ABSTRACT
BACKGROUND: The study of genetic variation as a factor influencing drug safety, efficacy, and effectiveness has brought about significant breakthroughs in understanding the clinical application of gene-drug interactions to better manage drug therapy. OBJECTIVE: This study was designed to assess the feasibility of collecting buccal samples by general practitioners (GPs) at private practices in Singapore within a usual consultation, incorporating use of a pharmacogenetics-based medical decision support system to guide subsequent drug dosing. METHODS: We used a prospective cohort study design, with GPs recruiting 189 patients between October 2020 and March 2021. The genotypes of 51 biallelic SNPs were determined using Illumina Infinium Global Screening Array. RESULTS: Seven GPs from 6 private practices recruited and obtained buccal samples from a total of 189 patients. All patients had at least one actionable variant. The prevalence of patients having 2, 3, or 4 variants was 37.0%, 32.8%, and 12.7%, respectively. Potential alterations to medications were identified using the Clinical Decision Support System. Patients were accepting and the GPs were enthusiastic about the potential of pharmacogenetics to personalize medicine for their patients. CONCLUSION: This is the first study in Singapore to demonstrate the feasibility of pharmacogenetic testing in primary care. The high prevalence of genetic variants underscores the potential use of pharmacogenetics in this setting.
ABSTRACT
WHAT IS KNOWN AND OBJECTIVE: Several Caucasian cohort studies have associated at least one loss-of-function CYP2C19 on Clopidogrel (LoF-Clopidogrel) with major adverse cardiovascular events (MACE), and only a couple have used Clinical Pharmacogenetics Implementation Consortium (CPIC® ) phenotype grouping to study the associations. We primarily aimed to study the impact of use of platelet reactivity testing to escalate antiplatelet therapy and secondarily to study the association of CPIC phenotype with MACE outcomes in South-East Asian Acute Coronary Syndrome (ACS) subjects. METHOD: A retrospective genotype study was performed on 238 percutaneous coronary intervention subjects, originally planned for escalation of antiplatelets using platelet reactivity testing. RESULTS AND DISCUSSION: There was no difference in MACE between the switched and unswitched groups; however, 'all bleeds' and 'clinically significant bleeds' (CSB) were statistically higher in the patients who were switched to prasugrel. The subgroup of patients who remained on clopidogrel (n = 199) were analysed using phenotype categories and MACE. Eleven percent (11.4%) of CYP2C19 poor metabolizers (PM) suffered MACE, compared with 1.3% of extensive metabolizers (EM). LoF-Clopidogrel patients are significantly more likely to experience MACE compared with non-LoF subjects (8.0% vs 5.4%, P: .041). WHAT IS NEW AND CONCLUSION: In our multivariate analysis, LoF-Clopidogrel, malay ethnicity, diabetics and use of proton pump inhibitors were independent predictors of MACE. There were numerically more bleeds in LoF subjects who were on prasugrel compared with Clopidogrel (23.5% vs 11%, P = .082). Our data corroborate with current findings on platelet reactivity testing, suggesting that the assay would not be sensitive enough to pick up sufficient 'at-risk' subjects as compared to the use of CYP2C19 genotyping.
Subject(s)
Acute Coronary Syndrome/therapy , Cytochrome P-450 CYP2C19/genetics , Percutaneous Coronary Intervention/methods , Platelet Aggregation Inhibitors/administration & dosage , Aged , Asian People/genetics , Cardiovascular Diseases/epidemiology , Clopidogrel/administration & dosage , Clopidogrel/adverse effects , Female , Genotype , Hemorrhage/epidemiology , Humans , Male , Middle Aged , Pharmacogenetics , Phenotype , Platelet Aggregation Inhibitors/adverse effects , Prasugrel Hydrochloride/administration & dosage , Prasugrel Hydrochloride/adverse effects , Retrospective StudiesABSTRACT
Pharmacogenomics (PGx) is increasingly being recognized as a potential tool for improving the efficacy and safety of drug therapy. Therefore, several efforts have been undertaken globally to facilitate the implementation process of PGx into routine clinical practice. Part of these efforts include the formation of PGx working groups working on PGx research, synthesis, and dissemination of PGx data and creation of PGx implementation strategies. In Asia, the Southeast Asian Pharmacogenomics Research Network (SEAPharm) is established to enable and strengthen PGx research among the various PGx communities within but not limited to countries in SEA; with the ultimate goal to support PGx implementation in the region. From the perspective of SEAPharm member countries, there are several key elements essential for PGx implementation at the national level. They include pharmacovigilance database, PGx research, health economics research, dedicated laboratory to support PGx testing for both research and clinical use, structured PGx education, and supportive national health policy. The status of these essential elements is presented here to provide a broad picture of the readiness for PGx implementation among the SEAPharm member countries, and to strengthen the PGx research network and practice in this region.
