ESCORTED AND FUNCTIONALIZED GUIDES FOR CRISPR-CAS SYSTEMS; U.S. application 62/091,461, 12 Dec. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR GENOME EDITING AS TO HEMATOPOETIC STEM CELLS (HSCs); U.S. application 62/094,903, 19 Dec. 2014, UNBIASED IDENTIFICATION OF DOUBLE-STRAND BREAKS AND GENOMIC REARRANGEMENT BY GENOME-WISE INSERT CAPTURE SEQUENCING; U.S. application 62/096,761, 24 Dec. 2014, ENGINEERING OF SYSTEMS, METHODS AND OPTIMIZED ENZYME AND GUIDE SCAFFOLDS FOR SEQUENCE MANIPULATION; U.S. application 62/098,059, 30 Dec. 2014, RNA-TARGETING SYSTEM; U.S. application 62/096,656, 24 Dec. 2014, CRISPR HAVING OR ASSOCIATED WITH DESTABILIZATION DOMAINS; U.S. application 62/096,697, 24 Dec. 2014, CRISPR HAVING OR ASSOCIATED WITH AAV; U.S. application 62/098,158, 30 Dec. 2014, ENGINEERED CRISPR COMPLEX INSERTIONAL TARGETING SYSTEMS; U.S. application 62/151,052, 22 Apr. 2015, CELLULAR TARGETING FOR EXTRACELLULAR EXOSOMAL REPORTING; U.S. application 62/054,490, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING PARTICLE DELIVERY COMPONENTS; U.S. application 62/055,484, 25 Sep. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,537, 4 Dec. 2014, SYSTEMS, METHODS AND COMPOSITIONS FOR SEQUENCE MANIPULATION WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/054,651, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. application 62/067,886, 23 Oct. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR MODELING COMPETITION OF MULTIPLE CANCER MUTATIONS IN VIVO; U.S. application 62/054,675, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN NEURONAL CELLS/TISSUES; U.S. application 62/054,528, 24 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS IN IMMUNE DISEASES OR DISORDERS; U.S. application 62/055,454, 25 Sep. 2014, DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING CELL PENETRATION PEPTIDES (CPP); U.S. application 62/055,460, 25 Sep. 2014, MULTIFUNCTIONAL-CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; U.S. application 62/087,475, 4 Dec. 2014, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/055,487, 25 Sep. 2014, FUNCTIONAL SCREENING WITH OPTIMIZED FUNCTIONAL CRISPR-CAS SYSTEMS; U.S. application 62/087,546, 4 Dec. 2014, MULTIFUNCTIONAL CRISPR COMPLEXES AND/OR OPTIMIZED ENZYME LINKED FUNCTIONAL-CRISPR COMPLEXES; and U.S. application 62/098,285, 30 Dec. 2014, CRISPR MEDIATED IN VIVO MODELING AND GENETIC SCREENING OF TUMOR GROWTH AND METASTASIS.


Each of these patents, patent publications, and applications, and all documents cited therein or during their prosecution (“appln cited documents”) and all documents cited or referenced in the appln cited documents, together with any instructions, descriptions, product specifications, and product sheets for any products mentioned therein or in any document therein and incorporated by reference herein, are hereby incorporated herein by reference, and may be employed in the practice of the invention. All documents (e.g., these patents, patent publications and applications and the appln cited documents) are incorporated herein by reference to the same extent as if each individual document was specifically and individually indicated to be incorporated by reference.


Also with respect to general information on CRISPR-Cas Systems, mention is made of the following (also hereby incorporated herein by reference):

  • Multiplex genome engineering using CRISPR/Cas systems. Cong, L., Ran, F. A., Cox, D., Lin, S., Barretto, R., Habib, N., Hsu, P. D., Wu, X., Jiang, W., Marraffini, L. A., & Zhang, F. Science February 15; 339(6121):819-23 (2013);
  • RNA-guided editing of bacterial genomes using CRISPR-Cas systems. Jiang W., Bikard D., Cox D., Zhang F, Marraffini L A. Nat Biotechnol March; 31(3):233-9 (2013);
  • One-Step Generation of Mice Carrying Mutations in Multiple Genes by CRISPR/Cas-Mediated Genome Engineering. Wang H., Yang H., Shivalila C S., Dawlaty M M., Cheng A W., Zhang F., Jaenisch R. Cell May 9; 153(4):910-8 (2013);
  • Optical control of mammalian endogenous transcription and epigenetic states. Konermann S, Brigham M D, Trevino A E, Hsu P D, Heidenreich M, Cong L, Platt R J, Scott D A, Church G M, Zhang F. Nature. August 22; 500(7463):472-6. doi: 10.1038/Nature12466. Epub 2013 Aug. 23 (2013);
  • Double Nicking by RNA-Guided CRISPR Cas9 for Enhanced Genome Editing Specificity. Ran, F A., Hsu, P D., Lin, C Y., Gootenberg, J S., Konermann, S., Trevino, A E., Scott, D A., Inoue, A., Matoba, S., Zhang, Y., & Zhang, F. Cell August 28. pii: S0092-8674(13)01015-5 (2013-A);
  • DNA targeting specificity of RNA-guided Cas9 nucleases. Hsu, P., Scott, D., Weinstein, J., Ran, F A., Konermann, S., Agarwala, V., Li, Y., Fine, E., Wu, X., Shalem, O., Cradick, T J., Marraffini, L A., Bao, G., & Zhang, F. Nat Biotechnol doi:10.1038/nbt.2647 (2013);
  • Genome engineering using the CRISPR-Cas9 system. Ran, F A., Hsu, P D., Wright, J., Agarwala, V., Scott, D A., Zhang, F. Nature Protocols November; 8(11):2281-308 (2013-B);
  • Genome-Scale CRISPR-Cas9 Knockout Screening in Human Cells. Shalem, O., Sanjana, N E., Hartenian, E., Shi, X., Scott, D A., Mikkelson, T., Heckl, D., Ebert, B L., Root, D E., Doench, J G., Zhang, F. Science December 12. (2013). [Epub ahead of print];
  • Crystal structure of cas9 in complex with guide RNA and target DNA. Nishimasu, H., Ran, F A., Hsu, P D., Konermann, S., Shehata, S I., Dohmae, N., Ishitani, R., Zhang, F., Nureki, O. Cell February 27, 156(5):935-49 (2014);
  • Genome-wide binding of the CRISPR endonuclease Cas9 in mammalian cells. Wu X., Scott D A., Kriz A J., Chiu A C., Hsu P D., Dadon D B., Cheng A W., Trevino A E., Konermann S., Chen S., Jaenisch R., Zhang F., Sharp P A. Nat Biotechnol. April 20. doi: 10.1038/nbt.2889 (2014);
  • CRISPR-Cas9 Knockin Mice for Genome Editing and Cancer Modeling. Platt R J, Chen S, Zhou Y, Yim M J, Swiech L, Kempton H R, Dahlman J E, Parnas O, Eisenhaure T M, Jovanovic M, Graham D B, Jhunjhunwala S, Heidenreich M, Xavier R J, Langer R, Anderson D G, Hacohen N, Regev A, Feng G, Sharp P A, Zhang F. Cell 159(2): 440-455 DOI: 10.1016/j.cell.2014.09.014(2014);
  • Development and Applications of CRISPR-Cas9 for Genome Engineering, Hsu P D, Lander E S, Zhang F., Cell. June 5; 157(6):1262-78 (2014).
  • Genetic screens in human cells using the CRISPR/Cas9 system, Wang T, Wei J J, Sabatini D M, Lander E S., Science. January 3; 343(6166): 80-84. doi:10.1126/science.1246981 (2014);
  • Rational design of highly active sgRNAs for CRISPR-Cas9-mediated gene inactivation, Doench J G, Hartenian E, Graham D B, Tothova Z, Hegde M, Smith I, Sullender M, Ebert B L, Xavier R J, Root D E., (published online 3 Sep. 2014) Nat Biotechnol. December; 32(12):1262-7 (2014);
  • In vivo interrogation of gene function in the mammalian brain using CRISPR-Cas9, Swiech L, Heidenreich M, Banerjee A, Habib N, Li Y, Trombetta J, Sur M, Zhang F., (published online 19 Oct. 2014) Nat Biotechnol. January; 33(1): 102-6 (2015);
  • Genome-scale transcriptional activation by an engineered CRISPR-Cas9 complex, Konermann S, Brigham M D, Trevino A E, Joung J, Abudayyeh O O, Barcena C, Hsu P D, Habib N, Gootenberg J S, Nishimasu H, Nureki O, Zhang F., Nature. January 29; 517(7536):583-8 (2015).
  • A split-Cas9 architecture for inducible genome editing and transcription modulation, Zetsche B, Volz S E, Zhang F., (published online 2 Feb. 2015) Nat Biotechnol. February; 33(2): 139-42 (2015);
  • Genome-wide CRISPR Screen in a Mouse Model of Tumor Growth and Metastasis, Chen S, Sanjana N E, Zheng K, Shalem O, Lee K, Shi X, Scott D A, Song J, Pan J Q, Weissleder R, Lee H, Zhang F, Sharp P A. Cell 160, 1246-1260, Mar. 12, 2015 (multiplex screen in mouse), and
  • In vivo genome editing using Staphylococcus aureus Cas9, Ran F A, Cong L, Yan W X, Scott D A, Gootenberg J S, Kriz A J, Zetsche B, Shalem O, Wu X, Makarova K S, Koonin E V, Sharp P A, Zhang F., (published online 1 Apr. 2015), Nature. April 9; 520(7546): 186-91 (2015).
  • Shalem et al., “High-throughput functional genomics using CRISPR-Cas9,” Nature Reviews Genetics 16, 299-311 (May 2015).
  • Xu et al., “Sequence determinants of improved CRISPR sgRNA design,” Genome Research 25, 1147-1157 (August 2015).
  • Parnas et al., “A Genome-wide CRISPR Screen in Primary Immune Cells to Dissect Regulatory Networks,” Cell 162, 675-686 (Jul. 30, 2015).
  • Ramanan et al., CRISPR/Cas9 cleavage of viral DNA efficiently suppresses hepatitis B virus,” Scientific Reports 5:10833. doi: 10.1038/srep10833 (Jun. 2, 2015)
  • Nishimasu et al., Crystal Structure of Staphylococcus aureus Cas9,” Cell 162, 1113-1126 (Aug. 27, 2015)


    each of which is incorporated herein by reference, may be considered in the practice of the instant invention, and discussed briefly below:
    • Cong et al. engineered type II CRISPR-Cas systems for use in eukaryotic cells based on both Streptococcus thermophilus Cas9 and also Streptococcus pyogenes Cas9 and demonstrated that Cas9 nucleases can be directed by short RNAs to induce precise cleavage of DNA in human and mouse cells. Their study further showed that Cas9 as converted into a nicking enzyme can be used to facilitate homology-directed repair in eukaryotic cells with minimal mutagenic activity. Additionally, their study demonstrated that multiple guide sequences can be encoded into a single CRISPR array to enable simultaneous editing of several at endogenous genomic loci sites within the mammalian genome, demonstrating easy programmability and wide applicability of the RNA-guided nuclease technology. This ability to use RNA to program sequence specific DNA cleavage in cells defined a new class of genome engineering tools. These studies further showed that other CRISPR loci are likely to be transplantable into mammalian cells and can also mediate mammalian genome cleavage. Importantly, it can be envisaged that several aspects of the CRISPR-Cas system can be further improved to increase its efficiency and versatility.
    • Jiang et al. used the clustered, regularly interspaced, short palindromic repeats (CRISPR)-associated Cas9 endonuclease complexed with dual-RNAs to introduce precise mutations in the genomes of Streptococcus pneumoniae and Escherichia coli. The approach relied on dual-RNA:Cas9-directed cleavage at the targeted genomic site to kill unmutated cells and circumvents the need for selectable markers or counter-selection systems. The study reported reprogramming dual-RNA:Cas9 specificity by changing the sequence of short CRISPR RNA (crRNA) to make single- and multinucleotide changes carried on editing templates. The study showed that simultaneous use of two crRNAs enabled multiplex mutagenesis. Furthermore, when the approach was used in combination with recombineering, in S. pneumoniae, nearly 100% of cells that were recovered using the described approach contained the desired mutation, and in E. coli, 65% that were recovered contained the mutation.
    • Wang et al. (2013) used the CRISPR/Cas system for the one-step generation of mice carrying mutations in multiple genes which were traditionally generated in multiple steps by sequential recombination in embryonic stem cells and/or time-consuming intercrossing of mice with a single mutation. The CRISPR/Cas system will greatly accelerate the in vivo study of functionally redundant genes and of epistatic gene interactions.
    • Konermann et al. (2013) addressed the need in the art for versatile and robust technologies that enable optical and chemical modulation of DNA-binding domains based CRISPR Cas9 enzyme and also Transcriptional Activator Like Effectors
    • Ran et al. (2013-A) described an approach that combined a Cas9 nickase mutant with paired guide RNAs to introduce targeted double-strand breaks. This addresses the issue of the Cas9 nuclease from the microbial CRISPR-Cas system being targeted to specific genomic loci by a guide sequence, which can tolerate certain mismatches to the DNA target and thereby promote undesired off-target mutagenesis. Because individual nicks in the genome are repaired with high fidelity, simultaneous nicking via appropriately offset guide RNAs is required for double-stranded breaks and extends the number of specifically recognized bases for target cleavage. The authors demonstrated that using paired nicking can reduce off-target activity by 50- to 1,500-fold in cell lines and to facilitate gene knockout in mouse zygotes without sacrificing on-target cleavage efficiency. This versatile strategy enables a wide variety of genome editing applications that require high specificity.
    • Hsu et al. (2013) characterized SpCas9 targeting specificity in human cells to inform the selection of target sites and avoid off-target effects. The study evaluated >700 guide RNA variants and SpCas9-induced indel mutation levels at >100 predicted genomic off-target loci in 293T and 293FT cells. The authors that SpCas9 tolerates mismatches between guide RNA and target DNA at different positions in a sequence-dependent manner, sensitive to the number, position and distribution of mismatches. The authors further showed that SpCas9-mediated cleavage is unaffected by DNA methylation and that the dosage of SpCas9 and sgRNA can be titrated to minimize off-target modification. Additionally, to facilitate mammalian genome engineering applications, the authors reported providing a web-based software tool to guide the selection and validation of target sequences as well as off-target analyses.
    • Ran et al. (2013-B) described a set of tools for Cas9-mediated genome editing via non-homologous end joining (NHEJ) or homology-directed repair (HDR) in mammalian cells, as well as generation of modified cell lines for downstream functional studies. To minimize off-target cleavage, the authors further described a double-nicking strategy using the Cas9 nickase mutant with paired guide RNAs. The protocol provided by the authors experimentally derived guidelines for the selection of target sites, evaluation of cleavage efficiency and analysis of off-target activity. The studies showed that beginning with target design, gene modifications can be achieved within as little as 1-2 weeks, and modified clonal cell lines can be derived within 2-3 weeks.
    • Shalem et al. described a new way to interrogate gene function on a genome-wide scale. Their studies showed that delivery of a genome-scale CRISPR-Cas9 knockout (GeCKO) library targeted 18,080 genes with 64,751 unique guide sequences enabled both negative and positive selection screening in human cells. First, the authors showed use of the GeCKO library to identify genes essential for cell viability in cancer and pluripotent stem cells. Next, in a melanoma model, the authors screened for genes whose loss is involved in resistance to vemurafenib, a therapeutic that inhibits mutant protein kinase BRAF. Their studies showed that the highest-ranking candidates included previously validated genes NF1 and MED12 as well as novel hits NF2, CUL3, TADA2B, and TADA1. The authors observed a high level of consistency between independent guide RNAs targeting the same gene and a high rate of hit confirmation, and thus demonstrated the promise of genome-scale screening with Cas9.
    • Nishimasu et al. reported the crystal structure of Streptococcus pyogenes Cas9 in complex with sgRNA and its target DNA at 2.5 A° resolution. The structure revealed a bilobed architecture composed of target recognition and nuclease lobes, accommodating the sgRNA:DNA heteroduplex in a positively charged groove at their interface. Whereas the recognition lobe is essential for binding sgRNA and DNA, the nuclease lobe contains the HNH and RuvC nuclease domains, which are properly positioned for cleavage of the complementary and non-complementary strands of the target DNA, respectively. The nuclease lobe also contains a carboxyl-terminal domain responsible for the interaction with the protospacer adjacent motif (PAM). This high-resolution structure and accompanying functional analyses have revealed the molecular mechanism of RNA-guided DNA targeting by Cas9, thus paving the way for the rational design of new, versatile genome-editing technologies.
    • Wu et al. mapped genome-wide binding sites of a catalytically inactive Cas9 (dCas9) from Streptococcus pyogenes loaded with single guide RNAs (sgRNAs) in mouse embryonic stem cells (mESCs). The authors showed that each of the four sgRNAs tested targets dCas9 to between tens and thousands of genomic sites, frequently characterized by a 5-nucleotide seed region in the sgRNA and an NGG protospacer adjacent motif (PAM). Chromatin inaccessibility decreases dCas9 binding to other sites with matching seed sequences; thus 70% of off-target sites are associated with genes. The authors showed that targeted sequencing of 295 dCas9 binding sites in mESCs transfected with catalytically active Cas9 identified only one site mutated above background levels. The authors proposed a two-state model for Cas9 binding and cleavage, in which a seed match triggers binding but extensive pairing with target DNA is required for cleavage.
    • Platt et al. established a Cre-dependent Cas9 knockin mouse. The authors demonstrated in vivo as well as ex vivo genome editing using adeno-associated virus (AAV)-, lentivirus-, or particle-mediated delivery of guide RNA in neurons, immune cells, and endothelial cells.
    • Hsu et al. (2014) is a review article that discusses generally CRISPR-Cas9 history from yogurt to genome editing, including genetic screening of cells.
    • Wang et al. (2014) relates to a pooled, loss-of-function genetic screening approach suitable for both positive and negative selection that uses a genome-scale lentiviral single guide RNA (sgRNA) library.
    • Doench et al. created a pool of sgRNAs, tiling across all possible target sites of a panel of six endogenous mouse and three endogenous human genes and quantitatively assessed their ability to produce null alleles of their target gene by antibody staining and flow cytometry. The authors showed that optimization of the PAM improved activity and also provided an on-line tool for designing sgRNAs.
    • Swiech et al. demonstrate that AAV-mediated SpCas9 genome editing can enable reverse genetic studies of gene function in the brain.
    • Konermann et al. (2015) discusses the ability to attach multiple effector domains, e.g., transcriptional activator, functional and epigenomic regulators at appropriate positions on the guide such as stem or tetraloop with and without linkers.
    • Zetsche et al. demonstrates that the Cas9 enzyme can be split into two and hence the assembly of Cas9 for activation can be controlled.
    • Chen et al. relates to multiplex screening by demonstrating that a genome-wide in vivo CRISPR-Cas9 screen in mice reveals genes regulating lung metastasis.
    • Ran et al. (2015) relates to SaCas9 and its ability to edit genomes and demonstrates that one cannot extrapolate from biochemical assays. Shalem et al. (2015) described ways in which catalytically inactive Cas9 (dCas9) fusions are used to synthetically repress (CRISPRi) or activate (CRISPRa) expression, showing, advances using Cas9 for genome-scale screens, including arrayed and pooled screens, knockout approaches that inactivate genomic loci and strategies that modulate transcriptional activity.


End Edits

    • Shalem et al. (2015) described ways in which catalytically inactive Cas9 (dCas9) fusions are used to synthetically repress (CRISPRi) or activate (CRISPRa) expression, showing, advances using Cas9 for genome-scale screens, including arrayed and pooled screens, knockout approaches that inactivate genomic loci and strategies that modulate transcriptional activity.
    • Xu et al. (2015) assessed the DNA sequence features that contribute to single guide RNA (sgRNA) efficiency in CRISPR-based screens. The authors explored efficiency of CRISPR/Cas9 knockout and nucleotide preference at the cleavage site. The authors also found that the sequence preference for CRISPRi/a is substantially different from that for CRISPR/Cas9 knockout.
    • Parnas et al. (2015) introduced genome-wide pooled CRISPR-Cas9 libraries into dendritic cells (DCs) to identify genes that control the induction of tumor necrosis factor (Tnf) by bacterial lipopolysaccharide (LPS). Known regulators of Tlr4 signaling and previously unknown candidates were identified and classified into three functional modules with distinct effects on the canonical responses to LPS.
    • Ramanan et al (2015) demonstrated cleavage of viral episomal DNA (cccDNA) in infected cells. The HBV genome exists in the nuclei of infected hepatocytes as a 3.2 kb double-stranded episomal DNA species called covalently closed circular DNA (cccDNA), which is a key component in the HBV life cycle whose replication is not inhibited by current therapies. The authors showed that sgRNAs specifically targeting highly conserved regions of HBV robustly suppresses viral replication and depleted cccDNA.
    • Nishimasu et al. (2015) reported the crystal structures of SaCas9 in complex with a single guide RNA (sgRNA) and its double-stranded DNA targets, containing the 5′-TTGAAT-3′ PAM and the 5′-TTGGGT-3′ PAM. A structural comparison of SaCas9 with SpCas9 highlighted both structural conservation and divergence, explaining their distinct PAM specificities and orthologous sgRNA recognition.


Also, “Dimeric CRISPR RNA-guided FokI nucleases for highly specific genome editing”, Shengdar Q. Tsai, Nicolas Wyvekens, Cyd Khayter, Jennifer A. Foden, Vishal Thapar, Deepak Reyon, Mathew J. Goodwin, Martin J. Aryee, J. Keith Joung Nature Biotechnology 32(6): 569-77 (2014), relates to dimeric RNA-guided FokI Nucleases that recognize extended sequences and can edit endogenous genes with high efficiencies in human cells.


Useful in the practice of the instant invention, reference is made to the article entitled BCL11A enhancer dissection by Cas9-mediated in situ saturating mutagenesis. Canver, M. C., Smith, E. C., Sher, F., Pinello, L., Sanjana, N. E., Shalem, O., Chen, D. D., Schupp, P. G., Vinjamur, D. S., Garcia, S. P., Luc, S., Kurita, R., Nakamura, Y., Fujiwara, Y., Maeda, T., Yuan, G., Zhang, F., Orkin, S. H., & Bauer, D. E. DOI:10.1038/nature15521, published online Sep. 16, 2015, the article is herein incorporated by reference and discussed briefly below:

    • Canver et al. involves novel pooled CRISPR-Cas9 guide RNA libraries to perform in situ saturating mutagenesis of the human and mouse BCL11A erythroid enhancers previously identified as an enhancer associated with fetal hemoglobin (HbF) level and whose mouse ortholog is necessary for erythroid BCL11A expression. This approach revealed critical minimal features and discrete vulnerabilities of these enhancers. Through editing of primary human progenitors and mouse transgenesis, the authors validated the BCL11A erythroid enhancer as a target for HbF reinduction. The authors generated a detailed enhancer map that informs therapeutic genome editing.


In addition, mention is made of PCT application PCT/US14/70057, Attorney Reference 47627.99.2060 and BI-2013/107 entitled “DELIVERY, USE AND THERAPEUTIC APPLICATIONS OF THE CRISPR-CAS SYSTEMS AND COMPOSITIONS FOR TARGETING DISORDERS AND DISEASES USING PARTICLE DELIVERY COMPONENTS (claiming priority from one or more or all of US provisional patent applications: 62/054,490, filed Sep. 24, 2014; 62/010,441, filed Jun. 10, 2014; and 61/915,118, 61/915,215 and 61/915,148, each filed on Dec. 12, 2013) (“the Particle Delivery PCT”), incorporated herein by reference, with respect to a method of preparing an sgRNA-and-Cas9 protein containing particle comprising admixing a mixture comprising an sgRNA and Cas9 protein (and optionally HDR template) with a mixture comprising or consisting essentially of or consisting of surfactant, phospholipid, biodegradable polymer, lipoprotein and alcohol; and particles from such a process. For example, wherein Cas9 protein and sgRNA were mixed together at a suitable, e.g., 3:1 to 1:3 or 2:1 to 1:2 or 1:1 molar ratio, at a suitable temperature, e.g., 15-30C, e.g., 20-25C, e.g., room temperature, for a suitable time, e.g., 15-45, such as 30 minutes, advantageously in sterile, nuclease free buffer, e.g., IX PBS. Separately, particle components such as or comprising: a surfactant, e.g., cationic lipid, e.g., 1,2-dioleoyl-3-trimethylammonium-propane (DOTAP); phospholipid, e.g., dimyristoylphosphatidylcholine (DMPC); biodegradable polymer, such as an ethylene-glycol polymer or PEG, and a lipoprotein, such as a low-density lipoprotein, e.g., cholesterol were dissolved in an alcohol, advantageously a C16 alkyl alcohol, such as methanol, ethanol, isopropanol, e.g., 100% ethanol. The two solutions were mixed together to form particles containing the Cas9-sgRNA complexes. Accordingly, sgRNA may be pre-complexed with the Cas9 protein, before formulating the entire complex in a particle. Formulations may be made with a different molar ratio of different components known to promote delivery of nucleic acids into cells (e.g. 1,2-dioleoyl-3-trimethylammonium-propane (DOTAP), 1,2-ditetradecanoyl-sn-glycero-3-phosphocholine (DMPC), polyethylene glycol (PEG), and cholesterol) For example DOTAP:DMPC:PEG:Cholesterol Molar Ratios may be DOTAP 100, DMPC 0, PEG 0, Cholesterol 0; or DOTAP 90, DMPC 0, PEG 10, Cholesterol 0; or DOTAP 90, DMPC 0, PEG 5, Cholesterol 5. DOTAP 100, DMPC 0, PEG 0, Cholesterol 0. That application accordingly comprehends admixing sgRNA, Cas9 protein and components that form a particle; as well as particles from such admixing. Aspects of the instant invention can involve particles; for example, particles using a process analogous to that of the Particle Delivery PCT, e.g., by admixing a mixture comprising sgRNA and/or Cas9 as in the instant invention and components that form a particle, e.g., as in the Particle Delivery PCT, to form a particle and particles from such admixing (or, of course, other particles involving sgRNA and/or Cas9 as in the instant invention).


In general, the CRISPR-Cas or CRISPR system is as used in the foregoing documents, such as WO 2014/093622 (PCT/US2013/074667) and refers collectively to transcripts and other elements involved in the expression of or directing the activity of CRISPR-associated (“Cas”) genes, including sequences encoding a Cas gene, a tracr (trans-activating CRISPR) sequence (e.g. tracrRNA or an active partial tracrRNA), a tracr-mate sequence (encompassing a “direct repeat” and a tracrRNA-processed partial direct repeat in the context of an endogenous CRISPR system), a guide sequence (also referred to as a “spacer” in the context of an endogenous CRISPR system), or “RNA(s)” as that term is herein used (e.g., RNA(s) to guide Cas, such as Cas9, e.g. CRISPR RNA and transactivating (tracr) RNA or a single guide RNA (sgRNA) (chimeric RNA)) or other sequences and transcripts from a CRISPR locus. In general, a CRISPR system is characterized by elements that promote the formation of a CRISPR complex at the site of a target sequence (also referred to as a protospacer in the context of an endogenous CRISPR system). In the context of formation of a CRISPR complex, “target sequence” refers to a sequence to which a guide sequence is designed to have complementarity, where hybridization between a target sequence and a guide sequence promotes the formation of a CRISPR complex. A target sequence may comprise any polynucleotide, such as DNA or RNA polynucleotides. In some embodiments, a target sequence is located in the nucleus or cytoplasm of a cell. In some embodiments, direct repeats may be identified in silico by searching for repetitive motifs that fulfill any or all of the following criteria: 1. found in a 2 Kb window of genomic sequence flanking the type II CRISPR locus; 2. span from 20 to 50 bp; and 3. interspaced by 20 to 50 bp. In some embodiments, 2 of these criteria may be used, for instance 1 and 2, 2 and 3, or 1 and 3. In some embodiments, all 3 criteria may be used.


In embodiments of the invention the terms guide sequence and guide RNA, i.e. RNA capable of guiding Cas to a target genomic locus, are used interchangeably as in foregoing cited documents such as WO 2014/093622 (PCT/US2013/074667). In general, a guide sequence is any polynucleotide sequence having sufficient complementarity with a target polynucleotide sequence to hybridize with the target sequence and direct sequence-specific binding of a CRISPR complex to the target sequence. In some embodiments, the degree of complementarity between a guide sequence and its corresponding target sequence, when optimally aligned using a suitable alignment algorithm, is about or more than about 50%, 60%, 75%, 80%, 85%, 90%, 95%, 97.5%, 99%, or more. Optimal alignment may be determined with the use of any suitable algorithm for aligning sequences, non-limiting example of which include the Smith-Waterman algorithm, the Needleman-Wunsch algorithm, algorithms based on the Burrows-Wheeler Transform (e.g. the Burrows Wheeler Aligner), ClustalW, Clustal X, BLAT, Novoalign (Novocraft Technologies; available at www.novocraft.com), ELAND (Illumina, San Diego, Calif.), SOAP (available at soap.genomics.org.cn), and Maq (available at maq.sourceforge.net). In some embodiments, a guide sequence is about or more than about 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 75, or more nucleotides in length. In some embodiments, a guide sequence is less than about 75, 50, 45, 40, 35, 30, 25, 20, 15, 12, or fewer nucleotides in length. Preferably the guide sequence is 10 30 nucleotides long. The ability of a guide sequence to direct sequence-specific binding of a CRISPR complex to a target sequence may be assessed by any suitable assay. For example, the components of a CRISPR system sufficient to form a CRISPR complex, including the guide sequence to be tested, may be provided to a host cell having the corresponding target sequence, such as by transfection with vectors encoding the components of the CRISPR sequence, followed by an assessment of preferential cleavage within the target sequence, such as by Surveyor assay as described herein. Similarly, cleavage of a target polynucleotide sequence may be evaluated in a test tube by providing the target sequence, components of a CRISPR complex, including the guide sequence to be tested and a control guide sequence different from the test guide sequence, and comparing binding or rate of cleavage at the target sequence between the test and control guide sequence reactions. Other assays are possible, and will occur to those skilled in the art.


