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1.
Nat Genet ; 55(6): 995-1008, 2023 06.
Article in English | MEDLINE | ID: mdl-37277652

ABSTRACT

The kidneys operate at the interface of plasma and urine by clearing molecular waste products while retaining valuable solutes. Genetic studies of paired plasma and urine metabolomes may identify underlying processes. We conducted genome-wide studies of 1,916 plasma and urine metabolites and detected 1,299 significant associations. Associations with 40% of implicated metabolites would have been missed by studying plasma alone. We detected urine-specific findings that provide information about metabolite reabsorption in the kidney, such as aquaporin (AQP)-7-mediated glycerol transport, and different metabolomic footprints of kidney-expressed proteins in plasma and urine that are consistent with their localization and function, including the transporters NaDC3 (SLC13A3) and ASBT (SLC10A2). Shared genetic determinants of 7,073 metabolite-disease combinations represent a resource to better understand metabolic diseases and revealed connections of dipeptidase 1 with circulating digestive enzymes and with hypertension. Extending genetic studies of the metabolome beyond plasma yields unique insights into processes at the interface of body compartments.


Subject(s)
Kidney , Metabolome , Kidney/metabolism , Metabolomics
2.
PLoS Genet ; 18(4): e1010139, 2022 04.
Article in English | MEDLINE | ID: mdl-35385482

ABSTRACT

Osteopontin (OPN), encoded by SPP1, is a phosphorylated glycoprotein predominantly synthesized in kidney tissue. Increased OPN mRNA and protein expression correlates with proteinuria, reduced creatinine clearance, and kidney fibrosis in animal models of kidney disease. But its genetic underpinnings are incompletely understood. We therefore conducted a genome-wide association study (GWAS) of OPN in a European chronic kidney disease (CKD) population. Using data from participants of the German Chronic Kidney Disease (GCKD) study (N = 4,897), a GWAS (minor allele frequency [MAF]≥1%) and aggregated variant testing (AVT, MAF<1%) of ELISA-quantified serum OPN, adjusted for age, sex, estimated glomerular filtration rate (eGFR), and urinary albumin-to-creatinine ratio (UACR) was conducted. In the project, GCKD participants had a mean age of 60 years (SD 12), median eGFR of 46 mL/min/1.73m2 (p25: 37, p75: 57) and median UACR of 50 mg/g (p25: 9, p75: 383). GWAS revealed 3 loci (p<5.0E-08), two of which replicated in the population-based Young Finns Study (YFS) cohort (p<1.67E-03): rs10011284, upstream of SPP1 encoding the OPN protein and related to OPN production, and rs4253311, mapping into KLKB1 encoding prekallikrein (PK), which is processed to kallikrein (KAL) implicated through the kinin-kallikrein system (KKS) in blood pressure control, inflammation, blood coagulation, cancer, and cardiovascular disease. The SPP1 gene was also identified by AVT (p = 2.5E-8), comprising 7 splice-site and missense variants. Among others, downstream analyses revealed colocalization of the OPN association signal at SPP1 with expression in pancreas tissue, and at KLKB1 with various plasma proteins in trans, and with phenotypes (bone disorder, deep venous thrombosis) in human tissue. In summary, this GWAS of OPN levels revealed two replicated associations. The KLKB1 locus connects the function of OPN with PK, suggestive of possible further post-translation processing of OPN. Further studies are needed to elucidate the complex role of OPN within human (patho)physiology.


Subject(s)
Genome-Wide Association Study , Renal Insufficiency, Chronic , Animals , Creatinine/metabolism , Female , Humans , Kallikreins/genetics , Male , Osteopontin/genetics , Osteopontin/metabolism , Renal Insufficiency, Chronic/epidemiology , Renal Insufficiency, Chronic/genetics
3.
Nat Commun ; 12(1): 7173, 2021 12 09.
Article in English | MEDLINE | ID: mdl-34887389

ABSTRACT

Elevated serum urate levels, a complex trait and major risk factor for incident gout, are correlated with cardiometabolic traits via incompletely understood mechanisms. DNA methylation in whole blood captures genetic and environmental influences and is assessed in transethnic meta-analysis of epigenome-wide association studies (EWAS) of serum urate (discovery, n = 12,474, replication, n = 5522). The 100 replicated, epigenome-wide significant (p < 1.1E-7) CpGs explain 11.6% of the serum urate variance. At SLC2A9, the serum urate locus with the largest effect in genome-wide association studies (GWAS), five CpGs are associated with SLC2A9 gene expression. Four CpGs at SLC2A9 have significant causal effects on serum urate levels and/or gout, and two of these partly mediate the effects of urate-associated GWAS variants. In other genes, including SLC7A11 and PHGDH, 17 urate-associated CpGs are associated with conditions defining metabolic syndrome, suggesting that these CpGs may represent a blood DNA methylation signature of cardiometabolic risk factors. This study demonstrates that EWAS can provide new insights into GWAS loci and the correlation of serum urate with other complex traits.


