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1.
Nat Aging ; 4(4): 584-594, 2024 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-38528230

RESUMO

Multiomics has shown promise in noninvasive risk profiling and early detection of various common diseases. In the present study, in a prospective population-based cohort with ~18 years of e-health record follow-up, we investigated the incremental and combined value of genomic and gut metagenomic risk assessment compared with conventional risk factors for predicting incident coronary artery disease (CAD), type 2 diabetes (T2D), Alzheimer disease and prostate cancer. We found that polygenic risk scores (PRSs) improved prediction over conventional risk factors for all diseases. Gut microbiome scores improved predictive capacity over baseline age for CAD, T2D and prostate cancer. Integrated risk models of PRSs, gut microbiome scores and conventional risk factors achieved the highest predictive performance for all diseases studied compared with models based on conventional risk factors alone. The present study demonstrates that integrated PRSs and gut metagenomic risk models improve the predictive value over conventional risk factors for common chronic diseases.


Assuntos
Doença da Artéria Coronariana , Diabetes Mellitus Tipo 2 , Neoplasias da Próstata , Masculino , Humanos , Diabetes Mellitus Tipo 2/diagnóstico , Estudos Prospectivos , Fatores de Risco , Doença da Artéria Coronariana/genética , Estratificação de Risco Genético
2.
medRxiv ; 2023 Aug 15.
Artigo em Inglês | MEDLINE | ID: mdl-37645979

RESUMO

Bleeding in early pregnancy and postpartum hemorrhage (PPH) bear substantial risks, with the former closely associated with pregnancy loss and the latter being the foremost cause of maternal death, underscoring the severity of these complications in maternal-fetal health. Here, we investigated the genetic variation underlying aspects of pregnancy-associated bleeding and identified five loci associated with PPH through a meta-analysis of 21,512 cases and 259,500 controls. Functional annotation analysis indicated candidate genes, HAND2, TBX3, and RAP2C/FRMD7, at three loci and showed that at each locus, associated variants were located within binding sites for progesterone receptors (PGR). Furthermore, there were strong genetic correlations with birth weight, gestational duration, and uterine fibroids. Early bleeding during pregnancy (28,898 cases and 302,894 controls) yielded no genome-wide association signals, but showed strong genetic correlation with a variety of human traits, indicative of polygenic and pleiotropic effects. Our results suggest that postpartum bleeding is related to myometrium dysregulation, whereas early bleeding is a complex trait related to underlying health and possibly socioeconomic status.

3.
J Allergy Clin Immunol ; 151(4): 943-952, 2023 04.
Artigo em Inglês | MEDLINE | ID: mdl-36587850

RESUMO

BACKGROUND: The gut-lung axis is generally recognized, but there are few large studies of the gut microbiome and incident respiratory disease in adults. OBJECTIVE: We sought to investigate the association and predictive capacity of the gut microbiome for incident asthma and chronic obstructive pulmonary disease (COPD). METHODS: Shallow metagenomic sequencing was performed for stool samples from a prospective, population-based cohort (FINRISK02; N = 7115 adults) with linked national administrative health register-derived classifications for incident asthma and COPD up to 15 years after baseline. Generalized linear models and Cox regressions were used to assess associations of microbial taxa and diversity with disease occurrence. Predictive models were constructed using machine learning with extreme gradient boosting. Models considered taxa abundances individually and in combination with other risk factors, including sex, age, body mass index, and smoking status. RESULTS: A total of 695 and 392 statistically significant associations were found between baseline taxonomic groups and incident asthma and COPD, respectively. Gradient boosting decision trees of baseline gut microbiome abundance predicted incident asthma and COPD in the validation data sets with mean area under the curves of 0.608 and 0.780, respectively. Cox analysis showed that the baseline gut microbiome achieved higher predictive performance than individual conventional risk factors, with C-indices of 0.623 for asthma and 0.817 for COPD. The integration of the gut microbiome and conventional risk factors further improved prediction capacities. CONCLUSIONS: The gut microbiome is a significant risk factor for incident asthma and incident COPD and is largely independent of conventional risk factors.


Assuntos
Asma , Microbioma Gastrointestinal , Doença Pulmonar Obstrutiva Crônica , Adulto , Humanos , Estudos Prospectivos , Fatores de Risco
4.
BMC Endocr Disord ; 22(1): 284, 2022 Nov 18.
Artigo em Inglês | MEDLINE | ID: mdl-36401251

