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1.
Graefes Arch Clin Exp Ophthalmol ; 261(3): 691-698, 2023 Mar.
Article in English | MEDLINE | ID: mdl-36264335

ABSTRACT

PURPOSE: To ascertain the prevalence and clinical and genetic features of age-related macular degeneration (AMD) in subjects living in the Lanusei valley, Central Sardinia, Italy, involved in a study on ageing (SardiNIA project). METHODS: A total of 814 volunteers aged ≥ 50 years, randomly selected from the SardiNIA project dataset, were included. A color fundus (CF) photograph of the 30° central retina of each eye was obtained and graded according to the Age-Related Eye Disease Study system. Life-style choices were investigated using standardized questionnaires. The concentrations of several inflammatory biomarkers (i.e., complement component, fibrinogen, and C-reactive protein) were measured. Polygenic risk score (PRS) was calculated and compared with results obtained from a European cohort. RESULTS: A total of 756 subjects had gradable CF photographs for AMD detection. In 91.3%, no signs of AMD were observed. The prevalence rates of early and late AMDs were 6.9% and 0.6%, respectively. A total of 85% of subjects were physically active; only 13.5% were current smokers. Low concentrations of complement component, fibrinogen, and C-reactive protein were found. We calculated the polygenic risk scores (PRS) using 40 AMD markers distributed on several candidate genes in Europeans and Sardinians. The mean PRS value was significantly lower in Sardinians than in the Europeans (0.21 vs. 0.248, respectively, p = 1.18 × 10-77). CONCLUSIONS: In our cohort, most subjects showed no sign of any AMD type and late AMD was a condition rarely observed. Results of genetic, biochemical, and life-style investigation support the hypothesis that Sardinia population may present of a peculiar background with a protective effect against AMD development.


Subject(s)
C-Reactive Protein , Macular Degeneration , Humans , Macular Degeneration/diagnosis , Macular Degeneration/epidemiology , Macular Degeneration/genetics , Risk Factors , Risk Assessment , Biomarkers
2.
PLoS Genet ; 7(7): e1002198, 2011 Jul.
Article in English | MEDLINE | ID: mdl-21829380

ABSTRACT

Complex trait genome-wide association studies (GWAS) provide an efficient strategy for evaluating large numbers of common variants in large numbers of individuals and for identifying trait-associated variants. Nevertheless, GWAS often leave much of the trait heritability unexplained. We hypothesized that some of this unexplained heritability might be due to common and rare variants that reside in GWAS identified loci but lack appropriate proxies in modern genotyping arrays. To assess this hypothesis, we re-examined 7 genes (APOE, APOC1, APOC2, SORT1, LDLR, APOB, and PCSK9) in 5 loci associated with low-density lipoprotein cholesterol (LDL-C) in multiple GWAS. For each gene, we first catalogued genetic variation by re-sequencing 256 Sardinian individuals with extreme LDL-C values. Next, we genotyped variants identified by us and by the 1000 Genomes Project (totaling 3,277 SNPs) in 5,524 volunteers. We found that in one locus (PCSK9) the GWAS signal could be explained by a previously described low-frequency variant and that in three loci (PCSK9, APOE, and LDLR) there were additional variants independently associated with LDL-C, including a novel and rare LDLR variant that seems specific to Sardinians. Overall, this more detailed assessment of SNP variation in these loci increased estimates of the heritability of LDL-C accounted for by these genes from 3.1% to 6.5%. All association signals and the heritability estimates were successfully confirmed in a sample of ∼10,000 Finnish and Norwegian individuals. Our results thus suggest that focusing on variants accessible via GWAS can lead to clear underestimates of the trait heritability explained by a set of loci. Further, our results suggest that, as prelude to large-scale sequencing efforts, targeted re-sequencing efforts paired with large-scale genotyping will increase estimates of complex trait heritability explained by known loci.


