ABSTRACT
Autism Spectrum Disorder (ASD) arises from complex genetic and environmental factors, with inherited genetic variation playing a substantial role. This study introduces a novel approach to uncover moderate effect size (MES) genes in ASD, which individually do not meet the ASD liability threshold but collectively contribute when paired with specific other MES genes. Analyzing 10,795 families from the SPARK dataset, we identified 97 MES genes forming 50 significant gene pairs, demonstrating a substantial association with ASD when considered in tandem, but not individually. Our method leverages familial inheritance patterns and statistical analyses, refined by comparisons against control cohorts, to elucidate these gene pairs' contribution to ASD liability. Furthermore, expression profile analyses of these genes in brain tissues underscore their relevance to ASD pathology. This study underscores the complexity of ASD's genetic landscape, suggesting that gene combinations, beyond high impact single-gene mutations, significantly contribute to the disorder's etiology and heterogeneity. Our findings pave the way for new avenues in understanding ASD's genetic underpinnings and developing targeted therapeutic strategies.
ABSTRACT
DNA sequencing-based studies of neurodevelopmental disorders (NDDs) have identified a wide range of genetic determinants. However, a comprehensive analysis of these data, in aggregate, has not to date been performed. Here, we find that genes encoding the mammalian SWI/SNF (mSWI/SNF or BAF) family of ATP-dependent chromatin remodeling protein complexes harbor the greatest number of de novo missense and protein-truncating variants among nuclear protein complexes. Non-truncating NDD-associated protein variants predominantly disrupt the cBAF subcomplex and cluster in four key structural regions associated with high disease severity, including mSWI/SNF-nucleosome interfaces, the ATPase-core ARID-armadillo repeat (ARM) module insertion site, the Arp module and DNA-binding domains. Although over 70% of the residues perturbed in NDDs overlap with those mutated in cancer, ~60% of amino acid changes are NDD-specific. These findings provide a foundation to functionally group variants and link complex aberrancies to phenotypic severity, serving as a resource for the chromatin, clinical genetics and neurodevelopment communities.
Subject(s)
Chromatin Assembly and Disassembly , Neurodevelopmental Disorders , Animals , Humans , Chromatin Assembly and Disassembly/genetics , Transcription Factors/genetics , Transcription Factors/metabolism , Chromatin/genetics , Nucleosomes , Neurodevelopmental Disorders/genetics , Mammals/geneticsABSTRACT
Attention-deficit hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder with a major genetic component. Here, we present a genome-wide association study meta-analysis of ADHD comprising 38,691 individuals with ADHD and 186,843 controls. We identified 27 genome-wide significant loci, highlighting 76 potential risk genes enriched among genes expressed particularly in early brain development. Overall, ADHD genetic risk was associated with several brain-specific neuronal subtypes and midbrain dopaminergic neurons. In exome-sequencing data from 17,896 individuals, we identified an increased load of rare protein-truncating variants in ADHD for a set of risk genes enriched with probable causal common variants, potentially implicating SORCS3 in ADHD by both common and rare variants. Bivariate Gaussian mixture modeling estimated that 84-98% of ADHD-influencing variants are shared with other psychiatric disorders. In addition, common-variant ADHD risk was associated with impaired complex cognition such as verbal reasoning and a range of executive functions, including attention.
Subject(s)
Attention Deficit Disorder with Hyperactivity , Genome-Wide Association Study , Humans , Attention Deficit Disorder with Hyperactivity/genetics , Brain , Cognition , Genetic Predisposition to DiseaseABSTRACT
Some individuals with autism spectrum disorder (ASD) carry functional mutations rarely observed in the general population. We explored the genes disrupted by these variants from joint analysis of protein-truncating variants (PTVs), missense variants and copy number variants (CNVs) in a cohort of 63,237 individuals. We discovered 72 genes associated with ASD at false discovery rate (FDR) ≤ 0.001 (185 at FDR ≤ 0.05). De novo PTVs, damaging missense variants and CNVs represented 57.5%, 21.1% and 8.44% of association evidence, while CNVs conferred greatest relative risk. Meta-analysis with cohorts ascertained for developmental delay (DD) (n = 91,605) yielded 373 genes associated with ASD/DD at FDR ≤ 0.001 (664 at FDR ≤ 0.05), some of which differed in relative frequency of mutation between ASD and DD cohorts. The DD-associated genes were enriched in transcriptomes of progenitor and immature neuronal cells, whereas genes showing stronger evidence in ASD were more enriched in maturing neurons and overlapped with schizophrenia-associated genes, emphasizing that these neuropsychiatric disorders may share common pathways to risk.
