[001] This application claims priority to the following four United States Provisional Patent Applications, each filed on September 8.2015: 62/215,628;

62/215,633; 62/215,636; and 62/215,673, each of which is incorporated herein by reference in its entirety.

FIELD OF THE INVENTION

[002] This application relates to the treatment of conduct disorder with nonselective activators of metabotropic glutamate receptors (mGluRs) and of diagnosis and treatment of conduct disorder in subjects having genetic alterations, such as copy number variations (CNVs), in one or more mGluR network genes.

BACKGROUND AND SUMMARY

[003]  Conduct disorder encompasses a group of behavioral and emotional problems in children that lead them to have great difficulty in following rules and behaving in a socially acceptable manner. Conduct disorder is characterized by repetitive patterns of behaviors that violate the rights of others or that break societal rules. Children and adolescents with conduct disorder display behaviors such as aggression to people and animals; destruction of property; deceitfulness, lying or stealing; and/or seriously violating age-appropriate rules. Factors that may contribute to the development of conduct disorder include brain damage, child abuse, genetic vulnerability, school failure, and traumatic life experiences (see American Academy of Child & Adolescent Psychiatry: Conduct Disorders (2013) and Ercan ES, et al. Child Adolesc Psychiatry Ment Health.5(1):10 (2011)).

[004] The estimated lifetime prevalence of conduct disorder in the US is 9.5%, with more males than females affected (see Nock MK, et al. Psychol. Med.36(5):699-710 (2006)). Symptoms of conduct disorder, such as aggression and antisocial behaviors, are the primary presenting problems that lead to psychiatric referral in children and adolescents in the US. Many children and adolescents with conduct disorder also have coexisting conditions such as mood disorders, anxiety, post-traumatic stress disorder (PTSD), substance abuse, attention deficit hyperactivity disorder (ADHD), or learning disorders. Children and adolescents with conduct disorder who do not receive treatment are likely to exhibit antisocial behavior in adulthood and to have continuing difficulty as adults with relationships and in the workplace. Conduct disorder during childhood or adolescence is associated with increased risk of associated mental disorders, legal troubles, and premature mortality.

[005] Currently, conduct disorder is diagnosed using one or more rating scales, such as the Conduct Disorder Rating Scale (CDRS) as described in Waschbusch DA Assessment 14(1):65-74(2007)), which has been validated in patients from 5 years to 12 years of age and has been shown to be appropriate for clinical studies of conduct disorder. Alternatively, the Aberrant Behavior Checklist (ABC) (see Sansone SM J Autism Dev Disord 42(7): 1377–1392 (2012)) may be used to assess conduct disorder, as the ABC has been widely used, has shown sensitivity in clinical trials of agents to treat problematic behaviors, and can be used in patients with intellectual disability. [006] Behavior and psychotherapy are usually necessary to help patients with conduct disorder to express and control anger (see American Academy of Child & Adolescent Psychiatry: Conduct Disorders (2013)). Medication may also help patients with conduct disorder control symptoms of depression, impulse control, and ADHD. In both children and adolescents, antipsychotics may be used to attempt to control aggressive symptoms of conduct disorder, although their efficacy is unproven (Toteja N, Int J

Neuropsychopharmacol 17(7):1095-105 (2014)). The use of antipsychotics in children and adolescents with conduct disorder can reduce aggression; however, their use also raises concerns of side effects such as changes in prolactin levels (see James AC Adv Psychiatr Treat 16:63–75 (2010) and Ercan 2011). Currently, there are limited pharmacotherapy options for children and adolescents with conduct disorder, and these treatments are only considered when behavioral treatments and family interventions do not provide benefit. SUMMARY

[007] The inventors have studied the genotypes of over 800 patients diagnosed with conduct disorder and have found that these patients possess genetic alterations in one or more metabotropic glutamate receptor (mGluR) network genes at a significantly higher frequency than in healthy controls. The frequency of genetic alterations in mGluR network genes was also substantially higher in this conduct disorder population than in control populations that do not have other neuropsychological disorders.

[008] Thus, provided herein are methods of treating conduct disorder in a subject, comprising administering an effective amount of a nonselective activator of metabotropic glutamate receptors (mGluRs) to a subject, thereby treating conduct disorder. In some embodiments the subject has at least one genetic alteration in a mGluR network gene, such as a copy number variation (CNV) or single nucleotide variation (SNV). Also provided herein are methods of treating conduct disorder, comprising administering an effective amount of a nonselective activator of metabotropic glutamate receptors (mGluRs) to a subject that has at least one genetic alteration in an mGluR network gene, such as a CNV, thereby treating conduct disorder. In some embodiments, where the subject has a CNV in a mGluR network gene, the CNV is a duplication or deletion.

[009] Also provided are methods of treating conduct disorder in a subject comprising obtaining results from a genetic screen that determines whether a subject has a genetic alteration in an mGluR network gene, and, if the results show that the subject has at least one genetic alteration in an mGluR network gene, treating the subject by administering an effective amount of a nonselective activator of mGluRs.

[0010] In some embodiments, a method for treating conduct disorder is provided comprising administering an effective amount of a nonselective activator of metabotropic glutamate receptors (mGluRs) to a subject, wherein the subject has at least one symptom of conduct disorder, thereby treating conduct disorder. In some embodiments, a method for treating conduct disorder is provided comprising administering an effective amount of a nonselective activator of metabotropic glutamate receptors (mGluRs) to a subject, wherein the subject has at least one symptom of conduct disorder and at least one genetic alteration in an mGluR network gene, thereby treating conduct disorder. The skilled artisan can identify symptoms of conduct disorder, for example, by referring to the Diagnostic and Statistical Manual of Mental Disorders Fifth Edition (DSM-5) (2013). Symptoms include persistent, repetitive patterns of behavior that violate either the basic rights of others or major societal norms.

[0011] In some embodiments of the above methods, the nonselective activator of mGluRs is fasoracetam, such as fasoracetam monohydrate (NS-105 or NFC-1). In some embodiments the fasoracetam is administered at a dose of 50 mg, 100mg, 150 mg, 200 mg, 250 mg, 300 mg, 350 mg, or 400 mg, wherein the dose is administered once, twice, or three times daily. In some embodiments, fasoracetam is administered at a dose of 50-400 mg, 100-400 mg, or 200-400 mg, and administered once, twice, or three times daily. In some embodiments, the fasoracetam is administered at a dose of 200-400 mg, such as 200 mg, 300 mg, or 400 mg, and administered twice daily.

[0012] In some embodiments the method comprises considering results of a screen to determine whether the subject has a genetic alteration such as a CNV in an mGluR network gene. In some embodiments of the above methods, the subject has a CNV in at least 1, 2, 3, 4, 5, 6, 7, 8, 9, or 10 mGluR network genes. In some

embodiments a CNV in an mGluR network gene is determined by obtaining a nucleic acid-comprising sample from the subject and subjecting the sample to a screen that assesses CNVs in at least 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 60, 70, or all of Tier 1 mGluR network genes. In some embodiments a CNV in a mGluR network gene is determined by obtaining a nucleic acid-comprising sample from the subject and subjecting the sample to a screen that assesses CNVs in at least 50, at least 100, at least 150, at least 175, or all of Tier 2 mGluR network genes. In some embodiments a CNV in a mGluR network gene is determined by obtaining a nucleic acid sample from the subject and subjecting the sample to a screen that assesses CNVs in at least 50, at least 100, at least 200, at least 300, at least 400, at least 500, or all of Tier 3 mGluR network genes. In some embodiments the screen does not assess CNVs in one or more of GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, or GRM8. In certain embodiments the subject does not have a CNV in one or more of GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, or GRM8.

[0013] In some embodiments of the above methods, the subject has antisocial personality disorder. In some embodiments the subject is a pediatric or adolescent subject, such as between the ages of 5 and 17, 5 and 8, 8 and 17, 8 and 12, 12 and 18, 13 and 18, or 12 and 17. In other embodiments the subject is an adult.

[0014] In some embodiments of the above methods, the nonselective activator of mGluRs is administered in combination with another pharmaceutical, such as an antipsychotic agent, or non-pharmaceutical therapy. The non-pharmaceutical therapy may comprise brain stimulation, such as vagus nerve stimulation, repetitive transcranial magnetic stimulation, magnetic seizure therapy, or deep brain stimulation.

[0015] In some embodiments, symptoms of inattentiveness, hyperactivity, and/or impulsiveness are reduced in the subject. In some embodiments, symptoms of aggressiveness or antisocial behavior are reduced. In some embodiments, the methods reduce other behavioral symptoms such as mood disorders or sleep disorders. In some embodiments, the methods also comprise assessing symptoms such as aggressiveness or antisocial behavior as well as inattentiveness, hyperactivity, and/or impulsiveness during or after administration, for example, to determine if one or more of those symptoms have been reduced in the subject. In some methods, such assessment may be performed based on the Conner’s comprehensive behavior rating scale. In some embodiments, the methods further comprise obtaining a clinical global impression of severity or improvement for the subject during or after administration. In some embodiments, the methods may improve clinical global improvement scores in the subject. Such symptoms may be reduced, for example, after 1 week of treatment with the activator, such as after 2 weeks, 3 weeks, or 4 weeks of treatment.