RESUMO

PURPOSE: To investigate whether exposure to systemic antibiotics influences the risk of developing type 2 diabetes and overweight/obesity. METHODS: The study sample comprised 2209 (110 with incident diabetes) participants from the population-based Cardiovascular Risk in Young Finns Study (YFS) aged 24-39 years in 2001. The exposure was national linked register data on purchased antibiotic courses between 1993 and 2001. Clinical examinations including BMI were conducted in 2001, 2007 and 2011. Participants with prevalent diabetes in 2001 were excluded. Data on type 2 diabetes was also obtained from two national registers until 2017. Data from four population-based National FINRISK studies were used for replication (N = 24,674, 1866 with incident diabetes). RESULTS: Prior antibiotic exposure (> 5 versus 0-1 antibiotic courses) was associated with subsequent type 2 diabetes in both YFS (OR 2.29; 95%CI 1.33-3.96) and FINRISK (HR 1.73; 95%CI 1.51-1.99). An increased risk for type 2 diabetes was observed in YFS (OR 1.043; 95%CI 1.013-1.074) and FINRISK (HR 1.022; 95%CI 1.016-1.029) per course. Exposure to antibiotics increased the risk of overweight/obesity (BMI > 25 kg/m2) after a 10-year follow-up in YFS (OR 1.043; 95%CI 1.019-1.068) and in FINRISK (OR 1.023; 95%CI 1.018-1.029) at baseline per antibiotic course. Adjustments for confounders from early life in YFS and at baseline in FINRISK, including BMI, socioeconomic status, smoking, insulin, blood pressure, and physical activity, did not appreciably alter the findings. CONCLUSION: Our results show that exposure to antibiotics was associated with increased risk for future type 2 diabetes and overweight/obesity and support judicious antibiotic prescribing.


Assuntos
Doenças Cardiovasculares , Diabetes Mellitus Tipo 2 , Humanos , Sobrepeso/complicações , Sobrepeso/epidemiologia , Diabetes Mellitus Tipo 2/complicações , Doenças Cardiovasculares/induzido quimicamente , Doenças Cardiovasculares/epidemiologia , Antibacterianos/efeitos adversos , Finlândia/epidemiologia , Fatores de Risco , Obesidade/complicações , Obesidade/epidemiologia , Fatores de Risco de Doenças Cardíacas
5.
Nat Genet ; 54(2): 134-142, 2022 02.
Artigo em Inglês | MEDLINE | ID: mdl-35115689

RESUMO

Human genetic variation affects the gut microbiota through a complex combination of environmental and host factors. Here we characterize genetic variations associated with microbial abundances in a single large-scale population-based cohort of 5,959 genotyped individuals with matched gut microbial metagenomes, and dietary and health records (prevalent and follow-up). We identified 567 independent SNP-taxon associations. Variants at the LCT locus associated with Bifidobacterium and other taxa, but they differed according to dairy intake. Furthermore, levels of Faecalicatena lactaris associated with ABO, and suggested preferential utilization of secreted blood antigens as energy source in the gut. Enterococcus faecalis levels associated with variants in the MED13L locus, which has been linked to colorectal cancer. Mendelian randomization analysis indicated a potential causal effect of Morganella on major depressive disorder, consistent with observational incident disease analysis. Overall, we identify and characterize the intricate nature of host-microbiota interactions and their association with disease.


Assuntos
Dieta , Microbioma Gastrointestinal , Trato Gastrointestinal/microbiologia , Variação Genética , Interações entre Hospedeiro e Microrganismos , Polimorfismo de Nucleotídeo Único , Sistema ABO de Grupos Sanguíneos/genética , Bifidobacterium/fisiologia , Clostridiales/fisiologia , Estudos de Coortes , Neoplasias Colorretais/genética , Neoplasias Colorretais/microbiologia , Transtorno Depressivo Maior/genética , Transtorno Depressivo Maior/microbiologia , Fibras na Dieta , Enterococcus faecalis/fisiologia , Microbioma Gastrointestinal/genética , Estudo de Associação Genômica Ampla , Humanos , Lactase/genética , Complexo Mediador/genética , Análise da Randomização Mendeliana , Metagenoma , Morganella/fisiologia
6.
Ann Med ; 53(1): 817-823, 2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-34080496

RESUMO

AIMS: To evaluate risk factors for major adverse cardiac event (MACE) after the first acute coronary syndrome (ACS) and to examine the prevalence of risk factors in post-ACS patients. METHODS: We used Finnish population-based myocardial infarction register, FINAMI, data from years 1993-2011 to identify survivors of first ACS (n = 12686), who were then followed up for recurrent events and all-cause mortality for three years. Finnish FINRISK risk factor surveys were used to determine the prevalence of risk factors (smoking, hyperlipidaemia, diabetes and blood pressure) in post-ACS patients (n = 199). RESULTS: Of the first ACS survivors, 48.4% had MACE within three years of their primary event, 17.0% were fatal. Diabetes (p = 4.4 × 10-7), heart failure (HF) during the first ACS attack hospitalization (p = 6.8 × 10-15), higher Charlson index (p = 1.56 × 10-19) and older age (p = .026) were associated with elevated risk for MACE in the three-year follow-up, and revascularization (p = .0036) was associated with reduced risk. Risk factor analyses showed that 23% of ACS survivors continued smoking and cholesterol levels were still high (>5mmol/l) in 24% although 86% of the patients were taking lipid lowering medication. CONCLUSION: Diabetes, higher Charlson index and HF are the most important risk factors of MACE after the first ACS. Cardiovascular risk factor levels were still high among survivors of first ACS.


