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1.
Hum Mol Genet ; 32(10): 1741-1752, 2023 05 05.
Article in English | MEDLINE | ID: mdl-36715614

ABSTRACT

Tandem cytosine-adenine-guanine (CAG) repeat sizes of 36 or more in the huntingtin gene (HTT) cause Huntington's disease (HD). Apart from neuropsychiatric complications, the disease is also accompanied by metabolic dysregulation and weight loss, which contribute to a progressive functional decline. Recent studies also reported an association between repeats below the pathogenic threshold (<36) for HD and body mass index (BMI), suggesting that HTT repeat sizes in the non-pathogenic range are associated with metabolic dysregulation. In this study, we hypothesized that HTT repeat sizes < 36 are associated with metabolite levels, possibly mediated through reduced BMI. We pooled data from three European cohorts (n = 10 228) with genotyped HTT CAG repeat size and metabolomic measurements. All 145 metabolites were measured on the same targeted platform in all studies. Multilevel mixed-effects analysis using the CAG repeat size in HTT identified 67 repeat size metabolite associations. Overall, the metabolomic profile associated with larger CAG repeat sizes in HTT were unfavorable-similar to those of higher risk of coronary artery disease and type 2 diabetes-and included elevated levels of amino acids, fatty acids, low-density lipoprotein (LDL)-, very low-density lipoprotein- and intermediate density lipoprotein (IDL)-related metabolites while with decreased levels of very large high-density lipoprotein (HDL)-related metabolites. Furthermore, the associations of 50 metabolites, in particular, specific very large HDL-related metabolites, were mediated by lower BMI. However, no mediation effect was found for 17 metabolites related to LDL and IDL. In conclusion, our findings indicate that large non-pathogenic CAG repeat sizes in HTT are associated with an unfavorable metabolomic profile despite their association with a lower BMI.


Subject(s)
Diabetes Mellitus, Type 2 , Huntington Disease , Humans , Body Mass Index , Diabetes Mellitus, Type 2/genetics , Reference Values , Huntingtin Protein/genetics , Huntington Disease/pathology , Lipoproteins , Lipoproteins, LDL/genetics , Trinucleotide Repeat Expansion/genetics
2.
Blood ; 137(17): 2394-2402, 2021 04 29.
Article in English | MEDLINE | ID: mdl-33512453

ABSTRACT

Genetic risk score (GRS) analysis is a popular approach to derive individual risk prediction models for complex diseases. In venous thrombosis (VT), such type of analysis shall integrate information at the ABO blood group locus, which is one of the major susceptibility loci. However, there is no consensus about which single nucleotide polymorphisms (SNPs) must be investigated when properly assessing association between ABO locus and VT risk. Using comprehensive haplotype analyses of ABO blood group tagging SNPs in 5425 cases and 8445 controls from 6 studies, we demonstrate that using only rs8176719 (tagging O1) to correctly assess the impact of ABO locus on VT risk is suboptimal, because 5% of rs8176719-delG carriers do not have an increased risk of developing VT. Instead, we recommend the use of 4 SNPs, rs2519093 (tagging A1), rs1053878 (A2), rs8176743 (B), and rs41302905 (O2), when assessing the impact of ABO locus on VT risk to avoid any risk misestimation. Compared with the O1 haplotype, the A2 haplotype is associated with a modest increase in VT risk (odds ratio, âˆ¼1.2), the A1 and B haplotypes are associated with an âˆ¼1.8-fold increased risk, whereas the O2 haplotype tends to be slightly protective (odds ratio, âˆ¼0.80). In addition, although the A1 and B blood groups are associated with increased von Willebrand factor and factor VIII plasma levels, only the A1 blood group is associated with ICAM levels, but in an opposite direction, leaving additional avenues to be explored to fully understand the spectrum of biological effects mediated by ABO locus on cardiovascular traits.


Subject(s)
ABO Blood-Group System/genetics , Cardiovascular Diseases/pathology , Genetic Predisposition to Disease , Haplotypes , Polymorphism, Single Nucleotide , Venous Thrombosis/pathology , Aged , Cardiovascular Diseases/etiology , Cardiovascular Diseases/metabolism , Factor VIII/metabolism , Female , Genome-Wide Association Study , Humans , Male , Phenotype , Prognosis , Risk Factors , Venous Thrombosis/etiology , Venous Thrombosis/metabolism , von Willebrand Factor/metabolism
3.
Liver Int ; 43(7): 1458-1472, 2023 07.
Article in English | MEDLINE | ID: mdl-37017544