[0016] Also provided herein are methods for diagnosing conduct disorder in a subject comprising isolating a nucleic-acid comprising sample from a subject, analyzing the sample for the presence or absence of a genetic alteration in at least one mGluR network genes, and diagnosing conduct disorder if the subject has at least one genetic alteration in a mGluR network gene. Also provided are methods for diagnosing conduct disorder in a subject comprising isolating a nucleic-acid comprising sample from a subject, isolating nucleic acid from the sample, analyzing the nucleic acid for the presence or absence of a genetic alteration in at least one mGluR network genes, and diagnosing conduct disorder if the subject has at least one genetic alteration in a mGluR network gene. Provided as well are methods for identifying a subject as having conduct disorder comprising obtaining a sample from a patient, optionally isolating nucleic acid from the sample, optionally amplifying the nucleic acid, and analyzing the nucleic acid in the sample for the presence or absence of a genetic alteration, such as a CNV, in at least one mGluR network gene, wherein the subject is identified as having conduct disorder if at least one genetic alteration, such as a CNV, in an mGluR network gene is detected. Also provided are methods for diagnosing conduct disorder in a subject, comprising analyzing genetic information about one or more mGluR network genes, comparing the subject’s information to a control subject that does not have conduct disorder, and diagnosing conduct disorder if the genetic information suggests that the subject has at least one genetic alteration in a mGluR network gene.

[0017] Provided herein also are methods of confirming a diagnosis of conduct disorder in a subject comprising: obtaining a nucleic acid-comprising sample from a subject diagnosed with conduct disorder by a method that does not comprise detecting or analyzing genetic alterations in mGluR network genes; optionally amplifying the nucleic acid in the sample; and determining whether the subject has at least one genetic alteration, such as a CNV, in an mGluR network gene, and confirming a diagnosis of conduct disorder if the subject has at least one genetic alteration in an mGluR network gene.

[0018] In any of the above methods, the analysis for the presence or absence of at least one genetic alteration in an mGluR network gene may comprise the use of microarrays, whole genome sequencing, exome sequencing, targeted sequencing, FISH, comparative genomic hybridization, genome mapping, or other methods using next- generation sequencing, Sanger sequencing, PCR, or TaqMan technologies.

[0019] In some embodiments, the subject has CNVs in one, two, or more mGluR network genes. In some embodiments, the methods comprise detecting CNVs in mGluR network genes by subjecting the sample to a screen that assesses CNVs in at least 2, 3, 4, 5, 6, 7, 8, 9, or 10 mGluR network genes. In some embodiments, CNVs in mGluR network genes are determined by subjecting the sample to a screen that assesses CNVs in at least 5, 6, 7, 8, 9, 10, 15, 20, 30, 40, 50, 60, 70, or all of Tier 1 mGluR network genes. In some embodiments, CNVs in mGluR network genes are determined by subjecting the sample to a screen that assesses CNVs in at least 50, at least 100, at least 150, at least 175, or all of Tier 2 mGluR network genes. In some embodiments, CNVs in mGluR network genes are determined by subjecting the sample to a screen that assesses CNVs in at least 50, at least 100, at least 200, at least 300, at least 400, at least 500, or all of Tier 3 mGluR network genes.

[0020] In some embodiments of the above methods, the subject has antisocial personality disorder. In some embodiments, the subject is a pediatric or adolescent subject, such as a subject between the ages of 5 and 17, 5 and 8, 8 and 17, 8 and 12, 12 and 18, 13 and 18, or 12 and 17. In other embodiments, the subject is an adult subject.

[0021] In some embodiments, the screening method for determining the presence or absence of at least one mGluR network gene genetic alteration comprises the use of microarrays, whole genome sequencing, exome sequencing, targeted sequencing, FISH, comparative genomic hybridization, genome mapping, or other methods using next- generation sequencing, Sanger sequencing, PCR, or TaqMan technologies.

[0022] In some embodiments, the subject is not assessed for genetic alterations or CNVs in one or more of GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, and GRM8. In some embodiments, the subject does not have CNVs in one or more of GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, and GRM8. In some embodiments, the subject does not have CNVs in any of GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, and GRM8.

[0023] In any of the methods and embodiments described in the preceding paragraphs of this Summary, the subject may have conduct disorder as well as one or more comorbid conditions such as attention-deficit hyperactivity disorder (ADHD), oppositional defiant disorder (ODD), autism, a mood disorder, Tourette syndrome, anxiety disorder, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In other cases, the subject does not have one or more of ADHD, ODD, autism, a mood disorder, Tourette syndrome, anxiety disorder, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In yet other cases, the subject does not have any of ADHD, ODD, autism, a mood disorder, Tourette syndrome, anxiety disorder, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms,

dermatillomania, a movement disorder, a developmental disorder, or depression. In some embodiments, the subject does not have any of OCD, phobia, or depression.

[0024] In some embodiments, the subject has co-morbid symptoms of anxiety and in some cases, the method reduces anxiety symptoms. In some embodiments, the subject has OCD and in some cases, the method reduces OCD symptoms. In some cases, the subject has co-morbid symptoms of dermatillomania, such as excessive skin picking, and the method reduces those symptoms. In some embodiments, the subject has one or more co-morbid developmental disorders, and in some cases, the method reduces the severity of symptoms related to the developmental disorders.

[0025] In any of the methods herein, the subject may have ADHD as well as conduct disorder. In any of the methods herein, the subject may have one or more of the following phenotypic changes after at least 1 week, such as at least 2 weeks, at least 3 weeks, or at least 4 weeks of treatment with the activator: (a) the subject has difficulty controlling anger and the anger control symptoms are improved; (b) the subject has disruptive behaviors and the disruptive behaviors are reduced; (c) the subject’s CGI-I is reduced by at least 1 or by at least 2; the subject’s CGI-I score after one, two, three, or four weeks of treatment is 1 or 2; (d) the subject’s CGI-S score after one, two, three, or four weeks of treatment is 1; the subject’s ADHD Rating Scale score is reduced by at least 25%, such as at least 30%, at least 35%, or at least 40%; (e) the subject has symptoms of inattentiveness and the inattentiveness symptoms are reduced; the subject has symptoms of hyperactivity and the hyperactivity symptoms are reduced; (f) the subject has symptoms of impulsiveness and the impulsiveness symptoms are reduced; (g) the subject has symptoms of ODD such as anger and irritability, argumentation and defiance, and/or vindictiveness and the ODD symptoms are reduced; (h) the subject has symptoms of anxiety and the anxiety symptoms are reduced; (i) the subject has symptoms of Tourette’s syndrome, and the Tourette’s syndrome symptoms are reduced; (j) the subject has symptoms of autism, and the autism symptoms are reduced; and (k) the subject has symptoms of movement disorder and the movement disorder symptoms are reduced.

[0026] In one embodiment, a method for diagnosing an mGluR-associated disorder is provided, wherein a subject is diagnosed with an mGluR-associated disorder if at least one genetic alteration in an mGluR network gene is detected.

BRIEF DESCRIPTION OF THE DRAWINGS

[0027] Figure 1 shows the number of samples from patients with conduct disorder, depression, obsessive-compulsive disorder (OCD), and phobias included in a genotyping study designed to assess genetic alterations in mGluR network genes. Only those patient samples that were fully genotyped are included in the data analysis. [0028] Figure 2 shows the mGluR network genes included in the Tier 1 gene set. These genes have 2 degrees of protein-protein interaction with mGluR genes (GRM1-8) based on the Cytoscape Human Interactome, which is software for integrating biomolecular interaction networks with high-throughput data (as described in Shannon P (2003) Genome Research 13:2498-2504). The Tier 1 gene set includes 76 genes. The exact location for each gene in Tier 1 is listed in both the Human Genome version 18 (hg18) and Human Genome version 19 (hg19). In addition, the exact gene location plus 500 kilobase (i.e., the range from 500 kilobase before and 500 kilobase after the gene of interest) is listed for hg19. The start single nucleotide polymorphism (StartSNP) (i.e., the SNP located 500 kilobases before the gene of interest) and the EndSNP (i.e., the SNP located 500 kilobases after the gene of interest) are also listed. Genes of the mGluRs themselves are noted as“GRM.” The expanded regions (i.e., 500kg up and down stream) frequently harbor regulatory elements and if impacted by a CNV, can have the same impact on the gene expression and function as a CNV residing in the gene sequence itself.