In a classic CRISPR-Cas systems, the degree of complementarity between a guide sequence and its corresponding target sequence can be about or more than about 50%, 60%, 75%, 80%. 85%, 90%, 95%, 97.5%, 99%, or 100%; a guide or RNA or sgRNA can be about or more than about 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 75, or more nucleotides in length; or guide or RNA or sgRNA can be less than about 75, 50, 45, 40, 35, 30, 25, 20, 15, 12, or fewer nucleotides in length; and advantageously tracr RNA is 30 or 50 nucleotides in length. However, an aspect of the invention is to reduce off-target interactions, e.g., reduce the guide interacting with a target sequence having low complementarity. Indeed, in the examples, it is shown that the invention involves mutations that result in the CRISPR-Cas system being able to distinguish between target and off-target sequences that have greater than 80% to about 95% complementarity, e.g., 83%-84% or 88-89% or 94-95% complementarity (for instance, distinguishing between a target having 18 nucleotides from an off-target of 18 nucleotides having 1, 2 or 3 mismatches). Accordingly, in the context of the present invention the degree of complementarity between a guide sequence and its corresponding target sequence is greater than 94.5% or 95% or 95.5% or 96% or 96.5% or 97% or 97.5% or 98% or 98.5% or 99% or 99.5% or 99.9%, or 100%. Off target is less than 100% or 99.9% or 99.5% or 99% or 99% or 98.5% or 98% or 97.5% or 97% or 96.5% or 96% or 95.5% or 95% or 94.5% or 94% or 93% or 92% or 91% or 90% or 89% or 88% or 87% or 86% or 85% or 84% or 83% or 82% or 81% or 80% complementarity between the sequence and the guide, with it advantageous that off target is 100% or 99.9% or 99.5% or 99% or 99% or 98.5% or 98% or 97.5% or 97% or 96.5% or 96% or 95.5% or 95% or 94.5% complementarity between the sequence and the guide.


In particularly preferred embodiments according to the invention, the guide RNA (capable of guiding Cas to a target locus) may comprise (1) a guide sequence capable of hybridizing to a genomic target locus in the eukaryotic cell; (2) a tracr sequence; and (3) a tracr mate sequence. All (1) to (3) may reside in a single RNA, i.e. an sgRNA (arranged in a 5′ to 3′ orientation), or the tracr RNA may be a different RNA than the RNA containing the guide and tracr sequence. The tracr hybridizes to the tracr mate sequence and directs the CRISPR/Cas complex to the target sequence.


The methods according to the invention as described herein comprehend inducing one or more mutations in a eukaryotic cell (in vitro, i.e. in an isolated eukaryotic cell) as herein discussed comprising delivering to cell a vector as herein discussed. The mutation(s) can include the introduction, deletion, or substitution of one or more nucleotides at each target sequence of cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 1-75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 1, 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 5, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations include the introduction, deletion, or substitution of 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, or 75 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s). The mutations can include the introduction, deletion, or substitution of 40, 45, 50, 75, 100, 200, 300, 400 or 500 nucleotides at each target sequence of said cell(s) via the guide(s) RNA(s) or sgRNA(s).


For minimization of toxicity and off-target effect, it will be important to control the concentration of Cas mRNA and guide RNA delivered. Optimal concentrations of Cas mRNA and guide RNA can be determined by testing different concentrations in a cellular or non-human eukaryote animal model and using deep sequencing the analyze the extent of modification at potential off-target genomic loci. Alternatively, to minimize the level of toxicity and off-target effect, Cas nickase mRNA (for example S. pyogenes Cas9 with the D10A mutation) can be delivered with a pair of guide RNAs targeting a site of interest. Guide sequences and strategies to minimize toxicity and off-target effects can be as in WO 2014/093622 (PCT/US2013/074667); or, via mutation as herein.


Typically, in the context of an endogenous CRISPR system, formation of a CRISPR complex (comprising a guide sequence hybridized to a target sequence and complexed with one or more Cas proteins) results in cleavage of one or both strands in or near (e.g. within 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 20, 50, or more base pairs from) the target sequence. Without wishing to be bound by theory, the tracr sequence, which may comprise or consist of all or a portion of a wild-type tracr sequence (e.g. about or more than about 20, 26, 32, 45, 48, 54, 63, 67, 85, or more nucleotides of a wild-type tracr sequence), may also form part of a CRISPR complex, such as by hybridization along at least a portion of the tracr sequence to all or a portion of a tracr mate sequence that is operably linked to the guide sequence.


The nucleic acid molecule encoding a Cas is advantageously codon optimized Cas. An example of a codon optimized sequence, is in this instance a sequence optimized for expression in a eukaryote, e.g., humans (i.e. being optimized for expression in humans), or for another eukaryote, animal or mammal as herein discussed; see, e.g., SaCas9 human codon optimized sequence in WO 2014/093622 (PCT/US2013/074667). Whilst this is preferred, it will be appreciated that other examples are possible and codon optimization for a host species other than human, or for codon optimization for specific organs is known. In some embodiments, an enzyme coding sequence encoding a Cas is codon optimized for expression in particular cells, such as eukaryotic cells. The eukaryotic cells may be those of or derived from a particular organism, such as a mammal, including but not limited to human, or non-human eukaryote or animal or mammal as herein discussed, e.g., mouse, rat, rabbit, dog, livestock, or non-human mammal or primate. In some embodiments, processes for modifying the germ line genetic identity of human beings and/or processes for modifying the genetic identity of animals which are likely to cause them suffering without any substantial medical benefit to man or animal, and also animals resulting from such processes, may be excluded. In general, codon optimization refers to a process of modifying a nucleic acid sequence for enhanced expression in the host cells of interest by replacing at least one codon (e.g. about or more than about 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more codons) of the native sequence with codons that are more frequently or most frequently used in the genes of that host cell while maintaining the native amino acid sequence. Various species exhibit particular bias for certain codons of a particular amino acid. Codon bias (differences in codon usage between organisms) often correlates with the efficiency of translation of messenger RNA (mRNA), which is in turn believed to be dependent on, among other things, the properties of the codons being translated and the availability of particular transfer RNA (tRNA) molecules. The predominance of selected tRNAs in a cell is generally a reflection of the codons used most frequently in peptide synthesis. Accordingly, genes can be tailored for optimal gene expression in a given organism based on codon optimization. Codon usage tables are readily available, for example, at the “Codon Usage Database” available at www.kazusa.orjp/codon/ and these tables can be adapted in a number of ways. See Nakamura, Y., et al. “Codon usage tabulated from the international DNA sequence databases: status for the year 2000” Nucl. Acids Res. 28:292 (2000). Computer algorithms for codon optimizing a particular sequence for expression in a particular host cell are also available, such as Gene Forge (Aptagen; Jacobus, Pa.), are also available. In some embodiments, one or more codons (e.g. 1, 2, 3, 4, 5, 10, 15, 20, 25, 50, or more, or all codons) in a sequence encoding a Cas correspond to the most frequently used codon for a particular amino acid.


In certain embodiments, the methods as described herein may comprise providing a Cas transgenic cell in which one or more nucleic acids encoding one or more guide RNAs are provided or introduced operably connected in the cell with a regulatory element comprising a promoter of one or more gene of interest. As used herein, the term “Cas transgenic cell” refers to a cell, such as a eukaryotic cell, in which a Cas gene has been genomically integrated. The nature, type, or origin of the cell are not particularly limiting according to the present invention. Also the way how the Cas transgene is introduced in the cell is may vary and can be any method as is known in the art. In certain embodiments, the Cas transgenic cell is obtained by introducing the Cas transgene in an isolated cell. In certain other embodiments, the Cas transgenic cell is obtained by isolating cells from a Cas transgenic organism. By means of example, and without limitation, the Cas transgenic cell as referred to herein may be derived from a Cas transgenic eukaryote, such as a Cas knock-in eukaryote. Reference is made to WO 2014/093622 (PCT/US13/74667), incorporated herein by reference. Methods of US Patent Publication Nos. 20120017290 and 20110265198 assigned to Sangamo BioSciences. Inc. directed to targeting the Rosa locus may be modified to utilize the CRISPR Cas system of the present invention. Methods of US Patent Publication No. 20130236946 assigned to Cellectis directed to targeting the Rosa locus may also be modified to utilize the CRISPR Cas system of the present invention. By means of further example reference is made to Platt et. al. (Cell; 159(2):440-455 (2014)), describing a Cas9 knock-in mouse, which is incorporated herein by reference. The Cas transgene can further comprise a Lox-Stop-polyA-Lox(LSL) cassette thereby rendering Cas expression inducible by Cre recombinase. Alternatively, the Cas transgenic cell may be obtained by introducing the Cas transgene in an isolated cell. Delivery systems for transgenes are well known in the art. By means of example, the Cas transgene may be delivered in for instance eukaryotic cell by means of vector (e.g., AAV, adenovirus, lentivirus) and/or particle and/or nanoparticle delivery, as also described herein elsewhere.


It will be understood by the skilled person that the cell, such as the Cas transgenic cell, as referred to herein may comprise further genomic alterations besides having an integrated Cas gene or the mutations arising from the sequence specific action of Cas when complexed with RNA capable of guiding Cas to a target locus, such as for instance one or more oncogenic mutations, as for instance and without limitation described in Platt et al. (2014), Chen et al., (2014) or Kumar et al. (2009).


In some embodiments, the Cas sequence is fused to one or more nuclear localization sequences (NLSs), such as about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs. In some embodiments, the Cas comprises about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs at or near the amino-terminus, about or more than about 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, or more NLSs at or near the carboxy-terminus, or a combination of these (e.g. zero or at least one or more NLS at the amino-terminus and zero or at one or more NLS at the carboxy terminus). When more than one NLS is present, each may be selected independently of the others, such that a single NLS may be present in more than one copy and/or in combination with one or more other NLSs present in one or more copies. In a preferred embodiment of the invention, the Cas comprises at most 6 NLSs. In some embodiments, an NLS is considered near the N- or C-terminus when the nearest amino acid of the NLS is within about 1, 2, 3, 4, 5, 10, 15, 20, 25, 30, 40, 50, or more amino acids along the polypeptide chain from the N- or C-terminus. Non-limiting examples of NLSs include an NLS sequence derived from: the NLS of the SV40 virus large T-antigen, having the amino acid sequence PKKKRKV (SEQ ID NO: X); the NLS from nuclcoplasmin (e.g. the nucleoplasmin bipartite NLS with the sequence KRPAATKKAGQAKKKK) (SEQ ID NO: X); the c-myc NLS having the amino acid sequence PAAKRVKLD (SEQ ID NO: X) or RQRRNELKRSP (SEQ ID NO: X); the hRNPAI M9 NLS having the sequence NQSSNFGPMKGGNFGGRSSGPYGGGGQYFAKPRNQGGY(SEQ ID NO: X); the sequence RMRIZFKNKGKDTAELRRRRVEVSVELRKAKKDEQILKRRNV (SEQ ID NO: X) of the IBB domain from importin-alpha; the sequences VSRKRPRP (SEQ ID NO: X) and PPKKARED (SEQ ID NO: X) of the myoma T protein; the sequence POPKKKPL (SEQ ID NO: X) of human p53; the sequence SALIKKKKKMAP (SEQ ID NO: X) of mouse c-abl IV; the sequences DRLRR (SEQ ID NO: X) and PKQKKRK (SEQ ID NO: X) of the influenza virus NS1; the sequence RKLKKKIKKL (SEQ ID NO: X) of the Hepatitis virus delta antigen; the sequence REKKKFLKRR (SEQ ID NO: X) of the mouse Mxl protein; the sequence KRKGDEVDGVDEVAKKKSKK (SEQ ID NO: X) of the human poly(ADP-ribose) polymerase; and the sequence RKCLQAGMNLEARKTKK (SEQ ID NO: X) of the steroid hormone receptors (human) glucocorticoid. In general, the one or more NLSs are of sufficient strength to drive accumulation of the Cas in a detectable amount in the nucleus of a eukaryotic cell. In general, strength of nuclear localization activity may derive from the number of NLSs in the Cas, the particular NLS(s) used, or a combination of these factors. Detection of accumulation in the nucleus may be performed by any suitable technique. For example, a detectable marker may be fused to the Cas, such that location within a cell may be visualized, such as in combination with a means for detecting the location of the nucleus (e.g. a stain specific for the nucleus such as DAPI). Cell nuclei may also be isolated from cells, the contents of which may then be analyzed by any suitable process for detecting protein, such as immunohistochemistry, Western blot, or enzyme activity assay. Accumulation in the nucleus may also be determined indirectly, such as by an assay for the effect of CRISPR complex formation (e.g. assay for DNA cleavage or mutation at the target sequence, or assay for altered gene expression activity affected by CRISPR complex formation and/or Cas enzyme activity), as compared to a control no exposed to the Cas or complex, or exposed to a Cas lacking the one or more NLSs.


In certain aspects the invention involves vectors, e.g. for delivering or introducing in a cell Cas and/or RNA capable of guiding Cas to a target locus (i.e. guide RNA), but also for propagating these components (e.g. in prokaryotic cells). A used herein, a “vector” is a tool that allows or facilitates the transfer of an entity from one environment to another. It is a replicon, such as a plasmid, phage, or cosmid, into which another DNA segment may be inserted so as to bring about the replication of the inserted segment. Generally, a vector is capable of replication when associated with the proper control elements. In general, the term “vector” refers to a nucleic acid molecule capable of transporting another nucleic acid to which it has been linked. Vectors include, but are not limited to, nucleic acid molecules that are single-stranded, double-stranded, or partially double-stranded; nucleic acid molecules that comprise one or more free ends, no free ends (e.g. circular); nucleic acid molecules that comprise DNA, RNA, or both; and other varieties of polynucleotides known in the art. One type of vector is a “plasmid,” which refers to a circular double stranded DNA loop into which additional DNA segments can be inserted, such as by standard molecular cloning techniques. Another type of vector is a viral vector, wherein virally-derived DNA or RNA sequences are present in the vector for packaging into a virus (e.g. retroviruses, replication defective retroviruses, adenoviruses, replication defective adenoviruses, and adeno-associated viruses (AAVs)). Viral vectors also include polynucleotides carried by a virus for transfection into a host cell. Certain vectors are capable of autonomous replication in a host cell into which they are introduced (e.g. bacterial vectors having a bacterial origin of replication and episomal mammalian vectors). Other vectors (e.g., non-episomal mammalian vectors) are integrated into the genome of a host cell upon introduction into the host cell, and thereby are replicated along with the host genome. Moreover, certain vectors are capable of directing the expression of genes to which they are operatively-linked. Such vectors are referred to herein as “expression vectors.” Common expression vectors of utility in recombinant DNA techniques are often in the form of plasmids.


Recombinant expression vectors can comprise a nucleic acid of the invention in a form suitable for expression of the nucleic acid in a host cell, which means that the recombinant expression vectors include one or more regulatory elements, which may be selected on the basis of the host cells to be used for expression, that is operatively-linked to the nucleic acid sequence to be expressed. Within a recombinant expression vector, “operably linked” is intended to mean that the nucleotide sequence of interest is linked to the regulatory element(s) in a manner that allows for expression of the nucleotide sequence (e.g. in an in vitro transcription/translation system or in a host cell when the vector is introduced into the host cell). With regards to recombination and cloning methods, mention is made of U.S. patent application Ser. No. 10/815,730, published Sep. 2, 2004 as US 2004-0171156 A1, the contents of which are herein incorporated by reference in their entirety.


The vector(s) can include the regulatory element(s), e.g., promoter(s). The vector(s) can comprise Cas encoding sequences, and/or a single, but possibly also can comprise at least 3 or 8 or 16 or 32 or 48 or 50 guide RNA(s) (e.g., sgRNAs) encoding sequences, such as 1-2, 1-3, 1-4 1-5, 3-6, 3-7, 3-8, 3-9, 3-10, 3-8, 3-16, 3-30, 3-32, 3-48, 3-50 RNA(s) (e.g., sgRNAs). In a single vector there can be a promoter for each RNA (e.g., sgRNA), advantageously when there are up to about 16 RNA(s) (e.g., sgRNAs); and, when a single vector provides for more than 16 RNA(s) (e.g., sgRNAs), one or more promoter(s) can drive expression of more than one of the RNA(s) (e.g., sgRNAs), e.g., when there are 32 RNA(s) (e.g., sgRNAs), each promoter can drive expression of two RNA(s) (e.g., sgRNAs), and when there are 48 RNA(s) (e.g., sgRNAs), each promoter can drive expression of three RNA(s) (e.g., sgRNAs). By simple arithmetic and well established cloning protocols and the teachings in this disclosure one skilled in the art can readily practice the invention as to the RNA(s) (e.g., sgRNA(s) for a suitable exemplary vector such as AAV, and a suitable promoter such as the U6 promoter, e.g., U6-sgRNAs. For example, the packaging limit of AAV is ˜4.7 kb. The length of a single U6-sgRNA (plus restriction sites for cloning) is 361 bp. Therefore, the skilled person can readily fit about 12-16, e.g., 13 U6-sgRNA cassettes in a single vector. This can be assembled by any suitable means, such as a golden gate strategy used for TALE assembly (www.genome-engineering.org/taleffectors/). The skilled person can also use a tandem guide strategy to increase the number of U6-sgRNAs by approximately 1.5 times, e.g., to increase from 12-16, e.g., 13 to approximately 18-24, e.g., about 19 U6-sgRNAs. Therefore, one skilled in the art can readily reach approximately 18-24, e.g., about 19 promoter-RNAs, e.g., U6-sgRNAs in a single vector, e.g., an AAV vector. A further means for increasing the number of promoters and RNAs, e.g., sgRNA(s) in a vector is to use a single promoter (e.g., U6) to express an array of RNAs, e.g., sgRNAs separated by cleavable sequences. And an even further means for increasing the number of promoter-RNAs, e.g., sgRNAs in a vector, is to express an array of promoter-RNAs, e.g., sgRNAs separated by cleavable sequences in the intron of a coding sequence or gene; and, in this instance it is advantageous to use a polymerase II promoter, which can have increased expression and enable the transcription of long RNA in a tissue specific manner. (see, e.g., nar.oxfordjournals.org/content/34/7/e53.short, www.nature.com/mt/joumal/v16/n9/abs/mt2008144a.html). In an advantageous embodiment, AAV may package U6 tandem sgRNA targeting up to about 50 genes. Accordingly, from the knowledge in the art and the teachings in this disclosure the skilled person can readily make and use vector(s), e.g., a single vector, expressing multiple RNAs or guides or sgRNAs under the control or operatively or functionally linked to one or more promoters-especially as to the numbers of RNAs or guides or sgRNAs discussed herein, without any undue experimentation.


The guide RNA(s), e.g., sgRNA(s) encoding sequences and/or Cas encoding sequences, can be functionally or operatively linked to regulatory element(s) and hence the regulatory element(s) drive expression. The promoter(s) can be constitutive promoter(s) and/or conditional promoter(s) and/or inducible promoter(s) and/or tissue specific promoter(s). The promoter can be selected from the group consisting of RNA polymerases, pol I, pol II, pol III, T7, U6, H1, retroviral Rous sarcoma virus (RSV) LTR promoter, the cytomegalovirus (CMV) promoter, the SV40 promoter, the dihydrofolate reductase promoter, the 3-actin promoter, the phosphoglycerol kinase (PGK) promoter, and the EF1α promoter. An advantageous promoter is the promoter is U6.


Mice used in experiments are about 20 g. From that which is administered to a 20 g mouse, one can extrapolate to scale up dosing to a 70 kg individual. In another preferred embodiment the doses herein are scaled up based on an average 70 kg individual to treat a patient in need thereof. The frequency of administration is within the ambit of the medical or veterinary practitioner (e.g., physician, veterinarian), or scientist skilled in the art.


In other embodiments, any of the proteins, antagonists, antibodies, agonists, or vectors of the invention may be administered in combination with other appropriate therapeutic agents. Selection of the appropriate agents for use in combination therapy may be made by one of ordinary skill in the art, according to conventional pharmaceutical principles. The combination of therapeutic agents may act synergistically to effect the treatment or prevention of the various disorders described herein. Using this approach, one may be able to achieve therapeutic efficacy with lower dosages of each agent, thus reducing the potential for adverse side effects. In a preferred embodiment, Huntington's Disease is treated by use of an identified modulator, as described herein, in conjunction with a known treatment. Treating with a modulator by either effecting its expression or by overexpressing the protein may not completely alleviate symptoms. Therefore, other drugs that specifically target the symptoms can be combined with that of a modulator. Central nervous system diseases are associated with oxidative stress as well as having neurological symptoms that lead to both mental and physical abnormalities. A combination therapy may be used to synergistically alleviate these symptoms. Antioxidants and Gpx mimetics may be used in combination with other known treatments when a modulator involved in oxidative stress is identified. The antioxidant ebselen may be used at about 300 mg per day. Such treatments may comprise Tetrabenazine, neuroleptics, benzodiazepines, amantadine, anti Parkinson's drugs and valproic acid. Tetrabenazine is used to treat Huntington's chorea (uncontrolled muscle movements) and can be given in doses of 12.5 mg orally weekly to a maximum dose of 37.5 to 50 mg daily. Preferably less than 25 mg is administered. In combination, the dosage may be less than 12.5 mg. Neuroleptics are used to treat psychotic disorders and may be given in a dose of 10 to 200 mg daily. Benzodiazepines are used as sedatives, hypnotics, anxiolytics, anticonvulsants and muscle relaxants. They may be administered in doses of between 3 to 6 mg/day. Amantadine is an antiviral medication and may be used in doses of 200 mg/day, up to 400 mg per day. Valproic acid is used to treat various types of seizure disorders and can be administered in doses of 5 to 60 mg/kg per day in divided doses. In one embodiment of the invention, the medicament may further comprise but is not limited to the following Parkinson's drugs: levodopa, dopamine agonists, catechol O-methyltransferase (COMT) inhibitors, monoamine oxidase B (MAO B) inhibitors, anticholinergic agents, or a combination thereof.


In another embodiment, antibodies are developed that bind specifically to the modulators using known methods in the art. In one embodiment the antibodies are polyclonal. In another embodiment the antibodies are monoclonal. In one embodiment the antibodies are generated against the full length protein. In another embodiment the antibodies are generated against antigenic fragments of the modulators. In one embodiment the antibodies are produced in sheep. In one embodiment the antibodies are produced in rabbits. In one embodiment the antibodies are produced in mice. In one embodiment the antibodies are produced in goats. In one embodiment the antibodies are used to study central nervous system diseases by staining tissue samples. In one embodiment the antibodies are used to determine protein quantity.


In another embodiment, modulators of central nervous system diseases can be used for diagnostic or prognostic screening. In one embodiment a modulator found to be synthetically lethal when knocked down in the screening method, would be a positive prognostic marker of disease outcome. In a preferred embodiment the modulator is Gpx6. In one embodiment a modulator found to be synthetically lethal when overexpressed in the screening method, would be a negative prognostic marker of disease outcome. In a preferred embodiment the protein expression of the modulator is determined. This may be performed with antibodies in western blots or in tissue staining. In another preferred embodiment gene expression is determined. This may be performed using microarrays, RT-PCR, quantitative PCR, or northern blot.


The practice of the present invention employs, unless otherwise indicated, conventional techniques of immunology, biochemistry, chemistry, molecular biology, microbiology, cell biology, genomics and recombinant DNA, which are within the skill of the art. See Sambrook, Fritsch and Maniatis, MOLECULAR CLONING: A LABORATORY MANUAL, 2nd edition (1989); CURRENT PROTOCOLS IN MOLECULAR BIOLOGY (F. M. Ausubel, et al. eds., (1987)); the series METHODS IN ENZYMOLOGY (Academic Press, Inc.): PCR 2: A PRACTICAL APPROACH (M. J. MacPherson, B. D. Hames and G. R. Taylor eds. (1995)), Harlow and Lane, eds. (1988) ANTIBODIES, A LABORATORY MANUAL, and ANIMAL CELL CULTURE (R. I. Freshney, ed. (1987)).


The practice of the present invention employs, unless otherwise indicated, conventional techniques for generation of genetically modified mice. See Marten H. Hofker and Jan van Deursen, TRANSGENIC MOUSE METHODS AND PROTOCOLS, 2nd edition (2011).


Although the present invention and its advantages have been described in detail, it should be understood that various changes, substitutions and alterations can be made herein without departing from the spirit and scope of the invention as defined in the appended claims.


The present invention will be further illustrated in the following Examples which are given for illustration purposes only and are not intended to limit the invention in any way.


EXAMPLES
Example 1

Differential Gene Expression Profiling and Pathways Analysis


This Example Describes Cell-Type Specific Molecular Profiles of Cell Populations during normal mouse brain aging and normal age-associated molecular pathways in various neurodegenerative disease-relevant cell types (FIG. 1 and Tables 1-8). Applicants employed the translating ribosome affinity purification (TRAP) methodology (Heiman et al., (2008) Cell 135(4):738-748; Doyle et al., (2008) Cell 135(4):749-762) to create cell-type specific molecular profiles of cell populations during normal mouse brain aging. Mice aged 6 weeks or 2 years and 6 weeks from the Drd1::EGFP-L10a or Drd2::EGFP-L10a Bacterial Artificial Chromosome (BAC) transgenic lines (n=4 each group) were decapitated and brain tissue was immediately dissected and used for TRAP RNA purifications as previously described (Heiman et al., (2008). RNA was used to interrogate Affymetrix Mouse Exon Chips (Affymetrix, Santa Clara, Calif.) after amplification using the NuGEN Ovation protocol for probe preparation (NuGEN, San Carlos, Calif.). Genes differentially expressed across aging were identified as previously described (Heiman et al., (2008), Heiman et al., (2014) Nat Protoc. 2014; 9(6):1282-91) using Welch's t-test. Applicants defined significantly differentially expressed genes as those having any probe-sets with >1.2-fold change and a Benjamini-Hochberg adjusted p-value from Welch's t test of <0.05. For each comparison group, the set of statistically significant differentially expressed genes, independent of magnitude of change, was compared against the Wikipathways gene sets to compute overlaps. Statistical significance of gene set overlaps was assessed by a hypergeometric test.


Results.


Each cell type displayed a unique pattern of gene expression changes that was associated with aging (Tables 1-4 and FIG. 1). Only 5 genes, including 2 pseudogenes, displayed altered expression with aging in all cell types (Tnnt2, Gm5425, Rnd3, Pisd, and Pisd-ps3), indicating that there is not a general aging program across these cell types studied, but rather that even closely related cell types show distinct molecular changes during normal aging.


Pathways analysis of genes whose expression was altered revealed several molecular pathways altered with aging in each cell type (Tables 5-8) In Drd2-expressing striatal neurons, which displayed the most number of altered gene pathways during aging, “glutathione-mediated detoxification” and “glutathione redox reactions” were amongst the top gene pathways altered with age (including the genes Gsta3, Gsta4, Gstm1, Gstm6, Gpx1, Gpx2, and Gpx6). Oxidative damage has long been linked to aging (Harman et al., 1956). Given that oxidative damage to DNA, proteins, and lipids have all been reported to increase with age in the brain (Mecocci et al., (1993) Annals of neurology 34(4):609-616; Dei, Takeda, et al., (2002) Acta neuropathologica 104(2): 113-122; Smith, Carney et al., (1991) Proceedings of the National Academy of Sciences of the USA 88(23): 10540-10543), the increases to glutathione-dependent enzymes reported here likely reflect a homeostatic neuronal response to increased oxidative damage in this cell population.


Example 2
Synthetic Lethal Knockdown Screen for Genes Enhancing Huntingtin Toxicity

This example describes results of the SLIC genetic screening platform used in the mammalian nervous system. The SLIC screening platform utilizes individual neurons in a brain region as a genetic screening vehicle, as opposed to one mouse being used as a screening vehicle (FIG. 2). Specifically, genes were screened for synthetic lethality in a Huntington's disease mouse model that, when knocked down, would enhance mutant huntingtin toxicity. R6/2 mice (Mangiarini et al., (1996) Cell 87(3):493-506) or control littermates 6 weeks of age were anesthetized with a mixture of ketamine (Putney Inc., Portland, Me.) and xylazine (Lloyd Inc., Shenandoah, Iowa) and mounted on a Leica (Solms, Germany) mouse stereotaxic frame in a flat-skull position. Viral pools of lentiviruses carrying barcoded short hairpin RNAs (shRNAs) were injected bilaterally into mouse striata of disease and control littermates. One microliter of the barcoded lentiviral pools was injected at each of the following four coordinates (in mm relative to bregma, sagittal suture and dural surface): AP=0.3, L=2, DV=−3.7; AP=0.3, L=−2, DV=−3.7; AP-0.9, L=1.7, DV=−3.3; AP-0.9, L=−1.7, DV=−3.3. The lentiviruses carrying barcoded short hairpin RNAs (shRNAs) included 96 shRNA elements for the screen (Table 9), which included a positive control shRNA, negative control shRNAs, and experimental shRNAs that targeted 24 genes, with an average of 3.4 hairpins per gene. The 24 target genes were selected due to their high magnitude change in the aging TRAP study described in example 1 or else a previously reported link to Huntington's disease.