Subject(s)
Interprofessional Relations , Pharmacogenetics/statistics & numerical data , Asia , Asia, Southeastern , Chemical and Drug Induced Liver Injury/prevention & control , Diffusion of Innovation , Drug Eruptions/prevention & control , Humans , Pharmacogenetics/economicsABSTRACT
We previously identified a highly consanguineous familial hypercholesterolemia (FH) family demonstrating segregation of the JD Bari mutation in the LDL receptor as well as a putative cholesterol-lowering trait. We aimed to identify genes related to the latter effect. LDL cholesterol (LDLc) values were normalized for FH affectation status, age, and gender. Using genome-wide SNP data, we examined whether known SNPs gleaned from a genome-wide association study could explain the variation observed in LDLc. Four individuals with markedly reduced LDL levels underwent whole exome sequencing. After prioritizing all potential mutations, we identified the most promising candidate genes and tested them for segregation with the lowering trait. We transfected a plasmid carrying the top candidate mutation, microsomal triglyceride transfer protein (MTTP) R634C, into COS-7 cells to test enzymatic activity. The SNP score explained 3% of the observed variability. MTTP R634C showed reduced activity (49.1 nmol/ml) compared with the WT allele (185.8 nmol/ml) (P = 0.0012) and was marginally associated with reduced LDLc in FH patients (P = 0.05). Phenotypic variability in a FH pedigree can only partially be explained by a combination of common SNPs and a rare mutation and a rare variant in the MTTP gene. LDLc variability in FH patients may have nongenetic causes.
Subject(s)
Carrier Proteins/genetics , Cholesterol, LDL/blood , Hyperlipoproteinemia Type II/blood , Hyperlipoproteinemia Type II/genetics , Mutation , Pedigree , Polymorphism, Single Nucleotide , Adult , Animals , COS Cells , Carrier Proteins/metabolism , Chlorocebus aethiops , Female , Genetic Linkage , Hep G2 Cells , Humans , MaleABSTRACT
Adverse drug reactions (ADRs) contribute to hospitalization but data on its economic burden is scant. Pre-emptive pharmacogenetic (PGx) testing can potentially reduce ADRs and its associated costs. The objectives of this study were to quantify the economic burden of ADRs and to estimate the breakeven cost of pre-emptive PGx testing in Singapore. We collected itemized costs for 1000 random non-elective hospitalizations of adults admitted to a tertiary-care general hospital in Singapore. The presence of ADRs at admission and their clinical characteristics were reported previously. The economic burden of ADRs was assessed from two perspectives: (1) Total cost and (2) incremental costs. The breakeven cost of PGx testing was estimated by dividing avoidable hospitalization costs for ADRs due to selected drugs by the number of patients taking those drugs. The total cost of 81 admissions caused by ADRs was US$570,404. Costs were significantly higher for bleeding/elevated international normalized ratio (US$9906 vs. US$2251, p = 6.58 × 10-3) compared to other ADRs, and for drugs acting on the blood coagulation system (US$9884 vs. US$2229, p = 4.41 × 10-3) compared to other drug classes. There were higher incremental laboratory costs due to ADRs causing or being present at admission. The estimated breakeven cost of a pre-emptive PGx test for patients taking warfarin, clopidogrel, chemotherapeutic and neuropsychiatric drugs was US$114 per patient. These results suggest that future studies designed to directly measure the clinical and cost impact of a pre-emptive genotyping program will help inform clinical practice and health policy decisions.