[0029] Figure 3 shows the mGluR network genes included in the Tier 2 gene set. These genes have 2 degrees of protein-protein interaction with mGluR genes (GRM1-8) based on the Cytoscape Human Interactome but exclude genes from Tier 1. The Tier 2 gene set includes 197 genes. The exact location for each gene in Tier 2 is listed in both the Human Genome version 18 (hg18) and Human Genome version 19 (hg19). In addition, the exact gene location plus 500 kilobase (i.e., the range from 500 kilobase before and 500 kilobase after the gene of interest) is listed for hg19. The start single nucleotide polymorphism (StartSNP) (i.e., the SNP located 500 kilobases before the gene of interest) and the EndSNP (i.e., the SNP located 500 kilobases after the gene of interest) in hg19 are also listed.

[0030] Figure 4 shows genes within the Tier 3 gene set. Genes with reciprocal gene querying with 2 degrees of protein-protein interaction with mGluR genes based on Cytoscape Human Interactome are included. Genes contained within Tiers 1 and 2 are excluded from Tier 3. The Tier 3 gene set includes 599 genes. The exact location for each gene in Tier 3 is listed in both the Human Genome version 18 (hg18) and Human Genome version 19 (hg19). In addition, the exact gene location plus 500 kilobase (i.e., the range from 500 kilobase before and 500 kilobase after the gene of interest) is listed for hg19. The StartSNP (i.e., the SNP located 500 kilobases before the gene of interest) and the EndSNP (i.e., the SNP located 500 kilobases after the gene of interest) in hg19 are also listed.

[0031] Figure 5 shows the number of copy number variation (CNV) calls containing a Tier gene (mGluR network gene) within the samples from the 861 conduct disorder patients who were fully genotyped; the 95 depression patients who were fully genotyped; the 150 OCD patients that were fully genotyped; and the 55 phobia patients that were fully genotyped. Note that some patients had more than one CNV call that contained an mGluR network gene.

[0032] Figure 6 shows the percentage of fully-genotyped patients with conduct disorder, depression, OCD, or phobia who had a CNV within Tier 1, Tiers 1 + 2, or Tiers 1 + 2 + 3 mGluR network gene sets. DESCRIPTION OF PARTICULAR EMBODIMENTS

Definitions

[0033] In addition to definitions included in this sub-section, further definitions of terms are interspersed throughout the text.

[0034] In this invention,“a” or“an” means“at least one” or“one or more,” etc., unless clearly indicated otherwise by context. The term“or” means“and/or” unless stated otherwise. In the case of a multiple-dependent claim, however, use of the term “or” refers back to more than one preceding claim in the alternative only.

[0035] A“mGluR” or metabotropic glutamate receptor refers to one of eight glutamate receptors expressed in neural tissue named mGluR1, mGluR2, mGluR3, mGluR4, mGluR5, mGluR6, mGluR7, and mGluR8. Their genes are abbreviated GRM1 to GRM8. The mGluR proteins are G-protein-coupled receptors. They are typically placed into three sub-groups, Group I receptors including mGluR1 and mGluR5 are classed as slow excitatory receptors. Group II includes mGluR2 and mGluR3. Group III includes mGluR4, mGluR6, mGluR7, and mGluR8. Groups II and III are classed as slow inhibitory receptors. The mGluRs are distinguished from the ionotropic GluRs or iGluRs, which are ion channel-associated glutamate receptors and are classed as fast excitatory receptors.

[0036] A“mGluR network gene,” for purposes of this invention, comprises not only the mGluR genes GRM1, GRM2, GRM3, GRM4, GRM5, GRM6, GRM7, and GRM8, but also each of the other genes listed herein in Figs.2-4 as well as the regions of DNA that regulate the genes listed in Figs 2-4. In addition,“mGluR network proteins” are the proteins encoded by the mGluR network genes. [0037] The mGluR network genes are grouped into three subsets: Tier 1, Tier 2, and Tier 3. (See Figs.2-4.) Tier 1 mGluR network genes, shown in Fig.2, comprise 76 genes, including some GRM genes themselves as well as a number of other genes. The Tier 2 mGluR network genes, shown in Fig.3, comprise 197 genes, and exclude the Tier 1 genes.

[0038] Tiers 1 and 2 together are included in the“primary mGluR network.” The “primary network” of mGluR genes also includes the genes 4-Sep, LOC642393, and LOC653098, for a total of 276 genes. There are presently technical difficulties in assessing the 4-Sep, LOC642393, and LOC653098 genes. Thus, they are not included in the genes of Tiers 1 and 2, although they are included in the primary network of genes of the present invention. The genes of Tier 1 and Tier 2 differ in that alterations in Tier 1 genes had been documented in previous genotyping studies of subjects suffering from mental disorders.

[0039] Tier 3 mGluR network genes, shown in Fig.4, comprise 599 genes that are in the distal part of the mGluR network based on the merged human interactome provided by the Cytoscape Software (Shannon P et al. (2003) Genome Research 13:2498- 2504), and exclude the Tier 1 and Tier 2 genes. The Tier 3 genes are thus part of the “distal mGluR network.” In addition to the Tier 3 genes, the genes LOC285147, LOC147004, and LOC93444 are included in the“distal mGluR network,” although they were not assessed in the present study and are not included in Tier 3 due to technical difficulties in assessing genetic alterations in these genes.

[0040] A“genetic alteration” as used herein means any alteration in the DNA of a gene, or in the DNA regulating a gene, for example, that may result in a gene product that is functionally changed as compared to a gene product produced from a non-altered DNA. A functional change may be differing expression levels (up-regulation or down- regulation) or loss or change in one or more biological activities, for example. A genetic alteration includes without limitation, copy number variations (CNVs), single nucleotide variations (SNVs) (also called single nucleotide polymorphisms (SNPs), frame shift mutations, or any other base pair substitutions, insertions, and deletions or duplications.

[0041] A“copy number variation” or“CNV” is a duplication or deletion of a DNA segment encompassing a gene, genes, segment of a gene, or DNA region regulating a gene, as compared to a reference genome. In some embodiments, a CNV is determined based on variation from a normal diploid state. In some embodiments, a CNV represents a copy number change involving a DNA fragment that is 1 kilobase (kb) or larger. CNVs described herein do not include those variants that arise from the insertion/deletion of transposable elements (e.g., 6-kb KpnI repeats). The term CNV therefore encompasses terms such as large-scale copy number variants (LCVs; Iafrate et al.2004), copy number polymorphisms (CNPs; Sebat et al.2004), and intermediate-sized variants (ISVs; Tuzun et al.2005), but not retrotransposon insertions.

[0042] A“CNV deletion” or“deletion CNV” or similar terms refer to a CNV in which a gene, DNA segment regulating a gene, or gene segment is deleted. A“CNV duplication” or“duplication CNV” or similar terms refer to a CNV in which a gene, DNA segment regulating a gene, or gene segment is present in at least two, and possibly more than two, copies in comparison with the single copy found in a normal reference genome. [0043] A“sample” refers to a sample from a subject that may be tested, for example, for presence of a CNV in one or more mGluR network proteins, as described herein. The sample may comprise cells, and it may comprise body fluids, such as blood, serum, plasma, cerebral spinal fluid, urine, saliva, tears, pleural fluid, and the like.

[0044]“Conduct disorder” is defined in the Diagnostic and Statistical Manual of Mental Disorders Fifth Edition (DSM-5) (2013) as a persistent, repetitive pattern of behavior that violates either the basic rights of others or major societal norms. Typically, conduct disorder is diagnosed in patients prior to adulthood (i.e., younger than 18 years of age). A diagnosis of conduct disorder may be based on significant impairment in social, academic, or occupational functioning. Currently, conduct disorder is diagnosed using one or more rating scales, such as, the CDRS (Waschbusch 2007) or the ABC (Sansone 2012). Patients with conduct disorder may also have inattention, hyperactivity, anxiety, mood, and sleep disturbances.

[0045]“Antisocial personality disorder” is defined by the DSM-5 (2013) as a pervasive pattern of disregard for and violation of the rights of others in individuals who are at least 18 years of age and who exhibited onset of symptoms before 15 years of age. Therefore, antisocial personality disorder may be later diagnosed in adulthood in an individual who displayed symptoms consistent with those of conduct disorder during childhood or adolescence. A patient with antisocial personality disorder may have been previously diagnosed with conduct disorder during childhood or adolescence. In this application, a patient with conduct disorder includes subject who are older than 18 years of age and who were previously diagnosed with conduct disorder. In this application, a patient with conduct disorder also includes patients older than 18 years of age who were not diagnosed with conduct disorder as a child or adolescent, but who displayed symptoms consistent with conduct disorder as a child or adolescent. Therefore, antisocial personality disorder is included in the definition of conduct disorder within this application.

[0046] The terms“subject” and“patient” are used interchangeably to refer to a human. The terms“pediatric subject” or“pediatric patient” are used interchangeably to refer to a human less than 18 years of age. An“adult patient” refers to a human 18 years of age or older. An“adolescent patient” or“adolescent subject” is a subject typically about 12 to 18, such as 12 to 17 or 13 to 18, years old.