Assuntos
Síndrome Coronariana Aguda , Diabetes Mellitus , Insuficiência Cardíaca , Infarto do Miocárdio , Síndrome Coronariana Aguda/epidemiologia , Síndrome Coronariana Aguda/etiologia , Idoso , Diabetes Mellitus/epidemiologia , Insuficiência Cardíaca/epidemiologia , Insuficiência Cardíaca/etiologia , Humanos , Infarto do Miocárdio/epidemiologia , Infarto do Miocárdio/etiologia , Medição de Risco , Fatores de Risco
7.
PLoS Genet ; 17(4): e1009501, 2021 04.
Artigo em Inglês | MEDLINE | ID: mdl-33909604

RESUMO

Protein-truncating variants (PTVs) affecting dyslipidemia risk may point to therapeutic targets for cardiometabolic disease. Our objective was to identify PTVs that were associated with both lipid levels and the risk of coronary artery disease (CAD) or type 2 diabetes (T2D) and assess their possible associations with risks of other diseases. To achieve this aim, we leveraged the enrichment of PTVs in the Finnish population and tested the association of low-frequency PTVs in 1,209 genes with serum lipid levels in the Finrisk Study (n = 23,435). We then tested which of the lipid-associated PTVs were also associated with the risks of T2D or CAD, as well as 2,683 disease endpoints curated in the FinnGen Study (n = 218,792). Two PTVs were associated with both lipid levels and the risk of CAD or T2D: triglyceride-lowering variants in ANGPTL8 (-24.0[-30.4 to -16.9] mg/dL per rs760351239-T allele, P = 3.4 × 10-9) and ANGPTL4 (-14.4[-18.6 to -9.8] mg/dL per rs746226153-G allele, P = 4.3 × 10-9). The risk of T2D was lower in carriers of the ANGPTL4 PTV (OR = 0.70[0.60-0.81], P = 2.2 × 10-6) than noncarriers. The odds of CAD were 47% lower in carriers of a PTV in ANGPTL8 (OR = 0.53[0.37-0.76], P = 4.5 × 10-4) than noncarriers. Finally, the phenome-wide scan of the ANGPTL8 PTV showed that the ANGPTL8 PTV carriers were less likely to use statin therapy (68,782 cases, OR = 0.52[0.40-0.68], P = 1.7 × 10-6) compared to noncarriers. Our findings provide genetic evidence of potential long-term efficacy and safety of therapeutic targeting of dyslipidemias.


Assuntos
Proteínas Semelhantes a Angiopoietina/genética , Doença da Artéria Coronariana/tratamento farmacológico , Diabetes Mellitus Tipo 2/tratamento farmacológico , Dislipidemias/tratamento farmacológico , Hormônios Peptídicos/genética , Idoso , Proteína 8 Semelhante a Angiopoietina , Doença da Artéria Coronariana/sangue , Doença da Artéria Coronariana/genética , Doença da Artéria Coronariana/patologia , Diabetes Mellitus Tipo 2/sangue , Diabetes Mellitus Tipo 2/genética , Diabetes Mellitus Tipo 2/patologia , Dislipidemias/sangue , Dislipidemias/genética , Dislipidemias/patologia , Feminino , Predisposição Genética para Doença , Humanos , Inibidores de Hidroximetilglutaril-CoA Redutases/administração & dosagem , Inibidores de Hidroximetilglutaril-CoA Redutases/efeitos adversos , Masculino , Pessoa de Meia-Idade , Polimorfismo de Nucleotídeo Único/genética , Fatores de Risco , Triglicerídeos/sangue
8.
Nat Genet ; 53(2): 185-194, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33462484

RESUMO

Clinical laboratory tests are a critical component of the continuum of care. We evaluate the genetic basis of 35 blood and urine laboratory measurements in the UK Biobank (n = 363,228 individuals). We identify 1,857 loci associated with at least one trait, containing 3,374 fine-mapped associations and additional sets of large-effect (>0.1 s.d.) protein-altering, human leukocyte antigen (HLA) and copy number variant (CNV) associations. Through Mendelian randomization (MR) analysis, we discover 51 causal relationships, including previously known agonistic effects of urate on gout and cystatin C on stroke. Finally, we develop polygenic risk scores (PRSs) for each biomarker and build 'multi-PRS' models for diseases using 35 PRSs simultaneously, which improved chronic kidney disease, type 2 diabetes, gout and alcoholic cirrhosis genetic risk stratification in an independent dataset (FinnGen; n = 135,500) relative to single-disease PRSs. Together, our results delineate the genetic basis of biomarkers and their causal influences on diseases and improve genetic risk stratification for common diseases.


Assuntos
Biomarcadores/sangue , Biomarcadores/urina , Antígenos HLA/genética , Proteínas/genética , Bancos de Espécimes Biológicos , Doenças Cardiovasculares/genética , Doenças Cardiovasculares/metabolismo , Variações do Número de Cópias de DNA , Diabetes Mellitus Tipo 2/genética , Diabetes Mellitus Tipo 2/metabolismo , Pleiotropia Genética , Humanos , Desequilíbrio de Ligação , Transportador 1 de Ânion Orgânico Específico do Fígado/genética , Análise da Randomização Mendeliana , Polimorfismo de Nucleotídeo Único , Insuficiência Renal Crônica , Serina Endopeptidases/genética , Reino Unido
9.
Obesity (Silver Spring) ; 29(2): 428-437, 2021 02.
Artigo em Inglês | MEDLINE | ID: mdl-33491305