Subject(s)
Autism Spectrum Disorder , Autistic Disorder , Autism Spectrum Disorder/genetics , Autistic Disorder/genetics , DNA Copy Number Variations/genetics , Genetic Predisposition to Disease , Humans , MutationABSTRACT
Attention-deficit hyperactivity disorder (ADHD) is a neurodevelopmental disorder with onset in childhood (childhood ADHD); two-thirds of affected individuals continue to have ADHD in adulthood (persistent ADHD), and sometimes ADHD is diagnosed in adulthood (late-diagnosed ADHD). We evaluated genetic differences among childhood (n = 14,878), persistent (n = 1,473) and late-diagnosed (n = 6,961) ADHD cases alongside 38,303 controls, and rare variant differences in 7,650 ADHD cases and 8,649 controls. We identified four genome-wide significant loci for childhood ADHD and one for late-diagnosed ADHD. We found increased polygenic scores for ADHD in persistent ADHD compared with the other two groups. Childhood ADHD had higher genetic overlap with hyperactivity and autism compared with late-diagnosed ADHD and the highest burden of rare protein-truncating variants in evolutionarily constrained genes. Late-diagnosed ADHD had a larger genetic overlap with depression than childhood ADHD and no increased burden in rare protein-truncating variants. Overall, these results suggest a genetic influence on age at first ADHD diagnosis, persistence of ADHD and the different comorbidity patterns among the groups.
Subject(s)
Attention Deficit Disorder with Hyperactivity , Neurodevelopmental Disorders , Adult , Attention Deficit Disorder with Hyperactivity/diagnosis , Attention Deficit Disorder with Hyperactivity/genetics , Comorbidity , Genetic Predisposition to Disease , Humans , Multifactorial InheritanceABSTRACT
Autism spectrum disorder (ASD) is diagnosed three to four times more frequently in males than in females. Genetic studies of rare variants support a female protective effect (FPE) against ASD. However, sex differences in common inherited genetic risk for ASD are less studied, particularly within families. Leveraging the Danish iPSYCH resource, we found siblings of female ASD cases (n = 1,707) had higher rates of ASD than siblings of male ASD cases (n = 6,270; p < 1.0 × 10-10). In the Simons Simplex and SPARK collections, mothers of ASD cases (n = 7,436) carried more polygenic risk for ASD than fathers of ASD cases (n = 5,926; 0.08 polygenic risk score [PRS] SD; p = 7.0 × 10-7). Further, male unaffected siblings under-inherited polygenic risk (n = 1,519; p = 0.03). Using both epidemiologic and genetic approaches, our findings strongly support an FPE against ASD's common inherited influences.
ABSTRACT
BACKGROUND: The Autism Sequencing Consortium identified 102 high-confidence autism spectrum disorder (ASD) genes, showing that individuals with ASD and with potentially damaging single nucleotide variation (pdSNV) in these genes had lower cognitive levels and delayed age at walking, when compared to ASD participants without pdSNV. Here, we made use of a Swedish sample of individuals with ASD (called PAGES, for Population-Based Autism Genetics & Environment Study) to evaluate the frequency of pdSNV and their impact on medical and psychiatric phenotypes, using an epidemiological frame and universal health reporting. We then combine findings with those for potentially damaging copy number variation (pdCNV). METHODS: SNV and CNV calls were generated from whole-exome sequencing and chromosome microarray data, respectively. Birth and medical register data were used to collect phenotypes. RESULTS: Of 808 individuals assessed by sequencing, 69 (9%) had pdSNV in the 102 ASC genes, and 144 (18%) had pdSNV in the 102 ASC genes or in a larger set of curated neurodevelopmental genes (from the Deciphering Developmental Disorders study, the gene2phenotype database, and the Radboud University gene lists). Three or more individuals had pdSNV in GRIN2B, POGZ, SATB1, DYNC1H1, SCN8A, or CREBBP. In comparison, out of the 996 individuals from whom CNV were called, 105 (11%) carried one or more pdCNV, including four or more individuals with CNV in the recurrent 15q11q13, 22q11.2, and 16p11.2 loci. Carriers of pdSNV were more likely to have intellectual disability (ID) and epilepsy, while carriers of pdCNV showed increased rates of congenital anomalies and scholastic skill disorders. Carriers of either pdSNV or pdCNV were more likely to have ID, scholastic skill disorders, and epilepsy. LIMITATIONS: The cohort only included individuals with autistic disorder, the more severe form of ASD, and phenotypes are defined from medical registers. Not all genes studied are definitively ASD genes, and we did not have de novo information to aid in classification. CONCLUSIONS: In this epidemiological sample, rare pdSNV were more common than pdCNV and the combined yield of potentially damaging variation was substantial at 27%. The results provide compelling rationale for the use of high-throughout sequencing as part of routine clinical workup for ASD and support the development of precision medicine in ASD.