Methods of Diagnosing Conduct Disorder

[0047] In some embodiments, the invention comprises a method of diagnosing conduct disorder in a subject comprising analyzing the genetic information of the subject to determine whether the subject has a genetic variation in at least one mGluR network gene, and diagnosing the subject as having conduct disorder if a genetic variation is found. In some embodiments, the subject has conduct disorder but does not have any of ADHD, oppositional defiant disorder (ODD), autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In some embodiments, the subject has conduct disorder and also one or more of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and depression. [0048]“Developmental disorders” herein include, for example, those classified under the International Classification of Diseases 9 ^th Ed. (World Health Organization) under codes 299.80, 299.90, 315.2, 315.39, 315.4, 315.5, 315.8, and 315.9, and may affect behaviors such as learning, coordination, and speech.“Dermatillomania” is also called skin picking disorder or excoriation, and is a disorder involving excessive picking at one’s own skin to the extent of causing damage, and includes picking at normal skin as well as at real or imagined skin defects such as moles, freckles, or acne.

[0049] In other embodiments, the invention encompasses confirming a diagnosis of conduct disorder in a subject. As used herein,“confirming a diagnosis of conduct disorder” means diagnosing a subject who has already been diagnosed with conduct disorder. In this one embodiment, the method of confirming a diagnosis of conduct disorder comprises analyzing the genetic information of a subject that has been diagnosed as having conduct disorder by a method that does not comprise analyzing mGluR network genes, to determine whether the subject has a genetic variation in at least one mGluR network gene, and confirming the diagnosis of conduct disorder if a genetic variation in at least one mGluR network gene is found. In some embodiments, the subject has conduct disorder but does not have any of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In some embodiments, the subject has conduct disorder and also one or more of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and depression.

[0050] In other embodiments, the invention comprises confirming a diagnosis of conduct disorder in a subject who does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression, comprising analyzing the genetic information of a subject that has been diagnosed as having conduct disorder by a method that does not comprise analyzing mGluR network genes, to determine whether the subject has a genetic variation in at least one mGluR network gene, and confirming the diagnosis of conduct disorder if a genetic variation in at least one mGluR network gene is found.

[0051] In one embodiment, conduct disorder is diagnosed and/or confirmed if at least one CNV, SNV, frameshift mutation, or any other base pair substitution, insertion, deletion or duplication in an mGluR network gene is detected. In other embodiments, conduct disorder is diagnosed and/or confirmed if at least one CNV, SNV, frameshift mutation, or any other base pair substitution, insertion, deletion or duplication in a Tier 1 mGluR network gene is detected. In another embodiment, conduct disorder is diagnosed and/or confirmed if at least one CNV, SNV, frameshift mutation, or any other base pair substitution, insertion, duplication or deletion in a Tier 2 mGluR network gene is detected. In still other embodiments, conduct disorder is diagnosed and/or confirmed if at least one CNV, SNV, frameshift mutation, or any other base pair substitution, insertion, duplication or deletion in a Tier 3 mGluR network gene is detected. [0052] A diagnosis or confirmation of diagnosis of conduct disorder may be based or confirmed on finding a genetic alteration in a Tier 1, Tier 2, and/or Tier 3 mGluR network gene. The genetic alteration may be a CNV. The CNV may be a duplication or deletion of a region of DNA that contains some or all of the DNA encoding and controlling/regulating an mGluR network gene. In another embodiment, the diagnosis or confirmation of diagnosis of conduct disorder is made in a patient who does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In some embodiments, the diagnosis or confirmation of diagnosis of conduct disorder is made in a patient who has ADHD, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and/or depression.

[0053] In some embodiments, the diagnosis or confirmation of diagnosis of conduct disorder is based on a finding that the copy number of an mGluR network gene deviates from the normal diploid state. In some embodiments, the diagnosis or confirmation of diagnosis of conduct disorder is based on a copy number of zero or one, which indicates a CNV deletion. In some embodiments, the diagnosis or confirmation of diagnosis of conduct disorder is based on a copy number of three or greater, which indicates a CNV duplication. In some embodiments, the diagnosis or confirmation of diagnosis of an anxiety disorder is made in a patient who does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression by the presence of a copy number of zero or one, or by a copy number of three or greater, or by any deviation from the diploid state.

[0054] In other embodiments, the diagnosis or confirmation of diagnosis of conduct disorder is made in a patient who has ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression by the presence of a copy number of zero or one, by a copy number of three or greater, or by any deviation from the diploid state. In another embodiment, the diagnosis or confirmation of diagnosis of conduct disorder is made in a patient who does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression by the presence of a copy number of zero or one, by a copy number of three or greater, or by any deviation from the diploid state.

[0055] In some embodiments, a more severe form of conduct disorder is diagnosed if at least two CNVs in mGluR network genes are detected. In one

embodiment, a more severe form of conduct disorder in a patient who does not have ADHD, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression is diagnosed if at least two CNVs in mGluR network genes are detected.

[0056] In one embodiment, a method of diagnosing and/or confirming conduct disorder comprises

obtaining a nucleic acid-containing sample from a subject;

optionally amplifying the nucleic acid;

optionally labeling the nucleic acid sample;

applying the nucleic acid to a solid support that comprises one or more nucleic acids of mGluR network genes, wherein the nucleic acids optionally comprise SNPs of mGluR network genes;

removing any unbound nucleic acid sample; and

detecting any nucleic acid that has bound to the nucleic acid on the solid support, wherein the subject is diagnosed or confirmed as having conduct disorder if bound nucleic acids are detected. In one embodiment the method further comprises comparing any bound nucleic acids to a standard or control and diagnosing or confirming conduct disorder if the analysis finds that the test sample is different from the control or standard. In another embodiment of this method, the patient with conduct disorder does not have any of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In some embodiments, the patient with conduct disorder has one or more of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression.

[0057] In each diagnostic, confirming, and treatment method of the invention, the subject may have a conduct disorder but not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In other diagnostic, confirming, and treatment methods of the invention, the subject has conduct disorder and one or more additional disorders such as ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression.

Methods of Treating Conduct Disorder

[0058] Encompassed herein are methods of treating conduct disorder in a subject, comprising administering an effective amount of a nonselective mGluR activator. The term“treatment,” as used herein, includes any administration or application of a therapeutic for a disease or disorder in a subject, and includes inhibiting the disease, arresting its development, relieving the symptoms of the disease, or preventing occurrence or reoccurrence of the disease or symptoms of the disease. In some embodiments, conduct disorder is said to be treated if there is an improvement in antisocial behavior, a reduction in episodes of violation of others rights, or a reduction in conflicts with the law. [0059] The mGluR proteins are typically placed into three sub-groups, group I receptors including mGluR1 and mGluR5 are classed as slow excitatory receptors.

Group II includes mGluR2 and mGluR3. Group III includes mGluR4, mGluR6, mGluR7, and mGluR8. Groups II and III are classed as slow inhibitory receptors. The mGluRs are distinguished from the ionotropic GluRs or iGluRs, which are ion channel- associated glutamate receptors and are classed as fast excitatory receptors.

[0060] A“nonselective activator of mGluRs” refers to a molecule that activates mGluRs from more than one of the group I, II, and III categories. Thus, a nonselective activator of mGluRs may provide for a general stimulation of the mGluR networks. This is in contrast to specific mGluR activators that may only significantly activate a single mGluR, such as mGluR5, for example. Nonselective mGluR activators include, for example, nonselective mGluR agonists.

[0061] In some embodiments, the nonselective mGluR activator is fasoracetam. Fasoracetam is a nootropic (i.e., cognitive-enhancing) drug that can stimulate both group I and group II/III mGluRs in in vitro studies. (See Hirouchi M, et al. (2000) European Journal of Pharmacology 387:9–17.) Fasoracetam may stimulate adenylate cyclase activity through activation of group I mGluRs, while it may also inhibit adenylate cyclase activity by stimulating group II and III mGluRs. (Oka M, et al (1997) Brain Research 754:121–130.) Fasoracetam has been observed to be highly bioavailable (79%-97%) with a half-life of 5- 6.5 hours in prior human studies (see Malykh AG, et al. (2010) Drugs 70(3):287-312).

Fasoracetam is a member of the racetam family of chemicals that share a five-carbon

oxopyrrolidone ring. The structure of fasoracetam is:

[0062] The term“fasoracetam” as used herein encompasses pharmaceutically acceptable hydrates and any solid state, amorphous, or crystalline forms of the fasoracetam molecule. For example, the term fasoracetam herein includes forms such as NFC-1: fasoracetam monohydrate. In addition to NFC-1, fasoracetam is also known as C-NS-105, NS105, and LAM-105.

