Polygenic score

多基因评分
  • 文章类型: Journal Article
    胰岛素抵抗(IR)和β细胞功能障碍是2型糖尿病(T2D)的主要驱动因素。关于IR的全基因组关联研究(GWAS)主要在欧洲人群中进行,而中东人口在很大程度上仍然不足。我们对来自卡塔尔生物银行的6,217名非糖尿病个体(QBB;发现队列;n=2170,复制队列;n=4047)的IR指数(HOMA2-IR)和β细胞功能(HOMA2-%B)进行了GWAS,有或没有体重指数(BMI)调整。我们还开发了HOMA2-IR的多基因评分(PGS),并将其性能与先前衍生的HOMA-IRPGS(PGS003470)进行了比较。我们复制了11个先前与HOMA-IR相关的基因座和24个与HOMA-%B相关的基因座,在名义统计意义上。我们还在VEGFC基因附近发现了一个与β细胞功能相关的新基因座,用rs61552983标记(P=4.38×10-8)。此外,在我们的数据集中,我们表现最好的PGS(Q-PGS4;AdjR2=0.233±0.014;P=1.55x10-3)在预测HOMA2-IR方面优于PGS003470(AdjR2=0.194±0.014;P=5.45x10-2).这是HOMA2上的第一个GWAS,也是在中东进行的第一个关注IR和β细胞功能的GWAS。在这里,我们报道了VEGFC中一个与β细胞功能障碍有关的新基因座。纳入GWAS中代表性不足的群体有可能为IR和β细胞功能的遗传结构提供重要的见解。
    Insulin resistance (IR) and beta cell dysfunction are the major drivers of type 2 diabetes (T2D). Genome-Wide Association Studies (GWAS) on IR have been predominantly conducted in European populations, while Middle Eastern populations remain largely underrepresented. We conducted a GWAS on the indices of IR (HOMA2-IR) and beta cell function (HOMA2-%B) in 6,217 non-diabetic individuals from the Qatar Biobank (QBB; Discovery cohort; n = 2170, Replication cohort; n = 4047) with and without body mass index (BMI) adjustment. We also developed polygenic scores (PGS) for HOMA2-IR and compared their performance with a previously derived PGS for HOMA-IR (PGS003470). We replicated 11 loci that have been previously associated with HOMA-IR and 24 loci that have been associated with HOMA-%B, at nominal statistical significance. We also identified a novel locus associated with beta cell function near VEGFC gene, tagged by rs61552983 (P = 4.38 × 10-8). Moreover, our best performing PGS (Q-PGS4; Adj R2 = 0.233 ± 0.014; P = 1.55 x 10-3) performed better than PGS003470 (Adj R2 = 0.194 ± 0.014; P = 5.45 x 10-2) in predicting HOMA2-IR in our dataset. This is the first GWAS on HOMA2 and the first GWAS conducted in the Middle East focusing on IR and beta cell function. Herein, we report a novel locus in VEGFC that is implicated in beta cell dysfunction. Inclusion of under-represented populations in GWAS has potentials to provide important insights into the genetic architecture of IR and beta cell function.
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  • 文章类型: Journal Article
    患有单基因家族性高胆固醇血症(FH)的人患早发冠心病和死亡的风险增加。FH的患病率为1:250,相对常见;但目前尚无人群筛查策略,大多数携带者在晚年被发现,延迟及时和具有成本效益的干预措施。
    这项研究的目的是得出一种算法,以识别怀疑单基因FH的人,用于随后的验证性基因组测试和级联筛选。
    使用最小绝对收缩和选择算子逻辑回归模型来识别预测因子,该预测因子在英国Biobank的139,779名无关参与者中准确识别出具有FH的人。候选预测因子包括病史和家族史的信息,人体测量,血液生物标志物,低密度脂蛋白胆固醇(LDL-C)多基因评分(PGS)。在独立的训练和测试数据中进行模型推导和评估。
    使用低密度脂蛋白受体的全外显子组测序鉴定了总共488个FH变异携带者,载脂蛋白B,载脂蛋白E,前蛋白转化酶枯草杆菌蛋白酶/kexin9型基因。推导了FH的14变量算法,曲线下面积为0.77(95%CI:0.71-0.83),其中最重要的5个变量包括甘油三酯,LDL-C,载脂蛋白A1浓度,自我报告的他汀类药物使用情况,和LDL-CPGS。排除PGS作为候选特征导致9变量模型,其曲线下面积为0.76(95%CI:0.71-0.82)。两种多变量模型(不使用PGS)均优于基于LDL-C调整他汀类药物使用的筛选优先级。
    检测具有FH的个体可以通过考虑额外的预测因子来改进。这将减少FH的2阶段群体筛选策略中的测序负担。
    UNASSIGNED: People with monogenic familial hypercholesterolemia (FH) are at an increased risk of premature coronary heart disease and death. With a prevalence of 1:250, FH is relatively common; but currently there is no population screening strategy in place and most carriers are identified late in life, delaying timely and cost-effective interventions.