Subject(s)
Drug-Related Side Effects and Adverse Reactions/economics , Pharmacogenomic Testing/economics , Aged , Case-Control Studies , Cost of Illness , Female , Health Care Costs , Hospitalization/economics , Humans , Incidence , Male , Middle Aged , SingaporeABSTRACT
BACKGROUND: Genotype-guided warfarin dosing has been shown in some randomized trials to improve anticoagulation outcomes in individuals of European ancestry, yet its utility in Asian patients remains unresolved. METHODS: An open-label, non-inferiority, 1:1 randomized trial was conducted at three academic hospitals in South East Asia, involving 322 ethnically diverse patients newly indicated for warfarin (NCT00700895). Clinical follow-up was 90 days. The primary efficacy measure was the number of dose titrations within the first 2 weeks of therapy, with a mean non-inferiority margin of 0.5 over the first 14 days of therapy. RESULTS: Among 322 randomized patients, 269 were evaluable for the primary endpoint. Compared with traditional dosing, the genotype-guided group required fewer dose titrations during the first 2 weeks (1.77 vs. 2.93, difference -1.16, 90% CI -1.48 to -0.84, P < 0.001 for both non-inferiority and superiority). The percentage of time within the therapeutic range over 3 months and median time to stable international normalized ratio (INR) did not differ between the genotype-guided and traditional dosing groups. The frequency of dose titrations (incidence rate ratio 0.76, 95% CI 0.67 to 0.86, P = 0.001), but not frequency of INR measurements, was lower at 1, 2, and 3 months in the genotype-guided group. The proportions of patients who experienced minor or major bleeding, recurrent venous thromboembolism, or out-of-range INR did not differ between both arms. For predicting maintenance doses, the pharmacogenetic algorithm achieved an R2 = 42.4% (P < 0.001) and mean percentage error of -7.4%. CONCLUSIONS: Among Asian adults commencing warfarin therapy, a pharmacogenetic algorithm meets criteria for both non-inferiority and superiority in reducing dose titrations compared with a traditional dosing approach, and performs well in prediction of actual maintenance doses. These findings imply that clinicians may consider applying a pharmacogenetic algorithm to personalize initial warfarin dosages in Asian patients. TRIAL REGISTRATION: ClinicalTrials.gov NCT00700895 . Registered on June 19, 2008.
Subject(s)
Anticoagulants/therapeutic use , Maximum Tolerated Dose , Warfarin/therapeutic use , Adult , Aged , Aged, 80 and over , Anticoagulants/administration & dosage , Anticoagulants/pharmacology , Asian People , Female , Genotype , Humans , Male , Middle Aged , Warfarin/administration & dosage , Warfarin/pharmacology , Young AdultABSTRACT
While early pharmacogenomic studies have primarily been carried out in Western populations, there has been a notable increase in the number of Asian studies over the past decade. We systematically reviewed all pharmacogenomic studies conducted in Asia published before 2016 to highlight trends and identify research gaps in Asia. We observed that pharmacogenomic research in Asia was dominated by larger developed countries, notably Japan and Korea, and mainly driven by local researchers. Studies were focused on drugs acting on the CNS, chemotherapeutics and anticoagulants. Significantly, several novel pharmacogenomic associations have emerged from Asian studies. These developments are highly encouraging for the strength of regional scientific and clinical community and propound the importance of discovery studies in different populations.
Subject(s)
Asian People/genetics , Anticoagulants/therapeutic use , Antineoplastic Agents/therapeutic use , Central Nervous System Agents/therapeutic use , Humans , Pharmacogenetics/methodsABSTRACT
AIMS: Adverse drug reactions (ADRs) contribute to poorer patient outcomes and additional burden to the healthcare system. However, data on the true burden, relevant types and drugs causing ADRs are lacking. The aim of this study was to determine the prevalence of ADR-related hospitalization in the general adult population in Singapore and to investigate their characteristics. METHODS: We prospectively recruited 1000 adult patients with unplanned admission to a large tertiary-care hospital. Two independent reviewers evaluated all suspected ADRs for causality, type, severity and avoidability. The prevalence of ADR-related hospitalization was calculated based on 'definite' and 'probable' ADRs. Logistic regression was used to evaluate predictors for having an ADR at admission. RESULTS: The prevalence of all ADRs at admission was 12.4% (95% CI: 10.5-14.6%) and ADRs causing admission was 8.1% (95% CI: 6.5-10.0%). The most common ADRs were gastrointestinal-related. The most common drug category causing ADRs were cardiovascular drugs. Patients with ADRs had a longer length of stay than those who did not (median 4 vs. 3 days, P = 1.70 × 10-3 ). About 30% of ADRs at admission were caused by at least one drug with a clinical annotation in the Pharmacogenomics KnowledgeBase (PharmGKB), suggesting that some of these ADRs may have been predicted by pharmacogenetic testing. CONCLUSIONS: We have quantified the burden and characteristics of clinically impactful ADRs in the Singaporean general adult population. Our results will provide vital information for efforts in reducing ADRs through targeted vigilance, patient education and pharmacogenomics in Singapore.