Subject(s)
Autism Spectrum Disorder , Autistic Disorder , Matrix Attachment Region Binding Proteins , Autism Spectrum Disorder/epidemiology , Autism Spectrum Disorder/genetics , Autistic Disorder/epidemiology , Autistic Disorder/genetics , DNA Copy Number Variations , Humans , Matrix Attachment Region Binding Proteins/genetics , Phenotype , Prevalence , Transposases/geneticsABSTRACT
The acceleration of DNA sequencing in samples from patients and population studies has resulted in extensive catalogues of human genetic variation, but the interpretation of rare genetic variants remains problematic. A notable example of this challenge is the existence of disruptive variants in dosage-sensitive disease genes, even in apparently healthy individuals. Here, by manual curation of putative loss-of-function (pLoF) variants in haploinsufficient disease genes in the Genome Aggregation Database (gnomAD)1, we show that one explanation for this paradox involves alternative splicing of mRNA, which allows exons of a gene to be expressed at varying levels across different cell types. Currently, no existing annotation tool systematically incorporates information about exon expression into the interpretation of variants. We develop a transcript-level annotation metric known as the 'proportion expressed across transcripts', which quantifies isoform expression for variants. We calculate this metric using 11,706 tissue samples from the Genotype Tissue Expression (GTEx) project2 and show that it can differentiate between weakly and highly evolutionarily conserved exons, a proxy for functional importance. We demonstrate that expression-based annotation selectively filters 22.8% of falsely annotated pLoF variants found in haploinsufficient disease genes in gnomAD, while removing less than 4% of high-confidence pathogenic variants in the same genes. Finally, we apply our expression filter to the analysis of de novo variants in patients with autism spectrum disorder and intellectual disability or developmental disorders to show that pLoF variants in weakly expressed regions have similar effect sizes to those of synonymous variants, whereas pLoF variants in highly expressed exons are most strongly enriched among cases. Our annotation is fast, flexible and generalizable, making it possible for any variant file to be annotated with any isoform expression dataset, and will be valuable for the genetic diagnosis of rare diseases, the analysis of rare variant burden in complex disorders, and the curation and prioritization of variants in recall-by-genotype studies.
Subject(s)
Disease/genetics , Haploinsufficiency/genetics , Loss of Function Mutation/genetics , Molecular Sequence Annotation , Transcription, Genetic , Transcriptome/genetics , Autism Spectrum Disorder/genetics , Datasets as Topic , Developmental Disabilities/genetics , Exons/genetics , Female , Genotype , Humans , Intellectual Disability/genetics , Male , Molecular Sequence Annotation/standards , Poisson Distribution , RNA, Messenger/analysis , RNA, Messenger/genetics , Rare Diseases/diagnosis , Rare Diseases/genetics , Reproducibility of Results , Exome SequencingABSTRACT
We present the largest exome sequencing study of autism spectrum disorder (ASD) to date (n = 35,584 total samples, 11,986 with ASD). Using an enhanced analytical framework to integrate de novo and case-control rare variation, we identify 102 risk genes at a false discovery rate of 0.1 or less. Of these genes, 49 show higher frequencies of disruptive de novo variants in individuals ascertained to have severe neurodevelopmental delay, whereas 53 show higher frequencies in individuals ascertained to have ASD; comparing ASD cases with mutations in these groups reveals phenotypic differences. Expressed early in brain development, most risk genes have roles in regulation of gene expression or neuronal communication (i.e., mutations effect neurodevelopmental and neurophysiological changes), and 13 fall within loci recurrently hit by copy number variants. In cells from the human cortex, expression of risk genes is enriched in excitatory and inhibitory neuronal lineages, consistent with multiple paths to an excitatory-inhibitory imbalance underlying ASD.