Subject(s)
Cholesterol, LDL/genetics , Chromosome Mapping , Genetic Loci/genetics , Genetic Variation , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Italy , Polymorphism, Single Nucleotide/genetics , White People/genetics
3.
J Neuroimmunol ; 389: 578325, 2024 Apr 15.
Article in English | MEDLINE | ID: mdl-38432046

ABSTRACT

The use of synthetic cannabinoid receptor agonists (SCRAs) poses major psychiatric risks. We previously showed that repeated exposure to the prototypical SCRA JWH-018 induces alterations in dopamine (DA) transmission, abnormalities in the emotional state, and glial cell activation in the mesocorticolimbic DA circuits of rats. Despite growing evidence suggesting the relationship between substance use disorders (SUD) and neuroinflammation, little is known about the impact of SCRAs on the neuroimmune system. Here, we investigated whether repeated JWH-018 exposure altered neuroimmune signaling, which could be linked with previously reported central effects. Adult male Sprague-Dawley (SD) rats were exposed to JWH-018 (0.25 mg/kg, i.p.) for fourteen consecutive days, and the expression of cytokines, chemokines, and growth factors was measured seven days after treatment discontinuation in the striatum, cortex, and hippocampus. Moreover, microglial (ionized calcium-binding adaptor molecule 1, IBA-1) and astrocyte (glial fibrillary acidic protein, GFAP) activation markers were evaluated in the caudate-putamen (CPu). Repeated JWH-018 exposure induces a perturbation of neuroimmune signaling specifically in the striatum, as shown by increased levels of cytokines [interleukins (IL) -2, -4, -12p70, -13, interferon (IFN) γ], chemokines [macrophage inflammatory protein (MIP) -1α, -3α], and growth factors [macrophage colony-stimulating factor (M-CSF), vascular endothelial growth factor (VEGF)], together with increased IBA-1 and GFAP expression in the CPu. JWH-018 exposure induces persistant brain region-specific immune alterations up to seven days after drug discontinuation, which may contribute to the behavioral and neurochemical dysregulations in striatal areas that play a role in the reward-related processes that are frequently impaired in SUD.


Subject(s)
Cannabinoids , Indoles , Naphthalenes , Vascular Endothelial Growth Factor A , Rats , Male , Animals , Rats, Sprague-Dawley , Cannabinoids/metabolism , Cannabinoids/pharmacology , Cannabinoids/therapeutic use , Brain/metabolism , Cytokines/metabolism , Chemokines/metabolism , Microglia/metabolism , Dopamine/pharmacology
4.
Am J Hum Genet ; 84(4): 477-82, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19303062

ABSTRACT

The B vitamins are components of one-carbon metabolism (OCM) that contribute to DNA synthesis and methylation. Homocysteine, a by-product of OCM, has been associated with coronary heart disease, stroke and neurological disease. To investigate genetic factors that affect circulating vitamin B6, vitamin B12, folate and homocysteine, a genome-wide association analysis was conducted in the InCHIANTI (N = 1175), SardiNIA (N = 1115), and BLSA (N = 640) studies. The top loci were replicated in an independent sample of 687 participants in the Progetto Nutrizione study. Polymorphisms in the ALPL gene (rs4654748, p = 8.30 x 10(-18)) were associated with vitamin B6 and FUT2 (rs602662, [corrected] p = 2.83 x 10(-20)) with vitamin B12 serum levels. The association of MTHFR, a gene consistently associated with homocysteine, was confirmed in this meta-analysis. The ALPL gene likely influences the catabolism of vitamin B6 while FUT2 interferes with absorption of vitamin B12. These findings highlight mechanisms that affect vitamin B6, vitamin B12 and homocysteine serum levels.


Subject(s)
Folic Acid/blood , Genome-Wide Association Study , Homocysteine/blood , Vitamin B 12/blood , Vitamin B 6/blood , Adult , Aged , Aged, 80 and over , Alkaline Phosphatase/genetics , Female , Fucosyltransferases/genetics , Humans , Male , Methylenetetrahydrofolate Reductase (NADPH2)/genetics , Middle Aged , Neoplasm Proteins/genetics , Polymorphism, Single Nucleotide , Receptors, Cell Surface/genetics , Transcobalamins/genetics , Galactoside 2-alpha-L-fucosyltransferase
5.
Hum Mol Genet ; 18(14): 2711-8, 2009 Jul 15.
Article in English | MEDLINE | ID: mdl-19419973