RESUMO

OBJECTIVE: This study aimed to investigate the role of cytokines as intermediates in the pathway from increased adiposity to disease. METHODS: BMI and circulating levels of up to 41 cytokines were measured in individuals from three Finnish cohort studies (n = 8,293). Mendelian randomization (MR) was used to assess the impact of BMI on circulating cytokines and the impact of BMI-driven cytokines on risk of obesity-related diseases. RESULTS: Observationally, BMI was associated with 19 cytokines. For every SD increase in BMI, causal effect estimates were strongest for hepatocyte growth factor, monocyte chemotactic protein-1 (MCP-1), and tumor necrosis factor-related apoptosis-inducing ligand (TRAIL) and were as ratios of geometric means 1.13 (95% CI: 1.08-1.19), 1.08 (95% CI: 1.04-1.14), and 1.13 (95% CI: 1.04-1.21), respectively. TRAIL was associated with a small increase in the odds of coronary artery disease (odds ratio: 1.03; 95% CI: 1.00-1.06). There was inconsistent evidence for a protective role of MCP-1 against inflammatory bowel diseases. CONCLUSIONS: Observational and MR estimates of the effect of BMI on cytokine levels were generally concordant. There was little evidence for an effect of raised levels of BMI-driven cytokines on disease. These findings illustrate the challenges of MR when applied in the context of molecular mediation.


Assuntos
Adiposidade/fisiologia , Citocinas/sangue , Obesidade/complicações , Índice de Massa Corporal , Estudos de Coortes , Humanos
10.
Eur Respir J ; 57(5)2021 05.
Artigo em Inglês | MEDLINE | ID: mdl-33243845

RESUMO

There is currently limited understanding of the genetic aetiology of obstructive sleep apnoea (OSA). We aimed to identify genetic loci associated with OSA risk, and to test if OSA and its comorbidities share a common genetic background.We conducted the first large-scale genome-wide association study of OSA using the FinnGen study (217 955 individuals) with 16 761 OSA patients identified using nationwide health registries.We estimated 0.08 (95% CI 0.06-0.11) heritability and identified five loci associated with OSA (p<5.0×10-8): rs4837016 near GAPVD1 (GTPase activating protein and VPS9 domains 1), rs10928560 near CXCR4 (C-X-C motif chemokine receptor type 4), rs185932673 near CAMK1D (calcium/calmodulin-dependent protein kinase ID) and rs9937053 near FTO (fat mass and obesity-associated protein; a variant previously associated with body mass index (BMI)). In a BMI-adjusted analysis, an association was observed for rs10507084 near RMST/NEDD1 (rhabdomyosarcoma 2 associated transcript/NEDD1 γ-tubulin ring complex targeting factor). We found high genetic correlations between OSA and BMI (rg=0.72 (95% CI 0.62-0.83)), and with comorbidities including hypertension, type 2 diabetes, coronary heart disease, stroke, depression, hypothyroidism, asthma and inflammatory rheumatic disease (rg>0.30). The polygenic risk score for BMI showed 1.98-fold increased OSA risk between the highest and the lowest quintile, and Mendelian randomisation supported a causal relationship between BMI and OSA.Our findings support the causal link between obesity and OSA, and the joint genetic basis between OSA and comorbidities.


Assuntos
Diabetes Mellitus Tipo 2 , Hipertensão , Apneia Obstrutiva do Sono , Dioxigenase FTO Dependente de alfa-Cetoglutarato , Índice de Massa Corporal , Estudo de Associação Genômica Ampla , Humanos , Fatores de Risco
11.
Nature ; 586(7831): 769-775, 2020 10.
Artigo em Inglês | MEDLINE | ID: mdl-33057200

RESUMO

Myeloproliferative neoplasms (MPNs) are blood cancers that are characterized by the excessive production of mature myeloid cells and arise from the acquisition of somatic driver mutations in haematopoietic stem cells (HSCs). Epidemiological studies indicate a substantial heritable component of MPNs that is among the highest known for cancers1. However, only a limited number of genetic risk loci have been identified, and the underlying biological mechanisms that lead to the acquisition of MPNs remain unclear. Here, by conducting a large-scale genome-wide association study (3,797 cases and 1,152,977 controls), we identify 17 MPN risk loci (P < 5.0 × 10-8), 7 of which have not been previously reported. We find that there is a shared genetic architecture between MPN risk and several haematopoietic traits from distinct lineages; that there is an enrichment for MPN risk variants within accessible chromatin of HSCs; and that increased MPN risk is associated with longer telomere length in leukocytes and other clonal haematopoietic states-collectively suggesting that MPN risk is associated with the function and self-renewal of HSCs. We use gene mapping to identify modulators of HSC biology linked to MPN risk, and show through targeted variant-to-function assays that CHEK2 and GFI1B have roles in altering the function of HSCs to confer disease risk. Overall, our results reveal a previously unappreciated mechanism for inherited MPN risk through the modulation of HSC function.