ABSTRACT

BACKGROUND AND AIMS: Non-alcoholic fatty liver disease (NAFLD) is characterized by the pathological accumulation of triglycerides in hepatocytes and is associated with insulin resistance, atherogenic dyslipidaemia and cardiometabolic diseases. Thus far, the extent of metabolic dysregulation associated with hepatic triglyceride accumulation has not been fully addressed. In this study, we aimed to identify metabolites associated with hepatic triglyceride content (HTGC) and map these associations using network analysis. METHODS: To gain insight in the spectrum of metabolites associated with hepatic triglyceride accumulation, we performed a comprehensive plasma metabolomics screening of 1363 metabolites in apparently healthy middle aged (age 45-65) individuals (N = 496) in whom HTGC was measured by proton magnetic resonance spectroscopy. An atlas of metabolite-HTGC associations, based on univariate results, was created using correlation-based Gaussian graphical model (GGM) and genome scale metabolic model network analyses. Pathways associated with the clinical prognosis marker fibrosis 4 (FIB-4) index were tested using a closed global test. RESULTS: Our analyses revealed that 118 metabolites were univariately associated with HTGC (p-value <6.59 × 10-5 ), including 106 endogenous, 1 xenobiotic and 11 partially characterized/uncharacterized metabolites. These associations were mapped to several biological pathways including branched amino acids (BCAA), diglycerols, sphingomyelin, glucosyl-ceramide and lactosyl-ceramide. We also identified a novel possible HTGC-related pathway connecting glutamate, metabolonic lactone sulphate and X-15245 using the GGM network. These pathways were confirmed to be associated with the FIB-4 index as well. The full interactive metabolite-HTGC atlas is provided online: https://tofaquih.github.io/AtlasLiver/. CONCLUSIONS: The combined network and pathway analyses indicated extensive associations between BCAA and the lipids pathways with HTGC and the FIB-4 index. Moreover, we report a novel pathway glutamate-metabolonic lactone sulphate-X-15245 with a potential strong association with HTGC. These findings can aid elucidating HTGC metabolomic profiles and provide insight into novel drug targets for fibrosis-related outcomes.


Subject(s)
Ceramides , Liver , Middle Aged , Humans , Aged , Triglycerides/metabolism , Liver/metabolism , Proton Magnetic Resonance Spectroscopy , Fibrosis , Ceramides/analysis , Ceramides/metabolism
4.
BMC Med Res Methodol ; 23(1): 99, 2023 04 22.
Article in English | MEDLINE | ID: mdl-37087423

ABSTRACT

BACKGROUND: In studies of time-to-events, it is common to collect information about events that occurred before the inclusion in a prospective cohort. When the studied risk factors are independent of time, including both pre- and post-inclusion events in the analyses, generally referred to as relying on an ambispective design, increases the statistical power but may lead to a selection bias. In the field of venous thromboembolism (VT), ABO blood groups have been the subject of extensive research due to their substantial effect on VT risk. However, few studies have investigated their effect on the risk of VT recurrence. Motivated by the study of the association of genetically determined ABO blood groups with VT recurrence, we propose a methodology to include pre-inclusion events in the analysis of ambispective studies while avoiding the selection bias due to mortality. METHODS: This work relies on two independent cohorts of VT patients, the French MARTHA study built on an ambispective design and the Dutch MEGA study built on a standard prospective design. For the analysis of the MARTHA study, a weighted Cox model was developed where weights were defined by the inverse of the survival probability at the time of data collection about the events. Thanks to the collection of information on the vital status of patients, we could estimate the survival probabilities using a delayed-entry Cox model on the death risk. Finally, results obtained in both studies were then meta-analysed. RESULTS: In the combined sample totalling 2,752 patients including 993 recurrences, the A1 blood group has an increased risk (Hazard Ratio (HR) of 1.18, p = 4.2 × 10-3) compared with the O1 group, homogeneously in MARTHA and in MEGA. The same trend (HR = 1.19, p = 0.06) was observed for the less frequent A2 group. CONCLUSION: The proposed methodology increases the power of studies relying on an ambispective design which is frequent in epidemiologic studies about recurrent events. This approach allowed to clarify the association of ABO blood groups with the risk of VT recurrence. Besides, this methodology has an immediate field of application in the context of genome wide association studies.


Subject(s)
ABO Blood-Group System , Venous Thrombosis , Middle Aged , Humans , ABO Blood-Group System/genetics , Genome-Wide Association Study , Venous Thrombosis/genetics , Venous Thrombosis/complications , Risk Factors , Proportional Hazards Models , Recurrence
5.
Thromb J ; 21(1): 49, 2023 Apr 28.
Article in English | MEDLINE | ID: mdl-37106465