ABSTRACT

Bilirubin, resulting largely from the turnover of hemoglobin, is found in the plasma in two main forms: unconjugated or conjugated with glucuronic acid. Unconjugated bilirubin is transported into hepatocytes. There, it is glucuronidated by UGT1A1 and secreted into the bile canaliculi. We report a genome wide association scan in 4300 Sardinian individuals for total serum bilirubin levels. In addition to the two known loci previously involved in the regulation of bilirubin levels, UGT1A1 (P = 6.2 x 10(-62)) and G6PD (P = 2.5 x 10(-8)), we observed a strong association on chromosome 12 within the SLCO1B3 gene (P = 3.9 x 10(-9)). Our findings were replicated in an independent sample of 1860 Sardinians and in 832 subjects from the Old Order Amish (combined P < 5 x 10(-14)). We also show that SLC01B3 variants contribute to idiopathic mild unconjugated hyperbilirubinemia. Thus, SLC01B3 appears to be involved in the regulation of serum bilirubin levels in healthy individuals and in some bilirubin-related disorders that are only partially explained by other known gene variants.


Subject(s)
Bilirubin/blood , Genetic Variation , Genome-Wide Association Study , Hyperbilirubinemia/genetics , Organic Anion Transporters, Sodium-Independent/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Female , Genotype , Humans , Hyperbilirubinemia/blood , Italy , Male , Middle Aged , Solute Carrier Organic Anion Transporter Family Member 1B3
6.
Am J Hum Genet ; 82(6): 1270-80, 2008 Jun.
Article in English | MEDLINE | ID: mdl-18514160

ABSTRACT

Thyroid-stimulating hormone (TSH) controls thyroid growth and hormone secretion through binding to its G protein-coupled receptor (TSHR) and production of cyclic AMP (cAMP). Serum TSH is a sensitive indicator of thyroid function, and overt abnormalities in thyroid function lead to common endocrine disorders affecting approximately 10% of individuals over a life span. By genotyping 362,129 SNPs in 4,300 Sardinians, we identified a strong association (p = 1.3 x 10(-11)) between alleles of rs4704397 and circulating TSH levels; each additional copy of the minor A allele was associated with an increase of 0.13 muIU/ml in TSH. The single-nucleotide polymorphism (SNP) is located in intron 1 of PDE8B, encoding a high-affinity cAMP-specific phosphodiesterase. The association was replicated in 4,158 individuals, including additional Sardinians and two genetically distant cohorts from Tuscany and the Old Order Amish (overall p value = 1.9 x 10(-20)). In addition to association of TSH levels with SNPs in PDE8B, our genome scan provided evidence for association with PDE10A and several biologically interesting candidates in a focused analysis of 24 genes. In particular, we found evidence for association of TSH levels with SNPs in the THRB (rs1505287, p = 7.3 x 10(-5)), GNAQ (rs10512065, p = 2.0 x 10(-4)), TG (rs2252696, p = 2.2 x 10(-3)), POU1F1 (rs1976324, p = 3.9 x 10(-3)), PDE4D (rs27178, p = 8.3 x 10(-3)), and TSHR (rs4903957, p = 8.6 x 10(-3)) loci. Overall, the results suggest a primary effect of PDE8B variants on cAMP levels in the thyroid. This would affect production of T4 and T3 and feedback to alter TSH release by the pituitary. PDE8B may thus provide a candidate target for the treatment of thyroid dysfunction.


Subject(s)
3',5'-Cyclic-AMP Phosphodiesterases/genetics , Genetic Variation , Thyroid Gland/enzymology , Thyroid Gland/physiology , Thyrotropin/blood , Adolescent , Adult , Aged , Aged, 80 and over , Chromosome Mapping , Cyclic AMP/metabolism , Feedback , Female , Humans , Linkage Disequilibrium , Male , Middle Aged , Pituitary Gland/physiology , Polymorphism, Single Nucleotide , Thyroid Diseases/enzymology , Thyroid Diseases/genetics , Thyroid Diseases/physiopathology , Thyroxine/biosynthesis , Triiodothyronine/biosynthesis
7.
Psychosom Med ; 73(8): 638-42, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21949427