Assuntos
Predisposição Genética para Doença/genética , Células-Tronco Hematopoéticas/patologia , Transtornos Mieloproliferativos/genética , Transtornos Mieloproliferativos/patologia , Neoplasias/genética , Neoplasias/patologia , Linhagem da Célula/genética , Autorrenovação Celular , Quinase do Ponto de Checagem 2/genética , Feminino , Humanos , Leucócitos/patologia , Masculino , Proteínas Proto-Oncogênicas/genética , Proteínas Repressoras/genética , Risco , Homeostase do Telômero
12.
Alzheimers Dement ; 16(12): 1686-1695, 2020 12.
Artigo em Inglês | MEDLINE | ID: mdl-32886434

RESUMO

INTRODUCTION: Conventional risk factors targeted by prevention (e.g., low education, smoking, and obesity) are associated with a 1.2- to 2-fold increased risk of dementia. It is unclear whether having a physical disease is an equally important risk factor for dementia. METHODS: In this exploratory multicohort study of 283,414 community-dwelling participants, we examined 22 common hospital-treated physical diseases as risk factors for dementia. RESULTS: During a median follow-up of 19 years, a total of 3416 participants developed dementia. Those who had erysipelas (hazard ratio = 1.82; 95% confidence interval = 1.53 to 2.17), hypothyroidism (1.94; 1.59 to 2.38), myocardial infarction (1.41; 1.20 to 1.64), ischemic heart disease (1.32; 1.18 to 1.49), cerebral infarction (2.44; 2.14 to 2.77), duodenal ulcers (1.88; 1.42 to 2.49), gastritis and duodenitis (1.82; 1.46 to 2.27), or osteoporosis (2.38; 1.75 to 3.23) were at a significantly increased risk of dementia. These associations were not explained by conventional risk factors or reverse causation. DISCUSSION: In addition to conventional risk factors, several physical diseases may increase the long-term risk of dementia.


Assuntos
Doença Crônica/epidemiologia , Demência/epidemiologia , Hospitalização/estatística & dados numéricos , Vida Independente , Idoso , Idoso de 80 Anos ou mais , Feminino , Finlândia/epidemiologia , Cardiopatias , Humanos , Hipotireoidismo , Masculino , Pessoa de Meia-Idade , Estudos Prospectivos , Fatores de Risco , Reino Unido/epidemiologia
13.
bioRxiv ; 2020 Aug 18.
Artigo em Inglês | MEDLINE | ID: mdl-32839779

RESUMO

The human microbiota has a close relationship with human disease and it remodels components of the glycocalyx including heparan sulfate (HS). Studies of the severe acute respiratory syndrome coronavirus (SARS-CoV-2) spike protein receptor binding domain suggest that infection requires binding to HS and angiotensin converting enzyme 2 (ACE2) in a codependent manner. Here, we show that commensal host bacterial communities can modify HS and thereby modulate SARS-CoV-2 spike protein binding and that these communities change with host age and sex. Common human-associated commensal bacteria whose genomes encode HS-modifying enzymes were identified. The prevalence of these bacteria and the expression of key microbial glycosidases in bronchoalveolar lavage fluid (BALF) was lower in adult COVID-19 patients than in healthy controls. The presence of HS-modifying bacteria decreased with age in two large survey datasets, FINRISK 2002 and American Gut, revealing one possible mechanism for the observed increase in COVID-19 susceptibility with age. In vitro , bacterial glycosidases from unpurified culture media supernatants fully blocked SARS-CoV-2 spike binding to human H1299 protein lung adenocarcinoma cells. HS-modifying bacteria in human microbial communities may regulate viral adhesion, and loss of these commensals could predispose individuals to infection. Understanding the impact of shifts in microbial community composition and bacterial lyases on SARS-CoV-2 infection may lead to new therapeutics and diagnosis of susceptibility.

14.
Nat Med ; 26(4): 549-557, 2020 04.
Artigo em Inglês | MEDLINE | ID: mdl-32273609

RESUMO

Polygenic risk scores (PRSs) have shown promise in predicting susceptibility to common diseases1-3. We estimated their added value in clinical risk prediction of five common diseases, using large-scale biobank data (FinnGen; n = 135,300) and the FINRISK study with clinical risk factors to test genome-wide PRSs for coronary heart disease, type 2 diabetes, atrial fibrillation, breast cancer and prostate cancer. We evaluated the lifetime risk at different PRS levels, and the impact on disease onset and on prediction together with clinical risk scores. Compared to having an average PRS, having a high PRS contributed 21% to 38% higher lifetime risk, and 4 to 9 years earlier disease onset. PRSs improved model discrimination over age and sex in type 2 diabetes, atrial fibrillation, breast cancer and prostate cancer, and over clinical risk in type 2 diabetes, breast cancer and prostate cancer. In all diseases, PRSs improved reclassification over clinical thresholds, with the largest net reclassification improvements for early-onset coronary heart disease, atrial fibrillation and prostate cancer. This study provides evidence for the additional value of PRSs in clinical disease prediction. The practical applications of polygenic risk information for stratified screening or for guiding lifestyle and medical interventions in the clinical setting remain to be defined in further studies.