Subject(s)
Drug-Related Side Effects and Adverse Reactions , Patient Admission/statistics & numerical data , Adult , Cardiovascular Agents/adverse effects , Drug-Related Side Effects and Adverse Reactions/diagnosis , Drug-Related Side Effects and Adverse Reactions/epidemiology , Female , Gastrointestinal Diseases/diagnosis , Gastrointestinal Diseases/epidemiology , Humans , Male , Middle Aged , Prevalence , Prospective Studies , Singapore/epidemiology , Tertiary Care CentersABSTRACT
Stearoyl-CoA desaturase-1 (SCD1) plays an important role in lipid metabolism. Inhibition of SCD1 activity represents a potential novel approach for the treatment of metabolic diseases such as obesity, type 2 diabetes and dyslipidemia, as well as skin diseases, acne and cancer. Herein, we report the synthesis and structure-activity relationships (SAR) of a series of novel triazolone derivatives, culminating in the identification of pyrazolyltriazolone 17a, a potent SCD1 inhibitor, which reduced plasma C16:1/C16:0 triglycerides desaturation index (DI) in an acute Lewis rat model in a dose dependent manner, with an ED50 of 4.6 mg/kg. In preliminary safety studies, compound 17a did not demonstrate adverse effects related to SCD1 inhibition after repeat dosing at 100mg/kg. Together, these data suggest that sufficient safety margins can be achieved with certain SCD1 inhibitors, thus allowing exploration of clinical utility in metabolic disease settings.
Subject(s)
Stearoyl-CoA Desaturase/antagonists & inhibitors , Triazoles/chemistry , Triazoles/pharmacology , Animals , Drug Discovery , Hep G2 Cells , Humans , Lipid Metabolism/drug effects , Metabolic Diseases/drug therapy , Mice , Rats , Rats, Inbred Lew , Structure-Activity RelationshipABSTRACT
While genetic determinants strongly influence HDL cholesterol (HDLc) levels, most genetic causes underlying variation in HDLc remain unknown. We aimed to identify novel rare mutations with large effects in candidate genes contributing to extreme HDLc in humans, utilizing family-based Mendelian genetics. We performed next-generation sequencing of 456 candidate HDLc-regulating genes in 200 unrelated probands with extremely low (≤10th percentile) or high (≥90th percentile) HDLc. Probands were excluded if known mutations existed in the established HDLc-regulating genes ABCA1, APOA1, LCAT, cholesteryl ester transfer protein (CETP), endothelial lipase (LIPG), and UDP-N-acetyl-α-D-galactosamine:polypeptide N-acetylgalactosaminyltransferase 2 (GALNT2). We identified 93 novel coding or splice-site variants in 72 candidate genes. Each variant was genotyped in the proband's family. Family-based association analyses were performed for variants with sufficient power to detect significance at P < 0.05 with a total of 627 family members being assessed. Mutations in the genes glucokinase regulatory protein (GCKR), RNase L (RNASEL), leukocyte immunoglobulin-like receptor 3 (LILRA3), and dynein axonemal heavy chain 10 (DNAH10) segregated with elevated HDLc levels in families, while no mutations associated with low HDLc. Taken together, we have identified mutations in four novel genes that may play a role in regulating HDLc levels in humans.
Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Axonemal Dyneins/genetics , Cholesterol, HDL/blood , Endoribonucleases/genetics , Mutation , Receptors, Immunologic/genetics , ATP Binding Cassette Transporter 1/genetics , Adult , Aged , Apolipoprotein A-I/genetics , Cholesterol Ester Transfer Proteins/genetics , Cholesterol, HDL/genetics , Female , Humans , Lipase/genetics , Male , Middle Aged , N-Acetylgalactosaminyltransferases/genetics , Phosphatidylcholine-Sterol O-Acyltransferase/genetics , Polypeptide N-acetylgalactosaminyltransferaseABSTRACT
Several five- and six-membered heterocycles were introduced to replace the C2-position amide bond of the original 2-aminothiazole-based hit compound 5. Specifically, replacement of the amide bond with an imidazolidinone moiety yielded a novel and potent thiazolylimidazolidinone series of SCD1 inhibitors. XEN723 (compound 22) was identified after optimization of the thiazolylimidazolidinone series. This compound demonstrated a 560-fold improvement in in vitro potency and reduced plasma desaturation indices in a dose dependent manner, with an EC50 of 4.5 mg/kg.