Subject(s)
Autistic Disorder/genetics , Cerebral Cortex/growth & development , Exome Sequencing/methods , Gene Expression Regulation, Developmental , Neurobiology/methods , Case-Control Studies , Cell Lineage , Cohort Studies , Exome , Female , Gene Frequency , Genetic Predisposition to Disease , Humans , Male , Mutation, Missense , Neurons/metabolism , Phenotype , Sex Factors , Single-Cell Analysis/methodsABSTRACT
The exome sequences of approximately 8,000 children with autism spectrum disorder (ASD) and/or attention deficit hyperactivity disorder (ADHD) and 5,000 controls were analyzed, finding that individuals with ASD and individuals with ADHD had a similar burden of rare protein-truncating variants in evolutionarily constrained genes, both significantly higher than controls. This motivated a combined analysis across ASD and ADHD, identifying microtubule-associated protein 1A (MAP1A) as a new exome-wide significant gene conferring risk for childhood psychiatric disorders.
Subject(s)
Attention Deficit Disorder with Hyperactivity/genetics , Autism Spectrum Disorder/genetics , Genetic Predisposition to Disease/genetics , Genetic Variation/genetics , Microtubule-Associated Proteins/genetics , Attention Deficit Disorder with Hyperactivity/complications , Autism Spectrum Disorder/complications , Case-Control Studies , Exome/genetics , Female , Humans , MaleABSTRACT
Attention deficit/hyperactivity disorder (ADHD) is a highly heritable childhood behavioral disorder affecting 5% of children and 2.5% of adults. Common genetic variants contribute substantially to ADHD susceptibility, but no variants have been robustly associated with ADHD. We report a genome-wide association meta-analysis of 20,183 individuals diagnosed with ADHD and 35,191 controls that identifies variants surpassing genome-wide significance in 12 independent loci, finding important new information about the underlying biology of ADHD. Associations are enriched in evolutionarily constrained genomic regions and loss-of-function intolerant genes and around brain-expressed regulatory marks. Analyses of three replication studies: a cohort of individuals diagnosed with ADHD, a self-reported ADHD sample and a meta-analysis of quantitative measures of ADHD symptoms in the population, support these findings while highlighting study-specific differences on genetic overlap with educational attainment. Strong concordance with GWAS of quantitative population measures of ADHD symptoms supports that clinical diagnosis of ADHD is an extreme expression of continuous heritable traits.
Subject(s)
Attention Deficit Disorder with Hyperactivity/genetics , Genetic Loci/genetics , Genetic Predisposition to Disease/genetics , Polymorphism, Single Nucleotide/genetics , Adolescent , Brain/physiology , Child , Child, Preschool , Cohort Studies , Female , Gene Expression Regulation/genetics , Genome-Wide Association Study/methods , Humans , Male , RiskABSTRACT
T cell-mediated immune responses are compromised in aged individuals, leading to increased morbidity and reduced response to vaccination. While cellular metabolism tightly regulates T cell activation and function, metabolic reprogramming in aged T cells has not been thoroughly studied. Here, we report a systematic analysis of metabolism during young versus aged naïve T cell activation. We observed a decrease in the number and activation of naïve T cells isolated from aged mice. While young T cells demonstrated robust mitochondrial biogenesis and respiration upon activation, aged T cells generated smaller mitochondria with lower respiratory capacity. Using quantitative proteomics, we defined the aged T cell proteome and discovered a specific deficit in the induction of enzymes of one-carbon metabolism. The activation of aged naïve T cells was enhanced by addition of products of one-carbon metabolism (formate and glycine). These studies define mechanisms of skewed metabolic remodeling in aged T cells and provide evidence that modulation of metabolism has the potential to promote immune function in aged individuals.