Assuntos
Doenças Cardiovasculares , Predisposição Genética para Doença , Doenças Metabólicas , Herança Multifatorial , Neoplasias , Adulto , Idade de Início , Biomarcadores/análise , Neoplasias da Mama/diagnóstico , Neoplasias da Mama/epidemiologia , Neoplasias da Mama/genética , Doenças Cardiovasculares/diagnóstico , Doenças Cardiovasculares/epidemiologia , Doenças Cardiovasculares/genética , Estudos de Casos e Controles , Diabetes Mellitus Tipo 2/diagnóstico , Diabetes Mellitus Tipo 2/epidemiologia , Diabetes Mellitus Tipo 2/genética , Feminino , Finlândia/epidemiologia , Marcadores Genéticos/genética , Predisposição Genética para Doença/epidemiologia , Estudo de Associação Genômica Ampla , Humanos , Masculino , Doenças Metabólicas/diagnóstico , Doenças Metabólicas/epidemiologia , Doenças Metabólicas/genética , Pessoa de Meia-Idade , Neoplasias/diagnóstico , Neoplasias/epidemiologia , Neoplasias/genética , Polimorfismo de Nucleotídeo Único , Valor Preditivo dos Testes , Prognóstico , Neoplasias da Próstata/diagnóstico , Neoplasias da Próstata/epidemiologia , Neoplasias da Próstata/genética , Medição de Risco , Fatores de Risco , Adulto Jovem
15.
PLoS Biol ; 17(10): e3000443, 2019 10.
Artigo em Inglês | MEDLINE | ID: mdl-31626640

RESUMO

Obesity is associated with changes in the plasma lipids. Although simple lipid quantification is routinely used, plasma lipids are rarely investigated at the level of individual molecules. We aimed at predicting different measures of obesity based on the plasma lipidome in a large population cohort using advanced machine learning modeling. A total of 1,061 participants of the FINRISK 2012 population cohort were randomly chosen, and the levels of 183 plasma lipid species were measured in a novel mass spectrometric shotgun approach. Multiple machine intelligence models were trained to predict obesity estimates, i.e., body mass index (BMI), waist circumference (WC), waist-hip ratio (WHR), and body fat percentage (BFP), and validated in 250 randomly chosen participants of the Malmö Diet and Cancer Cardiovascular Cohort (MDC-CC). Comparison of the different models revealed that the lipidome predicted BFP the best (R2 = 0.73), based on a Lasso model. In this model, the strongest positive and the strongest negative predictor were sphingomyelin molecules, which differ by only 1 double bond, implying the involvement of an unknown desaturase in obesity-related aberrations of lipid metabolism. Moreover, we used this regression to probe the clinically relevant information contained in the plasma lipidome and found that the plasma lipidome also contains information about body fat distribution, because WHR (R2 = 0.65) was predicted more accurately than BMI (R2 = 0.47). These modeling results required full resolution of the lipidome to lipid species level, and the predicting set of biomarkers had to be sufficiently large. The power of the lipidomics association was demonstrated by the finding that the addition of routine clinical laboratory variables, e.g., high-density lipoprotein (HDL)- or low-density lipoprotein (LDL)- cholesterol did not improve the model further. Correlation analyses of the individual lipid species, controlled for age and separated by sex, underscores the multiparametric and lipid species-specific nature of the correlation with the BFP. Lipidomic measurements in combination with machine intelligence modeling contain rich information about body fat amount and distribution beyond traditional clinical assays.


Assuntos
Tecido Adiposo/metabolismo , Distribuição da Gordura Corporal/estatística & dados numéricos , Lipidômica , Aprendizado de Máquina , Obesidade/diagnóstico , Biomarcadores/sangue , Índice de Massa Corporal , Estudos de Coortes , Feminino , Finlândia , Humanos , Metabolismo dos Lipídeos , Masculino , Modelos Estatísticos , Obesidade/sangue , Fatores Sexuais , Esfingomielinas/sangue , Circunferência da Cintura , Relação Cintura-Quadril
16.
Am J Hum Genet ; 104(6): 1169-1181, 2019 06 06.
Artigo em Inglês | MEDLINE | ID: mdl-31155286

RESUMO

Polygenic scores (PSs) are becoming a useful tool to identify individuals with high genetic risk for complex diseases, and several projects are currently testing their utility for translational applications. It is also tempting to use PSs to assess whether genetic variation can explain a part of the geographic distribution of a phenotype. However, it is not well known how the population genetic properties of the training and target samples affect the geographic distribution of PSs. Here, we evaluate geographic differences, and related biases, of PSs in Finland in a geographically well-defined sample of 2,376 individuals from the National FINRISK study. First, we detect geographic differences in PSs for coronary artery disease (CAD), rheumatoid arthritis, schizophrenia, waist-hip ratio (WHR), body-mass index (BMI), and height, but not for Crohn disease or ulcerative colitis. Second, we use height as a model trait to thoroughly assess the possible population genetic biases in PSs and apply similar approaches to the other phenotypes. Most importantly, we detect suspiciously large accumulations of geographic differences for CAD, WHR, BMI, and height, suggesting bias arising from the population's genetic structure rather than from a direct genotype-phenotype association. This work demonstrates how sensitive the geographic patterns of current PSs are for small biases even within relatively homogeneous populations and provides simple tools to identify such biases. A thorough understanding of the effects of population genetic structure on PSs is essential for translational applications of PSs.