    UNASSIGNED: The purpose of this study was to derive an algorithm to identify people with suspected monogenic FH for subsequent confirmatory genomic testing and cascade screening.
    UNASSIGNED: A least absolute shrinkage and selection operator logistic regression model was used to identify predictors that accurately identified people with FH in 139,779 unrelated participants of the UK Biobank. Candidate predictors included information on medical and family history, anthropometric measures, blood biomarkers, and a low-density lipoprotein cholesterol (LDL-C) polygenic score (PGS). Model derivation and evaluation were performed in independent training and testing data.
    UNASSIGNED: A total of 488 FH variant carriers were identified using whole-exome sequencing of the low-density lipoprotein receptor, apolipoprotein B, apolipoprotein E, proprotein convertase subtilisin/kexin type 9 genes. A 14-variable algorithm for FH was derived, with an area under the curve of 0.77 (95% CI: 0.71-0.83), where the top 5 most important variables included triglyceride, LDL-C, apolipoprotein A1 concentrations, self-reported statin use, and LDL-C PGS. Excluding the PGS as a candidate feature resulted in a 9-variable model with a comparable area under the curve: 0.76 (95% CI: 0.71-0.82). Both multivariable models (w/wo the PGS) outperformed screening-prioritization based on LDL-C adjusted for statin use.
    UNASSIGNED: Detecting individuals with FH can be improved by considering additional predictors. This would reduce the sequencing burden in a 2-stage population screening strategy for FH.
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  • 文章类型: Journal Article
    背景:纳入生物标志物可以提高注意力缺陷/多动障碍(ADHD)的诊断准确性。一种潜在的生物标志物是ADHD多基因评分(PGS),衡量多动症的遗传责任。这项研究旨在调查ADHDPGS是否可以与ADHD评定量表和ADHD家族史检查一起提供其他信息,以区分ADHD病例和对照。
    方法:计算576名ADHD成人和530名种族匹配对照的多基因评分。ADHDPGS与Wender-Utah评定量表(WURS)和成人ADHD自我报告量表(ASRS)的得分一起用作一组嵌套逻辑回归模型中ADHD诊断的预测因子。这些模型通过似然比(LR)检验进行比较,针对小样本(AICc)校正的Akaike信息准则,LeeR²在所有模型中以ADHD家族史作为协变量重复这些分析。
    结果:ADHDPGS将ASRS解释的方差增加了0.58%点(pp)(R2ASRS=61.11%,R2ASRS+PGS=61.69%),WURS为0.61pp(R2WURS=77.33%,R2WURS+PGS=77.94%),ASRS和WURS合计0.57pp(R2ASRS+WURS=80.84%,R2ASRS+WURS+PGS=81.40%),自我报告的家族史为1.40pp(R2家族=28.06%,R2家族+PGS=29.46%)。这些增加具有统计学意义,通过LR测试和AICc测量。
    结论:我们发现ADHDPGS为常用诊断辅助手段提供了额外的信息。然而,解释的方差增加很小,这表明ADHDPGS目前不是临床上有用的诊断辅助工具。未来的研究应该检查ADHDPGS在ADHD预测中的实用性,以及非遗传风险因素。随着更多的遗传数据的积累和计算工具的进一步完善,应该评估ADHDPGS的诊断效用。
    BACKGROUND: The inclusion of biomarkers could improve diagnostic accuracy of attention-deficit/hyperactivity disorder (ADHD). One potential biomarker is the ADHD polygenic score (PGS), a measure of genetic liability for ADHD. This study aimed to investigate if the ADHD PGS can provide additional information alongside ADHD rating scales and examination of family history of ADHD to distinguish between ADHD cases and controls.
    METHODS: Polygenic scores were calculated for 576 adults with ADHD and 530 ethnically matched controls. ADHD PGS was used alongside scores from the Wender-Utah Rating Scale (WURS) and the Adult ADHD Self-Report Scale (ASRS) as predictors of ADHD diagnosis in a set of nested logistic regression models. These models were compared by likelihood ratio (LR) tests, Akaike information criterion corrected for small samples (AICc), and Lee R². These analyses were repeated with family history of ADHD as a covariate in all models.