Subject(s)
Epigenome , Glucose Transport Proteins, Facilitative/genetics , Gout/genetics , Uric Acid/blood , Amino Acid Transport System y+/genetics , Cohort Studies , CpG Islands , DNA Methylation , Female , Genetic Predisposition to Disease , Genome-Wide Association Study , Glucose Transport Proteins, Facilitative/metabolism , Gout/blood , Humans , Male
4.
Nat Commun ; 12(1): 7174, 2021 12 09.
Article in English | MEDLINE | ID: mdl-34887417

ABSTRACT

Chronic kidney disease is a major public health burden. Elevated urinary albumin-to-creatinine ratio is a measure of kidney damage, and used to diagnose and stage chronic kidney disease. To extend the knowledge on regulatory mechanisms related to kidney function and disease, we conducted a blood-based epigenome-wide association study for estimated glomerular filtration rate (n = 33,605) and urinary albumin-to-creatinine ratio (n = 15,068) and detected 69 and seven CpG sites where DNA methylation was associated with the respective trait. The majority of these findings showed directionally consistent associations with the respective clinical outcomes chronic kidney disease and moderately increased albuminuria. Associations of DNA methylation with kidney function, such as CpGs at JAZF1, PELI1 and CHD2 were validated in kidney tissue. Methylation at PHRF1, LDB2, CSRNP1 and IRF5 indicated causal effects on kidney function. Enrichment analyses revealed pathways related to hemostasis and blood cell migration for estimated glomerular filtration rate, and immune cell activation and response for urinary albumin-to-creatinineratio-associated CpGs.


Subject(s)
DNA Methylation , Renal Insufficiency, Chronic/genetics , Adult , Aged , CpG Islands , Female , Glomerular Filtration Rate , Humans , Interferon Regulatory Factors/genetics , Interferon Regulatory Factors/metabolism , Kidney/metabolism , Kidney/physiopathology , Kidney Function Tests , LIM Domain Proteins/genetics , LIM Domain Proteins/metabolism , Male , Membrane Proteins/genetics , Membrane Proteins/metabolism , Middle Aged , Renal Insufficiency, Chronic/metabolism , Renal Insufficiency, Chronic/physiopathology , Transcription Factors/genetics , Transcription Factors/metabolism
5.
Forensic Sci Int Genet ; 46: 102259, 2020 05.
Article in English | MEDLINE | ID: mdl-32105949

ABSTRACT

Inference of the Biogeographical Ancestry (BGA) of a person or trace relies on three ingredients: (1) a reference database of DNA samples including BGA information; (2) a statistical clustering method; (3) a set of loci which segregate dependent on geographical location, i.e. a set of so-called Ancestry Informative Markers (AIMs). We used the theory of feature selection from statistical learning in order to obtain AIMsets for BGA inference. Using simulations, we show that this learning procedure works in various cases, and outperforms ad hoc methods, based on statistics like FST or informativeness for the choice of AIMs. Applying our method to data from the 1000 genomes project (excluding Admixed Americans) we identified an AIMset of 12 SNPs, which gives a vanishing misclassification error on a continental scale, as do other published AIMsets. In fact, cross validation shows that there exists a multitude of sets with comparable performance to the optimal AIMset. On a sub-continental scale, we find a set of 55 SNPs for distinguishing the five European populations. The misclassification error is reduced by a factor of two relative to published AIMsets, but is still 30% and therefore too large in order to be useful in forensic applications.


Subject(s)
Databases, Genetic , Genetic Markers , Polymorphism, Single Nucleotide , Racial Groups/genetics , Forensic Genetics , Humans , Models, Genetic , Models, Statistical
6.
Cancer Biomark ; 27(2): 225-242, 2020.
Article in English | MEDLINE | ID: mdl-32083575

ABSTRACT

BACKGROUND: Deregulated microRNAs (miRNAs) in breast and gynecological cancer might contribute to improve early detection of female malignancies. OBJECTIVE: Specification of miRNA types in serum and urine as minimally-invasive biomarkers for breast (BC), endometrial (EC) and ovarian cancer (OC). METHODS: In a discovery phase, serum and urine samples from 17 BC, five EC and five OC patients vs. ten healthy controls (CTRL) were analyzed with Agilent human miRNA microarray chip. Selected miRNA types were further investigated by RT-qPCR in serum (31 BC, 13 EC, 15 OC patients, 32 CTRL) and urine (25 BC, 10 EC, 10 OC patients, 30 CTRL) applying two-sample t-tests. RESULTS: Several miRNA biomarker candidates exhibited diagnostic features due to distinctive expression levels (serum: 26; urine: 22). Among these, miR-518b, -4719 and -6757-3p were found specifically deregulated in BC serum. Four, non-entity-specific, novel biomarker candidates with unknown functional roles were identified in urine (miR-3973; -4426; -5089-5p and -6841). RT-qPCR identified miR-484/-23a (all p⩽ 0.001) in serum as potential diagnostic markers for EC and OC while miR-23a may also serve as an endogenous control in BC diagnosis. CONCLUSIONS: Promising miRNAs as liquid biopsy-based tools in the detection of BC, EC and OC qualified for external validation in larger cohorts.