ABSTRACT

BACKGROUND: There is room for improvement of prevention of venous thromboembolism (VTE) after lower-leg cast application or knee arthroscopy. Information about the mechanism of clot formation in these patients may be useful to identify new prophylaxis targets. We aimed to study the effect of 1) lower-leg injury and 2) knee arthroscopy on thrombin generation. METHODS: A cross-sectional study was conducted using plasma samples of POT-(K)CAST trials to measure ex vivo thrombin generation (Calibrated Automated Thrombography [CAT]) and plasma levels of prothrombin fragment 1 + 2 (F1 + 2), thrombin-antithrombin (TAT), fibrinopeptide A (FPA). Plasma was obtained shortly after lower-leg trauma or before and after (< 4 h) knee arthroscopy. Participants were randomly selected from those who did not develop VTE. For aim 1, samples of 88 patients with lower-leg injury were compared with 89 control samples (i.e., preoperative samples of arthroscopy patients). Linear regression was used to obtain mean differences (or ratios if ln-retransformed because of skewedness) adjusted for age, sex, body mass index, comorbidities. For aim 2, pre- and postoperative samples of 85 arthroscopy patients were compared, for which mean changes were obtained. RESULTS: In patients with lower-leg injury (aim 1), endogenous thrombin potential, thrombin peak, velocity index, FPA and TAT were increased as compared with controls. In arthroscopy patients (aim 2), pre- and postoperative levels were similar for all parameters. CONCLUSION: Lower-leg trauma increases thrombin generation both ex vivo and in vivo, in contrast to knee arthroscopy. This may imply that the pathogenesis of VTE is different in both situations.

7.
Blood ; 133(9): 967-977, 2019 02 28.
Article in English | MEDLINE | ID: mdl-30642921

ABSTRACT

Factor VII (FVII) is an important component of the coagulation cascade. Few genetic loci regulating FVII activity and/or levels have been discovered to date. We conducted a meta-analysis of 9 genome-wide association studies of plasma FVII levels (7 FVII activity and 2 FVII antigen) among 27 495 participants of European and African ancestry. Each study performed ancestry-specific association analyses. Inverse variance weighted meta-analysis was performed within each ancestry group and then combined for a trans-ancestry meta-analysis. Our primary analysis included the 7 studies that measured FVII activity, and a secondary analysis included all 9 studies. We provided functional genomic validation for newly identified significant loci by silencing candidate genes in a human liver cell line (HuH7) using small-interfering RNA and then measuring F7 messenger RNA and FVII protein expression. Lastly, we used meta-analysis results to perform Mendelian randomization analysis to estimate the causal effect of FVII activity on coronary artery disease, ischemic stroke (IS), and venous thromboembolism. We identified 2 novel (REEP3 and JAZF1-AS1) and 6 known loci associated with FVII activity, explaining 19.0% of the phenotypic variance. Adding FVII antigen data to the meta-analysis did not result in the discovery of further loci. Silencing REEP3 in HuH7 cells upregulated FVII, whereas silencing JAZF1 downregulated FVII. Mendelian randomization analyses suggest that FVII activity has a positive causal effect on the risk of IS. Variants at REEP3 and JAZF1 contribute to FVII activity by regulating F7 expression levels. FVII activity appears to contribute to the etiology of IS in the general population.


Subject(s)
Brain Ischemia/etiology , Factor VII/genetics , Genome-Wide Association Study , Membrane Transport Proteins/genetics , Neoplasm Proteins/genetics , Polymorphism, Single Nucleotide , Stroke/etiology , Brain Ischemia/metabolism , Brain Ischemia/pathology , Co-Repressor Proteins , Cohort Studies , Coronary Artery Disease/etiology , Coronary Artery Disease/metabolism , Coronary Artery Disease/pathology , DNA-Binding Proteins , Factor VII/metabolism , Female , Follow-Up Studies , Genetic Loci , Genetic Predisposition to Disease , Humans , Male , Membrane Transport Proteins/metabolism , Mendelian Randomization Analysis , Middle Aged , Neoplasm Proteins/metabolism , Phenotype , Prognosis , Stroke/metabolism , Stroke/pathology , Venous Thromboembolism/etiology , Venous Thromboembolism/metabolism , Venous Thromboembolism/pathology
8.
Blood ; 134(19): 1645-1657, 2019 11 07.
Article in English | MEDLINE | ID: mdl-31420334