ABSTRACT

OBJECTIVE: Animal models and clinical studies suggest that brain-derived neurotrophic factor (BDNF) is involved in the pathophysiology of depression. We test whether serum and plasma levels of BDNF are associated with trait neuroticism and its facets and with state measures of depressive symptoms. METHODS: In a community-based cohort (N = 2099), we measured serum and plasma BDNF concentrations and administered the Revised NEO Personality Inventory and the Center for Epidemiological Studies Depression Scale. Covariates included age, sex, cigarette smoking, obesity, and antidepressant use. RESULTS: Serum BDNF concentrations were inversely related to neuroticism (r = -0.074, p < .001), in particular the depression facet (r = -0.08, p < .001). Lower BDNF concentrations were also associated with severe depressive symptoms (Center for Epidemiological Studies Depression Scale ≥ 28; odds ratio = 0.906; 95% confidence interval = 0.851-0.965). The association of serum BDNF with neuroticism was independent of depressive symptoms, indicating that serum BDNF might represent a biological correlate of neuroticism and not just of transient depressive states. Plasma BDNF was not associated with measures of depression. CONCLUSIONS: Our study suggests that lower serum BDNF is associated with both a dispositional vulnerability to depression and acute depressive states in the general population.


Subject(s)
Brain-Derived Neurotrophic Factor/blood , Depression/blood , Neurotic Disorders/blood , Acute Disease , Adolescent , Adult , Age Factors , Aged , Aged, 80 and over , Brain-Derived Neurotrophic Factor/antagonists & inhibitors , Brain-Derived Neurotrophic Factor/biosynthesis , Depression/complications , Female , Humans , Male , Middle Aged , Neurotic Disorders/complications , Sex Factors , Young Adult
8.
Proc Natl Acad Sci U S A ; 105(5): 1620-5, 2008 Feb 05.
Article in English | MEDLINE | ID: mdl-18245381

ABSTRACT

beta-Thalassemia and sickle cell disease both display a great deal of phenotypic heterogeneity, despite being generally thought of as simple Mendelian diseases. The reasons for this are not well understood, although the level of fetal hemoglobin (HbF) is one well characterized ameliorating factor in both of these conditions. To better understand the genetic basis of this heterogeneity, we carried out genome-wide scans with 362,129 common SNPs on 4,305 Sardinians to look for genetic linkage and association with HbF levels, as well as other red blood cell-related traits. Among major variants affecting HbF levels, SNP rs11886868 in the BCL11A gene was strongly associated with this trait (P < 10(-35)). The C allele frequency was significantly higher in Sardinian individuals with elevated HbF levels, detected by screening for beta-thalassemia, and patients with attenuated forms of beta-thalassemia vs. those with thalassemia major. We also show that the same BCL11A variant is strongly associated with HbF levels in a large cohort of sickle cell patients. These results indicate that BCL11A variants, by modulating HbF levels, act as an important ameliorating factor of the beta-thalassemia phenotype, and it is likely they could help ameliorate other hemoglobin disorders. We expect our findings will help to characterize the molecular mechanisms of fetal globin regulation and could eventually contribute to the development of new therapeutic approaches for beta-thalassemia and sickle cell anemia.


Subject(s)
Carrier Proteins/genetics , Fetal Hemoglobin/analysis , Fetal Hemoglobin/metabolism , Genetic Linkage , Nuclear Proteins/genetics , beta-Thalassemia/diagnosis , Adolescent , Adult , Aged , Aged, 80 and over , Cohort Studies , Female , Gene Frequency , Genome, Human , Humans , Italy , Male , Middle Aged , Phenotype , Polymorphism, Single Nucleotide , Repressor Proteins
9.
Eur Heart J ; 31(5): 602-13, 2010 Mar.
Article in English | MEDLINE | ID: mdl-19942601

ABSTRACT

AIMS: We evaluated whether specific clusters of metabolic syndrome (MetS) components differentially impact on arterial structure and function, and whether the impact is similar in men and in women. METHODS AND RESULTS: Components of the MetS and arterial properties were assessed in 6148 subjects, aged 14-102 in a cluster of four towns in Sardinia, Italy. MetS was defined in accordance with the ATP III criteria. Age groups were classified as: <35, 35-49, 50-64, and > or =65 years. Systolic blood pressure (BP), diastolic BP, pulse pressure, common carotid artery (CCA) diameter, intima-media thickness, distensibility, strain, stiffness index, wall stress, and aortic pulse wave velocity were measured. Common carotid artery plaque was defined as focal encroachment of the arterial wall and CCA calcification as acoustic shadowing. In any age group, subjects with MetS presented thicker, stiffer or less distensible, and wider large arteries than controls. The arterial burden of MetS increased as the number of altered MetS components increased. However, not all MetS components were associated with the same changes in arterial properties. In fact, specific clusters of MetS components, i.e. any combination of altered glucose tolerance, elevated BP, and elevated triglycerides (with or without abdominal obesity), dramatically increased age-associated arterial changes. The impact of MetS on arterial function was similar in men and women. CONCLUSION: MetS accelerates age-associated arterial changes, even in older persons. However, not all the clusters of MetS components render the same burden on arterial structure and function.