    RESULTS: The ADHD PGS increased the variance explained of the ASRS by 0.58% points (pp) (R2ASRS = 61.11%, R2ASRS + PGS=61.69%), the WURS by 0.61pp (R2WURS = 77.33%, R2WURS + PGS= 77.94%), of ASRS and WURS together by 0.57pp (R2ASRS + WURS=80.84%, R2ASRS + WURS+PGS=81.40%), and of self-reported family history by 1.40pp (R2family = 28.06%, R2family + PGS=29.46%). These increases were statistically significant, as measured by LR tests and AICc.
    CONCLUSIONS: We found that the ADHD PGS contributed additional information to common diagnostic aids. However, the increase in variance explained was small, suggesting that the ADHD PGS is currently not a clinically useful diagnostic aid. Future studies should examine the utility of ADHD PGS in ADHD prediction alongside non-genetic risk factors, and the diagnostic utility of the ADHD PGS should be evaluated as more genetic data is accumulated and computational tools are further refined.
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  • 文章类型: Journal Article
    背景:我们先前确定了2型糖尿病(T2D)的遗传亚型(C4),在控制糖尿病心血管风险的行动(ACCORD)试验中受益于强化血糖治疗。这里,我们对UKBiobank队列中符合C4标准的患者人群进行了表征.
    方法:使用我们的多基因评分(PS),我们在UKBiobank中确定了C4个体,并测试了具有发展为T2D的风险的C4状态,心血管疾病(CVD)结局,以及T2D药物的差异。
    结果:C4个体不太可能发生T2D,在T2D诊断时年龄稍大,HbA1c值较低,并且不太可能服用T2D药物(P<0.05)。MAS1和IGF2R的遗传变异,C4PS的主要成分,与总体T2D处方较少相关。
    结论:我们已经证实C4个体是T2D患者的低风险亚群。
    BACKGROUND: We previously identified a genetic subtype (C4) of type 2 diabetes (T2D), benefitting from intensive glycemia treatment in the Action to Control Cardiovascular Risk in Diabetes (ACCORD) trial. Here, we characterized the population of patients that met the C4 criteria in the UKBiobank cohort.
    METHODS: Using our polygenic score (PS), we identified C4 individuals in the UKBiobank and tested C4 status with risk of developing T2D, cardiovascular disease (CVD) outcomes, and differences in T2D medications.
    RESULTS: C4 individuals were less likely to develop T2D, were slightly older at T2D diagnosis, had lower HbA1c values, and were less likely to be prescribed T2D medications (P < .05). Genetic variants in MAS1 and IGF2R, major components of the C4 PS, were associated with fewer overall T2D prescriptions.
    CONCLUSIONS: We have confirmed C4 individuals are a lower risk subpopulation of patients with T2D.
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  • 文章类型: Journal Article
    全基因组关联研究(GWAS)已经确定了30种与IgA肾病(IgAN)相关的独立遗传变异。遗传风险评分(GRS)表示携带的风险等位基因的数量,从而捕获个体的遗传风险。然而,多基因风险评分对于评估任何潜在的个人或临床风险和预后是否至关重要,以及哪个多基因风险评分仍不清楚.我们基于不同的变体集构建了不同的GRS模型,这是以前GWAS中报道的最高单核苷酸多态性(SNP)。病例对照GRS分析包括3365例IgAN患者和8842例健康个体。GRS与临床变异性之间的关联,包括诊断时的年龄,临床参数,牛津病理学分类,在一个由1747例患者组成的前瞻性队列中进一步评估了肾脏预后.三个GRS模型(15个SNP,21SNPs,和55个SNP)在质量控制后构建。GRS前20%的患者有2.42-(15个SNP,p=8.12×10-40),3.89-(21个SNP,p=3.40×10-80)和3.73-(55个SNP,p=6.86×10-81)与底部20%GRS患者相比,发生IgAN的风险倍数,受试者工作特征曲线下面积(AUC)为0.59、0.63和0.63,分别。GRS与微小血尿呈正相关,系膜细胞增多,节段性肾小球硬化与诊断年龄呈负相关,体重指数(BMI),平均动脉压(MAP),可以观察到血清C3、甘油三酯。与其余80%相比,GRS最高20%的患者在所有三个模型中也显示出更高的不良预后风险(风险的1.36、1.42和1.36倍)。而21个SNP模型似乎在预测中显示出略好的拟合度。总的来说,风险变异的较高负担与疾病发病较早和预后较差的较高风险相关.这可能是将IgAN遗传学知识转化为疾病风险预测和患者分层的信息。
    在线版本包含补充材料,可在10.1007/s43657-023-00138-6获得。
    Genome-wide association studies (GWASs) have identified 30 independent genetic variants associated with IgA nephropathy (IgAN). A genetic risk score (GRS) represents the number of risk alleles carried and thus captures an individual\'s genetic risk. However, whether and which polygenic risk score crucial for the evaluation of any potential personal or clinical utility on risk and prognosis are still obscure. We constructed different GRS models based on different sets of variants, which were top single nucleotide polymorphisms (SNPs) reported in the previous GWASs. The case-control GRS analysis included 3365 IgAN patients and 8842 healthy individuals. The association between GRS and clinical