Subject(s)
Amides/chemistry , Drug Discovery/methods , Imidazolidines/chemistry , Metabolic Diseases , Stearoyl-CoA Desaturase/antagonists & inhibitors , Amides/pharmacology , Amides/therapeutic use , Animals , Dose-Response Relationship, Drug , Drug Evaluation, Preclinical/methods , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Enzyme Inhibitors/therapeutic use , Female , Hep G2 Cells , Humans , Imidazolidines/pharmacology , Imidazolidines/therapeutic use , Metabolic Diseases/drug therapy , Metabolic Diseases/enzymology , Mice , Rats , Rats, Sprague-Dawley , Stearoyl-CoA Desaturase/metabolismABSTRACT
This review provides an overview of stearoyl-coenzyme A desaturase-1 (SCD1) as a novel therapeutic target for metabolic disorders and other indications. Target validation is reviewed, and limitations due to incomplete knowledge of the relevant biological systems are described. Assay development, particularly for high throughput screening, and characterization of SCD1 inhibition are summarized. The progress and evolution in medicinal chemistry are discussed, specifically focusing on key attributes of the most advanced SCD1 inhibitors described in the primary literature and in patent applications. This work culminated in numerous companies identifying potent selective inhibitors, some of which progressed to early clinical development. The status of current SCD1 drug discovery programs is reviewed. Challenges are discussed, and potential new directions are indicated.
Subject(s)
Metabolic Diseases/drug therapy , Stearoyl-CoA Desaturase/antagonists & inhibitors , Animals , Humans , Lipid Metabolism , Metabolic Diseases/enzymology , Molecular Targeted Therapy , Stearoyl-CoA Desaturase/genetics , Stearoyl-CoA Desaturase/metabolismABSTRACT
We discovered a series of novel and potent thiazolylpyridinone-based SCD1 inhibitors based on a 2-aminothiazole HTS hit by replacing the amide bond with a pyridinone moiety. Compound 19 demonstrated good potency against SCD1 in vitro and in vivo. The mouse liver microsomal SCD1 in vitro potency for 19 was improved by more than 240-fold compared to the original HTS hit. Furthermore, 19 demonstrated a dose-dependent reduction of plasma desaturation index with an ED50 of 6.3 mg/kg. Compound 19 demonstrated high liver to plasma and liver to eyelid exposures, indicating preferential liver distribution. The preliminary toxicology study with compound 19 did not demonstrate adverse effects related to SCD1 inhibition, suggesting a wide safety margin with respect to other known SCD1 inhibitors with wider distribution profiles.
Subject(s)
Drug Discovery/methods , Liver/metabolism , Pyridones/metabolism , Pyridones/pharmacology , Stearoyl-CoA Desaturase/antagonists & inhibitors , Stearoyl-CoA Desaturase/metabolism , Animals , Caco-2 Cells , Dose-Response Relationship, Drug , Hep G2 Cells , Humans , Liver/drug effects , Mice , Pyridones/chemistry , Rats , Rats, Inbred Lew , Tissue Distribution/drug effects , Tissue Distribution/physiologyABSTRACT
Endothelial lipase (EL) activity has been implicated in HDL metabolism and in atherosclerotic plaque development; inhibitors are proposed to be efficacious in the treatment of dyslipidemia related cardiovascular disease. We describe here the discovery of a novel class of anthranilic acids EL inhibitors. XEN445 (compound 13) was identified as a potent and selective EL inhibitor, that showed good ADME and PK properties, and demonstrated in vivo efficacy in raising plasma HDLc concentrations in mice.