Two days, four weeks, or six weeks after lentiviral injections, mice were sacrificed and brain tissue was processed for genomic DNA extraction using a Qiagen kit (Qiagen, Hilden, Germany). Illumina sequencing and deconvolution were performed as previously described to determine lentiviral barcode representation (Ashton, Jordan, et al., 2012). (See also: http://www.broadinstitute.org/rnai/public/resources/protocols). Significance of screen results was calculated with the RIGER software as previously described (Luo, Cheung, Subramanian, et al. (2008). (See also: http://www.broadinstitute.org/cancer/software/GENE-E/).


Results.


Based on test injections, Applicants calculate that up to 2.8×105 striatal cells are targeted per mouse (FIG. 3), and that over 80% of viral-transduced cells are neurons (FIG. 4). Comparison of viral barcode representation in the wild-type control (non-model) mouse striatal samples at 4 weeks versus 2 days revealed that the positive control lentivirus, carrying an shRNA targeting the Psmd2 gene product (a proteasomal subunit, depletion of which is expected to lead to cell death), was greatly reduced in representation, while negative controls, which have no expected target in the mouse genome, were not reduced in representation (FIG. 5A). ShRNAs that led to enhanced cell death in R6/2 mice and not control mice revealed genes that display synthetic lethality with mutant huntingtin. Comparison of the R6/2 Huntington's disease model mice versus control littermates at the 4 and 6 weeks experimental time-points revealed that all shRNAs targeting Gpx6, a glutathione peroxidase that by homology is predicted to detoxify H2O2 to water, demonstrated synthetic lethality with mutant huntingtin (p value=0.0036 at 4 weeks of incubation; p value=0.0321 at 6 weeks of incubation) (FIGS. 5B and 5C and Tables 10, 11, and 12). No other targeted gene displayed statistically significant synthetic lethality at either screening time-point. Importantly, other shRNAs that affected general health of cells did not exhibit synthetic lethality with mutant huntingtin, and were lost approximately equally in both R6/2 mouse brain and controls (FIG. 5B).


Example 3
Gpx6 Function and Expression

This example describes Gpx6 function and expression. Applicants assessed Gpx6 distribution across brain region and age. Gpx6, high-titer adeno-associated virus serotype 9 (AAV9) was used to overexpress FLAG-tagged Gpx6 or the TRAP construct (control) in the striatum of the R6/2 model and control mice by bilateral injection at the following coordinates: AP=0.6, L=1.85, DV=−3.5; and AP=0.6, L=−1.85, DV=−3.5. AAV was used with a titer of about 2×1013 viral genomes/milliliter, and each of the striatal hemispheres received one 500 nanoliter injection in the Gpx6 over expression study. Virus vehicle was either phosphate-buffered saline or Hank's Balanced Salt Solution. Mice were 6 weeks of age upon injection with the AAV9 construct, and were tested in an open field assay at two weeks post injection. In a separate series of experiments, mice were also injected with AAV9. at the same coordinates, but with one striatal hemisphere receiving the FLAG-tagged Gpx6 AAV9 and one striatal hemisphere receiving the TRAP construct (control) AAV9. These mice were perfused for indirect immunofluorescent staining at two weeks post injection.


Results.


Applicants found that Gpx6 expression is down-regulated in the brains of Huntington's disease model mice (FIG. 6). Applicants also found Gpx6 to be highly expressed in the olfactory bulb, striatum, and frontal cerebral cortex (FIG. 7) and, confirming the TRAP results in example 1, observed that Gpx6 expression increases with age (FIG. 8). Over-expression of Gpx6 showed a therapeutic effect on phenotype progression in a Huntington's disease mouse model. Two weeks after viral injection, Applicants observed a dramatic rescue of open-field motor behavior in R6/2 mice, but no effect of viral transduction on motor behavior in wild-type mice (FIG. 9A). Finally, analysis of a molecular marker of Huntington's disease progression, loss of DARPP-32 striatal expression (Bibb et al., (2000) Proceedings of the National Academy of Sciences of the USA 97(12):6809-6814), revealed that Gpx6 over-expression also increases DARPP-32 expression in the R6/2 model (FIG. 9B).


Example 4
Effects of Gpx6 Overexpression on Parkinson's Disease Model Phenotype Progression

This example describes a decrease in phenotype progression in a Parkinson's disease mouse model after overexpression of Gpx6. Based on the ability of Gpx6 overexpression to delay the emergence of several Huntington's disease phenotypes in mouse models of the disease, Applicant's tested the effects of Gpx6 overexpression on a mouse model of Parkinson's disease (PD). The PD model overexpresses human alpha-synuclein that contains two PD-associated mutations, A30P and A53T (The Jackson Laboratories stock #008239). Starting at 2-3 months of age, these PD model mice are hyperactive, but then start to show a reduction in activity at approximately 16 months of age. In order to test the effect of Gpx6 overexpression on the disease course in this mouse model, Applicant's injected mice at 6 weeks of age with a control (TRAP construct) or Gpx6 overexpression virus, allowed the mice to recover, and aged them to a time-point where it would be expected to see a behavioral phenotype. The data shows that Gpx6 overexpression has a therapeutic benefit in this mouse model of PD, as Gpx6 overexpression reduced the hyperactivity seen at this age in this PD model (FIG. 10).


Methods

Animal Usage.


All animal experiments were conducted with the approval of the Massachusetts Institute of Technology Animal Care and Use Committee. Mice were housed with food and water provided ad libitum. Experiments were conducted with Drd1::EGFP-L10a or Drd2::EGFP-L10a Bacterial Artificial Chromosome (BAC) transgenic (Heiman et al., 2008), adult (6 weeks old and 2 years, 6 weeks old) female mice on the C57BL/6J strain background, or with R6/2 model mice (Mangiarini et al., 1996) (B6CBA-Tg(HDexon1)62Gpb/1J, Jackson Laboratory stock #002810) at 5-12 weeks of age.


In Vitro Validation of Lentiviral Knockdown Efficiency.


HEK293T/17 cells (ATCC, Manassas, Va.) were grown in Dulbecco's Modified Eagle Medium (Invitrogen, Carlsbad, Calif.) supplemented with 10% (vol/vol) heat-inactivated fetal bovine serum (Invitrogen, Carlsbad, Calif.) and transfected with FLAG-tagged Gpx6 over-expression constructs (Origene, Rockville, Md.) using the FuGENE6HD reagent (Promega, Madison Wis.) following the manufacturer's instructions. One day after transfection, cells were transduced with Gpx6-targeting shRNA lentiviruses, and cell lysates were prepared for standard Western blotting two days later by lysing cells directly in Western blot sample buffer.


Indirect Immunofluorescent Staining.


Mouse brain tissue was prepared and stained as previously described (Heiman et al., 2008), using the following primary antibodies: DARPP-32 (Cell Signaling Technology, Beverly, Mass., antibody19A3, 1:1,000 dilution), GFP (Abcam, Cambridge, England, antibody ab6556, 1:5,000 dilution), NeuN (1:100 dilution), and GFAP (1:1,000 dilution).


Lentiviral Library Preparation.


Lentivirus was prepared and pooled as previously described (Root, Sabatini, et al., 2006). Lentivirus was concentrated by centrifugation at 20,000×g through a 20% sucrose cushion in a SW32Ti rotor (Beckman Coulter, Inc., Pasadena, Calif.), using an Optima L-90K centrifuge (Beckman Coulter, Inc., Pasadena, Calif.), and resuspended in Hank's Balanced Salt Solution (HBSS) to an approximate titer of 5×105 functional particles/μl before stereotaxic injection.


Open Field Behavioral Testing.


Mice were placed in a non-illuminated open field platform (19 in length×20 in width×15 in high; with 16 infrared beams each in the X and Y axis) housed within an environmental control chamber (both from Omnitech Electronic, Inc., Columbus, Ohio) during the first half of their light phase. Activity measurements captured by infrared beam breaks were collected in 10 min intervals, for a total of 60 min.


Quantitative PCR.


RNA was purified from aged and control mouse brain tissue using the RNeasy Lipid Tissue Mini Kit (Qiagen, Hilden, Germany). Complementary cDNA was produced using the SuperScript III kit (Invitrogen, Carlsbad, Calif.). Alternatively, to profile gene expression across brain regions, a commercially available mouse brain cDNA panel was used (Zyagen, San Diego, Calif.). Quantitative PCR was performed with 100 ng of cDNA, Taqman reagents and primers (Invitrogen, Carlsbad, Calif.), and a LightCycler480 (Roche, Basel Switzerland). Taqman primers used were as follows:


TaqMan Gene Expression Assay ID: Mm00607939_s1, Gene Symbol: Actb, mCG23209


TaqMan Gene Expression Assay ID: Mm00513979_m1, Gene Symbol: Gpx6

Generation of a Gpx6 Polyclonal Antibody. As no commercial antibody that is specific for Gpx6 is available, Applicant's developed a rabbit polyclonal antibody to Gpx6 Covance (Denver, Pa.). Two polyclonal antibodies have been raised in rabbit hosts, each targeting the Gpx6-specific peptide “SDIMEYLNQ” (Seq ID No: 1) The antibodies are peptide affinity purified.









TABLE 1







Genes with significant changes (Benjamini-Hochberg adjusted p-values <


0.05) of at least 1.2-fold up or down in Drd1a-expressing striatal medium


spiny neurons at 2 years and 6 weeks of age, as compared to 6 weeks of age.















Fold





p value

change


Gene_ID
(corrected)
p value
(absolute)
Regulation
Gene Symbol















6899520|20194
0.04976691
5.15E−04
2.8210127
up
S100a10


7023132|236604
0.003987592
5.61E−07
2.3643906
up
Pisd-ps3|Pisd-ps1


6761825|269109
0.003987592
3.56E−07
2.3027277
up
Dpp10


6981113|83436
0.031307697
1.72E−04
2.278604
up
Plekha2


6886678|74194
0.020062922
5.50E−05
2.2697477
down
Rnd3


6841712|320712
0.013143726
1.24E−05
2.2293866
up
Abi3bp


6850534|27226
0.007663706
5.02E−06
2.1952941
up
Pla2g7


6753402|21956
0.007663706
5.44E−06
2.1893516
up
Tnnt2


6777510|73914
0.014433213
1.93E−05
2.15296
up
Irak3


7013389|237010
0.015460879
3.15E−05
2.1512105
up
Klhl4


6768075|12140
0.026665783
1.07E−04
2.069984
down
Fabp7


6880670|12010
0.005005356
1.24E−06
2.0678577
up
B2m


7017520|14396
0.024065567
9.01E−05
2.0567203
up
Gabra3


6967593|110886
0.034732584
2.22E−04
2.0417027
down
Gabra5


6861441|328971
0.016631078
3.70E−05
2.0326183
down
Spink10


6860204|93890
0.017962048
4.52E−05
2.0307233
down
Pcdhb19


6764133|18611
0.005005356
1.92E−06
2.0271978
up
Pea15a


6900456|57257
0.024065567
8.94E−05
1.9663367
up
Vav3


6957263|12444
0.007264868
4.09E−06
1.9645411
down
Ccnd2


6937190, 702313
0.005005356
2.30E−06
1.9601252
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-ps1


2|320951


6937190, 702313
0.005005356
2.30E−06
1.9601252
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-ps1


2|66776


6768479|13654
0.034732584
2.22E−04
1.9502792
down
Egr2


6860170|93877
0.04976691
4.83E−04
1.9439118
up
Pcdhb6


6869570|74055
0.005005356
2.46E−06
1.9408888
up
Plce1


6824507|67419
0.039366398
2.78E−04
1.8852826
up
3632451O06Rik


6919895|69352
0.013143726
1.57E−05
1.859933
up
Necab1


6953887|18575
0.031307697
1.66E−04
1.8485277
up
Pde1c


6919417|252838
0.014433213
2.52E−05
1.8419087
up
Tox


6879646|12509
0.042573277
3.29E−04
1.7996722
up
Cd59a|Cd59b


6879646|333883
0.042573277
3.29E−04
1.7996722
up
Cd59a|Cd59b


6758223|66297
0.007663706
5.93E−06
1.7777925
down
2610017I09Rik


6805200|75512
0.013143726
1.55E−05
1.7739272
up
Gpx6


6919304|56711
0.04630302
4.23E−04
1.7644565
up
Plag1


7014941|55936
0.014433213
2.28E−05
1.7513621
up
Ctps2


6766409|52906
0.014433213
2.54E−05
1.7504913
up
Ahi1


6832146|105859
0.024065567
8.76E−05
1.7445399
up
Csdc2


6791494|73635
0.013143726
1.39E−05
1.735179
down
Rundc1|1700113I22Rik|Aarsd1


6830852, 683607
0.016631078
3.86E−05
1.7265527
down
9930014A18Rik|Fam84b///Fam84b|9930014


9|320469




A18Rik


6830852, 683607
0.016631078
3.86E−05
1.7265527
down
9930014A18Rik|Fam84b///Fam84b|9930014


9|399603




A18Rik


6837848|54526
0.047644805
4.56E−04
1.7124188
up
Syt10


6805383, 681169
0.014433213
2.18E−05
1.708725
down
Hist1h3b|Hist1h3c|Hist1h3d|Hist1h3e|Hist1h


7|319148




3h|Hist1h3i///Hist1h3b|Hist1h3c|Hist1h3d|Hi







st1h3e|Hist1h3f|Hist1h3h|Hist1h3i


6860188|93885
0.024065567
8.95E−05
1.7023137
up
Pcdhb14


6989222|12903
0.027466808
1.16E−04
1.7015634
down
Crabp1


6834890|56274
0.024065567
8.70E−05
1.6866167
up
Stk3


6784587|11421
0.017962048
4.80E−05
1.6859602
down
Ace|Ace3


6784587|217246
0.017962048
4.80E−05
1.6859602
down
Ace|Ace3


6843811|74720
0.043797355
3.74E−04
1.6742324
down
Tmem114


7015229|11856
0.041084405
3.00E−04
1.66966
up
Arhgap6


6908528|114301
0.039366398
2.81E−04
1.6680608
down
Palmd


6809522|20365
0.013143726
1.37E−05
1.6649965
down
Serf1


6838460|72393
0.024065567
7.84E−05
1.6563784
up
Faim2


6978855|56513
0.03619993
2.44E−04
1.6498939
down
Pard6a


6869068|77125
0.04976691
5.03E−04
1.645941
up
Il33


6768261, 687613
0.031307697
1.75E−04
1.6448121
up
Gm5424|Ass1///Ass1|Gm5424


8|432466


6768261, 687613
0.031307697
1.75E−04
1.6448121
up
Gm5424|Ass1///Ass1|Gm5424


8|11898


6792679|30951
0.015102888
2.80E−05
1.6424714
down
Cbx8


6759997|20254
0.015102888
2.87E−05
1.6344112
up
Scg2


6955137|94282
0.023366889
7.06E−05
1.6341208
down
Sfxn5


6781933|276920
0.04635039
4.37E−04
1.6271018
up
Ccdc42


6833331|15370
0.04976691
5.26E−04
1.6336416
down
Nr4a1


6805360|319181
0.031008814
1.50E−04
1.6091015
down
Hist1h2bg


6799173|217410
0.021131802
6.24E−05
1.6087055
down
Trib2


6850191|15937
0.021131802
6.23E−05
1.6082655
up
Ier3


6954572|104263
0.031335603
1.87E−04
1.6033699
up
Kdm3a


6903983|241919
0.008627407
7.28E−06
1.5909182
up
Slc7a14


6874631|16922
0.039366398
2.82E−04
1.577109
up
Phyh


6755757|72978
0.043715313
3.67E−04
1.5758797
down
Cnih3


6805255, 680527
0.031335603
1.79E−04
1.573402
down
Gm11277|Gm13646|Hist1h2bc|Hist1h2bj|His


3, 6805370|6802




t1h2bk|Hist1h2bl|Hist3h2bm///Hist1h2bj|Hist


4




1h2bc|Hist1h2bk|Gm11277|Gm13646///Hist1







h2bc|Hist1h2bj|Hist1h2bk|Gm11277|Gm136







46


6756790|17864
0.017962048
4.55E−05
1.5739444
up
Mybl1


6834108|12563
0.025328478
9.97E−05
1.5705953
down
Cdh6


6815437|238799
0.042669825
3.37E−04
1.5662972
up
Tnpo1


6969021|11864
0.014433213
2.43E−05
1.5643754
up
Arnt2


6900404|99730
0.024065567
7.75E−05
1.5643417
down
Tafl3


6805255, 680527
0.031307697
1.76E−04
1.5641509
down
Gm11277|Gm13646|Hist1h2bc|Hist1h2bj|His


3, 6805370, 6811




t1h2bk|Hist1h2bl|Hist1h2bm///Hist1h2bj|Hist


533|665622




1h2bc|Hist1h2bk|Gm11277|Gm13646///Hist1







h2bc|Hist1h2bj|Hist1h2bk|Gm11277|Gm136







46///Gm11277|Gm13646|Hist1h2bj|Hist1h2b







k


6805255, 680527
0.031307697
1.76E−04
1.5641509
down
Gm11277|Gm13646|Hist1h2bc|Hist1h2bj|His


3, 6805370, 6811




t1h2bk|Hist1h2bl|Hist1h2bm///Hist1h2bj|Hist


533|665596




1h2bc|Hist1h2bk|Gm11277|Gm13646///Hist1







h2bc|Hist1h2bj|Hist1h2bk|Gm11277|Gm136







46///Gm11277|Gm13646|Hist1h2bj|Hist1h2b







k


6805255, 680527
0.031307697
1.76E−04
1.5641509
down
Gm11277|Gm13646|Hist1h2bc|Hist1h2bj|His


3, 6805370, 6811




t1h2bk|Hist1h2bl|Hist1h2bm///Hist1h2bj|Hist


533|319183




1h2bc|Hist1h2bk|Gm11277|Gm13646///Hist1







h2bc|Hist1h2bj|Hist1h2bk|Gm11277|Gm136







46///Gm11277|Gm13646|Hist1h2bj|Hist1h2b







k


6805237, 680535
0.027739117
1.27E−04
1.5599499
down
Hist1h3h|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h


7, 6805383, 6811




3g|Hist1h3i|Hist1h3a///Hist1h3b|Hist1h3d|Hi


531, 6811697, 68




st1h3e|Hist1h3g|Hist1h3h|Hist1h3i///Hist1h3


11702|319152




b|Hist1h3c|Hist1h3d|Hist1h3e|Hist1h3h|Hist1







h3i///Hist1h3i|Hist1h3b|Hist1h3d|Hist1h3e|H







ist1h3g|Hist1h3h///Hist1h3b|Hist1h3c|Hist1h







3d|Hist1h3e|Hist1h3f|Hist1h3h|Hist1h3i///His







t1h3a|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h3g|







Hist1h3h|Hist1h3i


6791641|14580
0.024065567
7.86E−05
1.5587983
up
Gfap


6805237, 680535
0.042669825
3.51E−04
1.5567741
down
Hist1h3h|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h


7, 6805364, 6805




3g|Hist1h3i|Hist1h3a///Hist1h3b|Hist1h3d|Hi


383, 6811531, 68




st1h3e|Hist1h3g|Hist1h3h|Hist1h3i///Hist1h3


11697, 6811702|




b|Hist1h3d|Hist1h3e|Hist1h3i///Hist1h3b|Hist


319150




1h3c|Hist1h3d|Hist1h3e|Hist1h3h|Hist1h3i///







Hist1h3i|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h







3g|Hist1h3h///Hist1h3b|Hist1h3c|Hist1h3d|Hi







st1h3e|Hist1h3f|Hist1h3h|Hist1h3i///Hist1h3a







|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h3g|Hist1h







3h|Hist1h3i


6805237, 680535
0.042669825
3.51E−04
1.5567741
down
Hist1h3h|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h


7, 6805364, 6805




3g|Hist1h3i|Hist1h3a///Hist1h3b|Hist1h3d|Hi


383, 6811531, 68




st1h3e|Hist1h3g|Hist1h3h|Hist1h3i///Hist1h3


11697, 6811702|




b|Hist1h3d|Hist1h3e|Hist1h3i///Hist1h3b|Hist


319149




1h3c|Hist1h3d|Hist1h3e|Hist1h3h|Hist1h3i///







Hist1h3i|Hist1h3b|Hist|h3d|Hist1h3e|Hist1h







3g|Hist1h3h///Hist1h3b|Hist1h3c|Hist1h3d|Hi







st1h3e|Hist1h3f|Hist1h3h|Hist1h3i///Hist1h3a







|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h3g|Hist1h







3h|Hist1h3i


6805237, 680535
0.042669825
3.51E−04
1.5567741
down
Hist1h3h|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h


7, 6805364, 6805




3g|Hist1h3i|Hist1h3a///Hist1h3b|Hist1h3d|Hi


383, 6811531, 68




st1h3e|Hist1h3g|Hist1h3h|Hist1h3i///Hist1h3


11697, 6811702|




b|Hist1h3d|Hist1h3e|Hist1h3i///Hist1h3b|Hist


319153




1h3c|Hist1h3d|Hist1h3e|Hist1h3h|Hist1h3i///







Hist1h3i|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h







3g|Hist1h3h///Hist1h3b|Hist1h3c|Hist1h3d|Hi







st1h3e|Hist1h3f|Hist1h3h|Hist1h3i///Hist1h3a







|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h3g|Hist1h







3h|Hist1h3i


6805255, 680527
0.031335603
1.87E−04
1.555105
down
Gm11277|Gm13646|Hist1h2bc|Hist1h2bj|His


0, 6805273, 6805




t1h2bk|Hist1h2bl|Hist1h2bm///Hist1h2bk///H


370, 6811533|31




ist1h2bj|Hist1h2bc|Hist1h2bk|Gm11277|Gm


9184




13646///Hist1h2bc|Hist1h2bj|Hist1h2bk|Gm3







1277|Gm13646///Gm11277|Gm13646|Hist1h







2bj|Hist1h2bk


6971344|66422
0.025328478
9.94E−05
1.5520357
down
Dctpp1


6905746|17035
0.043715313
3.68E−04
1.5490541
up
Lxn


6764526|69726
0.04630302
4.30E−04
1.5490206
up
Smyd3


6778528|56418
0.027466808
1.16E−04
1.5428835
down
Ykt6


6769343, 677353
0.014433213
2.54E−05
1.5391593
down
Tdg|Gm9855|Gm5806


7, 6968533|6247


84


6769343, 677353
0.014433213
2.54E−05
1.5391593
down
Tdg|Gm9855|Gm5806


7, 6968533|5451


24


6805358, 681168
0.017464902
4.17E−05
1.5370511
down
Hist1h3f|Hist1h3e///Hist1h3b|Hist1h3c|Hist1


1, 6811697|2604




h3d|Hist1h3e|Hist1h3f|Hist1h3h|Hist1h3i


23


6785684|380684
0.031875465
1.93E−04
1.5352144
up
Nefh


6977139|326618
0.024065567
9.03E−05
1.5304857
down
Tpm4


6972181|15461
0.021131802
6.21E−05
1.5240446
down
Hras1


6910642|229949
0.04635039
4.34E−04
1.5222185
up
Ak5


6769343, 677353
0.015460879
3.15E−05
1.518443
down
Tdg|Gm9855|Gm5806///Glt8d2|Tdg


7, 6775518, 6968


533|21665


6808209|94066
0.027553149
1.20E−04
1.5128382
down
Mrpl36


6805237, 680535
0.047644805
4.54E−04
1.5121334
down
Hist1h3h|Hist1h3b|Hist1h3d|Hist1h3e|Hist1h


7, 6805358, 6805




3g|Hist1h3i|Hist1h3a///Hist1h3b|Hist1h3d|Hi


364, 6805383, 68




st1h3e|Histih3g|Histih3h|Hist1h3i///Hist1h3


11531, 6811681,




f|Hist1h3e///Hist1h3b|Hist1h3d|Hist1h3e|Hist


6811697, 681170




1h3i///Hist1h3b|Hist1h3c|Hist1h3d|Hist1h3e|


2|319151




Hist1h3h|Hist1h3i///Hist1h3i|Hist1h3b|Hist3







h3d|Hist1h3e|Hist1h3g|Hist1h3h///Hist1h3b|







HLst1h3c|Hist1h3d|Hist1h3e|Hist1h3f|Hist1h







3h|Hist1h3i///Hist1h3a|Hist1h3b|Hist1h3d|Hi







st1h3e|Hist1h3g|Hist1h3h|Hist1h3i


6893532|12162
0.049941193
5.37E−04
1.5053798
up
Bmp7


6918705|230904
0.03619993
2.47E−04
1.5018022
up
Fbxo2


6845139|106264
0.015839854
3.34E−05
1.4911728
down
0610012G03Rik


6747641|240725
0.03460012
2.17E−04
1.4901471
up
Sulf1


6805245, 681168
0.04976691
5.26E−04
1.4885166
down
Hist1h2bn///Hist1h2be|Hist1h1e|Hist1h2bn


6|319187


6860198|93887
0.042669825
3.35E−04
1.4877453
down
Pcdhb16


6819244|12891
0.04196097
3.15E−04
1.4872487
up
Cpne6


6764011|107652
0.027558634
1.24E−04
1.4826605
down
Uap1


6770160|67603
0.031335603
1.84E−04
1.480635
down
Dusp6


6753280|98710
0.043797355
3.76E−04
1.4792016
down
Rabif


6922649|66928
0.031307697
1.58E−04
1.4790272
down
3110001D03Rik|LOC280487


6922649|280487
0.031307697
1.58E−04
1.4790272
down
3110001D03Rik|LOC280487


6748437|170771
0.031891167
1.95E−04
1.4753839
up
Khdrbs2


6840052, 690220
0.03595298
2.35E−04
1.4658682
down
Gng5|Gm3150///Gng5


4|14707


6966985|12028
0.04630302
4.23E−04
1.461731
down
Bax


6984485|114255
0.027553149
1.18E−04
1.458611
down
Dok4


6995258|21345
0.031307697
1.68E−04
1.4537994
down
Tagln


6994887|72828
0.027249046
1.11E−04
1.4510411
down
Ubash3b


6871277|20867
0.04630302
4.13E−04
1.4369333
up
Stip1


6769637|67282
0.024065567
9.14E−05
1.4348623
down
Ccdc53


6765129|16526
0.024065567
8.74E−05
1.4336265
down
Kcnk2


6987331|23988
0.04630302
4.24E−04
1.4327555
down
Pin1|Pin11


6987331|241593
0.04630302
4.24E−04
1.4327555
down
Pin1|Pin11


6878655|16410
0.027558634
1.24E−04
1.4282677
up
Itgav


6973588|53333
0.03698042
2.55E−04
1.4254433
down
Tomm40


6860259|71302
0.04976691
5.32E−04
1.42541
up
Arhgap26[Gm5820|9630014M24Rik


6860259|545253
0.04976691
5.32E−04
1.42541
up
Arhgap26|Gm5820|9630014M24Rik


6860259|381155
0.04976691
5.32E−04
1.42541
up
Arhgap26|Gm5820|9630014M24Rik


6768155|19156
0.04976691
4.99E−04
1.4248804
up
Psap


6913531|66536
0.04196097
3.19E−04
1.4231335
down
Nipsnap3b


6885447|98766
0.043715313
3.69E−04
1.4347362
down
Ubac1


6985655|66531
0.031335603
1.81E−04
1.4146156
down
2310061C15Rik


6844321|27883
0.04976691
4.92E−04
1.4115212
down
D16H22S680E|Mir185|Trmt2a


6844321|387180
0.04976691
4.92E−04
1.4115212
down
D16H22S680E|Mir185|Trmt2a


6905145|67890
0.031307697
1.74E−04
1.4102932
down
Ufm1


6823041|12325
0.028634837
1.33E−04
1.4102247
up
Camk2g|Usp54


6951200|66184
0.032929324
2.04E−04
1.4087964
down
Rps4y2


6965076|69752
0.04976691
4.84E−04
1.4064848
down
Zfp511


6821431, 698987
0.028811546
1.38E−04
1.4051728
down
Uchl3|Uchl4///Uchl4|Uchl3


3|50933


6821431, 698987
0.028811546
1.38E−04
1.4051728
down
Uchl3|Uchl4///Uchl4|Uchl3


3|93841


6955034|27369
0.03619993
2.43E−04
1.4038689
down
Dguok


6835065|70790
0.03595298
2.38E−04
1.4013983
up
Ubr5


6953587|54353
0.042669825
3.41E−04
1.4010115
up
Skap2


6941761|207565
0.03595298
2.34E−04
1.3903749
down
Camkk2


6866919|68731
0.04196097
3.18E−04
1.3859518
down
1110032A13Rik


6855669|75564
0.04597941
4.01E−04
1.3830876
up
Rsph9


6795889|238247
0.04196097
3.10E−04
1.3828267
up
Arid4a


6754526|73844
0.039366398
2.82E−04
1.3790938
up
Ankrd45


6845559|76916
0.04976691
5.07E−04
1.3761423
down
4930455C21Rik


6881306|110911
0.04550051
3.93E−04
1.358163
up
Cds2


6916947|170638
0.041004203
2.97E−04
1.3532506
up
Hpcal4


6823724|67011
0.042669825
3.42E−04
1.3496869
down
Mettl6


6787525|14406
0.04630302
4.29E−04
1.3473492
up
Gabrg2


6845459|207227
0.04976691
5.31E−04
1.3440369
up
Stxbp51


6765596|66084
0.04976691
5.22E−04
1.3427882
down
Rmnd1|Gm5512


6765596|433224
0.04976691
5.22E−04
1.3427882
down
Rmnd1|Gm5512


6881100, 688110
0.04630302
4.10E−04
1.3219867
up
Zc3h6


1|78751
















TABLE 2







Genes with significant changes (Benjamini-Hochberg adjusted p-values <


0.05) of at least 1.2-fold up or down in Drd2-expressing striatal medium


spiny neurons at 2 years and 6 weeks of age, as compared to 6 weeks of age.