[0063] NFC-1 has been previously studied in Phase I-III clinical trials in dementia-related cognitive impairment but did not show sufficient efficacy in dementia in Phase III trials. These trials demonstrated that NFC-1 was generally safe and well tolerated for those indications. Phase III data indicated that NFC-1 showed beneficial effects on psychiatric symptoms in cerebral infarct patients and adult dementia patients with cerebrovascular diseases.

[0064] In each of the method of treatment embodiments, a metabotropic glutamate receptor positive allosteric modulator, a metabotropic glutamate receptor negative allosteric modulator, or a tachykinin-3/neurokinin-3 receptor (TACR-3/NK3R) antagonist may be administered alone or in combination with a nonselective activator of mGluRs, for example, to subjects having an alteration in a mGluR network gene. In some embodiments, the treatment agent comprises ADX63365, ADX50938, ADX71149, AMN082, a 1-(hetero)aryl-3-amino-pyrrolidine derivative, LY341495, ADX48621, GSK1144814, or SB223412.

[0065] Also encompassed herein are methods of treating conduct disorder, comprising administering a nonselective mGluR activator such as fasoracetam to a subject that has a genetic alteration in at least one mGluR network gene. In some embodiments, this subject has anxiety disorder but does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms,

dermatillomania, a movement disorder, a developmental disorder, or depression, while in other embodiments, the subject has conduct disorder as well as at least one of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression.

[0066] In some embodiments, the treatment methods comprise identifying or diagnosing a subject as having a genetic alteration in at least one mGluR network gene, and administering a nonselective mGluR activator such as fasoracetam to the identified or diagnosed subject. In some of the embodiments, the subject has conduct disorder, but does not have ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In other embodiments, the subject has conduct disorder, as well as one or more neuropsychological disorders such as ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and depression.

[0067] In each method of treating embodiment of the invention, nonselective mGluR activator may improve symptoms of inattention, hyperactivity, anxiety, mood, and sleep disturbances that may be seen in patients with conduct disorder. It may also reduce symptoms of aggression and/or antisocial behavior. [0068] Some embodiments include a method of treating conduct disorder comprising identifying or diagnosing a subject as having a genetic alteration in at least one mGluR network gene, and administering an effective amount of a nonselective activator of mGluRs such as fasoracetam to the identified or diagnosed subject. In some of the embodiments, the subject has conduct disorder, but does not have any of ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression. In other embodiments, the subject has conduct disorder, as well as one or more

neuropsychological disorders such as ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and depression.

[0069] In each method of treating embodiment of the invention, the subject may have conduct disorder, but not one or more neuropsychological disorders such as ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, and depression.

[0070] In one embodiment, an effective amount of a nonselective activator of mGluRs such as fasoracetam is administered to a subject that has conduct disorder and has been confirmed as having at least one genetic alteration in an mGluR network gene. The genetic alteration may be in a Tier 1 mGluR network gene. The genetic alteration may be in a Tier 2 mGluR network gene. The genetic alteration may be in a Tier 3 mGluR network gene. The genetic alteration may be more than one genetic alteration, and the more than one alteration may be in one of Tiers 1, 2, or 3, or in any combination of Tiers.

[0071] Some embodiments include a method of treating conduct disorder comprising obtaining genetic information about a subject’s mGluR network genes, and administering an effective amount of a nonselective activator of mGluRs such as fasoracetam if the subject has at least one genetic alteration, such as a CNV, in an mGluR network gene. Other embodiments encompass a method of treating conduct disorder comprising obtaining genetic information about a subject’s mGluR network genes, and administering a nonselective activator of mGluRs such as fasoracetam if the subject has least one genetic alteration, such as a CNV, in a Tier 1 mGluR network gene. Other embodiments include a method of treating conduct disorder comprising obtaining genetic information about a subject’s mGluR network genes, and administering a nonselective activator of mGluRs such as fasoracetam if the subject has at least one genetic alteration, such as a CNV, in a Tier 2 mGluR network gene. Still other embodiments encompass a method of treating conduct disorder comprising obtaining genetic information about a subject’s mGluR network genes, and administering a nonselective activator of mGluRs such as fasoracetam if the subject has at least one genetic alteration, such as a CNV, in a Tier 3 mGluR network gene. Subjects having more than one CNV in any one Tier, or in a combination of any of the three Tiers, may be treated by administering a nonselective activator of mGluRs such as fasoracetam. In some embodiments, subjects having conduct disorder, but not having ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, or depression, may be treated. In other method of treatment embodiments of the invention, the subject has one or more neuropsychological disorders such as ADHD, ODD, autism, a mood disorder, anxiety disorder, Tourette’s syndrome, phobia, obsessive compulsive disorder (OCD), difficulty controlling anger, disruptive behavior symptoms, dermatillomania, a movement disorder, a developmental disorder, and depression in addition to conduct disorder. Methods for Determining the Presence or Absence of Genetic Alterations

[0072] Any biological sample may be used to determine the presence or absence of mGluR network gene alterations, including, but not limited to, blood, urine, serum, gastric lavage, CNS fluid, any type of cell (such as brain cells, white blood cells, mononuclear cells) or body tissue. Any biological sample whereby DNA can be extracted may be used to determine the presence or absence of mGluR network gene alterations. Samples may be freshly collected, or samples may have been previously collected for any use/purpose and stored until the time of testing for genetic alterations. DNA that was previously purified for a different purpose may also be used.

[0073] Various methods for determining genetic alterations are known, including the following:

1. Single Nucleotide Variant (SNV) / Single Nucleotide

Polymorphism (SNP) Genotyping

[0074] Determining whether a patient has a genetic alteration, such as a CNV, in an mGluR network gene may be done by SNP/SNV Genotyping. A“single nucleotide variant (SNV),” also called a“single nucleotide polymorphism (SNP)” herein, refers to a change in which a single base in the DNA differs from the usual base at that position. Millions of SNVs have been cataloged in the human genome. Some SNVs are normal variations in the genome, while others are associated with disease. While specific SNVs may be associated with disease states or susceptibility, high-density SNV genotyping can also be undertaken, whereby sequencing information on SNVs is used to determine the unique genetic makeup of an individual.

[0075] In SNV genotyping, SNVs can be determined by hybridizing

complementary DNA probes to the SNV site. A wide range of platforms can be used with SNV genotyping tools to accommodate varying sample throughputs, multiplexing capabilities, and chemistries. In high-density SNV arrays, hundreds of thousands of probes are arrayed on a small chip, such that many SNVs can be interrogated

simultaneously when target DNA is processed on the chip. By determining the amount of hybridization of target DNA in a sample to a probe (or redundant probes) on the array, specific SNV alleles can be determined. Use of arrays for SNV genotyping allows the large-scale interrogation of SNVs.

[0076] When analyzing CNVs, after SNVs have been analyzed, a computer program can be used to manipulate the SNV data to arrive at CNV data. PennCNV or a similar program, can then be used to detect signal patterns across the genome and identify consecutive genetic markers with copy number changes. (See Wang K, et al. (June 2008) Cold Spring Harb Protoc). PennCNV allows for kilobase-resolution detection of CNVs. (See Wang K, et al. (Nov 2007) Genome Res.17(11):1665-74).

[0077] In CNV analysis, the SNV genotyping data is compared with the behavior of normal diploid DNA. The software uses SNV genotyping data to determine the signal intensity data and SNV allelic ratio distribution and to then use these data to determine when there is deviation from the normal diploid condition of DNA that indicates a CNV. This is done in part by using the log R Ratio (LRR), which is a normalized measure of the total signal intensity for the two alleles of the SNV (Wang 2008). If the software detects regions of contiguous SNVs with intensity (LRR) trending below 0, this indicates a CNV deletion. If the software instead detects regions of contiguous SNVs with intensity (LRR) trending above 0, this indicates a CNV duplication. If no change in LRR is observed compared to the behavior of diploid DNA, the sequence is in the normal diploid state with no CNV present. The software also uses B allele frequency (BAF), a normalized measure of the allelic intensity ratio of two alleles that changes when alleles are lost or gained as with a CNV deletion or duplication. For example, a CNV deletion is indicated by both a decrease in LRR values and a lack of heterozygotes in BAF values. In contrast, a CNV duplication is indicated by both an increase in LRR values and a splitting of the heterozygous genotype BAF clusters into two distinct clusters. The software automates the calculation of LRR and BAF to detect CNV deletions and duplications for whole- genome SNV data. The simultaneous analysis of intensity and genotype data accurately defines the normal diploid state and determines CNVs.

[0078] Array platforms such as those from Illumina, Affymetrix, and Agilent may be used in SNV Genotyping. Custom arrays may also be designed and used based on the data described herein.