Subject(s)
Immunity, Innate/physiology , Lymphocyte Activation/immunology , T-Lymphocytes/immunology , Age Factors , Animals , CD4-Positive T-Lymphocytes/metabolism , CD4-Positive T-Lymphocytes/physiology , Carbon/metabolism , Female , Immunity, Cellular/immunology , Mice , Mice, Inbred C57BL , Mitochondria/immunology , Mitochondria/metabolism , Organelle Biogenesis , Respiration , T-Lymphocytes/metabolismABSTRACT
There is a limited understanding about the impact of rare protein-truncating variants across multiple phenotypes. We explore the impact of this class of variants on 13 quantitative traits and 10 diseases using whole-exome sequencing data from 100,296 individuals. Protein-truncating variants in genes intolerant to this class of mutations increased risk of autism, schizophrenia, bipolar disorder, intellectual disability, and ADHD. In individuals without these disorders, there was an association with shorter height, lower education, increased hospitalization, and reduced age at enrollment. Gene sets implicated from GWASs did not show a significant protein-truncating variants burden beyond what was captured by established Mendelian genes. In conclusion, we provide a thorough investigation of the impact of rare deleterious coding variants on complex traits, suggesting widespread pleiotropic risk.
Subject(s)
Mutation/genetics , Open Reading Frames/genetics , Databases, Genetic , Ethnicity/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Phenotype , Proteins/geneticsABSTRACT
Sirtuin 3 (SIRT3) is a NAD+-dependent deacetylase downregulated in aging and age-associated diseases such as cancer and neurodegeneration and in high-fat diet (HFD)-induced metabolic disorders. Here, we performed a small-molecule screen and identified an unexpected metabolic vulnerability associated with SIRT3 loss. Azaserine, a glutamine analog, was the top compound that inhibited growth and proliferation of cells lacking SIRT3. Using stable isotope tracing of glutamine, we observed its increased incorporation into de novo nucleotide synthesis in SIRT3 knockout (KO) cells. Furthermore, we found that SIRT3 KO cells upregulated the diversion of glutamine into de novo nucleotide synthesis through hyperactive mTORC1 signaling. Overexpression of SIRT3 suppressed mTORC1 and growth in vivo in a xenograft tumor model of breast cancer. Thus, we have uncovered a metabolic vulnerability of cells with SIRT3 loss by using an unbiased small-molecule screen.
Subject(s)
Nucleotides/biosynthesis , Sirtuin 3/deficiency , Small Molecule Libraries/pharmacology , Amino Acid Sequence , Animals , Azaserine/pharmacology , Breast Neoplasms/pathology , Cell Line, Tumor , Cell Proliferation/drug effects , Female , Fibroblasts/drug effects , Fibroblasts/metabolism , Glutamine/metabolism , Mechanistic Target of Rapamycin Complex 1/metabolism , Mice, Knockout , Mice, Nude , Promoter Regions, Genetic/genetics , Signal Transduction/drug effects , Sirtuin 3/metabolism , Up-Regulation/drug effectsABSTRACT
While much research has examined the use of glucose and glutamine by tumor cells, many cancers instead prefer to metabolize fats. Despite the pervasiveness of this phenotype, knowledge of pathways that drive fatty acid oxidation (FAO) in cancer is limited. Prolyl hydroxylase domain proteins hydroxylate substrate proline residues and have been linked to fuel switching. Here, we reveal that PHD3 rapidly triggers repression of FAO in response to nutrient abundance via hydroxylation of acetyl-coA carboxylase 2 (ACC2). We find that PHD3 expression is strongly decreased in subsets of cancer including acute myeloid leukemia (AML) and is linked to a reliance on fat catabolism regardless of external nutrient cues. Overexpressing PHD3 limits FAO via regulation of ACC2 and consequently impedes leukemia cell proliferation. Thus, loss of PHD3 enables greater utilization of fatty acids but may also serve as a metabolic and therapeutic liability by indicating cancer cell susceptibility to FAO inhibition.
