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1.
Acta Psychiatr Scand ; 141(2): 131-141, 2020 02.
Article in English | MEDLINE | ID: mdl-31667829

ABSTRACT

OBJECTIVE: Promptly establishing maintenance therapy could reduce morbidity and mortality in patients with bipolar disorder. Using a machine learning approach, we sought to evaluate whether lithium responsiveness (LR) is predictable using clinical markers. METHOD: Our data are the largest existing sample of direct interview-based clinical data from lithium-treated patients (n = 1266, 34.7% responders), collected across seven sites, internationally. We trained a random forest model to classify LR-as defined by the previously validated Alda scale-against 180 clinical predictors. RESULTS: Under appropriate cross-validation procedures, LR was predictable in the pooled sample with an area under the receiver operating characteristic curve of 0.80 (95% CI 0.78-0.82) and a Cohen kappa of 0.46 (0.4-0.51). The model demonstrated a particularly low false-positive rate (specificity 0.91 [0.88-0.92]). Features related to clinical course and the absence of rapid cycling appeared consistently informative. CONCLUSION: Clinical data can inform out-of-sample LR prediction to a potentially clinically relevant degree. Despite the relevance of clinical course and the absence of rapid cycling, there was substantial between-site heterogeneity with respect to feature importance. Future work must focus on improving classification of true positives, better characterizing between- and within-site heterogeneity, and further testing such models on new external datasets.


Subject(s)
Antimanic Agents/therapeutic use , Bipolar Disorder/drug therapy , Clinical Decision Rules , Lithium Compounds/therapeutic use , Machine Learning , Adult , Age of Onset , Area Under Curve , Bipolar Disorder/epidemiology , Disease Progression , Female , Humans , Male , Middle Aged , ROC Curve , Risk Factors , Sleep Initiation and Maintenance Disorders/epidemiology , Treatment Outcome
2.
Sci Rep ; 8(1): 8465, 2018 05 31.
Article in English | MEDLINE | ID: mdl-29855513

ABSTRACT

Alzheimer's Disease (AD) is the most common cause of dementia in the elderly. Centenarians - reaching the age of >100 years while maintaining good cognitive skills - seemingly have unique biological features allowing healthy aging and protection from dementia. Here, we studied the expression of SIRT1 along with miR-132 and miR-212, two microRNAs known to regulate SIRT1, in lymphoblastoid cell lines (LCLs) from 45 healthy donors aged 21 to 105 years and 24 AD patients, and in postmortem olfactory bulb and hippocampus tissues from 14 AD patients and 20 age-matched non-demented individuals. We observed 4.0-fold (P = 0.001) lower expression of SIRT1, and correspondingly higher expression of miR-132 (1.7-fold; P = 0.014) and miR-212 (2.1-fold; P = 0.036), in LCLs from AD patients compared with age-matched healthy controls. Additionally, SIRT1 expression was 2.2-fold (P = 0.001) higher in centenarian LCLs compared with LCLs from individuals aged 56-82 years; while centenarian LCLs miR-132 and miR-212 indicated 7.6-fold and 4.1-fold lower expression, respectively. Correlations of SIRT1, miR-132 and miR-212 expression with cognitive scores were observed for AD patient-derived LCLs and postmortem AD olfactory bulb and hippocampus tissues, suggesting that higher SIRT1 expression, possibly mediated by lower miR-132 and miR-212, may protect aged individuals from dementia and is reflected in their peripheral tissues.


Subject(s)
Alzheimer Disease/pathology , Longevity/genetics , MicroRNAs/metabolism , Sirtuin 1/metabolism , Adult , Aged , Aged, 80 and over , Alzheimer Disease/genetics , Alzheimer Disease/metabolism , B-Lymphocytes/cytology , B-Lymphocytes/metabolism , Case-Control Studies , Female , Hippocampus/metabolism , Humans , Male , Middle Aged , Olfactory Bulb/metabolism , Young Adult
4.
Transl Psychiatry ; 6(10): e909, 2016 10 04.
Article in English | MEDLINE | ID: mdl-27701409