D2 Striatum.txt















Fold





p value

change


Gene_ID
(corrected)
p value
(absolute)
Regulation
Gene symbol















6813284|13488
1.10E−04
7.73E−09
5.3255243
up
Drd1a


6860176|93879
1.40E−04
1.18E−07
4.5493364
up
Pcdhb8


6880670|12010
5.82E−04
1.15E−06
4.148419
up
B2m


6879087|12672
1.40E−04
1.06E−07
3.5000043
up
Chrm4


6877229|16519
1.40E−04
1.15E−07
3.1247575
up
Kcnj3


6905530|229357
2.28E−04
2.41E−07
3.0322802
up
Gpr149


6747641|240725
2.28E−04
2.44E−07
2.9879596
up
Sulf1


6764133|18611
4.32E−04
6.07E−07
2.9562507
up
Pea15a


6998397|22041
0.007923391
5.85E−05
2.8957565
up
Trf


6845079|11815
0.008547507
6.73E−05
2.7908227
up
Apod


6761825|269109
0.003589682
1.74E−05
2.7531443
up
Dpp10


6805200|75512
0.003589682
1.73E−05
2.7515676
up
Gpx6


6886678|74194
0.015283823
2.01E−04
2.741378
down
Rnd3


6748020|14859
0.003589682
1.70E−05
2.643068
up
Gsta3


6943974|21333
0.003656822
1.83E−05
2.6233518
up
Tac1


6834890|56274
0.002267633
7.65E−06
2.579052
up
Stk3


6791494|73635
0.00779995
5.70E−05
2.5706615
down
Rundc1|1700113I22Rik|







Aarsd1


6835759|18606
0.004721215
2.63E−05
2.5419888
up
Enpp2


6776577|67405
0.020587178
4.19E−04
2.534108
down
Nts


6767537, 6822154|
0.002235683
7.23E−06
2.5077183
down
Cd24a


12484


6824610|29811
0.004966004
2.93E−05
2.4164193
up
Ndrg2


6917180|269582
3.81E−04
5.09E−07
2.3707016
down
Clspn


7023132|236604
1.34E−04
3.86E−08
2.3301787
up
Pisd-ps3|Pisd-ps1


6811068|56048
0.001255512
3.09E−06
2.2832966
up
Lgals8


6860170|93877
1.40E−04
8.96E−08
2.2796516
up
Pcdhb6


6841712|320712
6.50E−04
1.42E−06
2.2767649
up
Abi3bp


6753402|21956
2.28E−04
2.57E−07
2.1717684
up
Tnnt2


6819244|12891
5.82E−04
9.67E−07
2.1581087
up
Cpne6


7013389|237010
0.005432868
3.59E−05
2.1391268
up
Klhl4


6908078, 6908079|
0.001185273
2.76E−06
2.1385758
up
Gstm1|Gstm3///Gstm2|Gstm1


14862


6838460|72393
0.002798558
1.18E−05
2.1031454
up
Faim2


6855981|20230
1.34E−04
7.55E−08
2.0987513
down
Satb1|5830444F18Rik|C2300







85N15Rik|E430014B02Rik


6855981|320804
1.34E−04
7.55E−08
2.0987513
down
Satb1|5830444F18Rik|C2300







85N15Rik|E430014B02Rik


6855981|320556
1.34E−04
7.55E−08
2.0987513
down
Satb1|5830444F18Rik|C2300







85N15Rik|E430014B02Rik


6855981|320908
1.34E−04
7.55E−08
2.0987513
down
Satb1|5830444F18Rik|C2300







85N15Rik|E430014B02Rik


6805381|50708
0.02441559
6.11E−04
2.0501385
down
Hist1h1c


6869068|77125
5.88E−04
1.24E−06
2.0441618
up
Il33


6807154|14057
0.004926001
2.84E−05
2.0316029
up
Sfxn1


6805360|319181
2.63E−04
3.14E−07
2.0225863
down
Hist1h2bg


6815345|15212
0.014639024
1.65E−04
2.0052912
up
Hexb


6937190, 7023132|
1.34E−04
5.77E−08
2.003108
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-


320951




ps1


6937190, 7023132|
1.34E−04
5.77E−08
2.003108
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-


66776




ps1


6974682|320158
0.001867071
5.38E−06
1.9956818
down
Zmat4


6798951|26950
0.01630344
2.40E−04
1.9872415
up
Vsnl1


6936702|84652
0.00156325
4.29E−06
1.9783112
up
Fam126a


6994887|72828
0.015052847
1.77E−04
1.9770834
down
Ubash3b


6996956|20255
0.002493485
9.27E−06
1.9685587
up
Scg3


6860188|93885
0.002235683
7.21E−06
1.9678934
up
Pcdhb14


6800468|217517
0.001915143
5.66E−06
1.9609915
up
Stxbp6


7015648|71458
0.008480565
6.56E−05
1.9547465
down
Bcor


6805255, 6805273,
5.82E−04
1.08E−06
1.9373631
down
Gm11277|Gm13646|Hist1h2


6805370|68024




bc|Hist1h2bj|Hist1h2bk|Hist1







h2bl|Hist1h2bm///Hist1h2bj|







Hist1h2bc|Hist1h2bk|Gm112







77|Gm13646///Hist1h2bc|Hist







1h2bj|Hist1h2bk|Gm11277|G







m13646


6908075, 6908077,
0.003549275
1.62E−05
1.9293586
up
Gstm6|Gstm3///Gstm3///Gstm


6908078|14864




1|Gstm3


6959584|22177
0.042509187
0.001670174
1.926382
up
Tyrobp


6882307|66405
0.001386939
3.61E−06
1.923774
down
Mcts2


6805255, 6805273,
5.82E−04
1.12E−06
1.9198099
down
Gm11277|Gm13646|Hist1h2


6805370, 6811533|




bc|Hist1h2bj|Hist1h2bk|Hist1


665622




h2bl|Hist1h2bm///Hist1h2bj|







Hist1h2bc|Hist1h2bk|Gm112







77|Gm13646///Hist1h2bc|Hist







1h2bj|Hist1h2bk|Gm11277|G







m13646///Gm11277|Gm1364







6|Hist1h2bj|Hist1h2bk


6805255, 6805273,
5.82E−04
1.12E−06
1.9198099
down
Gm11277|Gm13646|Hist1h2


6805370, 6811533|




bc|Hist1h2bj|Hist1h2bk|Hist1


665596




h2bl|Hist1h2bm///Hist1h2bj|







Histih2bc|Hist1h2bk|Gm112







77|Gm13646///Hist1h2bc|Hist







1h2bj|Hist1h2bk|Gm11277|G







m13646///Gm11277|Gm1364







6|Hist1h2bj|Hist1h2bk


6805255, 6805273,
5.82E−04
1.12E−06
1.9198099
down
Gm11277|Gm13646|Hist1h2


6805370, 6811533|




bc|Hist1h2bj|Hist1h2bk|Hist1


319183




h2b1|Hist1h2bm///Hist1h2bj|







Hist1h2bc|Hist1h2bk|Gm112







77|Gm13646///Hist1b2bc|Hist







1b2bj|Hist1h2bk|Gm11277|G







m13646///Gm11277|Gm1364







6|Hist1h2bj|Hist1b2bk


6973587|11816
0.040252663
0.001514109
1.9158078
up
Apoe


6899520|20194
8.42E−04
1.89E−06
1.913387
up
S100a10


6805255, 6805270,
5.88E−04
1.20E−06
1.9044812
down
Gm11277|Gm13646|Hist1h2


6805273, 6805370,




bc|Hist1h2bj|Hist1h2bk|Hist1


6811533|319184




h2bl|Hist1h2bm///Hist1h2bk//







/Hist1h2bj|Hist1h2bc|Hist1h2







bk|Gm11277|Gm13646///Hist







1h2bc|Hist1h2bj|Hist1h2bk|G







m11277|Gm13646///Gm1127







7|Gm13646|Hist1h2bj|Hist1h







2bk


6880467|214240
0.003312399
1.49E−05
1.9037254
up
Disp2


6827410|76965
0.003589682
1.72E−05
1.8947399
up
Slitrk1


6780443|13591
0.004721215
2.66E−05
1.8885926
up
Ebf1


6928871|20346
1.65E−04
1.50E−07
1.8852962
up
Sema3a


6944262|114142
2.98E−04
3.77E−07
1.8727168
up
Foxp2


6883533|76829
0.013542953
1.44E−04
1.8723825
down
Dok5


6930606|20563
0.031038841
9.43E−04
1.8607357
up
Slit2|Mir218-1


6930606|723822
0.031038841
9.43E−04
1.8607157
up
Slit2|Mir218-1


7002980, 7004901,
0.01798404
2.89E−04
1.8528872
up
Bcl2a1d|Bcl2a1b|Bcl2a1a///B


7005644, 7006456|




cl2a1a|Bcl2a1c|Bcl2a1d|Bcl2


12047




a1b


7002980, 7004901,
0.01798404
2.89E−04
1.8528872
up
Bcl2a1d|Bcl2a1b|Bcl2a1a///B


7005644, 7006456|




cl2a1a|Bcl2a1c|Bcl2a1d|Bcl2


12045




a1b


7002980, 7004901,
0.01798404
2.89E−04
1.8528872
up
Bcl2a1d|Bcl2a1b|Bcl2a1a///B


7005644, 7006456|




cl2a1a|Bcl2a1c|Bcl2a1d|Bcl2


12044




a1b


6874631|16922
0.01798404
2.91E−04
1.8519856
up
Phyh


6864444|170459
0.001735423
4.88E−06
1.833533
up
Stard4


6772476|76157
0.026050128
6.84E−04
1.8292406
up
Slc35d3


6756637|58175
0.043834306
0.001858774
1.8150766
down
Rgs20


7017520|14396
0.038419306
0.001399085
1.8125371
up
Gabra3


6863973|106957
0.002037618
6.16E−06
1.809555
up
Slc39a6


6880931|26458
0.04682665
0.002093915
1.8083715
up
Slc27a2


6940611|13602
0.002789888
1.12E−05
1.8027624
up
Sparcl1|Scpppq1


6940611|1002717
0.002789888
1.12E−05
1.8027624
up
Sparcl1|Scpppq1


04


6989100|19684
0.013600663
1.47E−04
1.7838393
up
Rdx


6820055|13655
0.019556254
3.55E−04
1.7764342
down
Egr3


6897908|18441
0.002536604
9.63E−06
1.7762277
up
P2ry1


6990685|14860
0.021159004
4.42E−04
1.7742459
up
Gsta4


6869570|74055
0.004721215
2.62E−05
1.7690808
up
Plce1


6916947|170638
0.002319411
8.15E−06
1.76002
up
Hpcal4


6949160|74244
0.011257361
1.08E−04
1.7584462
up
Atg7|LOC100043926


6949160|100043926
0.011257361
1.08E−04
1.7584462
up
Atg7|LOC100043926


7000764|77226
0.03287614
0.001040165
1.7505
down
9330169L03Rik


6884986|74103
0.019693213
3.82E−04
1.7502115
down
Neb1


6754867|226610
0.00430831
2.33E−05
1.7439637
down
Fam78b


6756985|72265
0.015268379
2.00E−04
1.7430842
up
Tram1


6816708|67053
0.0332504
0.001087987
1.7329823
down
Rpp14


6862062|71263
0.015283823
2.02E−04
1.7212113
down
Mro


6913009, 6921154|
0.001302391
3.30E−06
1.7166166
down
Tesk1|Cd72///Cd72


12517


6900404|99730
0.019556254
3.71E−04
1.706687
down
Taf13


6813560|56278
0.0281969
8.04E−04
1.7064552
up
Gkap1


6908075|14867
0.049958326
0.002381477
1.7012932
up
Gstm6|Gstm3


7011393|236794
0.023736937
5.72E−04
1.6997313
up
Slc9a6


6948759|12661
0.006945028
4.93E−05
1.6881636
up
Chl1


6954385|13197
0.020429397
4.11E−04
1.6871984
down
Gadd45a|Gng12


6861689|67064
0.011394512
1.10E−04
1.6851403
down
Chmp1b


6799173|217410
0.017824696
2.74E−04
1.6835176
down
Trib2


6763146|74091
0.027805798
7.86E−04
1.6814463
down
Npl


6790317|56405
0.022105824
4.82E−04
1.6790038
down
Dusp14


6845978|17470
0.04312894
0.001749659
1.6726958
up
Cd200


6791641|14580
0.011568548
1.12E−04
1.6671637
up
Gfap


6754138|19734
0.033966344
0.001124808
1.6642561
up
Rgs16


6763991|19736
0.005185398
3.14E−05
1.6637514
down
Rgs4


6778939|211739
0.010969274
9.82E−05
1.6624225
up
Vstm2a|Hmgb1


6782694|11676
0.044839386
0.001942  
1.6547385
up
Aldoc


6957263|12444
0.011084057
1.02E−04
1.6481607
down
Ccnd2


6987109|14608
0.029066546
8.46E−04
1.6443005
up
Gpr83


7015229|11856
0.002298735
7.92E−06
1.6439329
up
Arhgap6


6898630|68659
0.032440964
0.001005868
1.6438571
down
Fam198b


6768155|19156
0.005023014
3.00E−05
1.6399189
up
Psap


6784371|73293
0.019556254
3.71E−04
1.6378373
down
Ccdc103|4933439F11Rik


6784371|66784
0.019556254
3.71E−04
1.6378373
down
Ccdc103|4933439F11Rik


6854453|224624
0.010969274
9.66E−05
1.6355382
down
Rab40c


6946412|11517
5.82E−04
1.09E−06
1.6319461
up
Adcyap1r1


6758223|66297
0.010677658
9.23E−05
1.6314174
down
2610017I09Rik


6961010|17984
0.04115921
0.001591617
1.6312153
up
Ndn


6748437|170771
0.00285053
1.24E−05
1.6293082
up
Khdrbs2


6824507|67419
0.026061453
6.89E−04
1.6290909
up
3632451O06Rik


6816288|16392
0.047316674
0.002138365
1.6269062
up
Isl1


6823068|11750
0.015052847
1.84E−04
1.6259166
up
Anxa7


6916089|74754
0.01608881
2.28E−04
1.625083
up
Dhcr24


7020407|18675
0.013542953
1.46E−04
1.6249138
down
Phex


6869635|12495
0.01811096
2.99E−04
1.6211282
down
Entpd1|Tctn3


6876072|78617
0.036739744
0.001298216
1.6201752
down
Cstad


6963558|11865
5.19E−04
7.66E−07
1.6189378
down
Arnt1


6866643|107029
0.020970276
4.31E−04
1.6186217
down
Me2


6864327|20983
0.008480565
6.43E−05
1.6172807
up
Syt4


6872616|19091
0.047316674
0.002129742
1.6146805
up
Prkg1


7018897|50887
0.049103312
0.0023131 
1.6131068
up
Hmgn5


6753397|21952
0.004729526
2.69E−05
1.6111035
down
Tnni1


6895790|76897
0.045339916
0.001979617
1.6094204
up
Raly1


6749115|70676
0.037047874
0.001323231
1.6076359
up
Gulp1


6912565|12801
0.011134457
1.03E−04
1 6063108
down
Cnr1


6916220|69908
0.018251646
3.04E−04
1.6042217
up
Rab3b


6981113|83436
0.02097058
4.33E−04
1.6026766
up
Plekha2


6878655|16410
0.012477017
1.23E−04
1.6024555
up
Itgav


6766409|52906
0.00156325
4.29E−06
1.5939846
up
Ahi1


6777286|216363
0.016230881
2.33E−04
1.5891256
down
Rab3ip


6976395|234290
0.011135913
1.05E−04
1.5849389
down
BC030500


6834558|432940
0.004089114
2.16E−05
1.5849028
down
Fam105b


6769343, 6773537,
0.002493485
9.29E−06
1.5830903
down
Tdg|Gm9855|Gm5806


6968533|624784


6769343, 6773537,
0.002493485
9.29E−06
1.5830903
down
Tdg|Gm9855|Gm5806


6968533|545124


6784345|14824
0.002267633
7.52E−06
1.5818839
up
Grn


6842273|74185
0.02970668
8.71E−04
1.578027
down
Gbe1


6832146|105859
0.005263386
3.29E−05
1.5721171
up
Csdc2


6769445|216198
0.043429643
0.001801553
1.5719231
up
Tcp11l2


6878702|241525
0.04797561
0.002202635
1.5712873
up
Ypel4


6829659|17181
0.001185273
2.83E−06
1.57119
up
Matn2


6877356, 6886947|
0.029997475
8.86E−04
1.5697238
up
Galnt5|Ermn///Ermn


77767


6829123|215654
0.04815002
0.002240778
1.5685539
up
Cdh12


6791528|72349
0.04337046
0.001785073
1.5679616
down
Dusp3


6812770|67046
0.025499985
6.60E−04
1.5675546
down
Tbc1d7


6966198|20733
0.01608881
2.26E−04
1.5670083
up
Spint2


6892747|19281
0.015322137
2.05E−04
1.5650489
up
Ptprt


7016726|236781
0.002798558
1.15E−05
1.5631052
down
Gpr119


6916219|100087
0.017905615
2.77E−04
1.5617313
down
Kti12


6871297|70999
0.035202216
0.001204654
1.561103
down
Naa40


6995454|17967
0.01394069
1.54E−04
1.5575242
up
Ncam1


6769343, 6773537,
0.002537387
9.81E−06
1.5570186
down
Tdg|Gm9855|Gm5806///Glt8


6775518, 6968533|




d2|Tdg


21665


6876570|74192
0.010677658
9.23E−05
1.550878
down
Arpc5l


6764721|12334
0.04193666
0.001627578
1.5500118
up
Capn2


6997114|235504
0.018667279
3.19E−04
1.5480542
up
Slc17a5


6768261, 6876138|
0.014639024
1.67E−04
1.5479015
up
Gm5424|Ass1///Ass1|Grn542


432466




4


6768261, 6876138|
0.014639024
1.67E−04
1.5479015
up
Gm5424|Ass1///Ass1|Gm542


11898




4


6877954|329421
0.04884973
0.00229772 
1.5478375
down
Myo3b


6864518|75533
0.04031455
0.001524941
1.5474952
up
Nme5


6932930|74596
0.015249936
1.97E−04
1.546657
up
Cds1


6761256|12043
0.028586583
8.22E−04
1.5446783
down
Bcl2


6946339, 6953749|
0.022382699
5.04E−04
1.5439757
up
Chn2|9130019P16Rik///9130


69993




019P16Rik|Chn2


6946339, 6953749|
0.022382699
5.04E−04
1.5439757
up
Chn2|9130019P16Rik/7/9130


100042056




019P16Rik|Chn2


6784266, 6791494|
0.008480565
6.49E−05
1.5408274
down
Rundc1///Rundc1|1700113I2


217201




2Rik|Aarsd1


6972294|13033
0.044557586
0.001923529
1.5388831
up
Ctsd


6786045|13195
0.015820324
2.16E−04
1.5372787
up
Ddc


6780961|67966
0.01608881
2.28E−04
1.5367461
down
Zcchc10


6825705|20389
0.015137184
1.92E−04
1.5347135
down
Sftpc


6762321|381290
0.02575794
6.68E−04
1.532662
up
Atp2b4


6770201|17311
0.012557453
1.24E−04
1.5317988
down
Kitl


6993067|67469
0.020444345
4.13E−04
1.5317638
down
Abhd5


6815511|27220
0.016510215
2.48E−04
1.52917
up
Cartpt


6754149, 6861135|
0.018376803
3.09E−04
1.5289168
up
Glul///Gramd3|Glul


14645


7011581|331424
0.010673828
8.84E−05
1.5289078
down
C230004F18Rik|C030023E2







4Rik


7011581|320247
0.010673828
8.84E−05
1.5289078
down
C230004F18Rik|C030023E2







4Rik


6803780|67236
0.010677658
9.00E−05
1.5288949
down
Cinp


6998305|235542
0.03324496
0.001069841
1.5287542
up
Ppp2r3a


6800314|16981
0.005284981
3.34E−05
1.5286509
up
Lrrn3


6972181|15461
0.005295044
3.39E−05
1.5272726
down
Hras1


6808621|723967
0.003656822
1.85E−05
1.5243323
down
Mir9-2|C130071C03Rik


6808621|320203
0.003656822
1.85E−05
1.5243323
down
Mir9-2|C130071C03Rik


6988855|54725
0.04953374
0.002343567
1.5239736
up
Cadm1


6878548|68082
0.038419306
0.001394552
1.5217838
down
Dusp19


6768910|20203
0.021932513
4.73E−04
1.5203797
up
S100b


6948964|108073
0.002072472
6.41E−06
1.5164479
up
Grm7


6949826|30853
0.01984823
3.93E−04
1.5146208
down
Mlf2


6861751|52662
0.008547507
6.72E−05
1.5145016
down
D18Ertd653e


7014941|55936
0.019081173
3.30E−04
1.5129799
up
Ctps2


6750314|320460
0.030360658
9.05E−04
1.5119076
up
Vwc21


6964557|66885
0.0332504
0.001078375
1.5105767
up
Acadsb


6885395|68475
0.022202644
4.90E−04
1.5084188
down
Ssna1


6933679|77407
0.005520782
3.69E−05
1.5056041
down
Rab35


6779845|327900
0.019560797
3.77E−04
1.502835
down
Ubtd2


6969021|11864
0.00430831
2.33E−05
1.502225
up
Arnt2


6988958|235323
0.002835888
1.22E−05
1.5014262
down
Usp28


6791230|217151
0.019556254
3.56E−04
1.5006561
down
Arl5c


6854276|76917
0.015052847
1.85E−04
1.4991108
down
Flywch2


6899747, 6907247|
0.024054471
5.85E−04
1.497548
down
Hist2h2aa1|Hist2h2aa2|Hist2


15267




h2ac|Hist2h3c1///Hist2h2aa1|







Hist2h2aa2|Hist2h3c1


6899747, 6907247|
0.024054471
5.85E−04
1.497548
down
Hist2h2aa1|Hist2h2aa2|Hist2


319192




h2ac|Hist2h3c1///Hist2h2aa1|







Hist2h2aa2|Hist2h3c1


6973739|20300
0.033489518
0.001101954
1.4958638
down
Ccl25


6916708|80509
0.018667279
3.19E−04
1.4954613
down
Med8


6955034|27369
0.00312503
1.38E−05
1.4942619
down
Dguok


6881306|110911
0.002798558
1.17E−05
1.4928799
up
Cds2


6937364|16976
0.02366127
5.51E−04
1.4919764
up
Lrpap1


6824195|70561
0.021932513
4.71E−04
1.4907249
up
Txndc16


6869932, 6873271|
0.005263386
3.28E−05
1.490423
up
Scd2|Scd1///Scd1|Scd2


20250


6869932, 6873271|
0.005263386
3.28E−05
1.490423
up
Scd2|Scd1///Scd1|Scd2


20249


6891493|71436
0.021438045
4.52E−04
1.4899818
up
Flrt3


6780844|619293
0.01394069
1.53E−04
1.4898849
down
Zfp354a|Zfp354b|9230009I0







2Rik


6982921|66234
0.011613366
1.13E−04
1.4868916
up
Sc4mol


6972256|101513
0.034334507
0.001144242
1.4851689
down
2700078K21Rik


6990673|68801
0.019556254
3.70E−04
1.4836878
up
Elovl5


6831709|117171
0.02606873
6.94E−04
1.4806932
down
1110038F14Rik


6869436|226098
0.036910944
0.00131315 
1.4780036
down
Hectd2


6803269|71907
0.039544
0.001466365
1.4775524
up
Serpina9


6891905|13010
0.047668647
0.002171784
1.47457
up
Cst3


6838469|26934
0.015052847
1.81E−04
1.4744074
up
Racgap1


6933491|330164
0.04208484
0.00163976 
1.4724283
down
C130026L21Rik


6937522|22393
0.0281969
8.09E−04
1.470271
up
Wfs1


6784412|57778
0.015052847
1.78E−04
1.4695581
down
Fmnl1


6903983|241919
0.015137184
1.90E−04
1.4690902
up
Slc7a14


6918814|65945
0.004966004
2.90E−05
1.4689643
up
Clstn1


69287591|231014
0.02585882
6.73E−04
1.4681538
up
9330182L06Rik


6933616, 69412181|
0.018114181
3.01E−04
1.4663692
down
Ankrd13a///4930515G01Rik|


68420




Ankrd13a


6808997|26556
0.004002512
2.08E−05
1.4656779
down
Homer1|C330006P03Rik


6808997|320588
0.004002512
2.08E−05
1.4656779
down
Homer1|C330006P03Rik


6789325|12514
0.022007378
4.78E−04
1.4655061
down
Cd68


6902665|209601
0.015204828
1.95E−04
1.4653959
up
4922501L14Rik


6863645|12558
0.030360658
9.02E−04
1.4628594
up
Cdh2


6837805|77980
0.020587178
4.20E−04
1.4586661
up
Sbf1


6980052|16337
0.016593723
2.51E−04
1.4583049
up
Insr


6990244|235459
0.022598844
5.20E−04
1.4577506
down
Gtf2a2


6957119|14791
0.015983123
2.21E−04
1.4573512
down
Emg1|Lpcat3


6766705|13822
0.024054471
5.87E−04
1.4570173
down
Epb4.112


6880972|109778
0.013242392
1.36E−04
1.4568212
up
Blvra


6752222|241201
0.035368353
0.001219077
1.4561962
up
Cdh7


6803136|110616
0.031045154
9.45E−04
1.4553119
up
Atxn3


6771581|21334
0.022202644
4.93E−04
1.4538059
up
Tac2


6866486|80718
0.015052847
1.77E−04
1.453329
down
Rab27b


6989438|20361
0.021438045
4.51E−04
1.453112
down
Sema7a


6885872|73737
0.00533197
3.45E−05
1.4524046
down
1110008P14Rik


6969818|27276
0.027616503
7.63E−04
1.4516916
up
Plekhb1


6956748|67784
0.016593723
2.52E−04
1.4502109
up
Plxnd1


6791995|71795
0.006391116
4.31E−05
1.4501014
down
Pitpnc1


7012006|54411
0.028827934
8.33E−04
1.4465153
up
Atp6ap1


6858134|18189
0.03380979
0.001117247
1.446442
up
Nrxn1


6801507|94090
0.019246986
3.41E−04
1.4461541
down
Trim9


6768151|94214
0.015204828
1.95E−04
1.4460502
up
Spock2


6938891|11980
0.020970276
4.32E−04
1.4438521
up
Atp8a1


6843340|70028
0.04115921
0.001580126
1.4437007
up
Dopey2


6929762|277854
0.019152917
3.35E−04
1.4435827
up
Depdc5


6950397, 6957687|
0.01601894
2.23E−04
1.4433552
up
8430419L09Rik///Gsg1|8430


74525




419L09Rik


6806444|66154
0.017905615
2.80E−04
1.4423473
down
Tmem14c


6838257|67760
0.015268379
1.99E−04
1.4420997
up
Slc38a2


6949992|101187
0.032736823
0.001031154
1.4404699
down
Parpl1


6801807|238271
0.029657012
8.67E−04
1.4399031
up
Kcnh5


6785684|380684
0.01910948
3.32E−04
1.4397109
up
Nefh


6792994|382562
0.013328801
1.39E−04
1.4389725
down
Pfn4


6986775|22068
0.024526443
6.19E−04
1.4386616
down
Trpc6


6769934|77048
0.006945028
4.92E−05
1.4383348
down
Ccdc41


6785367|14387
0.032434884
9.99E−04
1.4367542
up
Gaa


6767850|215085
0.028827934
8.33E−04
1.4356312
up
Slc35f1


6845139|106264
0.020325309
4.07E−04
1.4345336
down
0610012G03Rik


6778528|56418
0.037560377
0.001344177
1.434402
down
Ykt6


6830852, 6836079|
0.043119576
0.001743216
1.4332331
down
9930014A18Rik|Fam84b///Fa


320469




m84b|9930014A18Rik


6830852, 6836079|
0.043119576
0.001743216
1.4332331
down
9930014A18Rik|Fam84b///Fa