2. Comparative Genomic Hybridization

[0079] Comparative genomic hybridization (CGH) is another method that may be used to evaluate genetic alterations such as CNVs. CGH is a molecular cytogenetic method for analyzing genetic alterations such as CNVs in comparison to a reference sample using competitive fluorescence in situ hybridization (FISH). DNA is isolated from a patient and a reference source and independently labeled with fluorescent molecules (i.e., fluorophores) after denaturation of the DNA. Hybridization of the fluorophores to the resultant samples are compared along the length of each

chromosome to identify chromosomal differences between the two sources. A mismatch of colors indicates a gain or loss of material in the test sample in a specific region, while a match of the colors indicates no difference in genetic alterations such as copy number between the test and reference samples at a particular region.

3. Whole Genome Sequencing, Whole Exome Sequencing, and Targeted Sequencing

[0080] Whole genome sequencing, whole exome sequencing, or targeted sequencing may also be used to analyze genetic alterations such as CNVs. Whole genome sequencing (also known as full genome sequencing, complete genome sequencing, or entire genome sequencing) involves sequencing of the full genome of a species, including genes that do or do not code for proteins. Whole exome sequencing, in contrast, is sequencing of only the protein-coding genes in the genome (approximately 1% of the genome). Targeted sequencing involves sequencing of only selected parts of the genome.

[0081] A wide range of techniques would be known to those skilled in the art to perform whole genome, whole exome, or targeted sequencing with DNA purified from a subject. Similar techniques could be used for different types of sequencing. Techniques used for whole genome sequencing include nanopore technology, fluorophore technology, DNA nanoball technology, and pyrosequencing (i.e., sequencing by synthesis). In particular, next-generation sequencing (NGS) involves sequencing of millions of small fragments of DNA in parallel followed by use of bioinformatics analyses to piece together sequencing data from the fragments.

[0082] As whole exome sequencing does not need to sequence as large an amount of DNA as whole genome sequencing, a wider range of techniques are may be used. Methods for whole exome sequencing include polymerase chain reaction methods, NGS methods, molecular inversion probes, hybrid capture using microarrays, in-solution capture, and classical Sanger sequencing. Targeted sequencing allows for providing sequence data for specific genes rather than whole genomes and can use any of the techniques used for other types of sequencing, including specialized microarrays containing materials for sequencing genes of interest.

4. Other Methods for Determining Genetic Alterations

[0083] Proprietary methodologies, such as those from BioNano or OpGen, using genome mapping technology can also be used to evaluate genetic alterations such as CNVs.

[0084] Standard molecular biology methodologies such as quantitative polymerase chain reaction (PCR), droplet PCR, and TaqMan probes (i.e., hydrolysis probes designed to increase the specificity of quantitative PCR) can be used to assess genetic alterations such as CNVs. Fluorescent in situ hybridization (FISH) probes may also be used to evaluate genetic alterations such as CNVs. The analysis of genetic alterations such as CNVs present in patients with anxiety disorders is not limited by the precise methods whereby the genetic alterations such as CNVs are determined. Methods for Diagnosing Conduct Disorder Based on CNV Data

[0085] In some embodiments, the genetic alteration is an SNV or CNV. The SNV(s) or CNV(s) associated with conduct disorder are found in an mGluR network gene, such as a gene listed in Tier 1, Tier 2, or Tier 3 as shown in Figs.2-4 or a set or panel of such genes.

[0086] In some embodiments, gene sets of mGluR network genes are used for analyzing samples from patients with or suspected of having conduct disorder. In some embodiments, the presence of CNV duplications or deletions within these gene sets or panels is determined. In some embodiments, CNVs in the Tier 1 genes shown in Fig.2 are determined. In some embodiments a panel of at least 10, at least 20, at least 30, at least 40, at least 50, at least 60, at least 70, or all 76 of the Tier 1 genes is evaluated for the presence of CNVs. Within any such panel of genes, individual, specific Tier 1 genes may be excluded from the analysis set. Any or all of GRM1-8 may be excluded from the panel, for example.

[0087] In some embodiments, the Tier 2 genes as shown in Figure 3 are analyzed for the presence of genetic alterations such as CNVs. Tier 2 genes are those that are tightly associated with mGluRs, but which are not contained within Tier 1. In some embodiments, the Tier 2 genes are evaluated together with Tier 1 genes. In some embodiments, at least 100 Tier 2 genes are evaluated, while in some embodiments, at least 150, or 197 of the Tier 2 genes are evaluated. Individual, specific Tier 2 genes may be excluded from the gene set for evaluation in some embodiments.

[0088] In some embodiments, the 599 Tier 3 genes shown in Figure 4 are evaluated for genetic alterations such as CNVs. In some embodiments, the Tier 3 genes are evaluated together with Tier 1 and/or Tier 2 genes. In some embodiments, at least 100 Tier 3 genes are evaluated, while in some embodiments, at least 150, 200, 250, 300, 350, 400, 450, or 599 of the Tier 3 genes are evaluated. Individual, specific Tier 3 genes may be excluded from the gene set for evaluation in some embodiments.

Methods of Administration and Combination Therapy

[0089] In some embodiments, the agent that modulates mGluR signaling is fasoracetam or fasoracetam monohydrate (also known as C-NS-105, NFC1, NS105, or LAM-105).

Dosing

[0090] In some embodiments, fasoracetam may be administered as fasoracetam monohydrate (NFC-1). In some embodiments, fasoracetam may be administered by mouth (i.e., per os). In some embodiments, fasoracetam may be administered as capsules. In some embodiments, fasoracetam capsules may contain 50, 60, 70, 80, 90, 100, 110, 120, 125, 130, 135, 140, 145, 150, 155, 160, 165, 170, 175, 180, 185, 190, 195, or 200 mg of fasoracetam monohydrate. In some embodiments, fasoracetam may be dosed once daily or twice daily. In some embodiments, the daily dose of fasoracetam may be 50 mg once-daily, 100 mg once-daily, 200 mg once-daily, 400 mg once-daily, 50 mg twice-daily, 100 mg twice-daily, 200 mg twice-daily, or 400 mg twice-daily. In some embodiments, fasoracetam dosing may be adjusted using a series of dose escalations. In some embodiments, pharmacokinetic data on drug level or clinical response is used to determine changes in dosing. In some embodiments, dose escalation of fasoracetam is not used. In some embodiments, subjects are treated at a dose of fasoracetam expected to be clinically efficacious without a dose-escalation protocol. Combination Therapies

[0091] In some embodiments, fasoracetam is used in combination with other agents for the treatment of conduct disorder. The other agent used in combination with fasoracetam may be an antipsychotic agent (such as haloperidol, chlorpromazine, amisulpride, aripiprazole, asenapine, blonaserin, clozapine, iloperidone, lurasidone, melperone, olanzapine, paliperidone, quetiapine, risperidone, sertindole, sulpiride, ziprasidone, or zotepine).

[0092] In some embodiments, fasoracetam may be used in combination with a non-pharmacologic treatment, such as psychotherapy or brain stimulation therapies. In some embodiments, fasoracetam is used in combination with brain stimulation, which may be vagus nerve stimulation, repetitive transcranial magnetic stimulation, magnetic seizure therapy, deep brain stimulation, or any other therapies involving modulation of brain function by electricity, magnets, or implants.

Articles of Manufacture

[0093] In some embodiments, the invention comprises articles of manufacture that may be used in the methods and treatments described herein. In one embodiment, the manufacture is a solid support or microarray for use in detecting genetic alterations in some or all of the mGluR network genes listed in Figs.1-3 (i.e., Tiers 1-3). (See also Tables 1-3 herein providing start and stop locations for different mGluR network-related SNPs. This information may be useful in constructing a microarray.) In some embodiments, genes contained in multiple Tiers are assessed within the same solid support or microarray. In some embodiments, certain mGluR network genes are excluded. In some embodiments, the GRM genes are excluded. [0094] Thus, for example, in some embodiments in which mGluR network genes are assayed to determine if there is a genetic alteration in one or more of the genes, such as a CNV, a solid support or microarray, such as on a chip, is used that contains appropriate probes for determining the presence of genetic alterations in 10, 20, 30, 40, 50, 60, 70 or all of the Tier 1 genes. In some embodiments, the probes are labelled. In some embodiments, the probes are labelled with non-natural components. In some embodiments, the solid support or microarray may also include appropriate probes for determining the presence of genetic alterations in at least 10, 20, 30, 50, 100, 150, or all of the Tier 2 genes. In some embodiments, it may further include appropriate probes for determining the presence of genetic alterations in at least 10, 20, 50, 100, 200, 300, 400, 500 or all of the Tier 3 genes. For example, such a solid support, microarray, or chip may be used to determine the presence of genetic alterations such as CNVs or SNVs in the Tier 1, Tier 1+2, or Tier 1+2+3 mGluR gene networks as part of a method of treating an ADHD or 22q deletion and/or duplication patient.