Assuntos
Marcadores Genéticos , Genética Populacional , Herança Multifatorial/genética , Polimorfismo de Nucleotídeo Único , Característica Quantitativa Herdável , Adulto , Idoso , Artrite Reumatoide/epidemiologia , Artrite Reumatoide/genética , Índice de Massa Corporal , Colite Ulcerativa/epidemiologia , Colite Ulcerativa/genética , Doença da Artéria Coronariana/epidemiologia , Doença da Artéria Coronariana/genética , Doença de Crohn/epidemiologia , Doença de Crohn/genética , Feminino , Finlândia/epidemiologia , Estudos de Associação Genética , Geografia , Humanos , Masculino , Pessoa de Meia-Idade , Fatores de Risco , Esquizofrenia/epidemiologia , Esquizofrenia/genética , Relação Cintura-Quadril
17.
BMJ Open ; 8(10): e022752, 2018 10 15.
Artigo em Inglês | MEDLINE | ID: mdl-30327404

RESUMO

OBJECTIVE: To evaluate if obstructive sleep apnoea (OSA) modifies the risk of coronary heart disease, type 2 diabetes (T2D) and diabetic complications in a gender-specific fashion. DESIGN AND SETTING: A longitudinal population-based study with up to 25-year follow-up data on 36 963 individuals (>500 000 person years) from three population-based cohorts: the FINRISK study, the Health 2000 Cohort Study and the Botnia Study. MAIN OUTCOME MEASURES: Incident coronary heart disease, diabetic kidney disease, T2D and all-cause mortality from the Finnish National Hospital Discharge Register and the Finnish National Causes-of-Death Register. RESULTS: After adjustments for age, sex, region, high-density lipoprotein (HDL) and total cholesterol, current cigarette smoking, body mass index, hypertension, T2D baseline and family history of stroke or myocardial infarction, OSA increased the risk for coronary heart disease (HR=1.36, p=0.0014, 95% CI 1.12 to 1.64), particularly in women (HR=2.01, 95% CI 1.31 to 3.07, p=0.0012). T2D clustered with OSA independently of obesity (HR=1.48, 95% CI 1.26 to 1.73, p=9.11×[Formula: see text]). The risk of diabetic kidney disease increased 1.75-fold in patients with OSA (95% CI 1.13 to 2.71, p=0.013). OSA increased the risk for coronary heart disease similarly among patients with T2D and in general population (HR=1.36). All-cause mortality was increased by OSA in diabetic individuals (HR=1.35, 95% CI 1.06 to 1.71, p=0.016). CONCLUSION: OSA is an independent risk factor for coronary heart disease, T2D and diabetic kidney disease. This effect is more pronounced even in women, who until now have received less attention in diagnosis and treatment of OSA than men.


Assuntos
Doença das Coronárias/fisiopatologia , Diabetes Mellitus Tipo 2/fisiopatologia , Apneia Obstrutiva do Sono/fisiopatologia , Adulto , Idoso , Comorbidade , Doença das Coronárias/sangue , Doença das Coronárias/etiologia , Doença das Coronárias/mortalidade , Diabetes Mellitus Tipo 2/sangue , Diabetes Mellitus Tipo 2/etiologia , Diabetes Mellitus Tipo 2/mortalidade , Feminino , Finlândia/epidemiologia , Seguimentos , Humanos , Estudos Longitudinais , Masculino , Pessoa de Meia-Idade , Polissonografia , Vigilância da População , Valor Preditivo dos Testes , Prevalência , Medição de Risco , Fatores de Risco , Apneia Obstrutiva do Sono/sangue , Apneia Obstrutiva do Sono/complicações , Apneia Obstrutiva do Sono/mortalidade
18.
J Am Heart Assoc ; 7(21): e009774, 2018 11 06.
Artigo em Inglês | MEDLINE | ID: mdl-30608196

RESUMO

Background Recent studies have shown an increasing prevalence of vascular risk factors in young adults with ischemic stroke ( IS ). However, the strength of the association between all vascular risk factors and early-onset IS has not been fully established. Methods and Results We compared 961 patients with a first-ever IS at 25 to 49 years to 1403 frequency-matched stroke-free controls from a population-based cohort study ( FINRISK ). Assessed risk factors included an active malignancy, atrial fibrillation, cardiovascular disease, current smoking status, a family history of stroke, high low-density lipoprotein cholesterol, high triglycerides, low high-density lipoprotein cholesterol, hypertension, and type 1 and type 2 diabetes mellitus. We performed subgroup analyses based on age, sex, and IS etiology. In a fully adjusted multivariable logistic regression analysis, significant risk factors for IS consisted of atrial fibrillation (odds ratio [OR], 10.43; 95% confidence interval [ CI ], 2.33-46.77], cardiovascular disease (OR, 8.01; 95% CI , 3.09-20.78), type 1 diabetes mellitus (OR, 6.72; 95% CI , 3.15-14.33), type 2 diabetes mellitus (OR, 2.31; 95% CI , 1.35-3.95), low high-density lipoprotein cholesterol (OR, 1.81; 95% CI , 1.37-2.40), current smoking status (OR, 1.81; 95% CI , 1.50-2.17), hypertension (OR, 1.43; 95% CI , 1.17-1.75), and a family history of stroke (OR, 1.37; 95% CI , 1.04-1.82). High low-density lipoprotein cholesterol exhibited an inverse association with IS . In the subgroup analyses, the most consistent associations appeared for current smoking status and type 1 diabetes mellitus. Conclusions Our study establishes the associations between 11 vascular risk factors and early-onset IS , among which atrial fibrillation, cardiovascular disease, and both type 1 and 2 diabetes mellitus in particular showed strong associations.