399603




m84b|9930014A18Rik


6750557|66821
0.02343562
5.44E−04
1.4325122
down
Bcs11|Zfp142


6885924|99326
0.017736405
2.72E−04
1.4325033
down
Garnl3


6831469|19245
0.029353406
8.56E−04
1.4322174
down
Ptp4a3


6904979|73251
0.022598844
5.19E−04
1.4321386
down
Setd7


6898477|20713
0.022454733
5.10E−04
1.4302071
up
Serpini1


6844567|110197
0.01916445
3.37E−04
1.4295702
down
Dgkg


6960328|20130
0.048653852
0.002277486
1.4291523
down
Rras


6754893|56752
0.02606873
6.96E−04
1.42853
up
Aldh9a1


6780882|52626
0.04815002
0.002239924
1.426755
up
Cdkn2aipnl


6791212|22658
0.012751671
1.29E−04
1.4259104
up
Pcgf2


6838171|54003
0.044442587
0.001914528
1.423863
up
Nell2


6823302|71228
0.029997475
8.84E−04
1.4204878
up
Dlg5


6829598|15529
0.019556254
3.65E−04
1.4202565
up
Sdc2


6878511|66861
0.015052847
1.81E−04
1.4187359
up
Dnajc10


6821431, 6989873|
0.020308778
4.06E−04
1.4180315
down
Uchl3|Uchl4///Uchl4|Uchl3


50933


6821431, 6989873|
0.020308778
4.06E−04
1.4180315
down
Uchl3|Uchl4///Uchl4|Uchl3


93841


6952523|243743
0.028027382
7.96E−04
1.4170537
up
Plxna4


6860163|93873
0.035458572
0.001231564
1.4162437
up
Pcdhb2


6974762|67207
0.010673828
8.86E−05
1.4154546
down
Lsm1


6899374|20200
0.044787455
0.001936602
1.4153138
up
S100a6


6950391|12576
0.048592288
0.002267077
1.414523
down
Cdkn1b


6934650|12909
0.015052847
1.75E−04
1.4131835
down
Crcp


6986031|11459
0.026061453
6.89E−04
1.4120103
down
Acta1


6847540|11820
0.006600066
4.53E−05
1.4108847
up
App


6965015|52432
0.01798404
2.89E−04
1.4097495
down
Ppp2r2d


6989473|319477
0.032513015
0.00101496
1.4095426
down
6030419C18Rik


6766368|26408
0.017905615
2.80E−04
1.4092246
up
Map3k5


6764056|66155
0.015204828
1.96E−04
1.4079518
down
Ufc1


6898502|213262
0.019556254
3.59E−04
1.4078732
up
Fst15


6754403|11899
0.010969274
9.78E−05
1.4076041
up
Astn1


6938947|243043
0.008920094
7.09E−05
1.4064586
up
Kctd8


6838823|58200
0.006600066
4.59E−05
1.406405
down
Ppp1r1a


6813536|20745
0.04115921
0.001591286
1.405938
up
Spock1


6808773|13612
0.022202644
4.91E−04
1.4056443
up
Edil3


6915929, 6915993|
0.015322137
2.04E−04
1.4053652
down
Dab1|Grn10304|2900034C19


13131




Rik|AY512949|LOC1005026







04///Dab1


6817396|11534
0.024154648
5.98E−04
1.4021187
up
Adk


6993890|68743
0.01811096
2.98E−04
1.3999641
up
Anln


6995912|110319
0.015137184
1.91E−04
1.3997213
up
Mpi


6940592|246293
0.006600066
4.57E−05
1.3995645
down
Klhl8


6963534|320878
0.042509187
0.001677097
1.3995601
down
Mical2


6842682|17968
0.013328801
1.41E−04
1.3989094
up
Ncam2


6992332|14775
0.014431601
1.60E−04
1.3986729
down
Gpx1


6891689|241688
0.03991207
0.001487267
1.397334
up
6330439K17Rik


6888751|228355
0.018393353
3.12E−04
1.3969011
up
Madd


6891322|59030
0.01630344
2.38E−04
1.3968654
down
Mkks


6940431, 6940432|
0.019232834
3.39E−04
1.3944072
up
Wdfy3


72145


6852358, 6925574|
0.0332504
0.001077326
1.3940427
up
Hdac1


433759


6816124, 6838415|
0.010677658
9.16E−05
1.3939478
up
Il31ra|Tuba1b|Gm5620///Tub


22143




a1b|Gm6682|Gm5620


6838382|69612
0.044053618
0.00187886 
1.3932033
down
2310037I24Rik


6793649|50496
0.010673828
8.83E−05
1.3926133
down
E2f6


6896519|20482
0.019556254
3.70E−04
1.3922062
down
Skil


6918720|20810
0.024526443
6.18E−04
1.3916972
down
Srm


6760754|16560
0.021126166
4.38E−04
1.390481
up
Kif1a


6949797, 6957119|
0.021159004
4.41E−04
1.38964
down
Lpcat3///Emg1|Lpcat3


14792


6867701|56464
0.021438045
4.49E−04
1.3882275
up
Ctsf


6791418|15114
0.018393353
3.11E−04
1.3881177
up
Hap1


6918042|69116
0.01984823
3.94E−04
1.3880422
up
Ubr4|C230096C10Rik


6918042|230866
0.01984823
3.94E−04
1.3880422
up
Ubr4|C230096C10Rik


6803358, 6803364|
0.016230881
2.34E−04
1.3870988
up
Atg2b


76559


6958256|79362
0.011055893
1.00E−04
1.3868607
up
Bhlhe41


6785943, 6978341|
0.01608881
2.27E−04
1.3867203
down
Polr2c


20021


6793255, 6804226|
0.015052847
1.76E−04
1.3839858
up
Wdr35///Wdr35|Matn3


74682


6952137|320405
0.007270184
5.21E−05
1.3828329
up
Cadps2


6891454|75812
0.015441114
2.08E−04
1.3827794
down
Tasp1


6775098, 6776193|
0.013542953
1.46E−04
1.3822339
down
Mrpl42


67270


6871837|271564
0.022187717
4.85E−04
1.3803174
up
Vps13a


6955205|66881
0.04115921
0.001587085
1.3796992
up
Pcyox1


6964023|28018
0.015322137
2.06E−04
1.3796805
down
Ubfd1


6949361|232337
0.043720026
0.001840079
1.3792504
down
Zfp637


6996440|235442
0.030360658
9.04E−04
1.3790128
up
Rab8b


6766110|15273
0.015052847
1.80E−04
1.3786916
down
Hivep2


6977075|66498
0.039544
0.001470771
1.3776422
down
Dda1


6992215|56808
0.049109604
0.002316849
1.3775046
up
Cacna2d2


6868032|54525
0.024762
6.32E−04
1.3772434
up
Syt7


6840923|268890
0.040423766
0.001535315
1.3750381
up
Lsamp


6971344|66422
0.04337046
0.001766213
1.3750355
down
Dctpp1


6885482|52838
0.022202644
4.92E−04
1.3748771
down
Dnlz


6767631|209462
0.034334507
0.001142994
1.3747562
down
Hace1


6964244|26417
0.01984823
3.89E−04
1.3736368
up
Mapk3


6968453|64176
0.008398302
6.26E−05
1.3733315
up
Sv2b


7017600|16728
0.019556254
3.56E−04
1.3732485
up
L1cam


6910621|68830
0.007590169
5.50E−05
1.3714011
down
Nexn


7008100|50918
0.019556254
3.65E−04
1.3707279
up
Myadm|Prkcc


7008100|18752
0.019556254
3.65E−04
1.3707279
up
Myadm|Prkcc


6820088|213484
0.04208484
0.001642205
1.3698381
down
Nudt18


6983927|66714
0.035799697
0.001245929
1.3697839
down
4921524J17Rik


6913020|230103
0.024526443
6.17E−04
1.3680389
up
Nor2


6963211|14356
0.043720026
0.001844338
1.3680122
down
Fxc1|Dnhd1|Gm9571


6963211|77505
0.043720026
0.001844338
1.3680122
down
Fxc1|Dnhd1|Gm9571


6963211|672646
0.043720026
0.001844338
1.3680122
down
Fxc1|Dnhd1|Gm9571


6799524|108089
0.01798404
2.92E−04
1.3673081
down
Rnf144a


6882521|66734
0.032802183
0.001035519
1.3671783
down
Map1lc3a


6971688|77938
0.0332504
0.001091005
1.3666912
down
Fam53b


6789401|104457
0.01297834
1.32E−04
1.3666172
down
0610010K14Rik


6899747, 6899750,
0.024054471
5.86E−04
1.3645159
down
Hist2h2aa1|Hist2h2aa2|Hist2


6899752, 6907246,




h2ac|Hist2h3c1///Hist2h3c1|


6907247|15077




Hist2h3c2-







ps///Hist2h3b|Hist2h3c1|Hist







2b3c2-







ps///Hist2h3c1|Hist2b3c2-







ps|Hist2b3b///Hist2h2aa1|Hist







2h2aa2|Hist2h3c1


6909139|109676
0.027723162
7.74E−04
1.3641738
up
Ank2|Gm4392


6909139|100043364
0.027723162
7.74E−04
1.3641738
up
Ank2|Gm4392


7017627|27643
0.039544
0.001465421
1.36293
down
Ubl4|Slc10a3-ubl4


6985851|18117
0.04533207
0.001965658
1.3628076
down
Cox4nb


6842933|74112
0.03459776
0.001165178
1.3626226
down
Usp16


6959133|66071
0.013328801
1.40E−04
1.3620924
up
Ethe1


6780844, 6788069|
0.034624055
0.001174939
1.3607397
down
Zfp354a|Zfp354b|9230009I0


21408




2Rik///Zfp354b|Zfp354a


6780844, 6788069|
0.034624055
0.001174939
1.3607397
down
Zfp354a|Zfp354b|9230009I0


27274




2Rik///Zfp354b|Zfp354a


6750868|74205
0.0281969
8.07E−04
1.3601534
up
Acsl3|Utp14b


6750868|195434
0.0281969
8.07E−04
1.3601534
up
Acsl3|Utp14b


6755222|12847
0.019556254
3.53E−04
1 3600298
up
Copa


6812894|20238
0.009567102
7.67E−05
1.3594275
down
Atxn1


6775741|28088
0.01798404
2.93E−04
1.3590493
up
D10Wsu52e


6917217|242667
0.012750876
1.27E−04
1.3580503
down
Dlgap3


6778583|216527
0.01630344
2.39E−04
1.3575718
down
Ccm2


6912213|68493
0.022382699
5.02E−04
1.3574581
down
Ndufaf4


6855051|12268
0.026502775
7.17E−04
1.3574362
up
C4b|C4a


6855051|625018
0.026502775
7.17E−04
1.3574362
up
C4b|C4a


6805245, 6811686|
0.030477278
9.11E−04
1.3565937
down
Hist1h2bn///Hist1h2be|Hist1h


319187




1e|Hist1h2bn


6786991|75572
0.013328801
1.39E−04
1.3564721
down
Acyp2|Ccdc47


6935370|14086
0.036739744
0.001301056
1.3564117
down
Fscn1


6995661|330941
0.010969274
9.87E−05
1.3559855
down
AI593442


6939985|67111
0.038066395
0.001372992
1.3558711
up
Naaa


6998707|74443
0.037047874
0.003321823
1.3553175
up
P4htm


6947760|103963
0.028027382
7.95E−04
1.3548398
up
Rpn1


6825371|110265
0.033087827
0.001056168
1.3541646
down
Msra


6997077|71538
0.014639024
1.65E−04
1.3531889
down
Fbxo9


6785742|64660
0.016530215
2.46E−04
1.3525581
down
Mrps24


6880540|228550
0.008480565
6.52E−05
1.3519324
down
Itpka


6848513|68842
0.022382699
5.03E−04
1.3511229
up
Tulp4


6925345|66938
0.024154648
5.92E−04
1.350936
down
1700029G01Rik


6888720|66461
0.03315913
0.001060775
1.3498696
down
Ptpmt1


6978291|17748
0.018016174
2.95E−04
1.3498284
up
Mt1


7010345|236733
0.019556254
3.60E−04
1.3488789
up
Usp11


6754014|117198
0.00536721
3.51E−05
1.3487188
down
Ivns1abp


6935524|264064
0.016230881
2.35E−04
1.3464878
down
Cdk8


6929919|231148
0.010677658
9.22E−05
1.346334
down
Ablim2


6833138|22146
0.042509187
0.001688896
1.3447404
up
Tuba1c|Gm6682|Gm8973


6833138|668092
0.042509187
0.001688896
1.3447404
up
Tuba1c|Gm6682|Gm8973


6963264|60510
0.04670013
0.002075124
1.3440274
up
Syt9


6916797|29871
0.02366127
5.54E−04
1.3433441
down
Scmh1


6892193|68559
0.023056254
5.33E−04
1.3426592
down
Pdrg1


6941761|207565
0.04337046
0.001796049
1.3405432
down
Camkk2


6998396|20818
0.031038841
9.40E−04
1.340059
up
Srprb


6852902|17688
0.04679768
0.002089329
1.3396536
up
Msh6|Fbxo11


6852902|225055
0.04679768
0.002089329
1.3396536
up
Msb6|Fbxo11


6883127|57138
0.03864976
0.001417799
1.3395128
up
Slc12a5


6761155|27392
0.026663529
7.27E−04
1.339372
up
Pign


6788411|11927
0.011055893
1.01E−04
1.3388278
down
Atox1


6845459|207227
0.024154648
5.95E−04
1.3388058
up
Stxbp5l


6771920|270685
0.035340734
0.001215047
1.3384888
up
Mthfd1l


6966339|56188
0.043720026
0.001841995
1.3383098
up
Fxyd1


6864062|108013
0.020886658
4.27E−04
1.337718
up
Celf4


6945914|66797
0.015983123
2.21E−04
1.3368968
up
Cntnap2|Ccni


6811806|22360
0.04193666
0.001624865
1.3367634
up
Nrsn1


6782456|19062
0.03324496
0.001070845
1.3359902
up
Inpp5k


6775310|70294
0.04337046
0.001783667
1.3358172
down
Rnf126


6840579|22042
0.03840255
0.001390516
1.3344265
down
Tfrc


6975876|192169
0.019556254
3.61E−04
1.3340727
down
Ufsp2


6754137|67792
0.017340807
2.65E−04
1.3336473
down
Rgs8


6917790|71665
0.03294127
0.001046858
1.3336054
up
Fuca1


6850421|17850
0.044442587
0.001907872
1.3334374
up
Mut|Cenpq


6767258|14360
0.016510215
2.48E−04
1.3333771
down
Fyn


6908146|20912
0.04368416
0.001822909
1.3332828
up
Stxbp3a


6755173, 6764068|
0.01910948
3.33E−04
1.3316907
down
Dedd///Nit1|Dedd


21945


6896518|18759
0.010822849
9.44E−05
1.3315817
down
Prkci


7014815|110651
0.034624055
0.00116928 
1.331539
down
Rps6ka3


6807437|75731
0.015854789
2.17E−04
1.3310698
down
5133401N09Rik


6883013|228858
0.0332504
0.001087326
1.3309959
up
Gdap111


6827203|72486
0.04312426
0.001746437
1.3300443
up
Rnf219


7010647|72693
0.043053027
0.001733175
1.3294554
up
Zcchc12


6916125|230584
0.020587178
4.20E−04
1.3290225
up
Yipf1|Rfc5


6868899|22359
0.03324496
0.001071679
1.3275667
up
Vldlr


6966328|22282
0.01394069
1.53E−04
1.3273046
down
Usf2


6929719|14284
0.027805798
7.85E−04
1.326915
down
Fosl2


6992328|66257
0.042509187
0.00168081 
1.3260579
up
Nicn1


6831592|22701
0.04244813
0.00166235 
1.3257983
down
Zip41


6869635, 6873083|
0.01798404
2.92E−04
1.3250004
down
Entpd1|Tctn3///Tctn3


67590


6749455|227095
0.038871896
0.001429375
1.3242575
up
Hibch


6896593|67414
0.04199467
0.001632782
1.3226247
up
Mfn1


6818742|93834
0.011135913
1.05E−04
1.3224422
down
Peli2


6993465|71946
0.04337046
0.001770237
1.320743
up
Endod1


6884352|50497
0.034411497
0.001156486
1.3202697
down
Hspa14


6874080|73442
0.025432337
6.54E−04
1.3201097
up
Hspa12a


6931961|319387
0.023703147
5.68E−04
1.3191973
up
Lphn3|Dynlt1a|A230055J12R







ik


6931961|320314
0.023703147
5.68E−04
1.3191973
up
Lphn3|Dynlt1a|A230055J12R







ik


6845559|76916
0.043053027
0.001732094
1.3186158
down
4930455C21Rik


6937073|14208
0.032301586
9.90E−04
1.3180437
up
Ppm1g


6759718|21961
0.022454733
5.11E−04
1.3180168
down
Tns1


6869973|226151
0.032512043
0.001010358
1.3166649
up
Fam178a


6787293|23964
0.043053027
0.001730065
1.3164718
up
Odz2


6757896|320011
0.04584206
0.00202088 
1.3162661
up
Uggt1


6933812|57816
0.016510215
2.45E−04
1.3148854
down
Tesc


6878657|241520
0.043053027
0.001734471
1.3144302
up
Fam171b


6884183|72075
0.026050128
6.84E−04
1.3144196
down
Ogfr


6935927|13121
0.02441559
6.10E−04
1.314148
up
Cyp51


6833185|14555
0.034411497
0.001153731
1.3139409
down
Gpd1


6792129|217265
0.015052847
1.82E−04
1.3136501
up
Abca5


6757120|29819
0.023703147
5.65E−04
1.3135145
down
Stau2|C130013N14Rik


6757120|402742
0.023703147
5.65E−04
1.3135145
down
Stau2|C130013N14Rik


6789979|69713
0.026313707
7.05E−04
1.3133277
down
Nlk|Pin4


6776152|67723
0.022454733
5.12E−04
1.3133212
up
4932415G12Rik


6857310|72722
0.017905615
2.82E−04
1.3130908
down
Fam98a


6966588|19777
0.02366127
5.57E−04
1.3123834
down
C80913


6774684|211488
0.02650006
7.12E−04
1.3117256
down
Ado


6768323|73132
0.042509187
0.00169164 
1.3114651
down
Slc25a16


6840019|75826
0.022007378
4.78E−04
1.3112297
down
Senp2


6964259|233878
0.01566359
2.13E−04
1.3110644
up
Sez6l2


6892364|228812
0.019560797
3.74E−04
1.3108152
up
Pigu


6832719|12805
0.043834306
0.001859543
1.3107749
up
Cntn1


6768094|19386
0.023703147
5.62E−04
1.3087014
down
Ranbp2


6873254|73689
0.019560797
3.77E−04
1.3083574
down
Bloc1s2


6902661|12972
0.019008702
3.27E−04
1.3077829
up
Cryz


6974039|54126
0.022860363
5.27E−04
1.3058306
down
Arhgef7


6896584, 6904047|
0.015137184
1.90E−04
1.305752
down
4930429B21Rik|Zmat3///Zm


22401




at3


6966187|73833
0.024154648
5.94E−04
1.3053551
down
Rasgrp4|Fam98c


6797707|73046
0.04815002
0.00224111 
1.3049716
down
Glrx5


6918705|230904
0.03637223
0.001270969
1.3044555
up
Fbxo2


6988773|22687
0.03992887
0.001493508
1.3041425
down
Zfp259


6969028|14085
0.049958326
0.002381109
1.3041215
up
Fah


6810280|268706
0.043053027
0.001727578
1.3038671
up
Slc38a9


6853762|26407
0.014973253
1.72E−04
1.3027297
up
Map3k4


6789979, 6888496|
0.029707763
8.73E−04
1.3026756
down
Nlk|Pin4///Olfr1111|Nlk


18099


6763652|98376
0.048653852
0.002278244
1.3022286
up
Gorab


7017627, 7017628|
0.036739744
0.001300395
1.3021116
down
Ubl4|Slc10a3-


100169864




ubl4///Slc10a3|Slc10a3-ubl4


6831994|11911
0.022598844
5.16E−04
1.3008779
down
Atf4


6770325|103098
0.029003233
8.40E−04
1.3007712
up
Slc6a15


6876173|227723
0.018353892
3.07E−04
1.299692
up
Bat21


6864678|67199
0.034411497
0.001152159
1.2993454
down
Pfdn1


6881771|18549
0.03294127
0.001044944
1.2993256
up
Pcsk2


6823041, 6823100,
0.047668647
0.002167039
1.2989156
up
Camk2g|Usp54///Usp54


6823105|78787


6884721|50755
0.012751671
1.28E−04
1.2987964
down
Fbxo18


6917489|66464
0.0358883
0.001251536
1.2987165
down
Taf12


6966164|24030
0.019755332
3.85E−04
1.2983397
down
Mrps12


6877931|73373
0.043834306
0.001858988
1.2981822
down
Phospho2|Rbm3


6788020|12330
0.021695498
4.64E−04
1.2979654
up
Canx


6955766|101351
0.035250623
0.001209471
1.2979203
up
A130022J15Rik


6823710|64652
0.019556254
3.64E−04
1.2974981
up
Nisch


6966600|12447
0.021552088
4.59E−04
1.2974267
up
Ccne1


6954572|104263
0.045719497
0.002007459
1.2972401
up
Kdm3a


6958995|403187
0.027723162
7.76E−04
1.296651
down
Opa3


6899585|78523
0.039544
0.001469816
1.2958944
down
Mrpl9


6782088, 6789369|
0.036654945
0.00128858 
1.2950375
down
Dullard|Rai12///Rai12


54351


6944432|76522
0.046211697
0.002040424
1.2948897
down
Naa38


6915745|242557
0.047974896
0.002199229
1.2935965
down
Atg4c|Gm12689|Gm10305


6915745|1001370
0.047974896
0.002199229
1.2935965
down
Atg4c|Gm12689|Gm10305


11


6915745|1000387
0.047974896
0.002199229
1.2935965
down
Atg4c|Gm12689|Gm10305


27


6840527|66994
0.022202644
4.91E−04
1.2931771
down
1500031L02Rik


6867642|66990
0.040423766
0.001546125
1.2931631
down
Tmem134


6949153|232333
0.03481309
0.001184668
1.2929022
up
Slc6a1


6945614, 6952941|
0.039544
0.001463646
1.2925439
down
Mkrn1


54484


6783654|71452
0.019560797
3.78E−04
1.2917719
down
Ankrd40


6791541|268490
0.024805788
6.35E−04
1.2917227
down
Lsm12


6929125|330050
0.044053618
0.001880092
1.2914281
up
Fam185a


6864695|24068
0.018772775
3.22E−04
1.2907568
down
Sra1


6769213, 7008703|
0.04026438
0.001520212
1.290465
up
Plk5///Plk5|Spt1|LOC236598


216166


6899743|64051
0.02606873
6.94E−04
1.2904557
up
Sv2a


6775372|66594
0.03663139
0.001285176
1.2897568
down
Uqcr11


6929457, 6929458|
0.04954692
0.002347931
1.289421
up
Dpp6


13483


6977142|17274
0.04013421
0.00150401 
1.289129
down
Rab8a


6958407|387314
0.031038841
9.38E−04
1.2888066
up
Tmtc1


6936116|23857
0.044442587
0.001903648
1.2882978
down
Dmtf1


6899613|229584
0.031288665
9.55E−04
1.2878227
up
Pogz


6962925|70974
0.022454733
5.08E−04
1.2877574
up
Pgm2l1|Gpx2-ps1


6938710|68552
0.024872728
6.38E−04
1.2877141
down
1110003E01Rik


6836237|13196
0.04337046
0.00179329 
1.2868526
down
Asap1|9130004J05Rik|Gm10







926|LOC100039024


6836237|71603
0.04337046
0.00179329 
1.2868526
down
Asap1|9130004J05Rik|Gm10







926|LOC100039024


6836237|1001698
0.04337046
0.00379329 
1.2868526
down
Asap1|9130004J05Rik|Gm10


72




926|LOC100039024


6836237|1000390
0.04337046
0.00179329 
1.2868526
down
Asap1|9130004J05Rik|Gm10


24




926|LOC100039024


6996269|26395
0.030709505
9.20E−04
1.2838286
up
Map2k1


6842326|19876
0.04390929
0.001867758
1.2838104
up
Robo1


6833186|66379
0.044442587
0.003914988
1.28336
down
2310016M24Rik


6924281|56280
0.04115921
0.001585019
1.2821487
down
Mrpl37


6852767|19043
0.021552088
4.58E−04
1.2815548
down
Ppm1b


6788141|76901
0.016510215
2.48E−04
1.2815293
up
Phf15


6952900|15258
0.04584206
0.002018127
1.2813956
up
Hipk2


6975050|66959
0.04953374
0.002343824
1.2809025
down
Dusp26


6755233|140559
0.021552088
4.59E−04
1.2806572
up
Igsf8


6765307|214791
0.019556254
3.64E−04
1.2801203
down
Sertad4


6780767|14584
0.04337046
0.001787895
1.2799969
up
Gfpt2


6962930|320452
0.046510797
0.00206017 
1.2792466
up
P4ha3


6750149|66646
0.019556254
3.50E−04
1.2789862
down
Rpe


6801914, 6962925|
0.02474206
6.30E−04
1.2780323
up
Gpx2|Gpx2-


14776




ps1///Pgm2l1|Gpx2-ps1


6801914, 6962925|
0.02474206
6.30E−04
1.2780323
up
Gpx2|Gpx2-


14777




ps1///Pgm2l1|Gpx2-ps1


6991027|21983
0.04880326
0.002292103
1.2778425
up
Tpbg


6816317|52552
0.026050128
6.85E−04
1.2773947
down
Parp8


6895393|11308
0.029042374
8.43E−04
1.2773659
down
Abi1


6970568|68815
0.019560797
3.78E−04
1.2766405
down
Btbd10


6768897|103172
0.03806482
0.001366233
1.2742038
down
Chchd10


6793253, 6804226|
0.042109743
0.001646138
1.2741894
up
Matn3///Wdr35|Matn3


17182


6820237|67381
0.016230881
2.33E−04
1.2731138
down
Med4


6992367|19087
0.047316674
0.002136069
1.2726023
up
Prkar2a


6754205, 7011852|
0.024154648
5.97E−04
1.2718637
down
Stx6|Hmgb3///Hmgb3


15354


6989440|13070
0.047316674
0.002129709
1.2717532
down
Cyp11a1


6819928|239157
0.03260038
0.001023769
1.2716821
up
Pnnma2


6964329|68961
0.027616503
7.65E−04
1.2709464
down
Phkg2|Gm166


6964329|233899
0.027616503
7.65E−04
1.2709464
down
Phkg2|Gm166


6896770|229211
0.04261202
0.001698729
1.2707958
up
Acad9


6819694, 6825302|
0.015052847
1.86E−04
1.2706757
up
Ctsb|Fdft1///Fdft1|Ctsb


13030


6819694, 6825302|
0.015052847
1.86E−04
1.2706757
up
Ctsb|Fdft1///Fdft1|Ctsb


14137


6980270|13642
0.021932513
4.73E−04
1.2703769
up
Efnb2


6824779|59049
0.0354481
0.001228634
1.2695707
up
Slc22a17


6922895, 6922901|
0.038421385
0.001402961
1.2689745
down
Ttc39b


69863


6942675|100494
0.031003293
9.31E−04
1.268897
down
Zfand2a


6854541|56409
0.026039083
6.79E−04
1.2682208
down
Nudt3|Anks1


6837470|29859
0.042509187
0.001683426
1.2679896
down
Sult4a1


6881337|12653
0.044442587
0.00191544 
1.2677501
up
Chgb


6823723|24056
0.032360055
9.94E−04
1.2668406
up
Sh3bp5|Capn7


6759905|13838
0.033567186
0.00110687 
1.2665352
up
Epha4


6875602|74159
0.0469654
0.002106723
1.2665263
down
Acbd5


6822891|218772
0.02661468
7.22E−04
1.2661253
down
Rarb|Rpl23a


6791233|12295
0.017905615
2.82E−04
1.2653434
down
Cacnb1


6764662|226757
0.032434884
0.001001119
1.2649517
down
Wdr26


6937844|16826
0.03260038
0.00102078 
1.2648244
up
Ldb2


6754526|73844
0.036409926
0.001274847
1.264413
up
Ankrd45


6834745|223455
0.040423766
0.001534566
1.2642958
up
6-Mar


6792787|209011
0.02366127
5.58E−04
1.2642294
down
Sirt7


6837189|66538
0.03840255
0.001389966
1.2636565
down
Rps19bp1


6769192|66043
0.02366127
5.59E−04
1.263041
down
Atp5d


6781561|72795
0.047668647
0.002171312
1.2627603
down
Ttc19


6785665|66152
0.040423766
0.00154082 
1.2617928
down
Uqcr10


6980964|18970
0.03806482
0.001370259
1.2614816
down
Polb|A930013F10Rik


6980964|68074
0.03806482
0.001370259
1.2614816
down
Polb|A930013F10Rik


6760006|69368
0.043720026
0.001832152
1.2613966
up
Wdfy1


6754437, 6957465,
0.027663546
7.68E−04
1.2612764
down
Rfwd2|Scarna3a///Csda|Rfwd


7011663, 7018291|




2///Ctag2|Rfwd2///Asb12|Rfw


26374




d2


6784785|13929
0.026686419
7.31E−04
1.2611614
down
Amz2


6883098|52840
0.027805798
7.82E−04
1.2610734
down
Dbndd2


7014836|58194
0.025439167
6.56E−04
1.2605152
down
Sh3kbp1|Map3k15


6757634, 6873078,
0.024367737
6.06E−04
1.260183
down
Ptp4a1|Gm13363///Gm13363|


6875459|19243




Ptp4a1///Etl4|Gm13363|Ptp4a







1|Gm|6495


6757634, 6873078,
0.024367737
6.06E−04
1.260183
down
Ptp4a1|Gm13363///Gm13363|


6875459|433406




Ptp4a1///Etl4|Gm13363|Ptp4a







1|Gm16495


6815255|66549
0.032440964
0.001005171
1.260047
down
Aggf1


6861350|12322
0.03260038
0.001024564
1.2599939
up
Camk2a


6833138, 6838415,
0.0332504
0.001091748
1.2594355
up
Tuba1c|Gm6682|Gm8973///T


6838417|626534




uba1b|Gm6682|Gm5620///Tu







ba1a|Gm6682|Gm5620


6987128|69137
0.026650216
7.25E−04
1.2593307
up
2200002K05Rik


6942276|212996
0.038421385
0.001404705
1.2593135
down
Wbscr17


6972990|22192
0.0332504
0.001091686
1.2590938
down
Ube2m


6901732|108943
0.033052154
0.001052705
1.2589556
down
Rg9mtd2


6782708|55978
0.02366127
5.52E−04
1.2587875
down
Ift20


6985355|20340
0.045719497
0.002009048
1.2586819
up
Glg1


7009774|20977
0.032272834
9.87E−04
1.2579204
up
Syp


6788993|70383
0.034411497
0.001154944
1.2574023
down
Cox 10


6835104|54375
0.01984823
3.91E−04
1.2570033
down
Azin1


6798218|17169
0.02474206
6.29E−04
1.2569531
down
Mark3


6817229, 6822949|
0.040423766
0.001545631
1.255124
down
Nkiras1///Ube2e1|Nkiras1


69721


6985984|78779
0.040423766
0.001540842
1.2541198
down
Spata2L


6966425|14751
0.040252663
0.001513779
1.2531556
up
Gpi1


6949084|68089
0.031038841
9.36E−04
1.2528758
down
Arpc4


6814385|18570
0.04533531
0.001976228
1.2527531
down
Pdcd6


6926505|71529
0.036739744
0.001301894
1.2519644
down
9030409G11Rik


6994589|109229
0.03402511
0.001129147
1.2509396
down
Fam118b|Srpr


6886244, 6894961|
0.027616503
7.61E−04
1.2506616
up
Lrp1b|Ran///Lrp1b|4631405J


94217




19Rik


6825888|16432
0.0354481
0.001228708
1.2497038
up
Itm2b


6806831|218215
0.04793611
0.00218734 
1.2494488
up
Rnf144b


6849525, 6854541|
0.03324496
0.001072871
1.2488078
down
Anks1///Nudt3|Anks1


224650


6908149|66921
0.034624055
0.001175803
1.2484398
up
Prpf38b


6860133|70791
0.04873302
0.002285377
1.2480017
down
Hars2


6850552|83965
0.04799745
0.002207012
1.247138
up
Enpp5


6839957|78408
0.026502775
7.14E−04
1 2471005
down
Fam131a


6847324, 6850940|
0.04811016
0.002220749
1.2462183
down
Btg3|Gm7334


12228


6847324, 6850940|
0.04811016
0.002220749
1.2462183
down
Btg3|Gm7334


654432


6943067|74132
0.032513015
0.001013204
1.2455171
down
Rnf6


6805241, 6805355|
0.04533531
0.001976078
1.245417
down
Hist1h4b|Hist1h4j|Hist1h4k|