ABSTRACT

Venous thromboembolism (VTE) is a significant contributor to morbidity and mortality. To advance our understanding of the biology contributing to VTE, we conducted a genome-wide association study (GWAS) of VTE and a transcriptome-wide association study (TWAS) based on imputed gene expression from whole blood and liver. We meta-analyzed GWAS data from 18 studies for 30 234 VTE cases and 172 122 controls and assessed the association between 12 923 718 genetic variants and VTE. We generated variant prediction scores of gene expression from whole blood and liver tissue and assessed them for association with VTE. Mendelian randomization analyses were conducted for traits genetically associated with novel VTE loci. We identified 34 independent genetic signals for VTE risk from GWAS meta-analysis, of which 14 are newly reported associations. This included 11 newly associated genetic loci (C1orf198, PLEK, OSMR-AS1, NUGGC/SCARA5, GRK5, MPHOSPH9, ARID4A, PLCG2, SMG6, EIF5A, and STX10) of which 6 replicated, and 3 new independent signals in 3 known genes. Further, TWAS identified 5 additional genetic loci with imputed gene expression levels differing between cases and controls in whole blood (SH2B3, SPSB1, RP11-747H7.3, RP4-737E23.2) and in liver (ERAP1). At some GWAS loci, we found suggestive evidence that the VTE association signal for novel and previously known regions colocalized with expression quantitative trait locus signals. Mendelian randomization analyses suggested that blood traits may contribute to the underlying risk of VTE. To conclude, we identified 16 novel susceptibility loci for VTE; for some loci, the association signals are likely mediated through gene expression of nearby genes.


Subject(s)
Genetic Predisposition to Disease/genetics , Venous Thromboembolism/genetics , Genome-Wide Association Study , Humans
9.
Arterioscler Thromb Vasc Biol ; 40(12): 3004-3014, 2020 12.
Article in English | MEDLINE | ID: mdl-33115270

ABSTRACT

OBJECTIVE: Whether hepatic triglyceride content (HTGC) contributes to hypercoagulability beyond total body fat (TBF) and visceral adipose tissue (VAT) is unclear. We, therefore, aimed to investigate the association between HTGC and coagulation factors (F)I (fibrinogen), VIII, IX, and XI while adjusting for TBF and VAT. Approach and Results: In this cross-sectional analysis of the NEO study (Netherlands Epidemiology of Obesity; n=6671), a random subset of participants underwent magnetic resonance imaging and magnetic resonance spectroscopy to assess VAT and HTGC (n=2580). We excluded participants without complete imaging and coagulation assessment, and with history of liver disease, venous thrombosis, or on anticoagulation. Mean differences in coagulation factor levels across HTGC quartiles were estimated by linear regression adjusted for age, sex, ethnicity, education, alcohol intake, physical activity, smoking, estrogen, and menopause, in addition to TBF and VAT. Among the 1946 participants included, median HTGC was 2.66% (interquartile range: 1.34%-6.27%). Coagulation factor levels increased dose-dependently across HTGC quartiles. Mean differences between the fourth and first quartiles were 14.7 mg/dL (95% CI, 2.1-27.2) for fibrinogen, 6.7 IU/dL (95% CI, 0.5-12.9) for FVIII, 26.1 IU/dL (95% CI, 22.4-29.8) for FIX, and 8.6 IU/dL (95% CI, 4.6-12.6) for FXI. With further adjustment for TBF and VAT, the dose-response association of HTGC with FIX persisted, whereas associations with other factors disappeared. CONCLUSIONS: HTGC was associated with various coagulation factors, of which FIX remained associated with HTGC after adjustment for TBF and VAT. HTGC might contribute to venous thrombosis risk beyond total body and visceral fat through FIX levels.


Subject(s)
Factor IX/metabolism , Liver/metabolism , Obesity/epidemiology , Triglycerides/metabolism , Venous Thrombosis/epidemiology , Adiposity , Aged , Cross-Sectional Studies , Female , Humans , Intra-Abdominal Fat/metabolism , Intra-Abdominal Fat/physiopathology , Male , Middle Aged , Netherlands/epidemiology , Obesity/metabolism , Obesity/physiopathology , Risk Assessment , Risk Factors , Venous Thrombosis/metabolism , Venous Thrombosis/physiopathology
10.
Circulation ; 139(5): 620-635, 2019 01 29.
Article in English | MEDLINE | ID: mdl-30586737

ABSTRACT

BACKGROUND: Factor VIII (FVIII) and its carrier protein von Willebrand factor (VWF) are associated with risk of arterial and venous thrombosis and with hemorrhagic disorders. We aimed to identify and functionally test novel genetic associations regulating plasma FVIII and VWF. METHODS: We meta-analyzed genome-wide association results from 46 354 individuals of European, African, East Asian, and Hispanic ancestry. All studies performed linear regression analysis using an additive genetic model and associated ≈35 million imputed variants with natural log-transformed phenotype levels. In vitro gene silencing in cultured endothelial cells was performed for candidate genes to provide additional evidence on association and function. Two-sample Mendelian randomization analyses were applied to test the causal role of FVIII and VWF plasma levels on the risk of arterial and venous thrombotic events. RESULTS: We identified 13 novel genome-wide significant ( P≤2.5×10-8) associations, 7 with FVIII levels ( FCHO2/TMEM171/TNPO1, HLA, SOX17/RP1, LINC00583/NFIB, RAB5C-KAT2A, RPL3/TAB1/SYNGR1, and ARSA) and 11 with VWF levels ( PDHB/PXK/KCTD6, SLC39A8, FCHO2/TMEM171/TNPO1, HLA, GIMAP7/GIMAP4, OR13C5/NIPSNAP, DAB2IP, C2CD4B, RAB5C-KAT2A, TAB1/SYNGR1, and ARSA), beyond 10 previously reported associations with these phenotypes. Functional validation provided further evidence of association for all loci on VWF except ARSA and DAB2IP. Mendelian randomization suggested causal effects of plasma FVIII activity levels on venous thrombosis and coronary artery disease risk and plasma VWF levels on ischemic stroke risk. CONCLUSIONS: The meta-analysis identified 13 novel genetic loci regulating FVIII and VWF plasma levels, 10 of which we validated functionally. We provide some evidence for a causal role of these proteins in thrombotic events.