ABSTRACT

Alzheimer's disease (AD) is the most frequent cause of dementia. Misfolded protein pathological hallmarks of AD are brain deposits of amyloid-ß (Aß) plaques and phosphorylated tau neurofibrillary tangles. However, doubts about the role of Aß in AD pathology have been raised as Aß is a common component of extracellular brain deposits found, also by in vivo imaging, in non-demented aged individuals. It has been suggested that some individuals are more prone to Aß neurotoxicity and hence more likely to develop AD when aging brains start accumulating Aß plaques. Here, we applied genome-wide transcriptomic profiling of lymphoblastoid cells lines (LCLs) from healthy individuals and AD patients for identifying genes that predict sensitivity to Aß. Real-time PCR validation identified 3.78-fold lower expression of RGS2 (regulator of G-protein signaling 2; P=0.0085) in LCLs from healthy individuals exhibiting high vs low Aß sensitivity. Furthermore, RGS2 showed 3.3-fold lower expression (P=0.0008) in AD LCLs compared with controls. Notably, RGS2 expression in AD LCLs correlated with the patients' cognitive function. Lower RGS2 expression levels were also discovered in published expression data sets from postmortem AD brain tissues as well as in mild cognitive impairment and AD blood samples compared with controls. In conclusion, Aß sensitivity phenotyping followed by transcriptomic profiling and published patient data mining identified reduced peripheral and brain expression levels of RGS2, a key regulator of G-protein-coupled receptor signaling and neuronal plasticity. RGS2 is suggested as a novel AD biomarker (alongside other genes) toward early AD detection and future disease modifying therapeutics.


Subject(s)
Alzheimer Disease/genetics , Amyloid beta-Peptides/genetics , Data Mining , Gene Expression Profiling , Gene Expression/genetics , Genome-Wide Association Study , Neurofibrillary Tangles/genetics , Plaque, Amyloid/genetics , RGS Proteins/genetics , Aged , Alzheimer Disease/diagnosis , Alzheimer Disease/pathology , Brain/pathology , Cell Line , Computational Biology , Early Diagnosis , Genetic Association Studies , Genetic Markers/genetics , Humans , Male , Neurofibrillary Tangles/pathology , Phenotype , Plaque, Amyloid/pathology
5.
Mol Psychiatry ; 18(4): 461-70, 2013 Apr.
Article in English | MEDLINE | ID: mdl-22430674

ABSTRACT

Recently, several genome-wide association studies (GWASs) have led to the discovery of nine new loci of genetic susceptibility in Alzheimer's disease (AD). However, the landscape of the AD genetic susceptibility is far away to be complete and in addition to single-SNP (single-nucleotide polymorphism) analyses as performed in conventional GWAS, complementary strategies need to be applied to overcome limitations inherent to this type of approaches. We performed a genome-wide haplotype association (GWHA) study in the EADI1 study (n=2025 AD cases and 5328 controls) by applying a sliding-windows approach. After exclusion of loci already known to be involved in AD (APOE, BIN1 and CR1), 91 regions with suggestive haplotype effects were identified. In a second step, we attempted to replicate the best suggestive haplotype associations in the GERAD1 consortium (2820 AD cases and 6356 controls) and observed that 9 of them showed nominal association. In a third step, we tested relevant haplotype associations in a combined analysis of five additional case-control studies (5093 AD cases and 4061 controls). We consistently replicated the association of a haplotype within FRMD4A on Chr.10p13 in all the data set analyzed (OR: 1.68; 95% CI: (1.43-1.96); P=1.1 × 10(-10)). We finally searched for association between SNPs within the FRMD4A locus and Aß plasma concentrations in three independent non-demented populations (n=2579). We reported that polymorphisms were associated with plasma Aß42/Aß40 ratio (best signal, P=5.4 × 10(-7)). In conclusion, combining both GWHA study and a conservative three-stage replication approach, we characterised FRMD4A as a new genetic risk factor of AD.


Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Alzheimer Disease/genetics , Genetic Predisposition to Disease/genetics , Genome-Wide Association Study , Haplotypes/genetics , Alzheimer Disease/blood , Amyloid beta-Peptides/blood , Case-Control Studies , Humans , Polymorphism, Single Nucleotide/genetics
6.
Eur Psychiatry ; 26(3): 141-3, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21292452

ABSTRACT

Bipolar disorder (BD) is a highly heterogeneous and heritable psychiatric illness. Age at onset has been shown to be a powerful tool for dissecting both the phenotypic and genetic complexity of BD. In this article, we present findings from an association study between the DRD2 TaqIA polymorphism and age at onset, showing that both alleles and genotypes at this locus associate with early onset BD.