Subject(s)
Carotid Artery Diseases/pathology , Carotid Artery, Common/pathology , Metabolic Syndrome/pathology , Adolescent , Adult , Age Factors , Aged , Aged, 80 and over , Blood Flow Velocity , Blood Pressure/physiology , Carotid Artery Diseases/physiopathology , Cluster Analysis , Humans , Metabolic Syndrome/physiopathology , Middle Aged , Sex Factors , Tunica Intima/pathology , Tunica Media/pathology , Vascular Resistance/physiology , Young Adult
10.
Nat Genet ; 52(10): 1036-1045, 2020 10.
Article in English | MEDLINE | ID: mdl-32929287

ABSTRACT

We report on the influence of ~22 million variants on 731 immune cell traits in a cohort of 3,757 Sardinians. We detected 122 significant (P < 1.28 × 10-11) independent association signals for 459 cell traits at 70 loci (53 of them novel) identifying several molecules and mechanisms involved in cell regulation. Furthermore, 53 signals at 36 loci overlapped with previously reported disease-associated signals, predominantly for autoimmune disorders, highlighting intermediate phenotypes in pathogenesis. Collectively, our findings illustrate complex genetic regulation of immune cells with highly selective effects on autoimmune disease risk at the cell-subtype level. These results identify drug-targetable pathways informing the design of more specific treatments for autoimmune diseases.


Subject(s)
Autoimmune Diseases/genetics , Autoimmunity/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Autoimmune Diseases/drug therapy , Autoimmune Diseases/epidemiology , Autoimmune Diseases/pathology , Humans , Italy/epidemiology , Phenotype , Polymorphism, Single Nucleotide/genetics
12.
World J Biol Psychiatry ; 14(8): 583-9, 2013 Dec.
Article in English | MEDLINE | ID: mdl-22047184

ABSTRACT

OBJECTIVES: Lower levels of serum brain derived neurotrophic factor (BDNF) is one of the best known biomarkers of depression. To identify genetic variants associated with serum BDNF, we tested the Val66Met (rs6265) functional variant and conducted a genome-wide association scan (GWAS). METHODS: In a community-based sample (N = 2054; aged 19-101, M = 51, SD = 15) from Sardinia, Italy, we measured serum BDNF concentration and conducted a GWAS. RESULTS: We estimated the heritability of serum BDNF to be 0.48 from sib-pairs. There was no association between serum BDNF and Val66Met in the SardiNIA sample and in a meta-analysis of published studies (k = 13 studies, total n = 4727, P = 0.92). Although no genome-wide significant associations were identified, some evidence of association was found in the BDNF gene (rs11030102, P = 0.001) and at two loci (rs7170215, P = 4.8 × 10⁻5 and rs11073742 P = 1.2 × 10⁻5) near and within NTRK3 gene, a neurotrophic tyrosine kinase receptor. CONCLUSIONS: Our study and meta-analysis of the literature indicate that the BDNF Val66Met variant is not associated with serum BDNF, but other variants in the BDNF and NTRK3 genes might regulate the level of serum BDNF.