[0095] In some embodiments, the manufacture is a set of probes for mGluR network genes of interest from Tiers 1, 2, and/or 3. In some embodiments the probes are labelled. Similarly, sets of probes may be manufactured for determining the presence of genetic alterations in 10, 20, 30, 40, 50, 60, 70 or all of the Tier 1 genes. In some embodiments, probes may be manufactured for determining the presence of genetic alterations in at least 10, 20, 30, 50, 100, 150, or all of the Tier 2 genes. In some embodiments, probes may further include those for determining the presence of genetic alterations in at least 10, 20, 50, 100, 200, 300, 400, 500 or all of the Tier 3 genes. These various probe sets may be used in methods of determining the presence of genetic alterations, such as CNVs and SNVs in the Tier 1, Tier 1+2, or Tier 1+2+3 mGluR gene networks as part of a method of treating an ADHD or 22q deletion and/or duplication patient.

EXAMPLES

Example 1. Enrichment of CNV calls containing mGluR network genes in samples from patients with conduct disorder.

[0096] A study of potential enrichment of mGluR network genes was undertaken in patients who had conduct disorder, phobias, depression, or obsessive-compulsive disorder. Given the critical role of mGluRs and their signaling networks, changes in copy number of mGluR network genes may provide new approaches for diagnostics or treatments for psychiatric disorders.

[0097] Previously, a large-scale genome association study for copy-number variations enriched in patients with ADHD was performed as described in Elia et al., Nature Genetics, 44(1): 78-84 (2012)). Elia’s study included about 2,493 patients with ADHD and about 9,222 controls, all of whom were of European ancestry and were between the ages of 6 to 18 years of age. This study noted that the rate of CNVs that contained an mGluR network gene was 1.2% in the control group, and that this rate increased to 11.3% in ADHD patients.

[0098] Samples for the present study were selected based on ICP-9 codes for diagnoses of children and adolescents from electronic health records that were treated at the Children’s Hospital of Philadelphia (CHOP). All subjects had been evaluated by a pediatric psychiatrist who had entered a diagnosis of conduct disorder, depression, obsessive-compulsive disorder (OCD), or phobia. Figure 1 shows the number of patient samples analyzed in each of the conduct disorder, depression, OCD, and phobia groups. Certain patients for each group were fully genotyped as shown in Figure 1. Data from fully genotyped patients were used for analysis.

[0099] Single nucleotide variant (SNV) / single nucleotide polymorphism (SNP) genotype data were used to determine CNVs. SNV genotyping provides a genetic fingerprint of an individual using a large number of SNV markers to provide high-density SNV genotyping data (see Wang K, et al. (Nov 2007) Genome Res.17(11):1665-74).

HumanHap550 Genotyping BeadChip™ (Illumina) or Human610-Quad v1.0

BeadChip™ (Illumina) were used in this study. For both chips, the same 520 SNVs were analyzed; therefore, data from these two chips are interchangeable. Standard

manufacturer protocols were used for all genotyping assays. Illumina readers were used for all experiments.

[00100] SNV genotyping data from each fully genotyped patient sample were analyzed with the PennCNV software to determine the signal intensity data and SNV allelic ratio distribution. These data were then used to determine CNVs via simultaneous analysis of intensity and genotype data (as previously described in Wang 2008). Using this analysis, data indicating a region of loss of contiguous SNVs lead to a call of a CNV deletion. Data indicating a region of gain of contiguous SNVs lead to a call of a CNV duplication. A single individual may have multiple CNV deletions/duplications or may not have any CNVs.

[00101] As discussed previously, three tiers of mGluR network genes were developed. Figures 2-4 show the genes that are included in the three gene sets– Tier 1 (76 genes) in Figure 2, Tier 2 (197 genes) in Figure 3, and Tier 3 (599 genes) in Figure 4. Note that these gene sets were non-inclusive, so a single gene was only contained in a single Tier.

[00102] Figure 5 shows data on the number of CNV calls in each mGluR gene Tier for the different patient groups. CNVs are either a duplication or deletion. The data indicate that a larger number of CNV calls were seen for each gene set of mGluR network genes in the samples from patients with conduct disorder as compared to patients with depression, OCD, and phobia.

[00103] The percentage of patients who had a CNV call (either duplication or deletion) in each gene set of mGluR network genes is shown in Figure 6. These data indicate that a substantially higher percentage of patients with conduct disorder had a CNV call within each of the mGluR network gene sets compared with patients with healthy controls or subjects with depression, phobia, or OCD. The control frequency of patients with CNVs in mGluR network genes has previously been estimated in a large study of over 9,000 controls of European ancestry to be 1.2% (see Elia). Based on data in the present study, the frequency of patients with CNVs for OCD, phobia, or depression was less than 1.6% for Tier 1 mutation positive patients, while the frequency of patients with CNVs in patients with conduct disorder was 11.3% for Tier 1 mutation positive subjects, 16.59% for Tier 1 and 2 mutation positive subjects, and 34.94% for Tiers 1, 2, and 3 mutation positive subjects. See Figure 6.

[00104] As indicated in Figures 5-6, there was a significant enrichment of mGluR network gene alterations in the patients with conduct disorder. Therefore, diagnostics and treatments focused on modulation of mGluR gene networks may be of particular use in patients with conduct disorder. Example 2. Analysis of mGluR network genes contained within CNVs from samples of patients with conduct disorder

[00105] We next analyzed genotyping data from the 861 fully genotyped patients with conduct disorder to identify the genes associated with the CNVs. The mGluR network genes that are contained within CNVs from this group of patients are presented as examples of genes within the mGluR network that are contained within CNVs either as duplications or deletions.

[00106] Table 1 shows data of representative CNVs from patients with conduct disorder wherein a Tier 1 mGluR network gene was located within, or in the vicinity of, a CNV in the patient’s sample. CNVs can lead to structural changes that affect the transcription of genes located outside of, but in the vicinity of, the CNV. As such, mGluR network genes within one of the Tiers that were located within 500,000 base pairs of a CNV were also included in the analysis. When an mGluR network gene is contained within the listed CNV, this is noted with a“distance from gene” value of 0. When an mGluR network gene is contained in close proximity to a CNV but not within it, this is presented with a“distance from gene” value of greater than 0.

[00107] Table 1 lists the chromosome wherein the CNV was located, with its start and stop location in relation to the Human Genome version 19 (hg19). The number of SNPs located within the CNV is noted as“Num SNP,” and the length of the CNV is noted in base pairs. The StartSNP and EndSNP of the CNV are also provided.

[00108] The“State, CN” column indicates the copy number resulting from the CNV. As normal human DNA (i.e. with no CNV) should be diploid and would have a“State, CN” of 2. CNVs with a“State, CN” of 0 or 1 indicate a copy number deletion. In contrast, CNVs with a“State, CN” of three or greater indicate a copy number duplication.

[00109] The confidence value indicates the relative confidence that the call of the CNV is correct. All CNVs included in this analysis had a positive confidence value, indicating a high likelihood that the CNV call is correct. A value of 15 or greater was seen for most CNVs and is considered extremely high confidence in the CNV call based on qPCR and Taqman genotyping validation.

[00110] In Table 1, the“mGluR gene” column lists the specific mGluR network gene within Tier 1 contained within the listed CNV. Table 1 is sorted to show all of the CNVs that included a given Tier 1 mGluR network gene. Some Tier 1 genes may be represented in multiple CNVs from different patients in the study, leading to multiple rows for those particular mGluR network genes. Some Tier 1 genes may not have been represented in a CNV from this particular patient population.

[00111] Table 2 shows data from specific CNVs that contained a Tier 1 or Tier 2 mGluR network gene. The organization of Table 2 follows that of Table 1. The “mGluR gene” column lists the specific mGluR network gene within Tier 1 or Tier 2 contained within the listed CNV. Table 2 is sorted to show all of the CNVs that included a given Tier 1 or Tier 2 mGluR network gene. Some Tier 1 or Tier 2 genes may be represented in multiple CNVs from different patients in the study, leading to multiple rows for those particular genes. Some Tier 1 or Tier 2 genes may not have been represented in a CNV from this particular patient population.

[00112] Table 3 shows data from specific CNVs that contained a Tier 1, 2, or 3 mGluR network gene. The organization of Table 3 follows that of Tables 1 and 2. The“mGluR gene” column lists the specific mGluR network gene within Tier 1, Tier 2, or Tier 3 contained within the listed CNV. Table 3 is sorted to show all the CNVs that included a given Tier 1, 2, or 3 mGluR network gene. Some Tier 1, 2, or 3 genes may be represented in multiple CNVs from different patients in the study, leading to multiple rows for those particular mGluR network genes. Some Tier 1, 2, or 3 genes may not have been represented in a CNV from this particular patient population.

[00113] Together, the data in Tables 1-3 indicate that a wide variety of mGluR network genes contained within each Tier are present in CNVs from patients with conduct disorder. If a larger patient cohort with conduct disorder phenotype was genotyped, all the genes in Tier-1, Tier-2, and Tier-3 would show enrichment for CNVs in patients with conduct disorder.