Subject(s)
Arterial Occlusive Diseases/genetics , Blood Coagulation Disorders, Inherited/genetics , Blood Coagulation/genetics , Factor VIII/analysis , Genetic Loci , Venous Thrombosis/genetics , von Willebrand Factor/analysis , Arterial Occlusive Diseases/blood , Arterial Occlusive Diseases/ethnology , Biomarkers/blood , Blood Coagulation Disorders, Inherited/blood , Blood Coagulation Disorders, Inherited/ethnology , Genetic Markers , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Mendelian Randomization Analysis , Phenotype , Ribosomal Protein L3 , Risk Factors , Venous Thrombosis/blood , Venous Thrombosis/ethnology
11.
Br J Haematol ; 191(1): 90-97, 2020 10.
Article in English | MEDLINE | ID: mdl-32342502

ABSTRACT

It is not known whether the synergistic effect of genetic markers, increasing the risk of venous thrombosis (VT), and combined oral contraceptives (COC) use varies between different types of progestogens in these preparations. We investigated the joint effect of genetic risk factor, that is, F5 rs6025, F2 rs1799963, and FGG rs2066865 mutations, and different progestogens on the risk of VT. The constrained maximum likelihood estimation (CMLE) method was used to calculate joint effects, expressed as odds ratio (OR) with 95% confidence intervals [CI]. As the dose of estrogen is known to be a risk factor for VT, analyses were restricted to COC with 30 µg estrogen and each progestogen. Overall, the joint effect of COC and genetic variants was lowest for COC containing the progestogen levonorgestrel, albeit CIs were wide. The OR (95% CI) of the four different analyses (i.e. joint effect with F5 rs6025, F2 rs1799963, F5 rs6025 or F2 rs1799963 and FGG rs2066865) ranged between 7·4 (5·4-10·2) and 24·8 (12·3-50·0) for levonorgestrel. For gestodene the joint effect ranged between 11·7 (7·2-19·1) and 30·9 (10·6-89·9). Desogestrel and cyproterone acetate had the highest risk estimates: 14·6 (9·7-21·9) and 32·6 (13·2-80·6) and 15·5 (9·7-24·9) and 44·4 (16·9-116·3) respectively. In women with inherited thrombophilia, COC containing levonorgestrel were associated with the lowest risk of VT, albeit the CIs were wide.


Subject(s)
Blood Coagulation Factors/genetics , Contraceptives, Oral, Combined , Genetic Variation , Venous Thrombosis , Adolescent , Adult , Contraceptives, Oral, Combined/administration & dosage , Contraceptives, Oral, Combined/adverse effects , Female , Humans , Middle Aged , Risk Factors , Venous Thrombosis/chemically induced , Venous Thrombosis/epidemiology , Venous Thrombosis/genetics
12.
Haematologica ; 105(6): 1677-1685, 2020 06.
Article in English | MEDLINE | ID: mdl-31467128

ABSTRACT

Bleeding disorders and thrombotic complications are major causes of morbidity and mortality with many cases being unexplained. Thrombus formation involves aberrant expression and activation of tissue factor (TF) in vascular endothelial and smooth muscle cells. Here, we sought to identify factors that modulate TF gene expression and activity in these vascular cells. The LIM-only protein FHL2 is a scaffolding protein that modulates signal transduction pathways with crucial functions in endothelial and smooth muscle cells. However, the role of FHL2 in TF regulation and thrombosis remains unexplored. Using a murine model of venous thrombosis in mesenteric vessels, we demonstrated that FHL2 deficiency results in exacerbated thrombus formation. Gain- and loss-of-function experiments revealed that FHL2 represses TF expression in endothelial and smooth muscle cells through inhibition of the transcription factors nuclear factor κB and activating protein-1. Furthermore, we observed that FHL2 interacts with the cytoplasmic tail of TF. In line with our in vivo observations, FHL2 decreases TF activity in endothelial and smooth muscle cells whereas FHL2 knockdown or deficiency results in enhanced TF activity. Finally, the FHL2 single nucleotide polymorphism rs4851770 was associated with the risk of venous thrombosis in a large population of venous thrombosis cases and control subjects from 12 studies (INVENT consortium). Altogether, our results highlight functional involvement of FHL2 in TF-mediated coagulation and identify FHL2 as a novel gene associated with venous thrombosis in humans.