Subject(s)
Brain-Derived Neurotrophic Factor/genetics , Genome-Wide Association Study/methods , Brain-Derived Neurotrophic Factor/blood , Genome-Wide Association Study/instrumentation , Humans , Italy/epidemiology
13.
Atherosclerosis ; 215(2): 459-64, 2011 Apr.
Article in English | MEDLINE | ID: mdl-21241986

ABSTRACT

OBJECTIVE: Metabolic syndrome (MetS) and its components accelerate age-associated increases in arterial stiffness and thickness. We investigated whether specific proinflammatory cytokines contribute to arterial aging, independent of age, sex, MetS, and other traditional CV risk factors. RESEARCH DESIGN AND METHODS: MetS components (ATP III criteria) and arterial properties were assessed in 6148 subjects, aged 14-102 in Sardinia, Italy. Common carotid artery (CCA) diameter, intima-media thickness (IMT), and aortic pulse wave velocity (PWV), adiponectin, leptin, high-sensitivity C reactive protein (hsCRP), monocyte chemoattractant protein 1 (MCP1), and interleukin 6 (IL6) were measured. RESULTS: While cytokine levels - except for MCP1 - were significantly higher (lower for adiponectin) in MetS than in control subjects, and the increased PWV and CCA IMT with aging were associated with MetS, this association was independent of cytokine levels (p<0.001 for both PWV and CCA IMT). Specific cytokines, however, were significantly associated with arterial stiffness (higher leptin, p<0.001, and higher hsCRP, p<0.001) or thickness (lower adiponectin, p<0.05, and higher IL6, p<0.001) - independent of age, sex, MetS and other traditional CV risk factors. The co-occurrence of both MetS and higher cytokines levels was associated with greater increases in arterial stiffness and thickness. CONCLUSION: While MetS and specific cytokine patterns associated with arterial aging, the increases in arterial stiffness and thickness are greater when both MetS and higher cytokine levels are present, suggesting a possible synergistic effect of MetS and inflammation on the arterial wall.


Subject(s)
Aging/physiology , Arteries/physiopathology , Cytokines/metabolism , Metabolic Syndrome/physiopathology , Adiponectin/metabolism , Adolescent , Adult , Aged , Aged, 80 and over , Arteries/metabolism , Blood Flow Velocity , C-Reactive Protein/metabolism , Carotid Artery, Common/pathology , Chemokine CCL2/metabolism , Female , Humans , Interleukin-6/metabolism , Leptin/metabolism , Male , Metabolic Syndrome/complications , Middle Aged , Pulsatile Flow , Tunica Intima/pathology , Tunica Media/pathology , Vascular Resistance
14.
Circ Cardiovasc Genet ; 2(2): 151-8, 2009 Apr.
Article in English | MEDLINE | ID: mdl-20031579

ABSTRACT

BACKGROUND: Pulse wave velocity (PWV), a noninvasive index of central arterial stiffness, is a potent predictor of cardiovascular mortality and morbidity. Heritability and linkage studies have pointed toward a genetic component affecting PWV. We conducted a genome-wide association study to identify single-nucleotide polymorphisms (SNPs) associated with PWV. METHODS AND RESULTS: The study cohort included participants from the SardiNIA study for whom PWV measures were available. Genotyping was performed in 4221 individuals, using either the Affymetrix 500K or the Affymetrix 10K mapping array sets (with imputation of the missing genotypes). Associations with PWV were evaluated using an additive genetic model that included age, age(2), and sex as covariates. The findings were tested for replication in an independent internal Sardinian cohort of 1828 individuals, using a custom chip designed to include the top 43 nonredundant SNPs associated with PWV. Of the loci that were tested for association with PWV, the nonsynonymous SNP rs3742207 in the COL4A1 gene on chromosome 13 and SNP rs1495448 in the MAGI1 gene on chromosome 3 were successfully replicated (P=7.08 x 10(-7) and P=1.06 x 10(-5), respectively, for the combined analyses). The association between rs3742207 and PWV was also successfully replicated (P=0.02) in an independent population, the Old-Order Amish, leading to an overall P=5.16 x 10(-8). CONCLUSIONS: A genome-wide association study identified a SNP in the COL4A1 gene that was significantly associated with PWV in 2 populations. Collagen type 4 is the major structural component of basement membranes, suggesting that previously unrecognized cell-matrix interactions may exert an important role in regulating arterial stiffness.


Subject(s)
Arteries/physiopathology , Cardiovascular Diseases/genetics , Collagen Type IV/genetics , Genome-Wide Association Study , Adolescent , Adult , Aged , Aged, 80 and over , Cardiovascular Diseases/physiopathology , Chromosomes, Human, Pair 13/genetics , Cohort Studies , Female , Humans , Male , Middle Aged , Polymorphism, Single Nucleotide , Young Adult
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