variability, including age at diagnosis, clinical parameters, Oxford pathology classification, and kidney prognosis was further evaluated in a prospective cohort of 1747 patients. Three GRS models (15 SNPs, 21 SNPs, and 55 SNPs) were constructed after quality control. The patients with the top 20% GRS had 2.42-(15 SNPs, p = 8.12 × 10-40), 3.89-(21 SNPs, p = 3.40 × 10-80) and 3.73-(55 SNPs, p = 6.86 × 10-81) fold of risk to develop IgAN compared to the patients with the bottom 20% GRS, with area under the receiver operating characteristic curve (AUC) of 0.59, 0.63, and 0.63 in group discriminations, respectively. A positive correlation between GRS and microhematuria, mesangial hypercellularity, segmental glomerulosclerosis and a negative correlation on the age at diagnosis, body mass index (BMI), mean arterial pressure (MAP), serum C3, triglycerides can be observed. Patients with the top 20% GRS also showed a higher risk of worse prognosis for all three models (1.36, 1.42, and 1.36 fold of risk) compared to the remaining 80%, whereas 21 SNPs model seemed to show a slightly better fit in prediction. Collectively, a higher burden of risk variants is associated with earlier disease onset and a higher risk of a worse prognosis. This may be informational in translating knowledge on IgAN genetics into disease risk prediction and patient stratification.
    UNASSIGNED: The online version contains supplementary material available at 10.1007/s43657-023-00138-6.
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  • 文章类型: Journal Article
    在过去的十年里,在寻找精神分裂症的基因组风险位点(SCZ)方面取得了重大进展.这个,反过来,已经能够搜索减轻SCZ风险基因影响的SCZ弹性基因座。最近,我们发现了SCZ的第一个基因组弹性谱,完全独立于已建立的SCZ风险位点。我们认为,对于那些具有SCZ基因组风险增加的人,这些弹性基因座可以抵抗SCZ。然而,我们对遗传恢复力的理解仍然有限。目前尚不清楚弹性位点是否能预防与临床相关的SCZ风险相关的不良状态,认知,和脑结构表型。为了解决这个知识差距,我们分析了来自英国生物银行的487,409名参与者的数据,并发现SCZ的弹性位点提供了对终生精神病的保护(精神分裂症,双相情感障碍,焦虑,和抑郁症)和非精神疾病(如哮喘,心血管疾病,消化系统疾病,代谢紊乱,以及发病率和死亡率的外部原因)。弹性基因座也可以防止自我伤害行为,改善流体智能,以及更大的全脑和大脑区域大小。总的来说,这项研究揭示了与一般人群中的弹性基因座显着相关的表型范围,揭示与SCZ风险位点相关的不同模式。我们的研究结果表明,弹性位点可以提供保护,防止严重的精神和医疗结果,合并症,和认知障碍。因此,可以想象,弹性位点促进了与改善健康和预期寿命相关的适应过程。
    In the past decade, significant advances have been made in finding genomic risk loci for schizophrenia (SCZ). This, in turn, has enabled the search for SCZ resilience loci that mitigate the impact of SCZ risk genes. Recently, we discovered the first genomic resilience profile for SCZ, completely independent from the established risk loci for SCZ. We posited that these resilience loci protect against SCZ for those having a heighted genomic risk for SCZ. Nevertheless, our understanding of genetic resilience remains limited. It remains unclear whether resilience loci foster protection against adverse states associated with SCZ risk related to clinical, cognitive, and brain-structural phenotypes. To address this knowledge gap, we analyzed data from 487,409 participants from the UK Biobank, and found that resilience loci for SCZ afforded protection against lifetime psychiatric (schizophrenia, bipolar disorder, anxiety, and depression) and non-psychiatric medical disorders (such as asthma, cardiovascular disease, digestive disorders, metabolic disorders, and external causes of morbidity and mortality). Resilience loci also protected against self-harm behaviors, improved fluid intelligence, and larger whole-brain and brain-regional sizes. Overall, this study sheds light on the range of phenotypes that are significantly associated with resilience loci within the general population, revealing distinct patterns separate from those associated with SCZ risk loci. Our findings indicate that resilience loci may offer protection against serious psychiatric and medical outcomes, co-morbidities, and cognitive impairment. Therefore, it is conceivable that resilience loci facilitate adaptive processes linked to improved health and life expectancy.