Subject(s)
Thromboplastin , Venous Thrombosis , Animals , Genetic Variation , Humans , LIM-Homeodomain Proteins/genetics , Mice , Muscle Proteins/genetics , Thromboplastin/genetics , Transcription Factors/genetics , Venous Thrombosis/genetics
13.
PLoS Med ; 16(10): e1002883, 2019 10.
Article in English | MEDLINE | ID: mdl-31603898

ABSTRACT

BACKGROUND: Recurrent venous thromboembolism (VTE) is common. Current guidelines suggest that patients with unprovoked VTE should continue anticoagulants unless they have a high bleeding risk, whereas all others can stop. Prediction models may refine this dichotomous distinction, but existing models apply only to patients with unprovoked first thrombosis. We aimed to develop a prediction model for all patients with first VTE, either provoked or unprovoked. METHODS AND FINDINGS: Data were used from two population-based cohorts of patients with first VTE from the Netherlands (Multiple Environment and Genetic Assessment of Risk Factors for Venous Thrombosis [MEGA] follow-up study, performed from 1994 to 2009; model derivation; n = 3,750) and from Norway (Tromsø study, performed from 1999 to 2016; model validation; n = 663). Four versions of a VTE prediction model were developed: model A (clinical, laboratory, and genetic variables), model B (clinical variables and fewer laboratory markers), model C (clinical and genetic factors), and model D (clinical variables only). The outcome measure was recurrent VTE. To determine the discriminatory power, Harrell's C-statistic was calculated. A prognostic score was assessed for each patient. Kaplan-Meier plots for the observed recurrence risks were created in quintiles of the prognostic scores. For each patient, the 2-year predicted recurrence risk was calculated. Models C and D were validated in the Tromsø study. During 19,201 person-years of follow-up (median duration 5.7 years) in the MEGA study, 507 recurrences occurred. Model A had the highest predictive capability, with a C-statistic of 0.73 (95% CI 0.71-0.76). The discriminative performance was somewhat lower in the other models, with C-statistics of 0.72 for model B, 0.70 for model C, and 0.69 for model D. Internal validation showed a minimal degree of optimism bias. Models C and D were externally validated, with C-statistics of 0.64 (95% CI 0.62-0.66) and 0.65 (95% CI 0.63-0.66), respectively. According to model C, in 2,592 patients with provoked first events, 367 (15%) patients had a predicted 2-year risk of >10%, whereas in 1,082 patients whose first event was unprovoked, 484 (45%) had a predicted 2-year risk of <10%. A limitation of both cohorts is that laboratory measurements were missing in a substantial proportion of patients, which therefore were imputed. CONCLUSIONS: The prediction model we propose applies to patients with provoked or unprovoked first VTE-except for patients with (a history of) cancer-allows refined risk stratification, and is easily usable. For optimal individualized treatment, a management study in which bleeding risks are also taken into account is necessary.


Subject(s)
Risk Assessment/methods , Venous Thrombosis/blood , Venous Thrombosis/diagnosis , Adolescent , Adult , Aged , Algorithms , Anticoagulants/therapeutic use , Case-Control Studies , Female , Follow-Up Studies , Hemorrhage/diagnosis , Humans , Kaplan-Meier Estimate , Male , Middle Aged , Netherlands , Norway , Polymorphism, Single Nucleotide , Probability , Prognosis , Recurrence , Risk Factors , Venous Thrombosis/genetics , Young Adult
14.
Hum Mol Genet ; 26(3): 637-649, 2017 02 01.
Article in English | MEDLINE | ID: mdl-28053049

ABSTRACT

Coagulation factor XI (FXI) has become increasingly interesting for its role in pathogenesis of thrombosis. While elevated plasma levels of FXI have been associated with venous thromboembolism and ischemic stroke, its deficiency is associated with mild bleeding. We aimed to determine novel genetic and post-transcriptional plasma FXI regulators.We performed a genome-wide association study (GWAS) for plasma FXI levels, using novel data imputed to the 1000 Genomes reference panel. Individual GWAS analyses, including a total of 16,169 European individuals from the ARIC, GHS, MARTHA and PROCARDIS studies, were meta-analysed and further replicated in 2,045 individuals from the F5L family, GAIT2 and MEGA studies. Additional association with activated partial thromboplastin time (aPTT) was tested for the top SNPs. In addition, a study on the effect of miRNA on FXI regulation was performed using in silico prediction tools and in vitro luciferase assays.Three loci showed robust, replicating association with circulating FXI levels: KNG1 (rs710446, P-value = 2.07 × 10-302), F11 (rs4253417, P-value = 2.86 × 10-193), and a novel association in GCKR (rs780094, P-value = 3.56 ×10-09), here for the first time implicated in FXI regulation. The two first SNPs (rs710446 and rs4253417) also associated with aPTT. Conditional and haplotype analyses demonstrated a complex association signal, with additional novel SNPs modulating plasma FXI levels in both the F11 and KNG1 loci. Finally, eight miRNAs were predicted to bind F11 mRNA. Over-expression of either miR-145 or miR-181 significantly reduced the luciferase activity in cells transfected with a plasmid containing FXI-3'UTR.These results should open the door to new therapeutic targets for thrombosis prevention.