Subject(s)
Bipolar Disorder/epidemiology , Bipolar Disorder/genetics , Polymorphism, Single Nucleotide , Receptors, Dopamine D2/genetics , Adult , Age of Onset , Alleles , Female , Gene Frequency , Genetic Association Studies , Genetic Predisposition to Disease , Genotype , Humans , Italy/epidemiology , Male , Middle Aged
8.
Neurol Sci ; 24 Suppl 2: S146-8, 2003 May.
Article in English | MEDLINE | ID: mdl-12811615

ABSTRACT

The person-to-person variability of drug response is a major problem in clinical practice and in drug development. It can lead to therapeutic failure or adverse drug reactions (ADRs) in individuals or subpopulation of patients. In addition to the high occurence of ADRs and the associated morbidity and mortality, substantial costs are incurred. Potential risk factors for drug inefficacy or toxicity include drug-drug interactions, the patient's age, renal and liver functions or other disease factors, and lifestyle variables such as smoking and alcohol consumption. In addition, it has become clear in recent years that genetic factors may also significantly modify drug responses or increase the risk for ADRs. Genetic variations in genes (polymorphisms) for drug-metabolizing enzymes, drug receptors, and drug transporters have been associated with individual variability in the efficacy and toxicity of drugs. It is now widely accepted that migraine is a polygenic and multifactorial disorders, thus considered to be a genetic complex disease. Genetic studies on migraine suggested a role of CACNA1A and DRD2 genes as susceptibility genes in this disorder.


Subject(s)
Migraine Disorders/drug therapy , Migraine Disorders/genetics , Acetylation , Drug-Related Side Effects and Adverse Reactions/genetics , Humans , Migraine Disorders/metabolism , Oxidation-Reduction , Pharmacogenetics , Polymorphism, Genetic , Risk Factors
9.
Acta Psychiatr Scand ; 104(1): 37-41, 2001 Jul.
Article in English | MEDLINE | ID: mdl-11437748

ABSTRACT

OBJECTIVE: We sought to establish whether low cholesterol concentration may be associated with a personal history of attempted suicide or a family history of completed suicide in psychiatric out-patients on maintenance lithium treatment, who represent a population at risk for suicide. METHOD: We retrospectively reviewed charts regarding 783 out-patients consecutively admitted to a lithium clinic from 1976 to 1999. Individual age- and gender-specific quartile of serum cholesterol concentration were correlated against personal lifetime suicide attempts and completed suicide in first-degree relatives. RESULTS: The proportion of men with a personal lifetime history of attempted suicide, especially if violent, and that of men with history of completed suicide in a first-degree relative were significantly higher among the group with cholesterol concentration in the lowest quartile compared to the group with cholesterol levels above the 25th percentile. CONCLUSION: Low cholesterol concentration should be studied further as a potential biological/genetic marker of suicide risk.


Subject(s)
Cholesterol/blood , Suicide, Attempted/psychology , Adult , Antimanic Agents/therapeutic use , Bipolar Disorder/drug therapy , Female , Genetic Markers , Hospitalization/statistics & numerical data , Humans , Lithium/therapeutic use , Male , Middle Aged , Retrospective Studies , Risk Factors , Serotonin/blood
10.
Am J Med Genet ; 88(5): 522-6, 1999 Oct 15.
Article in English | MEDLINE | ID: mdl-10490710

ABSTRACT

Association analysis of candidate genes may represent a strategy for clarifying the genetic components involved in bipolar disorder. Polymorphism at dopamine receptor genes DRD2, DRD4, and dopamine and serotonin transporter genes (DAT, SERT) has been used in previous association studies. Some authors have reported positive association between certain alleles and bipolar disorder, using the case-control design. In this family-based association study of DRD2, DRD4, DAT, and SERT, the distribution of parental nontransmitted alleles was compared with that of alleles transmitted to 53 Sardinian probands suffering from bipolar disorder. The transmission disequilibrium test (TDT) was used to detect any disproportionate transmission of alleles by heterozygous parents to affected children. No differences were found between the allele distribution of polymorphisms at DRD2, DRD4, DAT, and SERT in probands and parental nontransmitted chromosomes. TDT did not reveal any difference between transmitted and nontransmitted alleles. Our results do not support the hypothesis of a role for DRD2, DRD4, DAT, or SERT in bipolar disorder. Previously reported positive associations between DRD2 or SERT and bipolar disorder were conceivably due to stratification dependent on the case-control design, even though our sample might have failed to detect small associations due to limited power.