69386




Gm11275///Hist1h4b


6816124, 6838415,
0.038419306
0.001399227
1.2448874
up
Il31ra|Tuba1b|Gm5620///Tub


6838417|434428




a1b|Gm6682|Gm5620///Tuba







1a|Gm6682|Gm5620


6970442|67150
0.048592288
0.002268528
1.2442167
down
Rnf141


6805252, 6805385,
0.03864976
0.001418489
1.2436203
down
Gm11275|Hist1h4a|Hist1h4b|


6811537, 6811564,




Hist1h4f|Hist1h4i|Hist1h4m//


6811678, 6811692,




/Hist1h4a|Hist1h4b|Hist1h4c|


6811701|319157




Hist1h4f|Hist1h4m///Hist1h4i







|Hist1h4f|Hist1h4m|Gm11275







///Hist1h4a|Hist1h4b|Hist1h4







c|Hist1h4f|Hist1h4m|Gm1127







5///Hist1h4a|Hist1h4c|Hist1h







4f///Hist1h4a|Hist1h4b|Hist1h







4f|Hist1h4m


6898063|16497
0.027723162
7.78E−04
1.2418925
down
Kcnab1


6903454|13123
0.043608375
0.001815099
1.2418736
up
Cyp7b1


6867650|19045
0.023736937
5.72E−04
1.2415985
down
Ppp1ca


6965901|232975
0.026686419
7.32E−04
1.241252
up
Atp1a3


6968647|67308
0.04337046
0.001792819
1.2392359
down
Mrpl46


6942655|19085
0.04811016
0.002225725
1.2391682
up
Prkar1b|9330169B04Rik


6942655|319999
0.04811016
0.002225725
1.2391682
up
Prkar1b|9330169B04Rik


6782454|18738
0.04368416
0.001824396
1.2384719
down
Pitpna


6883526|109054
0.042509187
0.003680835
1.2382039
down
Pfdn4|Cyp24a1


6919195|140500
0.036743402
0.001304607
1.2380875
down
Acap3


6777305|64050
0.02606873
6.95E−04
1.2364374
down
Yeats4


6819425|67840
0.03992887
0.001491343
1.2361919
down
Mrp63


6805252, 6805385,
0.043608375
0.001812688
1.2355359
down
Gm11275|Hist1h4a|Hist1h4b|


6811528, 6811537,




Hist1h4f|Hist1h4i|Hist1h4m//


6811678, 6811692,




/Hist3h4a|Hist1h4b|Hist1h4c|


6811701|326619




Hist1h4f|Hist1h4m///Hist1h4







a|Hist1h4b|Hist1h4j|Hist1h4k|







Hist1h4m///Hist1h4a|Hist1h4







b|Hist1h4c|Hist1h4f|Hist1h4







m|Gm11275///Hist1h4a|Hist1







h4c|Hist1h4f///Hist1h4a|Hist1







h4b|Hist1h4f|Hist1h4m


6975209|75029
0.035077687
0.001196139
1.2351745
down
Purg


6805252, 6811537,
0.035202216
0.001205335
1.2343416
down
Gm11275|Hist1b4a|Hist1h4b|


6811564|319158




Hist1h4i|Hist1h4i|Hist1h4m//







/Hist1h4i|Hist1h4f|Hist1h4m|







Gm11275


6973683|140482
0.04048394
0.001551273
1.234045
up
Zfp358


6998583|109652
0.043834306
0.001861487
1.2332873
down
Acy1


6867748|69860
0.0393026
0.001447976
1.2314234
down
Eif1ad|Sart1


6864330|67453
0.046591923
0.00206704 
1.2267478
down
Slc25a46


6849973|66416
0.030015303
8.88E−04
1.2261399
down
Ndufa7


6837428|109754
0.049655594
0.002356572
1.2259744
up
Cyb5r3


6767460|54198
0.0332504
0.001090932
1.2253067
down
Snx3


6789483|103712
0.044442587
0.001914789
1.2245939
up
6330403K07Rik


6876310|227743
0.047316674
0.002145768
1.2222756
down
Mapkap1|5830434F19Rik|49







30414H07Rik


6876310|76034
0.047316674
0.002145768
1.2222756
down
Mapkap1|5830434F19Rik|49







30414H07Rik


6876310|73869
0.047316674
0.002145768
1.2222756
down
Mapkap1|5830434F19Rik|49







30414H07Rik


6860049|56550
0.04629016
0.002047143
1.222038
down
Ube2d2


6917283|107271
0.042509187
0.001680853
1.2182815
down
Yars


6951756|101148
0.04815002
0.002235392
1.2171097
down
B630005N14Rik


7012681|17698
0.049823217
0.00236803 
1.2154173
up
Msn


6833184|83797
0.04026438
0.001519246
1.2153908
down
Smarcd1


6839932|11773
0.035368353
0.00122097 
1.2150815
down
Ap2m1


6762234|21367
0.045408387
0.001985799
1.2126511
up
Cntn2


6853197|76781
0.04337046
0.001784526
1.210731
down
Mettl4


6764138|98660
0.04533531
0.00197496 
1.2105742
up
Atp1a2


6794073|380752
0.045719497
0.002007306
1.2088413
down
Tssc1


6965153|330671
0.043053027
0.001731272
1.2070053
up
B4galnt4


6749572|19070
0.046761967
0.002081159
1.2048521
down
Mobkl3


6947596|21802
0.0469654
0.0021037 
1.2038522
down
Tgfa
















TABLE 3







Genes with significant changes (Benjamini-Hochberg


adjusted p-values <0.05) of at least 1.2-fold up or down in Drd1a-expressing


cortical neurons at 2 years and 6 weeks of age, as compared to 6 weeks of age.













p value

Fold change




Gene_ID
(corrected)
p value
(absolute)
Regulation
Gene symbol















7023132|236604
1.30E−04
1.92E−08
3.5778549
up
Pisd-ps3|Pisd-ps1


6845079|11815
0.047086563
2.74E−04
2.9835136
up
Apod


6998397|22041
0.002609346
1.33E−06
2.6085126
up
Trf


6972168|66141
0.002609346
1.85E−06
2.5289943
up
Ifitm3


6937190, 7023132|320951
1.30E−04
2.74E−08
2.4953797
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-







ps1


6937190, 7023132|66776
1.30E−04
2.74E−08
2.4953797
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-







ps1


6791465|19183
0.03733478
1.49E−04
2.4761345
up
Psmc3ip


6784526|17896
0.032506455
6.81E−05
2.2456028
down
Myl4|Lin52|Gm7020


6817978|21924
0.032506455
6.86E−05
2.1837645
down
Tnnc1


6823429|66039
0.03972272
1.65E−04
2.117844
down
D14Ertd449e


6784526, 6796606|217708
0.028130708
5.04E−05
2.056382
down
Myl4|Lin52|Gm7020///Lin52|







Gm7020


6784526, 6796606|629959
0.028130708
5.04E−05
2.056382
down
Myl4|Lin52|Gm7020///Lin52|







Gm7020


6862827|12405
0.047086563
2.66E−04
2.0361567
down
Cbln2


6899683|13040
0.003809435
3.48E−06
1.9884881
up
Ctss


6782484|74230
0.004386073
4.63E−06
1.9319992
down
1700016K19Rik


6959584|22177
0.040753897
1.83E−04
1.9228017
up
Tyrobp


6753402|21956
0.004028092
3.96E−06
1.8955778
up
Tnnt2


6983999|12404
0.047086563
2.98E−04
1.8022048
down
Cbln1


6869068|77125
0.028130708
5.05E−05
1.7979872
up
Il33


6995918|235416
0.002609346
1.30E−06
1.7442707
down
Lman11|Cplx3


6995918|235415
0.002609346
1.30E−06
1.7442707
down
Lman11|Cplx3


6768261, 6876138|432466
0.002609346
2.00E−06
1.6745123
up
Gm5424|Ass1///Ass1|Gm5424


6768261, 6876138|11898
0.002609346
2.00E−06
1.6745123
up
Gm5424|Ass1///Ass1|Gm5424


6988976|13489
0.03615578
1.37E−04
1.6427418
up
Drd2


6957352|232400
0.040753897
1.83E−04
1.6084235
down
BC048546


6967593|110886
0.042847566
2.11E−04
1.5844014
down
Gabra5


6945335|109624
0.028130708
5.14E−05
1.5766602
up
Cald1


6747478|76982
0.035836473
1.04E−04
1.5673733
down
3110035E14Rik


6992215|56808
0.035454802
9.40E−05
1.5502318
up
Cacna2d2


6993890|68743
0.005008051
5.63E−06
1.5448154
up
Anln


6900928|66789
0.019637536
2.35E−05
1.5300947
down
Alg14


7016409|245386
0.03400331
7.41E−05
1.5258399
up
Fam70a|Zbtb33


6954385|13197
0.035454802
8.96E−05
1.5098312
down
Gadd45a|Gng12


6864456|27528
0.040753897
1.77E−04
1.5033208
down
D0H4S114


6836358|17988
0.028130708
4.14E−05
1.4998
up
Ndrg1


6811068|56048
0.035836473
1.21E−04
1.4984856
up
Lgals8


6869570|74055
0.047086563
2.79E−04
1.4937183
up
Plce1


6883533|76829
0.040753897
1.79E−04
1.4935141
down
Dok5


6872916|15925
0.028428873
5.41E−05
1.4907689
down
Ide


6764721|12334
0.03733478
1.48E−04
1.4689611
up
Capn2


6769343, 6773537, 6968533|624784
0.002609346
2.02E−06
1.4675822
down
Tdg|Gm9855|Gm5806


6769343, 6773537, 6968533|545124
0.002609346
2.02E−06
1.4675822
down
Tdg|Gm9855|Gm5806


6748020|14859
0.047086563
3.00E−04
1.4651384
up
Gsta3


6752222|241201
0.03615578
1.34E−04
1.4480729
up
Cdh7


7010762, 7016409|56805
0.035454802
9.28E−05
1.4420869
up
Zbtb33///Fam70a|Zbtb33


6946785, 6954385|14701
0.035454802
9.47E−05
1.4353529
down
Gng12///Gadd45a|Gng12


6769343, 6773537, 6775518, 6968533|
0.0037269
3.34E−06
1.4327823
down
Tdg|Gm9855|Gm5806///Glt8d2|


21665




Tdg


6783321|18952
0.035836473
1.13E−04
1.4307998
up
Sept4|LOC100503535


6783321|100503535
0.035836473
1.13E−04
1.4307998
up
Sept4|LOC100503535


6758223|66297
0.043042764
2.19E−04
1.4281554
down
2610017I09Rik


6755559|68226
0.043042764
2.24E−04
1.4218508
down
Efcab2


6822729|54713
0.040753897
1.79E−04
1.4151258
down
Fezf2


6886678|74194
0.043677434
2.33E−04
1.4130437
down
Rnd3


6766409|52906
0.035454802
9.42E−05
1.4032575
up
Ahi1


6782702|22370
0.035836473
1.27E−04
1.4028069
up
Vtn


6913901|72479
0.035454802
8.00E−05
1.3892306
up
Hsdl2


6909375|66357
0.02716284
3.63E−05
1.3778921
down
Ostc


6923525|74519
0.028428873
5.60E−05
1.3728458
up
Cyp2j9


6912245, 6920276|14348
0.03615578
1.37E−04
1.3615227
down
Fut9


6931790|57357
0.047086563
2.69E−04
1.359849
down
Srd5a3


6872646|54447
0.035836473
3.12E−04
1.3592392
up
Asah2


6862102|52538
0.03733478
1.52E−04
1.3579103
up
Acaa2


6959459|51798
0.03733478
1.52E−04
1.355676
up
Ech1


6816413|18115
0.024438534
3.09E−05
1.3556129
up
Nnt


6995076|71732
0.04191086
2.03E−04
1.3523128
up
Vps11


6977260|15368
0.04191086
2.01E−04
1.343893
up
Hmox1


6959265|13086
0.049245864
3.25E−04
1.3420637
up
Cyp2a4|Cyp2a5


6959265|13087
0.049245864
3.25E−04
1.3420637
up
Cyp2a4|Cyp2a5


6796053|238266
0.028130708
4.59E−05
1.3297588
down
Syt16


6823849|26419
0.035836473
1.29E−04
1.3211268
down
Mapk8


6789475|216877
0.028130708
4.66E−05
1.3187447
up
Dhx33


6767387|53599
0.04191086
2.02E−04
1.3120232
down
Cd164


6974490|52123
0.043677434
2.33E−04
1.3106182
down
Agpat5


6761964|72160
0.047086563
2.94E−04
1.2954209
down
Tmem163|Mgat5


6853910|72057
0.035836473
1.25E−04
1.294048
down
Phf10|1600012H06Rik|LOC106740


6853910|106740
0.035836473
1.25E−04
1.294048
down
Phf10|1600012H06Rik|LOC106740


6750547|227292
0.041231222
1.91E−04
1.2933345
up
Ctdsp1


6864326|19762
0.035454802
9.20E−05
1.2931432
up
Rit2


6836298, 6849523|20630
0.03548006
9.73E−05
1.2924098
down
Snrpc


6924832|12795
0.035836473
1.25E−04
1.283983
down
Plk3


6922649|66928
0.047086563
2.68E−04
1.2812592
down
3110001D03Rik|LOC280487


6922649|280487
0.047086563
2.68E−04
1.2832592
down
3110001D03Rik|LOC280487


6825445|19229
0.043042764
2.19E−04
1.2802857
up
Ptk2b


6941685|11669
0.047086563
2.91E−04
1.2797663
up
Aldh2


6991261|19417
0.035836473
1.28E−04
1.2791666
up
Rasgrf1


6998987|74100
0.047086563
2.94E−04
1.2663616
down
Arpp21|Mir128-2


6998987|723815
0.047086563
2.94E−04
1.2663616
down
Arpp21|Mir128-2


6925587|66264
0.047666077
3.08E−04
1.2616228
down
Ccdc28b|2510006D16Rik


6760754|16560
0.035836473
1.01E−04
1.2583791
up
Kif1a


6791015|18604
0.040834192
1.87E−04
1.2575148
up
Pdk2


6783029|70439
0.047086563
3.01E−04
1.2506527
down
Taf15


6988962|26951
0.047086563
2.80E−04
1.2481672
up
Zw10


6848806, 6853910|67912
0.043042764
2.21E−04
1.2481549
down
1600012H06Rik///Phf10|1600012H06Rik|







LOC106740


7010345|236733
0.047086563
2.90E−04
1.2121428
up
Usp11
















TABLE 4







Genes with significant changes (Benjamini-Hochberg


adjusted p-values <0.05) of at least 1.2-fold up or down in Drd2-expressing


cortical neurons at 2 years and 6 weeks of age, as compared to 6 weeks of age.













p value

Fold change




Gene_ID
(corrected)
p value
(absolute)
Regulation
Gene symbol















6998397|22041
0.015955767
1.91E−05
4.5832944
up
Trf


6813284|13488
0.008502543
5.38E−06
3.3188136
up
Drd1a


6845079|11815
0.010140898
8.28E−06
2.5178335
up
Apod


7023132|236604
0.003949368
5.46E−07
2.387355
up
Pisd-ps3|Pisd-ps1


6776577|67405
0.003949368
1.20E−06
2.2947934
down
Nts


6817978|21924
0.04098089
2.38E−04
2.2747989
down
Tnnc1


6754149, 6861135|14645
0.01982543
3.35E−05
2.2733164
up
Glul///Gramd3|Glul


6877356, 6886947|77767
0.032421894
1.41E−04
2.2179747
up
Galnt5|Ermn///Ermn


6908075, 6908077, 6908078|14864
0.048785735
4.86E−04
2.0753336
up
Gstm6|Gstm3///Gstm3///Gstm1|







Gstm3


6791494|73635
0.030455668
1.11E−04
2.0665221
down
Rundc1|1700113I22Rik|Aarsd1


6937190, 7023132|320951
0.003949368
1.39E−06
2.0144777
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-







ps1


6937190, 7023132|66776
0.003949368
1.39E−06
2.0144777
up
Pisd|Pisd-ps3///Pisd-ps3|Pisd-







ps1


6943974|21333
0.030455668
1.07E−04
1.9952383
up
Tac1


7013389|237010
0.042421777
3.34E−04
1.8928168
up
Klhl4


6993890|68743
0.032484267
1.46E−04
1.884146
up
Anln


6898477|20713
0.03124751
1.34E−04
1.8833878
up
Serpini1


6880670|12010
0.041485418
2.56E−04
1.875716
up
B2m


6944262|114142
0.003949368
6.80E−07
1.8566908
up
Foxp2


6748020|14859
0.032484267
1.45E−04
1.8344905
up
Gsta3


6811068|56048
0.042421777
3.38E−04
1.8010027
up
Lgals8


6997555|382090
0.01285925
1.36E−05
1.7201661
up
4922501C03Rik


6904297|11747
0.030455668
1.20E−04
1.6902814
up
Anxa5


6862062|71263
0.043850936
3.92E−04
1.671545
down
Mro


6838811, 6917301|17357
0.042421777
3.05E−04
1.6639088
down
Marcksl1|BC048502///Marcksl1


6964527|56213
0.045647837
4.30E−04
1.6607143
up
Htra1


6788025|216724
0.022754725
5.07E−05
1.6575161
up
Rufy1


6973587|11816
0.010140898
9.98E−06
1.6567526
up
Apoe


6899520|20194
0.03124751
1.33E−04
1.6538708
up
S100a10


6878655|16410
0.039288376
2.13E−04
1.64845
up
Itgav


6834890|56274
0.042421777
2.95E−04
1.6482366
up
Stk3


6836991|12300
0.030455668
1.19E−04
1.6434618
down
Cacng2


6989222|12903
0.008459655
4.76E−06
1.639584
down
Crabp1


6971344|66422
0.0259438
6.93E−05
1.6349066
down
Dctpp1


6884986|74103
0.046546645
4.49E−04
1.6318291
down
Nebl


6797969|17263
0.022754725
5.76E−05
1.6306723
down
Meg3|Dlk1|Mir1906


6797969|100316809
0.022754725
5.76E−05
1.6306723
down
Meg3|Dlk1|Mir1906


6764138|98660
0.048785735
4.85E−04
1.6294948
up
Atp1a2


6899747, 6907247|15267
0.010140898
9.80E−06
1.6212646
down
Hist2h2aa1|Hist2h2aa2|Hist2h2ac|







Hist2h3c1///Hist2h2aa1|Hist2h2aa2|







Hist2h3c1


6899747, 6907247|319192
0.010140898
9.80E−06
1.6212646
down
Hist2h2aa1|Hist2h2aa2|Hist2h2ac|







Hist2h3c1///Hist2h2aa1|Hist2h2aa2|







Hist2h3c1


6961010|17984
0.00482493
2.04E−06
1.6177676
up
Ndn


6926936|110208
0.042801354
3.71E−04
1.6117427
up
Pgd


6861751|52662
0.033511773
1.53E−04
1.6040033
down
D18Ertd653e


6823068|11750
0.016177624
2.05E−05
1.5961775
up
Anxa7


6913009, 6921154|12517
0.042801354
3.69E−04
1.5803419
down
Tesk1|Cd72///Cd72


6885395|68475
0.02753681
7.94E−05
1.5702732
down
Ssna1


6972710|57776
0.04098089
2.43E−04
1.5661737
down
Ttyh1


7000764|77226
0.030455668
1.24E−04
1.565689
down
9330169L03Rik


6961650, 6968387|100038347
0.017847234
2.71E−05
1.564204
down
Fam174b


6753402|21956
0.00988544
6.95E−06
1.5561305
up
Tnnt2


6872646|54447
0.008459655
4.26E−06
1.5533785
up
Asah2


6988194|66279
0.044974487
4.15E−04
1.5444175
down
Tmem218


6973472|243833
0.018898552
3.06E−05
1.5440156
up
Zfp128


6824507|67419
0.042421777
2.94E−04
1.5365113
up
3632451O06Rik


6883013|228858
0.042421777
3.33E−04
1.5346153
up
Gdap111


6779845|327900
0.022754725
5.74E−05
1.5159067
down
Ubtd2


6762321|381290
0.042421777
3.39E−04
1.5038337
up
Atp2b4


6964250|68952
0.030455668
1.26E−04
1.5031539
down
Fam57b


6962751|381903
0.04098089
2.44E−04
1.4986535
down
Alg8


6805360|319181
0.02733521
7.69E−05
1.4921204
down
Hist1h2bg


6848581|106489
0.038548224
2.03E−04
1.4837484
down
Sft2d1|T2|Gm12166


6848581|100039624
0.038548224
2.03E−04
1.4837484
down
Sft2d1|T2|Gm12166


6872980|19662
0.022754725
4.55E−05
1.4830675
down
Rbp4


6983838|101966
0.022754725
4.20E−05
1.4753313
down
D8Ertd738e


6768261, 6876138|432466
0.022754725
5.64E−05
1.473841
up
Gm5424|Ass1///Ass1|Gm5424


6768261, 6876138|11898
0.022754725
5.64E−05
1.473841
up
Gm5424|Ass1///Ass1|Gm5424


6840887|207683
0.042421777
3.47E−04
1.4678116
down
Igsfl1


6797969, 6797978|13386
0.0259438
6.84E−05
1.4611462
down
Meg3|Dlk1|Mir1906///Dlk1


6852887|17685
0.04284105
3.77E−04
1.4595807
up
Msh2


6791995|71795
0.038548224
1.89E−04
1.4416575
down
Pitpnc1


6803780|67236
0.042421777
3.14E−04
1.4332547
down
Cinp


6752571|70829
0.022754725
5.59E−05
1.4327077
up
Ccdc93


6877822|26877
0.043799955
3.88E−04
1.425908
down
B3galt1


6750351|108147
0.042421777
2.98E−04
1.4252509
up
Atic


6883267|110750
0.021531083
3.78E−05
1.4230214
up
Cse11


6886678|74194
0.030455668
1.22E−04
1.4227502
down
Rnd3


6909629|67006
0.014083494
1.58E−05
1.4220327
down
Cisd2


6788815|11671
0.030455668
9.64E−05
1.4178725
up
Aldh3a2


6954385|13197
0.038548224
1.87E−04
1.4168825
down
Gadd45a|Gng12


6769445|216198
0.042421777
3.55E−04
1.4158584
up
Tcp11l2


6798418|217944
0.022754725
4.49E−05
1.4127954
up
Rapgef5


6796305|56217
0.038548224
1.91E−04
1.4115229
up
Mpp5


6848581, 6848584|21331
0.03972801
2.18E−04
1.4081773
down
Sft2d1|T2|Gm12166///T2


6902665|209601
0.042226546
2.71E−04
1.4075357
up
4922501L14Rik


6751538|67921
0.038548224
1.85E−04
1.4075081
down
Ube2f|Gm5434


6916947|170638
0.030455668
1.10E−04
1.4067643
up
Hpcal4


6937047|67695
0.030455668
1.18E−04
1.4062134
down
Ost4|Agbl5


6972970|319748
0.017847234
2.76E−05
1.4012991
down
Zfp865|Zfp784|4632433K11Rik


6972970|654801
0.017847234
2.76E−05
1.4012991
down
Zfp865|Zfp784|4632433K11Rik


6972970|77043
0.017847234
2.76E−05
1.4012991
down
Zfp865|Zfp784|4632433K11Rik


6853388|70544
0.042226546
2.67E−04
1.400874
down
5730437N04Rik


6985850|68918
0.030455668
1.26E−04
1.3967563
down
1190005I06Rik


6896584|67576
0.042421777
2.85E−04
1.3956859
down
4930429B21Rik|Zmat3


6899747, 6899750, 6899752, 6907246,
0.049234077
5.02E−04
1.3945229
down
Hist2h2aa1|Hist2h2aa2|Hist2h2ac|


6907247|15077




Hist2h3c1///Hist2h3c1|Hist2h3c2-







ps///Hist2h3b|Hist2h3c1|Hist2h3c2-







ps///Hist2h3c1|Hist2h3c2-







ps|Hist2h3b///Hist2h2aa1|Hist2h2aa2|







Hist2h3c1


6912947|108816
0.045647837
4.36E−04
1.3941127
down
4933409K07Rik|Gm3893|Gm7819


6912947|100042539
0.045647837
4.36E−04
1.3941127
down
4933409K07Rik|Gm3893|Gm7819


6912947|665845
0.045647837
4.36E−04
1.3941127
down
4933409K07Rik|Gm3893|Gm7819


6890638|320961
0.042801354
3.66E−04
1.392631
down
Gabpb1|A630026N12Rik


6929651, 6937047|231093
0.030455668
1.21E−04
1.388592
down
Agbl5///Ost4|Agbl5


6805380|319178
0.022754725
4.72E−05
1.3881029
down
Hist1h2bb


6782277|55984
0.039288376
2.12E−04
1.3869212
up
Camkk1


6918382, 6918560|100503000
0.042421777
3.53E−04
1.3848228
up
Gm13051|Zfp534|1700029I01Rik|







Gm13251|Zfp600|Gm13242|







Rex2|Gm13138|Gm13139|







Gm13225|Gm13151|Gm13235|







Gm13212|LOC100503000///







1700029I01Rik|Gm13251|Zfp534|







Gm13139|Gm13151|2610305D13Rik|







LOC100503000


6839934|27406
0.030455668
1.20E−04
1.379296
up
Abcf3


6996440|235442
0.041485418
2.57E−04
1.3785135
up
Rab8b


6777309, 6777310|17105
0.048785735
4.90E−04
1.3751312
up
Lyz2|Lyz1///Lyz1|Lyz2


6777309, 6777310|17110
0.048785735
4.90E−04
1.3751312
up
Lyz2|Lyz1///Lyz1|Lyz2


6896584, 6904047|22401
0.030455668
1.20E−04
1.3749123
down
4930429B21Rik|Zmat3///Zmat3


6900404|99730
0.040309925
2.27E−04
1.3731047
down
Tafl3


6917217|242667
0.042226546
2.73E−04
1.3728224
down
Dlgap3


6882768|228852
0.044817124
4.10E−04
1.3703306
down
Ppp1r16b


6751538, 6794491|432649
0.04098089
2.45E−04
1.3591425
down
Ube2f|Gm5434///Gm5434


6833308|56149
0.042421777
3.23E−04
1.3591031
down
Grasp


6797707|73046
0.044817124
4.08E−04
1.3571836
down
Glrx5


6949826|30853
0.040628925
2.31E−04
1.3515993
down
Mlf2


6836699|23936
0.042801354
3.66E−04
1.3503007
down
Lynx1


6900239|81600
0.030455668
1.15E−04
1.3502584
up
Chia|1810022K09Rik


6900239|69126
0.030455668
1.15E−04
1.3502584
up
Chia|1810022K09Rik


6778425|11764
0.049234077
5.09E−04
1.3486375
up
Ap1b1


6758663|70396
0.049234077
5.02E−04
1.3484918
down
Asnsd1


6997077|71538
0.038548224
1.93E−04
1.343926
down
Fbxo9


6918382, 6918397, 6918560|100043100
0.042421777
3.14E−04
1.3402557
up
Gm13051|Zfp534|1700029I01Rik|







Gm13251|Zfp600|Gm13242|







Rex2|Gm13138|Gm13139|







Gm13225|Gm13151|Gm13235|







Gm13212|LOC100503000///







Gm13157|1700029I01Rik|Gm13251|







Zfp534|Rex2|Gm13138|







Gm13212|Gm13225|Gm13151|







Gm13235|Gm13154///1700029I01Rik|







Gm13251|Zfp534|Gm13139|







Gm13151|2610305D13Rik|







LOC100503000


6970138|55992
0.042421777
3.24E−04
1.3331729
up
Trim3


6979144, 6985389|170737
0.026766581
7.34E−05
1.3291724
down
Znrf1///Ldhd|Znrf1


6966328|22282
0.042421777
2.89E−04
1.3234341
down
Usf2


6933409|71782
0.042421777
2.93E−04
1.3136151
up
Ankle2


6770923|327824
0.042421777
3.49E−04
1.3079915
down
5330438D12Rik|LOC100504423


6770923|100504423
0.042421777
3.49E−04
1.3079915
down
5330438D12Rik|LOC100504423


6978855|56513
0.046546645
4.52E−04
1.307966
down
Pard6a


6992219|56289
0.038548224
2.02E−04
1.3071496
down
Rassf1


6764048|641376
0.030455668
1.04E−04
1.3021629
down
Tomm40l


6882521|66734
0.030455668
1.14E−04
1.3008461
down
Map11c3a


6873158|66583
0.044974487
4.17E−04
1.293808
down
Exosc1


6842933|74112
0.042421777
3.23E−04
1.2911134
down
Usp16


6921030, 6921081, 7003070, 7003163|
0.04014609
2.23E−04
1.2910843
down
Ccl27a///Gm13306|Ccl27a///Zar1|


20301




Ccl27a


6921081, 7003163|100039863
0.041485418
2.51E−04
1.2884337
down
Gm13306|Ccl27a


6980271|234023
0.042421777
3.41E−04
1.2866849
down
Arglu1


6915929, 6915993|13131
0.042421777
3.38E−04
1.2848579
down
Dab1|Gm10304|2900034C19Rik|







AY512949|LOC100502604







///Dab1


6878995|56428
0.042226546
2.68E−04
1.2837576
down
Mtch2


6996704|21406
0.042421777
3.02E−04
1.2834076
up
Tcfl2


6775250|28169
0.044817124
4.08E−04
1.2755362
down
Agpat3


6963972|59052
0.038548224
1.88E−04
1.2750655
down
Mettl9


6941761|207565
0.038548224
1.98E−04
1.268037
down
Camkk2


6771546, 6777915|14421
0.042421777
3.22E−04
1.2680281
down
B4galnt1|Slc26a10///Slc26a10|







B4galnt1


6771546, 6777915|216441
0.042421777
3.22E−04
1.2680281
down
B4galnt1|Slc26a10///Slc26a10|







B4galnt1


6964241|66162
0.042801354
3.73E−04
1.2623248
down
Bola2


6913863|72429
0.049234077
5.16E−04
1.2596972
down
Dnajc25|Gng10


6913863|14700
0.049234077
5.16E−04
1.2596972
down
Dnajc25|Gng10


6893279|18019
0.042421777
2.98E−04
1.2566174
down
Nfatc2


6771538, 6777902|12567
0.048785735
4.85E−04
1.2456908
down
Cdk4///Tspan31|Cdk4


6935486|56443
0.049234077
5.15E−04
1.2079331
up
Arpc1a
















TABLE 5







Enriched pathways from Wikipathways altered with age in


Drd1a-expressing striatal medium spiny neurons.