Subject(s)
Adaptor Proteins, Signal Transducing/genetics , Cell Adhesion Molecules/blood , Kininogens/genetics , Receptors, Cell Surface/blood , Thrombosis/genetics , Cell Adhesion Molecules/genetics , Computer Simulation , Female , Gene Expression Regulation/genetics , Gene Regulatory Networks/genetics , Genetic Predisposition to Disease , Genome-Wide Association Study , Humans , Male , Partial Thromboplastin Time , Polymorphism, Single Nucleotide , Protein Processing, Post-Translational/genetics , Receptors, Cell Surface/genetics , Thrombosis/blood , Thrombosis/physiopathology
15.
Br J Haematol ; 184(3): 431-435, 2019 02.
Article in English | MEDLINE | ID: mdl-30478992

ABSTRACT

It is unclear whether hyperglycaemia or diabetes mellitus are risk factors for a first venous thrombosis (VT). Self-reported diabetes status and fasting glucose (FG) measures were collected from the Multiple Environmental and Genetic Assessment (MEGA) study to confirm these associations. FG levels were categorized based on the World Health Organization criteria [<6·1 (reference), 6·1-7·0 (2nd), ≥7·0 (3rd) mmol/l]. Logistic regression was performed to quantify the associations. Neither increased FG levels [Odds ratio (95% confidence interval): 0·98 (0·69-1·37) 2nd vs. reference, 0·97 (0·58-1·63) 3rd vs. reference] nor self-reported diabetes [1·12 (0·80-1·58)] were associated with an increased risk of a first VT.


Subject(s)
Blood Glucose/metabolism , Diabetes Complications/blood , Hyperglycemia/metabolism , Venous Thrombosis/blood , Adolescent , Adult , Aged , Case-Control Studies , Female , Humans , Hyperglycemia/complications , Male , Middle Aged , Risk Factors , Venous Thrombosis/etiology
16.
Br J Haematol ; 187(2): 219-226, 2019 10.
Article in English | MEDLINE | ID: mdl-31257573

ABSTRACT

The measurement of homocysteine is still part of routine thrombosis or thrombophilia work-up in many thrombosis centres in the world. Previous observational studies have shown that hyperhomocysteinaemia is associated with an increased risk of first and recurrent venous thrombosis (VT). Randomised trials, however, showed no benefit of homocysteine-lowering therapy on the risk of first or recurrent VT. This discrepancy could be explained by incomplete adjustment for confounders in the observational studies. We investigated in a large population-based follow-up study whether if the levels of homocysteine and its metabolites, methionine and cysteine, were associated with recurrent VT. Approximately three months after discontinuation of anticoagulant treatment, homocysteine, methionine and cysteine concentrations were measured in 2210 patients with VT. During a median follow-up of 6·9 years, 340 patients developed a recurrence (incidence rate, 2·8/100 patient-years). We found that elevated homocysteine concentrations were not associated with an increased risk of recurrent VT, neither as a continuous variable per 5 µmol/l increase (hazard ratio [HR] 0·98 (95% confidence interval [CI], 0·90-1·04)) nor when levels were >95th (>23·0 µmol/l) percentile (HR 1·03 (95% CI, 0·65-1·64)). Similar results were obtained for cysteine and methionine values. We conclude that hyperhomocysteinaemia is not associated with an increased risk of recurrent VT.


Subject(s)
Homocysteine/blood , Hyperhomocysteinemia/blood , Hyperhomocysteinemia/epidemiology , Methionine/blood , Venous Thrombosis/blood , Venous Thrombosis/epidemiology , Adolescent , Adult , Aged , Female , Follow-Up Studies , Humans , Hyperhomocysteinemia/complications , Male , Middle Aged , Recurrence , Risk Factors , Venous Thrombosis/etiology
18.
Am J Hum Genet ; 96(4): 532-42, 2015 Apr 02.
Article in English | MEDLINE | ID: mdl-25772935