Assuntos
Isquemia Encefálica/epidemiologia , Acidente Vascular Cerebral/epidemiologia , Adulto , Idade de Início , Isquemia Encefálica/complicações , Estudos de Casos e Controles , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos , Fatores de Risco , Acidente Vascular Cerebral/etiologia
19.
Circ Cardiovasc Genet ; 10(6)2017 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-29237677

RESUMO

BACKGROUND: Cardiomyocytes secrete atrial natriuretic peptide (ANP) and B-type natriuretic peptide (BNP) in response to mechanical stretching, making them useful clinical biomarkers of cardiac stress. Both human and animal studies indicate a role for ANP as a regulator of blood pressure with conflicting results for BNP. METHODS AND RESULTS: We used genome-wide association analysis (n=6296) to study the effects of genetic variants on circulating natriuretic peptide concentrations and compared the impact of natriuretic peptide-associated genetic variants on blood pressure (n=27 059). Eight independent genetic variants in 2 known (NPPA-NPPB and POC1B-GALNT4) and 1 novel locus (PPP3CC) associated with midregional proANP (MR-proANP), BNP, aminoterminal proBNP (NT-proBNP), or BNP:NT-proBNP ratio. The NPPA-NPPB locus containing the adjacent genes encoding ANP and BNP harbored 4 independent cis variants with effects specific to either midregional proANP or BNP and a rare missense single nucleotide polymorphism in NT-proBNP seriously altering its measurement. Variants near the calcineurin catalytic subunit gamma gene PPP3CC and the polypeptide N-acetylgalactosaminyltransferase 4 gene GALNT4 associated with BNP:NT-proBNP ratio but not with BNP or midregional proANP, suggesting effects on the post-translational regulation of proBNP. Out of the 8 individual variants, only those correlated with midregional proANP had a statistically significant albeit weak impact on blood pressure. The combined effect of these 3 single nucleotide polymorphisms also associated with hypertension risk (P=8.2×10-4). CONCLUSIONS: Common genetic differences affecting the circulating concentration of ANP associated with blood pressure, whereas those affecting BNP did not, highlighting the blood pressure-lowering effect of ANP in the general population.


Assuntos
Fator Natriurético Atrial/genética , Pressão Sanguínea/genética , Estudo de Associação Genômica Ampla , Peptídeo Natriurético Encefálico/genética , Adulto , Idoso , Fator Natriurético Atrial/sangue , Fator Natriurético Atrial/metabolismo , Estudos de Coortes , Feminino , Finlândia , Variação Genética , Humanos , Masculino , Pessoa de Meia-Idade , Miócitos Cardíacos/metabolismo , Peptídeo Natriurético Encefálico/sangue , Peptídeo Natriurético Encefálico/metabolismo
20.
Atherosclerosis ; 266: 58-63, 2017 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-28982023

RESUMO

BACKGROUND & AIMS: Elevated soluble HLA-DR (sHLA-DR) serum levels have been reported in HLA class II-associated inflammatory disorders. We have previously shown that the HLA class II allele HLA-DRB1*01 may predispose to acute coronary syndromes (ACS). To our knowledge, sHLA-DR serum levels have not been studied in ACS. METHODS: sHLA-DR serum levels were measured in 477 ACS patients as cases and 475 area- and sex-matched controls by sandwich enzyme-linked immunosorbent assay. Binary logistic regression and ordinal logistic regression analyses adjusted for clinical parameters were conducted to evaluate the associations of sHLA-DR levels. RESULTS: ACS patients had lower sHLA-DR serum levels compared to controls (OR = 0.837; 95% CI = 0.704-0.994; p = 0.043). After adjustment for smoking status, this association was no longer significant. This was explained by the notion that current smoking was inversely associated with sHLA-DR levels both in cases (OR = 0.592; 95% CI = 0.553-0.908; p = 0.016) and in controls (OR = 0.356; 95% CI = 0.226-0.563; p = 0.000010). A similar effect was not seen with other cardiovascular risk factors. CONCLUSIONS: The results indicate, for the first time, that lower sHLA-DR levels are associated with smoking, but not with ACS. This is an important finding because previous studies of sHLA-DR have not accounted for the possible associations between smoking and sHLA-DR levels. Further studies are required to confirm these novel results and explore the mechanisms behind the observed associations.


Assuntos
Síndrome Coronariana Aguda/sangue , Antígenos HLA-DR/sangue , Fumar/sangue , Síndrome Coronariana Aguda/diagnóstico , Síndrome Coronariana Aguda/etiologia , Síndrome Coronariana Aguda/imunologia , Adulto , Biomarcadores/sangue , Estudos de Casos e Controles , Distribuição de Qui-Quadrado , Regulação para Baixo , Ensaio de Imunoadsorção Enzimática , Feminino , Humanos , Modelos Logísticos , Masculino , Pessoa de Meia-Idade , Análise Multivariada , Razão de Chances , Prognóstico , Fatores de Risco , Fumar/efeitos adversos , Fumar/imunologia
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