Subject(s)
Bipolar Disorder/genetics , Carrier Proteins/genetics , Membrane Glycoproteins/genetics , Membrane Transport Proteins , Nerve Tissue Proteins , Receptors, Dopamine D2/genetics , Adolescent , Adult , Age of Onset , Alleles , Dopamine Plasma Membrane Transport Proteins , Female , Genotype , Humans , Italy , Linkage Disequilibrium , Male , Parents , Polymorphism, Genetic , Receptors, Dopamine D4 , Serotonin Plasma Membrane Transport Proteins
11.
J Clin Psychopharmacol ; 18(5): 384-9, 1998 Oct.
Article in English | MEDLINE | ID: mdl-9790156

ABSTRACT

One hundred patients who had attempted suicide before commencing lithium prophylaxis were followed up. Outcome was analyzed in terms of attempted or completed suicide after a mean of 10 years since admission to the lithium clinics. Of 10 patients who committed suicide, 9 had discontinued adequate lithium prophylaxis for a period ranging from 2 weeks to 7 years before death. Having discontinued lithium therapy was associated with suicide also in the subgroup of patients for whom lithium had not completely prevented episodes during lithium treatment. Suicide risk was 24 times as high during periods off compared with periods on adequate lithium prophylaxis. Incidence of attempting suicide was similar during the periods before receiving or after discontinuing lithium treatment, whereas it was 5 to 6 times lower during prophylaxis. Continuous and adequate lithium prophylaxis should be considered in the presence of high suicide risk, even if the prophylactic effect on the underlying mood disorder may be incomplete.


Subject(s)
Affective Disorders, Psychotic/drug therapy , Antimanic Agents/adverse effects , Lithium Carbonate/adverse effects , Substance Withdrawal Syndrome/psychology , Suicide Prevention , Suicide, Attempted/prevention & control , Adolescent , Adult , Affective Disorders, Psychotic/psychology , Aged , Antimanic Agents/administration & dosage , Depressive Disorder/drug therapy , Depressive Disorder/psychology , Female , Humans , Italy , Lithium Carbonate/administration & dosage , Male , Middle Aged , Prospective Studies , Psychiatric Status Rating Scales , Psychotic Disorders/drug therapy , Psychotic Disorders/psychology , Risk , Suicide/psychology , Suicide/statistics & numerical data , Suicide, Attempted/psychology , Suicide, Attempted/statistics & numerical data
12.
J Clin Psychopharmacol ; 17(2): 92-6, 1997 Apr.
Article in English | MEDLINE | ID: mdl-10950470

ABSTRACT

Twenty-two patients affected by bipolar or schizoaffective disorder, in whom carbamazepine was added to lithium after recurrence when on maintenance with lithium alone, were followed up prospectively for 2 to 13 years. The number of episodes, hospitalizations, and cumulative affective morbidity was markedly reduced after carbamazepine augmentation. Seventeen patients presented a better course during combined treatment than during lithium alone, and of these 15 had no further recurrences. Four patients did not appear to improve after carbamazepine augmentation, whereas one featured reemergence of affective episodes after having derived satisfactory benefit from combination for 7 years (delayed tolerance). Carbamazepine augmentation was associated with a reduction of lithium doses in some patients, including a subgroup who had not tolerated lithium at usual therapeutic levels. Carbamazepine significantly reduced serum thyrotropin concentrations, which were abnormally high in approximately one half of patients when on lithium alone. Total serum thyroxine concentrations were also decreased after carbamazepine augmentation, but free thyroid hormone concentrations did not change. Other significant carbamazepine-induced changes in laboratory tests included increases in total cholesterol concentrations and decreases in white blood cell counts.


Subject(s)
Antimanic Agents/therapeutic use , Bipolar Disorder/drug therapy , Carbamazepine/therapeutic use , Lithium Chloride/therapeutic use , Psychotic Disorders/drug therapy , Adolescent , Adult , Drug Therapy, Combination , Female , Humans , Male , Middle Aged , Prospective Studies , Statistics, Nonparametric
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