ABSTRACT

Venous thromboembolism (VTE), the third leading cause of cardiovascular mortality, is a complex thrombotic disorder with environmental and genetic determinants. Although several genetic variants have been found associated with VTE, they explain a minor proportion of VTE risk in cases. We undertook a meta-analysis of genome-wide association studies (GWASs) to identify additional VTE susceptibility genes. Twelve GWASs totaling 7,507 VTE case subjects and 52,632 control subjects formed our discovery stage where 6,751,884 SNPs were tested for association with VTE. Nine loci reached the genome-wide significance level of 5 × 10(-8) including six already known to associate with VTE (ABO, F2, F5, F11, FGG, and PROCR) and three unsuspected loci. SNPs mapping to these latter were selected for replication in three independent case-control studies totaling 3,009 VTE-affected individuals and 2,586 control subjects. This strategy led to the identification and replication of two VTE-associated loci, TSPAN15 and SLC44A2, with lead risk alleles associated with odds ratio for disease of 1.31 (p = 1.67 × 10(-16)) and 1.21 (p = 2.75 × 10(-15)), respectively. The lead SNP at the TSPAN15 locus is the intronic rs78707713 and the lead SLC44A2 SNP is the non-synonymous rs2288904 previously shown to associate with transfusion-related acute lung injury. We further showed that these two variants did not associate with known hemostatic plasma markers. TSPAN15 and SLC44A2 do not belong to conventional pathways for thrombosis and have not been associated to other cardiovascular diseases nor related quantitative biomarkers. Our findings uncovered unexpected actors of VTE etiology and pave the way for novel mechanistic concepts of VTE pathophysiology.


Subject(s)
Genetic Predisposition to Disease/genetics , Membrane Glycoproteins/genetics , Membrane Transport Proteins/genetics , Tetraspanins/genetics , Venous Thromboembolism/genetics , Genome-Wide Association Study , Genotype , Humans , Odds Ratio
19.
Am J Epidemiol ; 185(10): 965-973, 2017 05 15.
Article in English | MEDLINE | ID: mdl-28444117

ABSTRACT

Intuitively, researchers do not include subjects who do not have the opportunity to be exposed, such as men in studies on oral contraceptives (OCs). We aimed to explore in which situations it is nevertheless beneficial to do so. We considered the effect of including men in case-control analyses of 8 different hypothetical data sets on the effect of OC use and venous thrombosis. In all scenarios, OC use was the exposure of interest, sex the factor that determined exposure opportunity, and air travel another risk factor. In some of these scenarios, sex and air travel were included as confounders or effect modifiers. Logistic regression was used to estimate odds ratios. Standard errors of the estimated log odds ratios, including and excluding men, were compared. We also studied the effect of including men using data from 1999-2004 from a case-control study on risk factors for venous thrombosis, conducted in the Netherlands. In all hypothetical examples, and in the real-data study, addition of men to the analysis yielded the same odds ratios when correctly adjusting for confounding. Moreover, use of additional subjects often led to more precise estimates. We suggest that subjects who do not have the opportunity to be exposed should not routinely be excluded from epidemiologic studies.


Subject(s)
Contraceptives, Oral/adverse effects , Epidemiologic Methods , Sex Factors , Venous Thrombosis/chemically induced , Air Travel/statistics & numerical data , Case-Control Studies , Female , Humans , Logistic Models , Male , Netherlands , Odds Ratio , Risk Factors
20.
Hum Genet ; 136(7): 897-902, 2017 07.
Article in English | MEDLINE | ID: mdl-28528403

ABSTRACT

Observational studies have shown an association between obesity and venous thromboembolism (VTE) but it is not known if observed associations are causal, due to reverse causation or confounding bias. We conducted a Mendelian Randomization study of body mass index (BMI) and VTE. We identified 95 single nucleotide polymorphisms (SNPs) that have been previously associated with BMI and assessed the association between genetically predicted high BMI and VTE leveraging data from a previously conducted GWAS within the INVENT consortium comprising a total of 7507 VTE cases and 52,632 controls of European ancestry. Five BMI SNPs were associated with VTE at P < 0.05, with the strongest association seen for the FTO SNP rs1558902 (OR 1.07, 95% CI 1.02-1.12, P = 0.005). In addition, we observed a significant association between genetically predicted BMI and VTE (OR = 1.59, 95% CI 1.30-1.93 per standard deviation increase in BMI, P = 5.8 × 10-6). Our study provides evidence for a causal relationship between high BMI and risk of VTE. Reducing obesity levels will likely result in lower incidence in VTE.


Subject(s)
Mendelian Randomization Analysis , Obesity/genetics , Venous Thromboembolism/genetics , Adult , Body Mass Index , Case-Control Studies , Female , Genome-Wide Association Study , Humans , Incidence , Logistic Models , Male , Obesity/complications , Polymorphism, Single Nucleotide , Proportional Hazards Models , Venous Thromboembolism/complications , White People
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