Total




Matched
Pathway


Pathway
p value
Entities
Entities













Mm_XPodNet_-_protein-
2.85E−05
13
836


protein_interactions_in_the_podocyte_expanded_by_STRING_WP2309_72004


Mm_Chemokine_signaling_pathway_WP2292_72463
9.62E−05
6
193


Mm_PodNet-_protein-protein_interactions_in_the_podocyte_WP2310_72005
2.48E−04
7
315


Mm_IL-7_Signaling_Pathway_WP297_69128
7.19E−04
3
44


Mm_B_Cell_Receptor_Signaling_Pathway_WP274_67072
0.003729099
4
156


Mm_G_Protein_Signaling_Pathways_WP232_71315
0.005608093
3
91


Mm_Integrin-mediated_Cell_Adhesion_WP6_72138
0.006962605
3
101


Mm_Striated_Muscle_Contraction_WP216_72052
0.012084
2
45


Mm_MAPK_signaling_pathway_WP493_71754
0.024514528
3
159


Mm_Purine_metabolism_WP2185_71316
0.02668426
3
178


Mm_Primary_Focal_Segmental_Glomerulosclerosis_FSGS_WP2573_72201
0.02678989
2
73


Mm_Kit_Receptor_Signaling_Pathway_WP407_69079
0.030982522
2
67


Mm_IL-5_Signaling_Pathway_WP151_69175
0.032727577
2
69
















TABLE 6







Enriched pathways from Wikipathways altered with age in Drd2-expressing


striatal medium spiny neurons.













Total




Matched
Pathway


Pathway
p value
Entities
Entities













Mm_XPodNet_-_protein-
6.20E−10
51
836


protein_interactions_in_the_podocyte_expanded_by_STRING_WP2309_72004


Mm_EGFR1_Signaling_Pathway_WP572_71756
3.89E−06
14
176


Mm_PodNet-_protein-protein_interactions_in_the_podocyte_WP2310_72005
1.12E−05
18
315


Mm_MAPK_signaling_pathway_WP493_71754
1.07E−04
11
159


Mm_Myometrial_Relaxation_and_Contraction_Pathways_WP385_72108
1.43E−04
11
157


Mm_Hypothetical_Network_for_Drug_Addiction_WP1246_69102
1.72E−04
5
32


Mm_Calcium_Regulation_in_the_Cardiac_Cell_WP553_73390
3.56E−04
10
150


Mm_IL-6_signaling_Pathway_WP387_72091
4.08E−04
8
99


glutathione redox reactions I
4.82E−04
3
9


Mm_B_Cell_Receptor_Signaling_Pathway_WP274_67072
5.18E−04
10
156


Mm_Primary_Focal_Segmental_Glomerulosclerosis_FSGS_WP2573_72201
9.00E−04
6
73


glutathione-mediated detoxification
9.06E−04
4
24


Mm_IL-7_Signaling_Pathway_WP297_69128
0.001013867
5
44


Mm_ErbB_signaling_pathway_WP1261_71282
0.001013867
5
46


Mm_G_Protein_Signaling_Pathways_WP232_71315
0.001068723
7
91


Mm_Estrogen_signalling_WP1244_73501
0.001363316
6
74


Mm_Kit_Receptor_Signaling_Pathway_WP407_69079
0.001363316
6
67


Mm_Amino_Acid_metabolism_WP662_71177
0.001488036
7
95


Mm_MAPK_Cascade_WP251_71729
0.001646583
4
29


Mm_Integrin-mediated_Cell_Adhesion_WP6_72138
0.001687754
7
101


Mm_Insulin_Signaling_WP65_71726
0.001848077
9
159


Mm_Splicing_factor_NOVA_regulated_synpatic proteins_WP1983_71717
0.002140725
4
42


Mm_Cholesterol_Biosynthesis_WP103_71741
0.002402918
3
15


gluconeogenesis I
0.002917192
3
17


GDP-mannose biosynthesis I
0.003268231
2
6


GDP-mannose biosynthesis
0.003268231
2
6


Mm_Oxidative_Damage_WP1496_75225
0.00380393
4
41


Mm_Urea_cycle_and_metabolism_of_amino_groups_WP426_72149
0.004844879
3
37


Mm_G1_to_S_cell_cycle_control_WP413_72012
0.004965064
5
62


Mm_Selenium_Micronutrient_Network_WP1272_73551
0.005622589
3
31


Mm_TGF-beta_Receptor_Signaling_Pathway_WP258_73847
0.006082267
8
150


Mm_Eukaryotic_Transcription_Initiation_WP567_69915
0.006176465
4
41


Mm_Folic_Acid_Network_WP1273_74467
0.006470848
3
27


Mm_Tryptophan_metabolism_WP79_73389
0.007349561
4
44


fatty acid Beta-oxidation I
0.007391186
3
24


Mm_Wnt_Signaling_Pathway_and_Pluripotency_WP723_69165
0.007550718
6
97


spermine biosynthesis II
0.008820865
2
8


superpathway of D-myo-inositol (1,4,5)-trisphosphate metabolism
0.008820865
2
8


Mm_Exercise-induced_Circadian_Regulation_WP544_69890
0.011720306
4
49


Mm_Metapathway_biotransformation_WP1251_69747
0.011818458
3
143


Mm_IL-2_Signaling_Pathway_WP450_67368
0.011883704
5
76


pyrimidine ribonucleotides interconversion
0.013834631
2
10


Mm_miRNAs_involved_in_DNA_damage_response_WP2085_74241
0.013834631
2
49


pyrimidine ribonucleotides de novo biosynthesis
0.016704416
2
12


CDP-diacylglycerol biosynthesis I
0.016704416
2
13


Mm_Regulation_of_Actin_Cytoskeleton_WP523_71326
0.017078303
7
151


Mm_Prostaglandin_Synthesis_and_Regulation_WP374_69204
0.019096008
3
31


Mm_Cell_cycle_WP190_71755
0.01963693
5
88


phosphatidylglycerol biosynthesis II (non-plastidic)
0.019803159
2
14


Mm_Glycogen_Metabolism_WP317_70007
0.020789187
3
34


Mm_Signaling_of_Hepatocyte_Growth_Factor_Receptor_WP193_69178
0.022562083
3
34


starch degradation
0.023121472
2
14


colanic acid building blocks biosynthesis
0.023121472
2
14


fatty acid Beta-oxidation II (core pathway)
0.023121472
2
15


Mm_SIDS_Susceptibility_Pathways_WP1266_69139
0.024744025
4
61


tRNA charging pathway
0.026346961
3
37


glycolysis III
0.026650239
2
14


Mm_T_Cell_Receptor_Signaling_Pathway_WP480_69149
0.027621077
6
133


glycolysis I
0.030380595
2
16


Mm_PluriNetWork_WP1763_72003
0.035232157
10
291


Mm_Striated_Muscle_Contraction_WP216_72052
0.037194125
3
45


Mm_IL-3_Signaling_Pathway_WP373_69196
0.037842713
5
100


Mm_Nucleotide_Metabolism_WP87_71749
0.047149517
2
19


Mm_Glutathione_metabolism_WP164_71334
0.047149517
2
19


Mm_Wnt_Signaling_Pathway_NetPath_WP539_71716
0.04984857
5
109


Mm_Selenium_metabolism-Selenoproteins_WP108_69772
0.049974676
3
48
















TABLE 7







Enriched pathways from Wikipathways altered with age in Drd1a-


expressing cortical neurons.













Total




Matched
Pathway


Pathway
p value
Entities
Entities













Mm_Striated_Muscle_Contraction_WP216_72052
1.49E−04
3
45


Mm_Keap1-Nrf2_WP1245_71125
4.95E−04
2
14


Mm_Fatty_Acid_Biosynthesis_WP336_71737
0.001443061
2
22


Mm_Signaling_of_Hepatocyte_Growth_Factor_Receptor_WP193_69178
0.003238718
2
34


bupropion degradation
0.003435435
2
35


nicotine degradation III
0.005203122
2
43


nicotine degradation II
0.006749277
2
49


Mm_B_Cell_Receptor_Signaling_Pathway_WP274_67072
0.006916409
3
156


Mm_Myometrial_Relaxation_and_Contraction_Pathways_WP385_72108
0.007299635
3
157


Mm_Primary_Focal_Segmental_Glomerulosclerosis_FSGS_WP2573_72201
0.010716978
2
73


Mm_IL-2_Signaling_Pathway_WP450_67368
0.015482554
2
76


Mm_XPodNet_-_protein-
0.015918477
6
836


protein_interactions_in_the_podocyte_expanded_by_STRING_WP2309_72004


Mm_IL-6_signaling_Pathway_WP387_72091
0.025211193
2
99
















TABLE 8







Enriched pathways from Wikipathways altered with age in Drd2-expressing


cortical neurons.













Total




Matched
Pathway


Pathway
p value
Entities
Entities













Mm_XPodNet_-_protein-
9.61E−05
12
836


protein_interactions_in_the_podocyte_expanded_by_STRING_WP2309_72004


Mm_B_Cell_Receptor_Signaling_Pathway_WP274_67072
0.003393002
4
156


glutathione-mediated detoxification
0.004241159
2
24


Mm_Prostaglandin_Synthesis_and_Regulation_WP374_69204
0.007014286
2
31


Mm_Retinol_metabolism_WP1259_74433
0.010410202
2
39


Mm_Striated_Muscle_Contraction_WP216_72052
0.011489692
2
45


Mm_Adipogenesis_genes_WP447_73875
0.01569575
3
133


Mm_G1_to_S_cell_cycle_control_WP413_72012
0.024738263
2
62


Mm_Chemokine_signaling_pathway_WP2292_72463
0.034508925
3
193


Mm_Cell_cycle_WP190_71755
0.04576582
2
88
















TABLE 9







Lentiviruses used in this study


95 shRNA lentiviruses targeting 76 distinct target sequences





















NCBI





Vector
Transcript
Gene
Target
Reasom Gene
Gene
Target



Hairpin ID
Name
Targeted
Symbol
type
was Chosen
ID
Region
Target Sequences





TRCN0000072261
pLKO.1
promegaLuc.1
Luciferase
Control
Negative

CDS
CACTCGGATATTTGATA







Control


TGTG





TRCN0000072250
pLKO.1
promegaLuc.1
Luciferase
Control
Negative

CDS
AGAATCGTCGTATGCAG







Control


TGAA





TRCN0000066072
pLKO.1
NM_134101.1
Psmd2
Control
Positive
21762
CDS
CGCCAGTTAGCTCAATA







Control


TCAT





TRCN0000207065
pLKO.1
clonetechGfp.1
GFP
Control
Negative

CDS
GCGATCACATGGTCCTG







Control


CTGG





TRCN0000072231
pLKO.1
lacZ.1
LacZ
Control
Negative

CDS
CGCTAAATACTGGCAGG







Control


CGTT





TRCN0000072209
pLKO.1
rfp.1
RFP
Control
Negative

CDS
CTCAGTTCCAGTACGGC







Control


TCCA





TRCN0000231782
pLKO_
None
None
Control
Negative
None
Non-
ACAGTTAACCACTTTTTG



TRC021



Control

shRNA
AAT









trans-










cript






TRCN0000428544
pLKO_
NM_053139.3
Rcdhb14
Experi-
Upregulated
93885
CDS
GTAGTGCAACCATCACGT



TRC005


mental
with age in


ATT







Drd1a- and










Drd2-










expressing










medium










spiny neurons










(Tables S1










and S2)








TRCN0000435247
pLKO_
NM_053139.3
Rcdhb14
Experi-
Upregulated
93885
CDS
AGGCAAGTGACCGCCATT



TRC005


mental
with age in


ATC







Drd1a- and










Drd2-










expressing










medium










spiny neurons










(Tables S1










and S2)








TRCN0000419614
pLKO_
NM_053139.3
Rcdhb14
Experi-
Upregulated
93885
3UTR
CATGATACTGGTAGTCAT



TRC005


mental
with age in


TT







Drd1a- and










Drd2-










expressing










medium










spiny neurons










(Tables S1










and S2)








TRCN0000426134
pLKO_
NM_053139.3
Rcdhb14
Experi-
Upregulated
93885
CDS
TCAGTACTTATCAGCGAA



TRC005


mental
with age in


ATT







Drd1a- and










Drd2-










expressing










medium










spiny neurons










(Tables S1










and S2)








TRCN0000320173
pLKO_
NM_010517.3
Igfbp4
Experi-
IGF-1 has
16010
CDS
CATTCCAAACTGTGACCG



TRC005


mental
neuropro-


CAA







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000350214
pLKO_
NM_010517.3
Igfbp4
Experi-
IGF-1 has
16010
CDS
GCTGCGGTTGTTGCGCCA



TRC005


mental
neuropro-


CTT







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000114798
pLKO.1
NM_010517.2
Igfbp4
Experi-
IGF-1 has
16010
CDS
GACAAGGATGAGAGCGAA






mental
neuropro-


CAT







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000114797
pLKO.1
NM_010517.2
Igfbp4
Experi-
IGF-1 has
16010
CDS
CATTCCAAACTGTGACC






mental
neuropro-


GCAA







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000114800
pLKO.1
NM_010517.2
Igfbp4
Experi-
IGF-1 has
16010
CDS
GCTGCGGTTGTTGCGCC






mental
neuropro-


ACTT







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000320111
pLKO_
NM_010517.3
Igfbp4
Experi-
IGF-1 has
16010
CDS
GACAAGGATGAGAGCGA



TRC005


mental
neuropro-


ACAT







tective










effects in










HD (Humbert










et al., 2002)










and Igfb4 is










striated-










enriched










(Heiman et










al., 2008)








TRCN0000288175
pLKO_
NM_011063.2
Pea15a
Experi-
Upregulated
18611
CDS
CAAAGACAACCTCTCCT



TRC005


mental
with age in


ACAT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000105789
pLKO.1
NM_011603.1
Pea15a
Experi-
Upregulated
18611
CDS
CCTGACCAACAACATCA






mental
with age in


CCCT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000105787
pLKO.1
NM_011603.1
Pea15a
Experi-
Upregulated
18611
CDS
CAAAGACAACCTCTCCC






mental
with age in


TACAT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000288240
pLKO_
NM_011063.2
Pea15a
Experi-
Upregulated
18611
CDS
CCTGACCAACAACATCA



TRC005


mental
with age in


CCCT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000307569
pLKO_
NM_011063.2
Pea15a
Experi-
Upregulated
18611
CDS
ACACCAAGCTAACCCGT



TRC005


mental
with age in


ATTC







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000096379
pLKO.1
NM_007488.2
Arnt2
Experi-
Upregulated
11864
3UTR
CGCTATTATCATGCCAT






mental
with age in


AGAT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000096382
pLKO.1
NM_007488.2
Arnt2
Experi-
Upregulated
11864
CDS
CCTACTCTGATGAGATC






mental
with age in


GAGT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN00000323726
pLKO_
NM_007488.2
Arnt2
Experi-
Upregulated
11864
3UTR
CGCYATTATCATGCCAT



TRC005


mental
with age in


AGAT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000323788
pLKO_
NM_007488.2
Arnt2
Experi-
Upregulated
11864
CDS
CCTACTCTGATGAGATC



TRC005


mental
with age in


GAGT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000374677
pLKO_
NM_007488.2
Arnt2
Experi-
Upregulated
11864
CDS
TGTCGGACAAGGCAGTA



TRC005


mental
with age in


AATA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN000023132
pLKO_
NM_001038695.1
Kdm3a
Experi-
Upregulated
104263
CDS
CACGATCAGAGCTGGTA



TRC005


mental
with age in


TTTA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000252744
pLKO_
NM_001038695.2
Kdm3a
Experi-
Upregulated
104263
CDS
TGCGGGTAGAAGGCTTC



TRC005


mental
with age in


TTAA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000252745
pLKO_
NM_001038695.2
Kdm3a
Experi-
Upregulated
104263
3UTR
CTGCGAAGTTTCGTTGGA



TRC005


mental
with age in


TTT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000252747
pLKO_
NM_001038695.2
Kdm3a
Experi-
Upregulated
104263
CDS
GAAGTTCCTGAGCAAGT



TRC005


mental
with age in


TATT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000295705
pLKO_
NM_009735.3
B2m
Experi-
Upregulated
12010
3UTR
CCAGTTTCTAATATGCT



TRC005


mental
with age in


ATAC







Drd1a- and










Drd2-










expressing










medium spiny










well as Drd2-










expressing










cortical










cells (Tables










S1, S2, and










S4)








TRCN0000295762
pLKO_
NM_009735.3
B2m
Experi-
Upregulated
12010
CDS
TAAAGTAGAGATGTCAG



TRC005


mental
with age in


ATAT







Drd1a- and










Drd2-










expressing










medium spiny










well as Drd2-










expressing










cortical










cells (Tables










S1, S2, and










S4)








TRCN0000288438
pLKO_
NM_009735.3
B2m
Experi-
Upregulated
12010
CDS
GCCGAACATACTGAACT



TRC005


mental
with age in


GCTA







Drd1a- and










Drd2-










expressing










medium spiny










well as Drd2-










expressing










cortical










cells (Tables










S1, S2, and










S4)








TRCN0000066424
pLKO.1
NM_009735.3
B2m
Experi-
Upregulated
12010
CDS
GCCGAACATACTGAACT






mental
with age in


GCTA







Drd1a- and










Drd2-










expressing










medium spiny










well as Drd2-










expressing










cortical










cells (Tables










S1, S2, and










S4)








TRCN0000329356
pLKO_
NM_177386.4
Sfmbt2
Experi-
Previously
353282
CDS
CCCTCTGACCACACCAT



TRC005


mental
shown to


ATAA







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000329354
pLKO_
NM_177386.4
Sfmbt2
Experi-
Previously
353282
CDS
CGGATGTGGTACGATTC



TRC005


mental
shown to


ATTA







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000329357
pLKO_
NM_177386.4
Sfmbt2
Experi-
Previously
353282
3UTR
CCTATTTGATAGTCCTA



TRC005


mental
shown to


TATT







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN
pLKO_
NM_177386.4
Sfmbt2
Experi-
Previously
353282
CDS
TTCGTCAACCACCGGTGT



TRC005


mental
shown to


TTC







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000337555
pLKO_
NM_030143.4
Ddit41
Experi-
Previously
73284
3UTR
CCCTAATGAGTGGATA



TRC005


mental
shown to


ATAAA







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000276917
pLKO_
NM_030143.4
Ddit41
Experi-
Previously
73284
CDS
GATTTCGACTACTGGGAT



TRC005


mental
shown to


TAT







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000176976
pLKO.1
NM_030143.2
Ddit41
Experi-
Previously
73284
CDS
GATTTCGACTACTGGGA






mental
shown to


TTAT







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000276918
pLKO_
NM_030143.3
Ddit41
Experi-
Previously
73284
CDS
TCGCTTCTCCTCAGGCC



TRC005


mental
shown to


TTAA







change in










published










HD studies










(Becanovic










et al., 2010)








TRCN0000183203
pLKO.1
NM_010726.1
Phyh
Experi-
Upregulated
16922
3UTR
GAGGACATCAAAGCAAA






mental
with age in


GAAA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000183360
pLKO.1
NM_010726.1
Phyh
Experi-
Upregulated
16922
3UTR
GCTCTTCCTTATAATT






mental
with age in


CCTTT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000314263
pLKO_
NM_0107262.2
Phyh
Experi-
Upregulated
16922
3UTR
GAGGACATCAAAGCAAA



TRC005


mental
with age in


GAAA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000314262
pLKO_
NM_0107262.2
Phyh
Experi-
Upregulated
16922
3UTR
GCTCTTCCTTATAATT



TRC005


mental
with age in


CCCTTT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000221761
pLKO.1
NM_008828.1
Pgk1
Experi-
Randomly
18655
CDS
CATCAAATTCTGCTTGG






mental
chosen


ACAA







housekeeping










target gene








TRCN0000104502
pLKO.1
NM_009094.1
Rps4x
Experi-
Proteins
20102
CDS
CCCTGACTGGAGATGAA






mental
involved in


GTAA







translation










have been










shown to be










associated 










with










Huntingtin










protein










(Culver et










al., 2012)








TRCN
pLKO.1
NM_016980.1
Rpl5
Experi-
Proteins
100503670
CDS
CCCTCATAGTACCAAA






mental
involved in


CGATT







translation










have been










shown to be










associated 










with










Huntingtin










protein










(Culver et










al., 2012)








TRCN0000311277
pLKO_
NM_009483.1
Kdm6a
Experi-
Upregulated
22289
3UTR
CTATGCCAGGACTCTCG



TRC005


mental
with age


TAAA







when Drd1a-










and Drd2-










expressing










medium spiny










gene










expression










data are










pooled










(analysis










not shown)








TRCN0000305239
pLKO_
NM_009483.1
Kdm6a
Experi-
Upregulated
22289
CDS
AGTTAGCAGTGGAACGTT



TRC005


mental
with age


ATG







when Drd1a-










and Drd2-










expressing










medium spiny










gene










expression










data are










pooled










(analysis










not shown)








TRCN0000096242
pLKO.1
NM_009483.1
Kdm6a
Experi-
Upregulated
22289
CDS
GCTACGAATCTCTAATC






mental
with age


TTAA







when Drd1a-










and Drd2-










expressing










medium spiny










gene










expression










data are










pooled










(analysis










not shown)








TRCN0000331919
pLKO_
NM_009483.1
Kdm6a
Experi-
Upregulated
22289
CDS
GCTACGAATCTCTAATC



TRC005


mental
with age


TTAA







when Drd1a-










and Drd2-










expressing










medium spiny










gene










expression










data are










pooled










(analysis










not shown)








TRCN0000085087
pLKO.1
NM_025444.1
Taf13
Experi-
Down-
99730
CDS
CGAAGACCTTGTCATAG






mental
regulated with


AGTT







age in Drd1a-










and Drd2-










expressing










medium spiny










neurons, as










well as Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000085085
pLKO.1
NM_025444.1
Taf13
Experi-
Down-
99730
CDS
AGAATTGAAACGGGCTA






mental
regulated with


GAAA







age in Drd1a-










and Drd2-










expressing










medium spiny










neurons, as










well as Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000317962
pLKO_
NM_025444.1
Taf13
Experi-
Down-
99730
CDS
CGAAGACCTTGTCATAG



TRC005


mental
regulated with


AGTT







age in Drd1a-










and Drd2-










expressing










medium spiny










neurons, as










well as Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000317963
pLKO_
NM_025444.2
Taf13
Experi-
Down-
99730
CDS
AGAATTGAAACGGGCTA



TRC005


mental
regulated with


GAAA







age in Drd1a-










and Drd2-










expressing










medium spiny










neurons, as










well as Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000287596
pLKO_
NM_026163.2
Pkp2
Experi-
Randomly
67451
CDS
GCCTTGAGAAACTTGG



TRC005


mental
chosen gene


TATTT







target








TRCN0000123350
pLKO.1
NM_026163.1
Pkp2
Experi-
Randomly
67451
CDS
GCCTTGAGAAACTTGGTA






mental
chosen gene


TTT







target








TRCN0000123351
pLKO.1
NM_026163.1
Pkp2
Experi-
Randomly
67451
CDS
CCTGAGTATGTCTACAA






mental
chosen gene


GCTA







target








TRCN0000287514
pLKO_
NM_026163.2
Pkp2
Experi-
Randomly
67451
CDS
CCTGAGTATGTCTACAA



TRC005


mental
chosen gene


GCTA







target








TRCN0000071993
pLKO.1
NM_053242.3
Foxp2
Experi-
Upregulated
114142
3UTR
CGGAAGTTATTGATGT






mental
with age in


GGTAT







Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing 










cortical cells










(Tables S2










and S4)








TRCN0000071994
pLKO.1
NM_053242.3
Foxp2
Experi-
Upregulated
114142
CDS
CGGACAGTCTTCAGTT






mental
with age in


CTGAA







Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing 










cortical cells










(Tables S2










and S4)








TRCN0000071997
pLKO.1
NM_053242.3
Foxp2
Experi-
Upregulated
114142
CDS
GCGACATTCAGACAAA






mental
with age in


TACAA







Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing 










cortical cells










(Tables S2










and S4)








TRCN0000076492
pLKO.1
NM_145451.1
Gpx6
Experi-
Upregulated
75512
CDS
AGCCATTCAACGTCAC






mental
with age in


GGTTT







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000076491
pLKO.1
NM_145451.1
Gpx6
Experi-
Upregulated
75512
CDS
GTGAACGGAGACAATGAA






mental
with age in


CAA







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000076488
pLKO.1
NM_145451.1
Gpx6
Experi-
Upregulated
75512
3UTR
GCATGTGCAATCTACAG






mental
with age in


AGAT







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000125009
pLKO.1
NM_177346.1
Gpr149
Experi-
Upregulated
229357
3UTR
CCCACTTTCTTCTAGTT






mental
with age in


ATAT







Drd2-










expressing










medium spiny










neurons










(Table S2)








TRCN0000125011
pLKO.1
NM_177346.1
Gpr149
Experi-
Upregulated
229357
CDS
GCGATATTAACTATGGA






mental
with age in


GAAA







Drd2-










expressing










medium spiny










neurons










(Table S2)








TRCN0000125010
pLKO.1
NM_177346.1
Gpr149
Experi-
Upregulated
229357
CDS
CCAGTGTTTGTCTTAT






mental
with age in


CCAAA







Drd2-










expressing










medium spiny










neurons










(Table S2)








TRCN0000317130
pLKO_
NM_009112.2
S100a10
Experi-
Upregulated
20194
CDS
CCGAGAGCTTTCTATCAC



TRC005


mental
with age in


TAGT







Drd1a- and










Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000097669
pLKO.1
NM_009112.1
S100a10
Experi-
Upregulated
20194
CDS
CCAGAGCTTTCTATCAC






mental
with age in


TAGT







Drd1a- and










Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000034382
pLKO.1
NM_008284.1
Hras1
Experi-
Downregulated
15461
CDS
CGGGTGAAAGATTCAGA






mental
with age in


TGAT







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000366695
pLKO_
NM_008284.2
Hras1
Experi-
Downregulated
15461
CDS
GTGAGATTCGGCAGCA