Subject(s)
Biomarkers, Tumor/genetics , Breast Neoplasms/genetics , Endometrial Neoplasms/genetics , Ovarian Neoplasms/genetics , Aged , Biomarkers, Tumor/blood , Biomarkers, Tumor/urine , Breast Neoplasms/blood , Breast Neoplasms/pathology , Breast Neoplasms/urine , Case-Control Studies , Endometrial Neoplasms/blood , Endometrial Neoplasms/pathology , Endometrial Neoplasms/urine , Female , Humans , Liquid Biopsy/methods , Middle Aged , Ovarian Neoplasms/blood , Ovarian Neoplasms/pathology , Ovarian Neoplasms/urine , Prognosis
7.
Nat Genet ; 52(2): 167-176, 2020 02.
Article in English | MEDLINE | ID: mdl-31959995

ABSTRACT

The kidneys integrate information from continuous systemic processes related to the absorption, distribution, metabolism and excretion (ADME) of metabolites. To identify underlying molecular mechanisms, we performed genome-wide association studies of the urinary concentrations of 1,172 metabolites among 1,627 patients with reduced kidney function. The 240 unique metabolite-locus associations (metabolite quantitative trait loci, mQTLs) that were identified and replicated highlight novel candidate substrates for transport proteins. The identified genes are enriched in ADME-relevant tissues and cell types, and they reveal novel candidates for biotransformation and detoxification reactions. Fine mapping of mQTLs and integration with single-cell gene expression permitted the prioritization of causal genes, functional variants and target cell types. The combination of mQTLs with genetic and health information from 450,000 UK Biobank participants illuminated metabolic mediators, and hence, novel urinary biomarkers of disease risk. This comprehensive resource of genetic targets and their substrates is informative for ADME processes in humans and is relevant to basic science, clinical medicine and pharmaceutical research.


Subject(s)
Biotransformation/genetics , Kidney/metabolism , Quantitative Trait Loci , Renal Insufficiency, Chronic/urine , Acetyltransferases/genetics , Acetyltransferases/metabolism , Alkaline Phosphatase/genetics , Alkaline Phosphatase/metabolism , Biomarkers/urine , Cohort Studies , Cytochrome P-450 CYP2D6/genetics , Genome-Wide Association Study , Humans , Inactivation, Metabolic , Kidney/cytology , Metoprolol/pharmacokinetics , Polymorphism, Single Nucleotide , Renal Insufficiency, Chronic/genetics , Renal Insufficiency, Chronic/metabolism , Urine/physiology , Xenobiotics/pharmacokinetics , Xenobiotics/urine
8.
Transl Psychiatry ; 9(1): 314, 2019 11 21.
Article in English | MEDLINE | ID: mdl-31754096

ABSTRACT

In panic disorder (PD), epigenetic mechanisms such as DNA methylation of candidate genes have been suggested to play a key role at the intersection of genetic and environmental factors. On an epigenome-wide level, however, only two studies in PD patients have been published so far, while to date no study has intra-individually analyzed dynamic epigenetic correlates of treatment-response in PD on a DNA methylome level. Here, an epigenome-wide association study (EWAS) was performed in a sample of 57 PD patients and matched healthy controls using the Illumina MethylationEPIC BeadChip, along with a longitudinal approach assessing changes on the DNA methylome level corresponding to clinical effects of a manualized six-week cognitive-behavioral therapy (CBT) in PD. While no epigenome-wide significant hits could be discerned, top suggestive evidence was observed for decreased methylation in PD at cg19917903 in the Cilia and Flagella Associated Protein 46 (CFAP46) gene, and for an increase in methylation after CBT at cg06943668 in the Interleukin 1 Receptor Type 1 (IL1R1) gene in treatment responders to CBT. Additional exploratory analyses based on biological validity and a combined statistical/biological ranking point to further new potential PD risk genes such as the CCL4L1 or GMNN genes, and suggest dynamic methylation of, e.g., the ZFP622 and the SLC43A2 genes along with response to CBT. These EWAS and first longitudinal epigenome-wide pilot data in PD add to the emerging candidate gene-based body of evidence for epigenetic mechanisms to be involved in PD pathogenesis and to possibly constitute dynamic biological correlates of therapeutic interventions.


Subject(s)
Cognitive Behavioral Therapy , DNA Methylation , Panic Disorder/genetics , Adult , Case-Control Studies , CpG Islands , Epigenesis, Genetic , Female , Gene Regulatory Networks , Genome-Wide Association Study , Humans , Longitudinal Studies , Male , Panic Disorder/therapy , Young Adult
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