Table 1

able 2

able 3

Example 3. Treatment with Fasoracetam Monohydrate (NFC-1) of ADHD Patients with CNVs in mGluR Network Genes and Impact on Conduct Disorder

[00114] An open-label Phase lb clinical trial was conducted to investigate the safety, pharmacokinetics and efficacy of NFC-1 (fasoracetam monohydrate) in adolescent subjects between the ages of 12 and 17 previously diagnosed with ADHD who also had at least one genetic alteration in an mGluR network gene.

[00115] The study included 30 ADHD subjects who were between ages 12 and 17, of any ancestry or race, of weight within the 5th to 95th percentile for their age, and otherwise judged to be in good medical health. Subjects were genotyped and included in the trial if they possess at least one genetic alteration in the form of at least one copy number variation (deletion or duplication) in an mGluR network gene that potentially disrupts the function of the gene. Seventeen of the 30 subjects have a CNV in a tier 1 mGluR network gene, while 7 subjects have a CNV in a tier 2 gene and 6 in a tier 3 gene. At enrollment, several trial subjects showed evidence of co-morbid phenotypes, including two subjects having recurrent tics.

[00116] Exclusion criteria comprised subjects suffering from a clinically significant illness, either mental or physical, that, in the investigator's opinion, might confound the results of the study or that might prevent them from completing the study, subjects that are pregnant or nursing, subjects that test positive for illicit drugs of that have a history of drug abuse, subjects that consume alcoholic beverages, or subjects for which the investigator is otherwise concerned regarding their compliance or suitability. [00117] NFC-1 capsules of either 50 mg or 200 mg comprising fasoracetam monohydrate as active ingredient and placebo capsules comprising microcellulose were used for the study. The design of the trial was a phone screening (1 day), enrollment phase (1 to 2 days), a wash-out phase for subjects currently on ADHD medications (1-14 days), pharmacokinetic (PK) assessment (2 days), followed by a dose-escalation phase (35 days) and a follow-up phone visit approximately four weeks after the last dose, for a maximum of 127 days. All ADHD medications were discontinued during the wash-out phase prior to the study. The wash-out period for stimulants was 2-3 days and that for atomoxetine or noradrenergic agonists was 10-12 days. No new ADHD medications were started during the study.

[00118] A dose-escalation phase of the trial ran over a 5-week period, after the initial wash-out period and the PK and initial safety assessments. During week 1, all subjects were administered placebo capsules twice daily. After one week of placebo treatment, patients were started on 50 mg bid NFC-1 for 1 week. If safety and responsiveness data from prior dose level of fasoracetam indicated it was appropriate, subjects were then escalated to the next higher dose (100, 200, or 400 mg). Subjects who showed tolerance to the 50 mg bid dose as well as response to the drug were to be maintained at that level for the remaining 3 weeks of the trial.

[00119] Subjects who showed tolerance but lack of response or partial response to the 50 mg bid dose were to be moved up to the next higher dose of 100 mg during the following week. Subjects who showed tolerance at 100 mg but lack of response or partial response were to be moved up to the 200 mg dose the following week while those who showed both tolerance and response at 100 mg were to be kept at 100 mg bid for the remainder of the trial. Similarly, subjects moved up to the 200 mg dose who showed both tolerance and response were to be kept at 200 mg for the final week of the trial while those showing tolerance but lack of response or partial response were moved to a 400 mg dose for the final week. Of the 30 trial subjects, 3 received a maximum dose of 100 mg, 9 received a maximum dose of 200 mg, and the remaining 18 received a maximum dose of 400 mg.

[00120] While this study was not specifically directed at conduct disorder symptoms, two study subjects met the behavioral criteria for conduct disorder, with a score of 2 or 3 on at least two of the 14 Vanderbilt scale items 27-40, which assess conduct disorder symptoms. One of these two subjects did not complete the study. The other showed improvement in their conduct disorder symptoms based on Vanderbilt items 27-40, which decreased from 16 to 12 between weeks 1 and 5.

Example 4. Treatment with Fasoracetam Monohydrate (NFC-1) of ADHD Patients with CNVs in mGluR Network Genes and Impact on Obsessive

Compulsive Symptoms

[00121] Among the 30 ADHD subjects tested in the open-label Phase Ib clinical trial described in Example 3, eight had symptoms of obsessive compulsive- disorder (OCD). One of the subjects with tics also had symptoms of OCD. In all eight subjects, OCD symptoms improved during therapy with NFC-1.

[00122] One subject with OCD also had a history of ear scratching (i.e dermatillomania), leading to a bleeding ulcer. The bleeding ulcer healed during therapy with NFC-1, indicating that the subject’s dermatillomania symptoms had reduced during NFC-1 therapy. Example 5. Study of Phenotypes Associated with mGluR Network CNVs

[00123] A total of 1,000 ADHD patients aged 6-17 years were enrolled in a trial to consider phenotypes that may be associated with CNVs in Tier 1 or 2 mGluR network genes. Study sites collected saliva for a DNA sample. Each DNA sample was then subjected to DNA extraction, genetic sequencing, and biobanking of DNA.

[00124] Genetic sequencing results together with medical history were used to evaluate genotype (based on genetic sequencing) and phenotype (based on interviews conducted by a clinician with the subject’s parent(s)/guardian(s)). Subjects had ADHD as defined by the Diagnostic and Statistical Manual of Mental Disorders, 5th Edition (DSM-V).

[00125] A single clinician posed a series of questions related to potential behavioral or health phenotypes to the parent(s) or legal guardian(s) of the subjects. For each individual phenotype, the parent/guardian was asked:“Is this a current concern” and a Yes or No answer was collected. The clinician determined the frequency of Yes and No responses to generate phenotype data.

[00126] The study found that prevalence of anger control as a current concern for parents was 58.9% in ADHD subjects with a Tier 1 or 2 mGluR network gene CNV but only 47.4% in ADHD subjects without such an mGluR network gene CNV. This difference was statistically significant (odds ratio of 1.59, P = 0.003). This odds ratio of greater than 1 implies a higher prevalence of current anger control concerns in parents in ADHD subjects who had a Tier 1 or 2 mGluR network gene CNV versus those without such a CNV. [00127] The prevalence of disruptive behavior as a current concern for parents was 57.1% in ADHD subjects with a Tier 1 or 2 mGluR network gene CNV and 43.9% in ADHD subjects without such an mGluR network gene CNV. This difference was also statistically significant (odds ratio of 1.70, P < 0.001), indicating a higher prevalence of current disruptive behavior concerns in parents in ADHD subjects who also had an mGluR network gene mutation versus those without a mutation.

Example 6: Copy Number Variation in mGluR Network Genes in ADHD

Subjects with Co-Morbid Disorders

[00128] Samples from 2707 known ADHD pediatric subjects (mean age of about 10-10.5 years) were genotyped on 550/610 Illumina chips to determine if they have one or more CNVs in Tier 1 or Tier 2 genes. The 2707 subjects included 759 females and 1778 males of African American or white ethnicity (1063 and 1483, respectively). 430 of the 2707 subjects (16.9%) had at least one CNV in an mGluR Tier 1 or Tier 2 gene.

[00129] The 2707 subjects’ records were also checked to determine if they had co-morbid diagnoses according to the World Health Organization International Classification of Diseases 9th Edition (ICD-9). Of the 2707 subjects, 1902 (about 70%) had comorbidities while 805 did not. Of those 1902 subjects with comorbidities, about 30% had more than one comorbidity, and about 20% had two or more, while smaller percentages had larger numbers of comorbidities.

[00130] The most prevalent comorbidities, each occurring in more than 100 of the subjects, are listed in Table 4. The table lists the comorbidities by ICD-9 code and provides the number of cases among the 2707 subjects (column titled“N”) and name for each co-morbid condition or disorder.

Table 4

[00131] The comorbidies in Table 4 tend to cluster into a few different groups: disorders related to anxiety, depression, or mood; prevalent developmental disorders; less prevalent developmental disorders; and autism and related disorders.

[00132] The genotype data and the comorbidity data were then combined to determine how many of the subjects with CNVs in Tier 1 or 2 mGluR network genes also had comorbidities. It was found that 316 of the subjects with such a CNV also had at least one comorbidity (about 18% of the CNV-positive subjects or about 12% of the total subjects) while 114 of the subjects without a Tier 1 or 2 mGluR network gene CNV had at least one comorbidity (about 15% of the CNV-negative subjects or about 4% of the total subjects). This difference showed a P value of 0.118. Thus, comorbidities tended to be more common in CNV-positive than in CNV-negative subjects overall. When only subjects identifying as white ethnicity are considered, there was a highly significant correlation between mGluR CNVs and ADHD comorbidities. Specifically, 218 of 1483 subjects had at least one CNV in a Tier 1 or 2 mGluR network gene, and, of those 218 subjects, 169 also had a comorbidity whereas 49 did not. That difference showed a P value of 0.004.