TRC005


mental
with age in


TAAAT







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000366696
pLKO_
NM_008284.2
Hras1
Experi-
Downregulated
15461
3UTR
CACGTTGCATCACAGT



TRC005


mental
with age in


AAATT







Drd1a-










and Drd2-










expressing










medium spiny










neurons










(Tables S1










and S2)








TRCN0000323443
pLKO_
NM_019635.2
Stk3
Experi-
Upregulated
56274
CDS
CCTGAGGTAATTCAAG



TRC005


mental
with age in


AAATA







Drd1a- and










Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000025880
pLKO.1
NM_019635.1
Stk3
Experi-
Upregulated
56274
CDS
CCTGAGGTAATTCAAG






mental
with age in


AAATA







Drd1a- and










Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000025951
pLKO.1
NM_019635.1
Stk3
Experi-
Upregulated
56274
CDS
CCTGAGGTAATTCAAG






mental
with age in


AAATA







Drd1a- and










Drd2-










expressing










medium spiny










neurons, as










well as










Drd2-










expressing










cortical cells










(Tables S1,










S2, and S4)








TRCN0000094178
pLKO.1
NM_053133.1
Pcdhb8
Experi-
Upregulated
93879
CDS
AGACTTGCAGTTCACA






mental
with age in


GATAT







Drd2-










expressing










medium spiny










neurons










(Tables S2)








TRCN0000094175
pLKO.1
NM_053133.1
Pcdhb8
Experi-
Upregulated
93879
CDS
CTGGCTCCAATGGCCTTA






mental
with age in


TTA







Drd2-










expressing










medium spiny










neurons










(Tables S2)








TRCN0000094176
pLKO.1
NM_053133.1
Pcdhb8
Experi-
Upregulated
93879
CDS
CACAGATATAAACGA






mental
with age in


CCATTT







Drd2-










expressing










medium spiny










neurons










(Tables S2)








TRCN0000077330
pLKO.1
NM_028810.1
Rnd3
Experi-
Downregulated
74194
CDS
GCACATTAGTGGAACTC






mental
with age in


TCAA







all cell types










studied










(Tables S1,










S2, S3 and










S4)








TRCN0000331730
pLKO_
NM_028810.2
Rnd3
Experi-
Downregulated
74194
CDS
GCACATTAGTGGAACT



TRC005


mental
with age in


CTCAA







all cell types










studied










(Tables S1,










S2, S3 and










S4)








TRCN0000081679
pLKO.1
NM_010118.1
Eg2
Experi-
Downregulated
13654
CDS
CCACTCTCTACCATCC






mental
with age in


GTAAT







Drd1a-










expressing










medium spiny










neurons










(Tables S1)








TRCN0000235775
pLKO_
NM_010118.3
Eg2
Experi-
Downregulated
13654
CDS
GAGATGGCATGATCAA



TRC005


mental
with age in


CATTG







Drd1a-










expressing










medium spiny










neurons










(Tables S1)








TRCN0000427699
pLKO_
NM_053131.1
Pcdhb6
Experi-
Upregulated
93877
CDS
GCTCACACTCTACCTGG



TRC005


mental
with age in


TCAT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1,










and S2)








TRCN0000434269
pLKO_
NM_053131.1
Pcdhb6
Experi-
Upregulated
93877
CDS
CAAATTCCTGAACCATT



TRC005


mental
with age in


ATTC







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1,










and S2)








TRCN0000094302
pLKO.1
NM_053131.1
Pcdhb6
Experi-
Upregulated
93877
CDS
CCAGAATGCTTGGCTGT






mental
with age in


CATT







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1,










and S2)








TRCN0000430303
pLKO_
NM_172126.2
Adam1a
Experi-
Randomly
280668
CDS
TTCGCCAACATGTACGC



TRC005


mental
chosen target


TTAA







gene








TRCN000031725
pLKO.1
NM_172126.2
Adam1a
Experi-
Randomly
280668
CDS
GCACAGTGTGATAGG






mental
chosen target


ATTT







gene








TRCN0000438367
pLKO_
NM_199021.3
Dpp10
Experi-
Upregulated
269109
CDS
GGCATCCAGTGTACTGC



TRC005


mental
with age in


ATAA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1,










and S2)








TRCN0000031459
pLKO.1
NM_199021.2
Dpp10
Experi-
Upregulated
269109
3UTR
GCTTCTTTATTGAGCCA






mental
with age in


AATA







Drd1a- and










Drd2-










expressing










medium spiny










neurons










(Tables S1,










and S2)








TRCN0000104268
pLKO.1
NM_052835.1
Rpl10
Experi-
Proteins
110954
CDS
CCGAACCAAGTTGCAGA






mental
involved in


ACAA







translation










have been










shown to be










associated










with










Huntingtin










protein










(Culver et










al., 2012)









REFERENCES CITED ABOVE



  • Becanovic K, Pouladi M A, Lim R S, Kuhn A, Pavlidis P, Luthi-Carter R, Hayden M R, Leavitt B R, Transcriptional changes in Huntington disease identified using genome-wide expression profiling and cross-platform analysis.

  • Hum Mol Genet. 2010 Apr. 15; 19(8):1438-52.

  • Culver B P, Savas J N, Park S K, Choi J H, Zheng S. Zeitlin S O, Yates J R. 3rd, Tanecse N.

  • Proteomic analysis of wild-type and mutant huntingtin-associated proteins in mouse brains identifies unique interactions and involvement in protein synthesis.

  • J Biol Chem. 2012 June 22; 287(26):21599-614.

  • Heiman M, Schaefer A, Gong S, Peterson J D, Day M, Ramsey K E, Su‡rez-Fari-as M, Schwarz C, Stephan D A, Surmeier D J, Greengard P, Heintz N.

  • A translational profiling approach for the molecular characterization of CNS cell types.

  • Cell. 2008 Nov. 14; 135(4):738-48.

  • Humbert S, Bryson E A, Cordelieres F P, Connors N C, Datta S R, Finkbeiner S, Greenberg M E, Saudou F.

  • The IGF-1/Akt pathway is neuroprotective in Huntington's disease and involves Huntingtin phosphorylation by Aid.

  • Dev Cell 2002 June; 2(6):831-7.










TABLE 10







Log2 sequencing results from the SLIC screen time-points


4 replicates per time-point and genotype


95 viral elements targeting 76 distinct target sequences









Hairpin Sequence
Hairpin IDs
Gene Name





CGCCAGTTAGCTCAATATCAT
TRCN0000066072
Psmd2 (positive control)





AGACTTGCAGTTCACAGATAT
TRCN0000094178
Pedhb8





CCTGAGGTAATTCAAGAAATA
TRCN0000025951,
Stk3



TRCN0000323443






GCATGTGCAATCTACAGAGAT
TRCN0000076488
Gpx6





TAAAGTAGAGATGTCAGATAT
TRCN0000295762
B2m





GTGAACGGAGACAATGAACAA
TRCN0000076491
Gpx6





CTGCGAAGTTTCGTTGGATTT
TRCN0000252745
Kdm3a





CCTGACCAACAACATCACCCT
TRCN0000105789,
Pea15a



TRCN0000288240






CAAAGACAACCTCTCCTACAT
TRCN0000105787,
Pea15a



TRCN0000288175






CCCTCATAGTACCAAACGATT
TRCN0000104502,
Rps4x



TRCN0000316606






AGCCATTCAACGTCACGGTTT
TRCN0000104426
Rpl5





CACAGATATAAACGACCATTT
TRCN0000076492
Gpx6





CACAGATATAAACGACCATTT
TRCN0000094176
Pcdhb8





CAAATTCCTGAACCATTATTC
TRCN0000434269
Pcdhb6





ACACCAAGCTAACCCGTATTC
TRCN0000307569
Pea15a





CTATGCCAGGACTCTCGTAAA
TRCN0000311277
Kdm6a





TGTCGGACAAGGCAGTAAATA
TRCN0000374677
Arnt2





CACGTTGCATCACAGTAAATT
TRCN0000366696
Hras1





CGCTAAATACTGGCAGGCGTT
TRCN0000072231,
LacZ (negative control)



TRCN0000231710






GCCTTGAGAAACTTGGTATTT
TRCN0000123350,
Pkp2



TRCN0000287596






CCTATTTGATAGTCCTATATT
TRCN0000329357
Sfmbt2





CCTTCTTTCATGGACTACTTT
TRCN0000036990
Stk3





TTCGCCAACATGTACGCTTAA
TRCN0000430303
Adam1a





CCGAACCAAGTTGCAGAACAA
TRCN0000104268
Rpl10





CACTCGGATATTTGATATGTG
TRCN0000072261,
Luciferase (negative control)



TRCN0000231707






CCTGAGTATGTCTACAAGCTA
TRCN0000123351,
Pkp2



TRCN0000287514






CCAGTTTCTAATATGCTATAC
TRCN0000295705
B2m





CCCTAATGAGTGGATAATAAA
TRCN0000337555
Ddit41





GGCATCCAGTGTACTGCATAA
TRCN0000438367
Dpp10





AGGCAAGTGACCGCCATTATC
TRCN0000435247
Pcdhb14





GCTCTTCCTTATAATTCCTTT
TRCN0000183360,
Phyh



TRCN0000314262






TGCGGGTAGAAGGCTTCTTAA
TRCN0000252744
Kdm3a





TCGCTTCTCCTCAGGCCTTAA
TRCN0000276918
Ddit41





CCACTCTCTACCATCCGTAAT
TRCN0000081679
Egr2





CATCAAATTCTGCTTGGACAA
TRCN0000221761
Pgk1





CCCACTTTCTTCTAGTTATAT
TRCN0000125009
Gpr149





CTGGCTCCAATGGCCTTATTA
TRCN0000094175
Pcdhb8





GCGATATTAACTATGGAGAAA
TRCN0000125011
Gpr149





CATTCCAAACTGTGACCGCAA
TRCN0000114797,
Igfbp4



TRCN0000320173






CCTACTCTGATGAGATCGAGT
TRCN0000096382,
Arnt2



TRCN0000323788






CCAGAGCTTTCTATCACTAGT
TRCN0000097669,
S100a10



TRCN0000317130






CGAAGACCTTGTCATAGAGTT
TRCN0000085087,
Taf13



TRCN0000317962






AGAATTGAAACGGGCTAGAAA
TRCN0000085085,
Taf13



TRCN0000317963






CCCTCTGACCACACCATATAA
TRCN0000329356
Sfmbt2





CCAGAATGCTTGGCTGTCATT
TRCN0000094302
Pcdhb6





GATTTCGACTACTGGGATTAT
TRCN0000176976,
Ddit41



TRCN0000276917






GAGGACATCAAAGCAAAGAAA
TRCN0000183203,
Phyh



TRCN0000314263






GCACACAGTGTGATAGGATTT
TRCN0000031725
Adam1a





CGCTATTATCATGCCATAGAT
TRCN0000096379,
Arnt2



TRCN0000323726






CACGATCAGAGCTGGTATTTA
TRCN0000231232
Kdm3a





AGAATCGTCGTATGCAGTGAA
TRCN0000072250,
Luciferase (negative control)



TRCN0000231730






GCGACATTCAGACAAATACAA
TRCN0000071997
Foxp2





GCACATTAGTGGAACTCTCAA
TRCN0000077330,
Rnd3



TRCN0000331730






GCTACGAATCTCTAATCTTAA
TRCN0000096242,
Kdm6a



TRCN0000331919






CCAGTGTTTGTCTTATCCAAA
TRCN0000125010
Gpr149





ACAACAGCCACAACGTCTATA
TRCN0000464743,
GFP (negative control)



TRCN0000464744,




TRCN0000464747,




TRCN0000072181,




TRCN0000231753






CGGACAGTCTTCAGTTCTGAA
TRCN0000071994
Foxp2





GAAGTTCCTGAGCAAGTTATT
TRCN0000252747
Kdm3a





GTAGTGCAACCATCACGTATT
TRCN0000428544
Pcdhb14





TCAGTACTTATCAGCGAAATT
TRCN0000426134
Pcdhb14





TTCGTCAACCACCGGTGTTTC
TRCN0000329285
Sfmbt2





CGGAAGTTATTGATGTGGTAT
TRCN0000071993
Foxp2





GCTCACACTCTACCTGGTCAT
TRCN0000427699
Pcdhb6





CGGATGTGGTACGATTCATTA
TRCN0000329354
Sfmt2





AGTTAGCAGTGGAACGTTATG
TRCN0000305239
Kdm6a





GAGATGGCATGATCAACATTG
TRCN0000235775
Egr2





GACAAGGATGAGAGCGAACAT
TRCN0000114798,
Igfbp4



TRCN0000320111






GCGATCACATGGTCCTGCTGG
TRCN0000207065
GFP (negative control)





CTCAGTTCCAGTACGGCTCCA
TRCN0000072209,
RFP (negative control)



TRCN0000231683






GCTTCTTTATTGAGCCAAATA
TRCN0000031459
Dpp10





GCTGCGGTTGTTGCGCCACTT
TRCN0000114800,
Igfbp4



TRCN0000350214






GCCGAACATACTGAACTGCTA
TRCN0000606424,
B2m



TRCN0000288438






GTGAGATTCGGCAGCATAAAT
TRCN0000366695
Hras1





CGGGTGAAAGATTCAGATGAT
TRCN0000034382
Hras1





CATGATACTGGTAGTCATATT
TRCN0000419614
Pcdhb14





ACAGTTAACCACTTTTTGAAT
TRCN0000464725,
shRna negative control (non-



TRCN0000464728,
shRNA transcript, negative



TRCN0000464730,
control)



TRCN0000464732,




TRCN0000464733,




TRCN0000464734,




TRCN0000464735,




TRCN0000464736,




TRCN0000464738,




TRCN0000241922,




TRCN0000464737,




TRCN0000464741,




TRCN0000464742,




TRCN0000241923,




TRCN0000231782,




TRCN0000464726,




TRCN0000464727,




TRCN0000464729,




TRCN0000464731,




TRCN0000464723,




TRCN0000464724
















TABLE 11







RIGER-assigned p values for depletion in the SLIC screen at 4 weeks.


















Normalized


p




#
Hairpin
enrichment
Gene
p
value


Gene
Hairpins
Hairpins
ranks
score
rank
value
rank





Gpx6
GCATGTGCAATCTACAGAGAT.
3
9, 3, 2
0.05882
1
0.0036
1



GTGAACGGAGACAATGAACAA,









AGCCATTCAACGTCACGGTT











Pcdhb8
CTGGCTCCAATGGCCTTATTA,
3
13, 16, 4
0.2299
2
0.083
2



CACAGATATAAACGACCATTT,









AGACTTGCAGTTCACAGATAT











Pkp2
GCCTTGAGAAACTTGGTATTT,
2
24, 30
0.5089
5
0.2377
3



CCTGAGTATGTCTACAAGCTA











Gpr149
CCCACTTTCTTCTAGTTATAT,
3
22, 37, 12
0.4171
3
0.2566
4



CCAGTGTTTGTCTTATCCAAA,









GCGATATTAACTATGGAGAAA











Taf13
AGAATTGAAACGGGCTAGAAA,
2
17, 34
0.5312
6
0.2606
5



CGAAGACCTTGTCATAGAGTT











Phyh
GCTCTTCCTTATAATTCCTTT,
2
19, 35
0.5536
7
0.2827
6



GAGGACATCAAAGCAAAGAAA











Hras1
CGGGTGAAAGATTCAGATGAT,
3
74, 185, 23
0.4652
4
0.3083
7



CACGTTGCATCACAGTAAATT,









GTGAGATTCGGCAGCATAAAT











GFP
ACAACAGCCACAACGTCTATA,
2
36, 25
0.5938
8
0.3282
8



GCGATCACATGGTCCTGCTGG











LUCIFERASE
AGAATCGTCGTATGCAGTGAA,
2
20, 40
0.625
9
0.3619
9



CACTCGGATATTTGATATGTG











Foxp2
CGGAAGTTATTGATGTGGTAT,
3
41, 21, 33
0.6417
10
0.5203
10



CGGACAGTCTTCAGTTCTGAA,









GCGACATTCAGACAAATACAA











Stk3
CCTTCTTTCATGGACTACTTT,
2
63, 7
0.875
15
0.7267
11



CCTGAGGTAATTCAAGAAATA











Igfbp4
CATTCCAAACTGTGACCGCAA,
3
54, 48, 8
0.8128
11
0.727
12



GACAAGGATGAGAGCGAACAT,









GCTGCGGTTGTTGCGCCACTT











Ddit41
GATTTCGACTACTGGGATTAT,
3
46, 15, 53
0.8182
12
0.7335
13



TCGCTTCTCCTCAGGCCTTAA,









CCCTAATGAGTGGATAATAAA











Pea15a
CAAAGACAACCTCTCCTACAT,
3
39, 38, 44
0.8289
13
0.7465
14



CCTGACCAACAACATCACCCT,









ACACCAAGCTAACCCGTATTC











Arnt2
CGCTATTATCATGCCATAGAT,
3
31, 42, 68
0.8396
14
0.759
15



CCTACTCTGATGAGATCGAGT,









TGTCGGACAAGGCAGTAAATA











Pchhb6
CCAGAATGCTTGGCTGTCATT,
3
14, 61, 52
0.9091
16
0.8288
16



CAAATTCCTGAACCATTATTC,









GCTCACACTCTACCTGGTCAT











Dpp10
GCTTCTTTATTGAGCCAAATA,
2
56, 43
0.942
17
0.832
17



GGCATCCAGTGTACTGCATAA











B2m
GCCGAACATACTGAACTGCTA,
3
64, 11, 57
0.9733
18
0.8837
18



TAAAGTAGAGATGTCAGATAT,









CCAGTTTCTAATATGCTATAC











Pcdhb14
TCAGTACTTATCAGCGAAATT,
4
75, 60, 72,
1.2025
19
0.9765
19



CATGATACTGGTAGTCATATT,

10







GTAGTGCAACCATCACGTATT,









AGGCAAGTGACCGCCATTATC











Kdm3a
CAGCATCAGAGCTGGTATTTA,
4
47, 55, 58,
1.2658
22
0.988
20



CTGCGAAGTTTCGTTGGATTT,

51







TGCGGGTAGAAGGCTTCTTAA,









GAAGTTCCTGAGCAAGTTATT











Sfmbt2
TTCGTCAACCACCGGTGTTTC,
4
66, 49, 69,
1.5443
24
1
21



CGGATGTGGTACGATTCATTA,

65







CCTATTTGATAGTCCTATATT,









CCCTCTGACCACACCATATAA











Egr2
CCACTCTCTACCATCCGTAAT,
2
71, 59
1.2143
20
1.0001
22



GAGATGGCATGATCAACATTG











Kdm6a
GCTACGAATCTCTAATCTTAA,
3
67, 70, 73
1.4813
23
1.0001
23



AGTTAGCAGTGGAACGTTATG,









CTATGCCAGGACTCTCGTAAA











Adam1a
GCACACAGTGTGATAGGATTT,
2
45, 76
1.2188
21
1.0001
24



TTCGCCAACATGTACGCTTAA
















TABLE 12







RIGER-assigned p values for depletion in the SLIC screen at 6 weeks.


















Normalized


p




#
Hairpin
enrichment
Gene
p
value


Gene
Hairpins
Hairpins
ranks
score
rank
value
rank





Gpx6
GCATGTGCAATCTACAGAGAT.
3
19, 6, 7
0.1444
1
0.032
1



GTGAACGGAGACAATGAACAA,









AGCCATTCAACGTCACGGTT











Kdm3a
CAGCATCAGAGCTGGTATTTA,
4
11, 9, 2,
0.1835
2
0.0655
2



CTGCGAAGTTTCGTTGGATTT,

45







TGCGGGTAGAAGGCTTCTTAA,









GAAGTTCCTGAGCAAGTTATT











Pcdhb8
CTGGCTCCAATGGCCTTATTA,
3
5, 16, 53
0.2834
3
0.1244
3



CACAGATATAAACGACCATTT,









AGACTTGCAGTTCACAGATAT











Taf13
AGAATTGAAACGGGCTAGAAA,
2
13, 24
0.3795
4
0.1327
4



CGAAGACCTTGTCATAGAGTT











Adam1a
GCACACAGTGTGATAGGATTT,
2
21, 40
0.6295
5
0.3669
5



TTCGCCAACATGTACGCTTAA











Phyh
GCTCTTCCTTATAATTCCTTT,
2
25, 41
0.6607
7
0.4065
6



GAGGACATCAAAGCAAAGAAA











Pkp2
GCCTTGAGAAACTTGGTATTT,
2
27, 42
0.683
9
0.436
7



CCTGAGTATGTCTACAAGCTA











Pea15a
CAAAGACAACCTCTCCTACAT,
3
30, 74, 29
0.634
6
0.5145
8



CCTGACCAACAACATCACCCT,









ACACCAAGCTAACCCGTATTC











Hras1
CGGGTGAAAGATTCAGATGAT,
3
72, 34, 23
0.6684
8
0.5534
9



CACGTTGCATCACAGTAAATT,









GTGAGATTCGGCAGCATAAAT











Ddit41
GATTTCGACTACTGGGATTAT,
3
36, 20, 65
0.6845
10
0.5719
10



TCGCTTCTCCTCAGGCCTTAA,









CCCTAATGAGTGGATAATAAA











GFP
ACAACAGCCACAACGTCTATA,
2
50, 35
0.8259
11
0.6461
11



GCGATCACATGGTCCTGCTGG











Gpr149
CCCACTTTCTTCTAGTTATAT,
3
46, 54, 18
0.8342
12
0.7527
12



CCAGTGTTTGTCTTATCCAAA,









GCGATATTAACTATGGAGAAA











Igfbp4
CATTCCAAACTGTGACCGCAA,
3
61, 48, 15
0.8503
13
0.7693
13



GACAAGGATGAGAGCGAACAT,









GCTGCGGTTGTTGCGCCACTT











Foxp2
CGGAAGTTATTGATGTGGTAT,
3
55, 38, 43
0.893
14
0.8132
14



CGGACAGTCTTCAGTTCTGAA,









GCGACATTCAGACAAATACAA











Stk3
CCTTCTTTCATGGACTACTTT,
2
4, 70
0.9554
15
0.8491
15



CCTGAGGTAATTCAAGAAATA











Pchhb6
CCAGAATGCTTGGCTGTCATT,
3
10, 59, 60
1
16
0.9038
16



CAAATTCCTGAACCATTATTC,









GCTCACACTCTACCTGGTCAT











Egr2
CCACTCTCTACCATCCGTAAT,
2
64, 39
1.0312
17
0.9305
17



GAGATGGCATGATCAACATTG











B2m
GCCGAACATACTGAACTGCTA,
3
67, 63, 8
0.0535
18
0.9334
18



TAAAGTAGAGATGTCAGATAT,









CCAGTTTCTAATATGCTATAC











Sfmbt2
TTCGTCAACCACCGGTGTTTC,
4
37, 49, 51,
1.0696
20
0.9342
19



CGGATGTGGTACGATTCATTA,

44







CCTATTTGATAGTCCTATATT,









CCCTCTGACCACACCATATAA











Pcdhb14
TCAGTACTTATCAGCGAAATT,
4
75, 69, 52,
1.0759
21
0.9373
20



CATGATACTGGTAGTCATATT,

14







GTAGTGCAACCATCACGTATT,









AGGCAAGTGACCGCCATTATC











Arnt2
CGCTATTATCATGCCATAGAT,
3
28, 66, 58
1.0802
22
0.9474
21



CCTACTCTGATGAGATCGAGT,









TGTCGGACAAGGCAGTAAATA











LUCIFERASE
AGAATCGTCGTATGCAGTGAA,
2
17, 73
1.0536
19
0.949
22



CACTCGGATATTTGATATGTG











Dpp10
GCTTCTTTATTGAGCCAAATA,
2
71, 31
1.0893
23
0.9726
23



GGCATCCAGTGTACTGCATAA











Kdm6a
GCTACGAATCTCTAATCTTAA,
3
57, 68, 56
1.2139
24
0.9892
24



AGTTAGCAGTGGAACGTTATG,









CTATGCCAGGACTCTCGTAAA









Having thus described in detail preferred embodiments of the present invention, it is to be understood that the invention defined by the above paragraphs is not to be limited to particular details set forth in the above description as many apparent variations thereof are possible without departing from the spirit or scope of the present invention.

Claims
  • 1. A method of screening for modulators of a disease comprising: (a) administering to each of a first and second mammal of the same species at least one vector, each vector comprising a regulatory element operably linked to a nucleotide sequence that is transcribed in vivo,wherein the first mammal is a model of a human disease and the second mammal is a normal control mammal not a model of a human disease, andwherein the nucleotide sequence encodes a protein coding gene, or a short hairpin RNA, or a CRISPR/Cas system;(b) harvesting DNA from the first mammal and the second mammal;(c) identifying the vectors by sequencing the harvested DNA; and(d) comparing the representation of each vector from the first mammal and the second mammal, whereby a differential representation in the first mammal indicates that the protein coding gene, or short hairpin RNA target, or CRISPR/Cas system target is a modulator of the disease.
  • 2. The method of claim 1, wherein each vector comprises a unique barcode sequence, and the method further comprises identifying the barcodes during sequencing, whereby the identification of a barcode indicates the presence of a vector.
  • 3. The method of claim 1, wherein the vectors are administered stereotaxically.
  • 4. The method of claim 1, wherein the CRISPR/Cas system comprises: (i) a first regulatory element operably linked to a nucleotide sequence encoding a CRISPR-Cas system polynucleotide sequence comprising at least one guide sequence, a tracr RNA, and a tracr mate sequence, wherein the at least one guide sequence hybridizes with a target sequence; and(ii) a second regulatory element operably linked to a nucleotide sequence encoding a Type II Cas9 protein.
  • 5. The method of claim 1, wherein the first and second mammals are transgenic non-human mammals comprising Cas9 and wherein the nucleotide sequence encoding a CRISPR/Cas system comprises at least one guide sequence, a tracr RNA, and a tracr mate sequence, wherein the at least one guide sequence hybridizes with a target sequence.
  • 6. The method of claim 5, wherein expression of Cas9 is inducible.
  • 7. The method of claim 1, wherein the vector is configured to be conditional, whereby the vector targets only certain cell types.
  • 8. The method of claim 1, wherein the vector is a viral vector.
  • 9. The method of claim 8, wherein the viral vector is a lentivirus, an adenovirus, or an adeno associated virus (AAV).
  • 10. The method of claim 1, wherein the disease is Huntington's Disease.
  • 11. The method of claim 1, wherein the first mammal is the R6/2 Huntington's disease model line.
  • 12. A method of treating a nervous system disease comprising activating expression of Gpx6 in the central nervous system of a subject in need thereof suffering from the disease.
  • 13. A method of treating a nervous system disease comprising expressing Gpx6 in the central nervous system of a subject in need thereof suffering from the disease.
  • 14. A method of treating a nervous system disease comprising introducing into a subject in need thereof suffering from the disease a CRISPR-Cas9 based system configured to target Gpx6.
  • 15. The method of claim 14, wherein the CRISPR/Cas system comprises a functional domain that activates transcription of the Gpx6 gene.
  • 16. The method of claim 12, wherein the nervous system disease is Huntington's Disease or Parkinson's Disease.
  • 17. The method of claim 12, further comprising administering to a subject in need thereof suffering from the disease at least one of the drugs selected from the group consisting of Tetrabenazine, neuroleptics, benzodiazepines, amantadine, anti Parkinson's drugs, valproic acid, antioxidants, and Gpx mimetics.
  • 18. A method of determining a prognosis for a central nervous system disease comprising: (e) obtaining a RNA sample from a patient suffering from a central nervous system disease;(f) assaying the level of Gpx6 gene expression; and(g) comparing the levels of Gpx6 gene expression to a control level determined by testing healthy subjects, wherein the prognosis is worse if Gpx6 gene expression is lower than the control level.
  • 19. The method of claim 17 further comprising assaying the level of DARPP-32 gene expression; and comparing the levels of DARPP-32 gene expression to a control level determined by testing healthy subjects, wherein the prognosis is worse if DARPP-32 gene expression is lower than the control level.
  • 20. An antibody comprising a heavy chain and a light chain, wherein the antibody binds to an antigenic region of the Gpx6 protein comprising SEQ ID No: 1.
RELATED APPLICATIONS AND INCORPORATION BY REFERENCE

This application claims benefit of and priority to U.S. provisional patent application Ser. No. 62/122,686, filed Oct. 27, 2014. The foregoing applications, and all documents cited therein or during their prosecution (“appln cited documents”) and all documents cited or referenced in the appln cited documents, and all documents cited or referenced herein (“herein cited documents”), and all documents cited or referenced in herein cited documents, together with any manufacturer's instructions, descriptions, product specifications, and product sheets for any products mentioned herein or in any document incorporated by reference herein, are hereby incorporated herein by reference, and may be employed in the practice of the invention. More specifically, all referenced documents are incorporated by reference to the same extent as if each individual document was specifically and individually indicated to be incorporated by reference.

FEDERAL FUNDING LEGEND

This invention was made with government support under grant number NS085880 awarded by the National Institutes of Health. The government has certain rights in the invention.

PCT Information
Filing Document Filing Date Country Kind
PCT/US2015/057567 10/27/2015 WO 00
Provisional Applications (1)
Number Date Country
62122686 Oct 2014 US