Subject(s)
Benzoates/pharmacology , Cholesterol, HDL/blood , Cholesterol, HDL/drug effects , Drug Discovery , Enzyme Inhibitors/pharmacology , Lipase/antagonists & inhibitors , Pyrrolidines/pharmacology , Animals , Benzoates/chemical synthesis , Benzoates/chemistry , Dose-Response Relationship, Drug , Enzyme Inhibitors/chemical synthesis , Enzyme Inhibitors/chemistry , Lipase/deficiency , Lipase/metabolism , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Molecular Structure , Pyrrolidines/chemical synthesis , Pyrrolidines/chemistry , Structure-Activity RelationshipSubject(s)
Acne Vulgaris/drug therapy , Enzyme Inhibitors/pharmacology , Piperazines/pharmacology , Pyridazines/pharmacology , Sebaceous Glands/drug effects , Skin/drug effects , Stearoyl-CoA Desaturase/antagonists & inhibitors , Acne Vulgaris/enzymology , Acne Vulgaris/pathology , Animals , Atrophy , Enzyme Inhibitors/chemistry , Hep G2 Cells , Humans , Mice , Mice, Inbred Strains , Piperazines/chemistry , Pyridazines/chemistry , Sebaceous Glands/enzymology , Sebaceous Glands/pathology , Skin/pathology , Stearoyl-CoA Desaturase/metabolismABSTRACT
BACKGROUND: Endothelial lipase is a phospholipase with activity against high-density lipoprotein. Although a small number of mutations in LIPG have been described, the role of LIPG in protection against atherosclerosis is unclear. METHODS AND RESULTS: We identified 8 loss-of-function (LOF) mutations in LIPG in individuals with high-density lipoprotein cholesterol. Functional analysis confirmed that most rare mutations abolish lipase activity in vitro, indicating complete LOF, whereas 2 more common mutations N396S and R476W reduce activity by ≈50%, indicating partial LOF and implying ≈50% and ≈75% remaining endothelial lipase function in heterozygous complete LOF and partial LOF mutation carriers, respectively. complete LOF mutation carriers had significantly higher plasma high-density lipoprotein cholesterol levels compared with partial LOF mutation carriers. Apolipoprotein B-depleted serum from complete LOF carriers showed significantly enhanced cholesterol efflux acceptor capacity, whereas only trends were observed in partial LOF carriers. Carriers of LIPG mutations exhibited trends toward reduced coronary artery disease in 4 independent cohorts (meta-analysis odds ratio, 0.7; P=0.04). CONCLUSIONS: Our data suggest that the impact of LIPG mutations is directly related to their effect on endothelial lipase function and support that antagonism of endothelial lipase function improves cardioprotection.
Subject(s)
Cholesterol, HDL/blood , Coronary Artery Disease/enzymology , Coronary Artery Disease/genetics , Lipase/genetics , Mutation, Missense , Cohort Studies , Coronary Artery Disease/metabolism , Heterozygote , Humans , Lipase/metabolismABSTRACT
Stearoyl-CoA desaturase-1 (SCD1) catalyzes de novo synthesis of monounsaturated fatty acids from saturated fatty acids. Studies have demonstrated that rodents lacking a functional SCD1 gene have an improved metabolic profile, including reduced weight gain, lower triglycerides, and improved insulin response. In this study, we discovered a series of piperazinylpyridazine-based highly potent, selective, and orally bioavailable compounds. Particularly, compound 49 (XEN103) was highly active in vitro (mSCD1 IC(50) = 14 nM and HepG2 IC(50) = 12 nM) and efficacious in vivo (ED(50) = 0.8 mg/kg). It also demonstrated striking reduction of weight gain in a rodent model. Our findings with small-molecule SCD1 inhibitors confirm the importance of this target in metabolic regulation, describe novel models for assessing SCD1 inhibitors for efficacy and tolerability and demonstrate an opportunity to develop a novel therapy for metabolic disease.
Subject(s)
Enzyme Inhibitors/therapeutic use , Metabolic Syndrome/drug therapy , Obesity/drug therapy , Piperazines/therapeutic use , Pyridazines/therapeutic use , Stearoyl-CoA Desaturase/antagonists & inhibitors , Animals , Enzyme Inhibitors/chemistry , Enzyme Inhibitors/pharmacology , Humans , Magnetic Resonance Spectroscopy , Mice , Piperazines/chemistry , Piperazines/pharmacology , Pyridazines/chemistry , Pyridazines/pharmacology , Rats , Rats, Zucker , Spectrometry, Mass, Electrospray IonizationABSTRACT
Expression profiling with DNA microarrays has been used to examine the transcriptome of a wide spectrum of vertebrate cells and tissues. The sensitivity and accuracy of the data generated is dependent on the quality and composition of the input RNA. In this report, we examine the quality and array performance of over 200 total RNA samples extracted from ocular tissues and cells that have been processed in a microarray core laboratory over a 7-year period. Total RNA integrity and cRNA target size distribution were assessed using the 2100 Bioanalyzer. We present Affymetrix GeneChip array performance metrics for different ocular samples processed according to a standard microarray assay workflow including several quality control checkpoints. Our review of ocular sample performance in the microarray assay demonstrates the value of considering tissue-specific characteristics in evaluating array data. Specifically, we show that Bioanalyzer electropherograms reveal highly abundant mRNAs in lacrimal gland targets that are correlated with variation in array assay performance. Our results provide useful benchmarks for other gene expression studies of ocular systems.