Subject(s)
Acetyl-CoA Carboxylase/metabolism , Fatty Acids/metabolism , Gene Expression Regulation, Neoplastic , Hypoxia-Inducible Factor-Proline Dioxygenases/metabolism , Leukemia, Myeloid, Acute/metabolism , Proline/metabolism , Acetyl-CoA Carboxylase/antagonists & inhibitors , Acetyl-CoA Carboxylase/chemistry , Acetyl-CoA Carboxylase/genetics , Amino Acid Sequence , Animals , Cell Line, Tumor , HEK293 Cells , Humans , Hydroxylation , Hypoxia-Inducible Factor-Proline Dioxygenases/chemistry , Hypoxia-Inducible Factor-Proline Dioxygenases/genetics , K562 Cells , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/mortality , Leukemia, Myeloid, Acute/pathology , Male , Metabolic Networks and Pathways/genetics , Mice , Mice, Inbred NOD , Models, Molecular , Neoplasm Transplantation , Oxidation-Reduction , Proline/chemistry , RNA, Small Interfering/genetics , RNA, Small Interfering/metabolism , Signal Transduction , Structural Homology, Protein , Survival AnalysisABSTRACT
Naive T cell stimulation activates anabolic metabolism to fuel the transition from quiescence to growth and proliferation. Here we show that naive CD4(+) T cell activation induces a unique program of mitochondrial biogenesis and remodeling. Using mass spectrometry, we quantified protein dynamics during T cell activation. We identified substantial remodeling of the mitochondrial proteome over the first 24 hr of T cell activation to generate mitochondria with a distinct metabolic signature, with one-carbon metabolism as the most induced pathway. Salvage pathways and mitochondrial one-carbon metabolism, fed by serine, contribute to purine and thymidine synthesis to enable T cell proliferation and survival. Genetic inhibition of the mitochondrial serine catabolic enzyme SHMT2 impaired T cell survival in culture and antigen-specific T cell abundance in vivo. Thus, during T cell activation, mitochondrial proteome remodeling generates specialized mitochondria with enhanced one-carbon metabolism that is critical for T cell activation and survival.
Subject(s)
Carbon/metabolism , Lymphocyte Activation/immunology , Organelle Biogenesis , Proteome/metabolism , T-Lymphocytes/metabolism , Animals , CD4-Positive T-Lymphocytes/metabolism , Cell Survival , Energy Metabolism , Epitopes , Metabolic Networks and Pathways , Mice, Inbred C57BL , Mitochondria/metabolism , Proteomics , Pyrimidines/biosynthesisABSTRACT
The mitochondrial deacetylase SIRT3 regulates several important metabolic processes. SIRT3 is transcriptionally upregulated in multiple tissues during nutrient stresses such as dietary restriction and fasting, but the molecular mechanism of this induction is unclear. We conducted a bioinformatic study to identify transcription factor(s) involved in SIRT3 induction. Our analysis identified an enrichment of binding sites for nuclear respiratory factor 2 (NRF-2), a transcription factor known to play a role in the expression of mitochondrial genes, in the DNA sequences of SIRT3 and genes with closely correlated expression patterns. In vitro, knockdown or overexpression of NRF-2 modulated SIRT3 levels, and the NRF-2α subunit directly bound to the SIRT3 promoter. Our results suggest that NRF-2 is a regulator of SIRT3 expression and may shed light on how SIRT3 is upregulated during nutrient stress.
Subject(s)
GA-Binding Protein Transcription Factor/metabolism , Sirtuin 3/genetics , Animals , Binding Sites , Cells, Cultured , Computational Biology , Enzyme Induction/genetics , GA-Binding Protein Transcription Factor/deficiency , HEK293 Cells , Humans , Promoter Regions, Genetic/genetics , Sirtuin 3/biosynthesisABSTRACT
Sirtuin 3 (SIRT3) is a major regulator of oncometabolism. Indeed, the activity of SIRT3 significantly affects the response to oxidative stress, glycolytic proficiency, and tumorigenic potential of malignant cells. Thus, a system to accurately measure the transcriptional activity of the SIRT3 promoter could facilitate the identification of novel antineoplastic agents or have diagnostic applications. Here, we describe all the steps involved in the development of a luciferase-based reporter system to measure the activation of the human SIRT3 promoter, encompassing the design of appropriate primers, the cloning of the promoter fragment, and its site-directed mutagenesis. We validated this system in human embryonic kidney 293T cells, taking advantage of the renowned ability of the transcription factor estrogen-related receptor α to transactivate SIRT3. Moreover, here we demonstrate that SIRT3 expression is responsive to rapamycin, a small inhibitor of mammalian target of rapamycin that has been extensively employed as a caloric restriction mimetic. Finally, we provide an overview of the complementary molecular biology techniques that might be employed to further verify the reliability of this system.