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  • 文章类型: Journal Article
    癫痫诊断对个体有很大的影响,但在临床实践中通常很难做出。因此非常需要新的生物标志物。这里,我们概述了如何将增加癫痫风险的数千种常见遗传因素总结为癫痫多基因风险评分(PRS).我们讨论了癫痫PRS如何作为癫痫风险的生物标志物的研究现状。癫痫常见形式的高遗传性,特别是遗传性全身性癫痫,表明癫痫PRS在诊断和风险预测方面具有很好的潜力。小样本量和低祖先多样性目前癫痫全基因组关联研究显示,然而,在临床上正确实施癫痫PRS之前,需要进行更大规模和更多样化的研究.
    An epilepsy diagnosis has large consequences for an individual but is often difficult to make in clinical practice. Novel biomarkers are thus greatly needed. Here, we give an overview of how thousands of common genetic factors that increase the risk for epilepsy can be summarized as epilepsy polygenic risk scores (PRS). We discuss the current state of research on how epilepsy PRS can serve as a biomarker for the risk for epilepsy. The high heritability of common forms of epilepsy, particularly genetic generalized epilepsy, indicates a promising potential for epilepsy PRS in diagnosis and risk prediction. Small sample sizes and low ancestral diversity of current epilepsy genome-wide association studies show, however, a need for larger and more diverse studies before epilepsy PRS could be properly implemented in the clinic.
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  • 文章类型: Journal Article
    多动症和注意力不集中,多动症的症状,具有高水平的遗传力和代际传递。遗传代际传递的两种不同途径是不同的:当父母遗传变异传递到孩子的基因组时的直接遗传传递和当父母遗传背景通过养育环境有助于孩子的结果时的遗传养育。这项研究评估了通过这些传播途径对儿童多动和注意力不集中的遗传贡献。
    样本包括来自魁北克新生儿双胞胎研究的415个家庭。父母在幼儿时期对双胞胎的多动症和注意力不集中进行了评估,老师在小学阶段对双胞胎进行了评估。多动症(ADHD-PGS)和受教育程度(EA-PGS)的多基因评分是根据双胞胎和父母的基因型计算的。建立了代际传播模型,以估计(1)父母和子女的PGS对双胞胎ADHD症状的贡献,以及(2)这些差异是否由遗传传播和/或遗传养育解释。
    ADHD-PGS解释了幼儿和小学多动和注意力不集中的差异的1.6%。EA-PGS预测了两个年龄段的ADHD症状,解释了幼儿时期高达1.6%的差异,小学时期高达5.5%。遗传传递是两种PGS的唯一重要传递途径。通过EA-PGS引导的遗传养育解释了小学中注意力不集中的变化的3.2%,但这种关联并不显着。
    多动症的遗传倾向和教育预测了儿童时期的多动症症状,尤其是在小学。它的代际传播主要是由传给孩子的遗传变异驱动的,而不是由环境介导的父母遗传效应。这项研究中开发的模型可以在未来的研究中利用,以调查遗传传播和遗传养育,同时考虑父母的交配。
    UNASSIGNED: Hyperactivity and inattention, the symptoms of ADHD, are marked by high levels of heritability and intergenerational transmission. Two distinct pathways of genetic intergenerational transmission are distinguished: direct genetic transmission when parental genetic variants are passed to the child\'s genome and genetic nurture when the parental genetic background contributes to the child\'s outcomes through rearing environment. This study assessed genetic contributions to hyperactivity and inattention in childhood through these transmission pathways.
    UNASSIGNED: The sample included 415 families from the Quebec Newborn Twin Study. Twins\' hyperactivity and inattention were assessed in early childhood by parents and in primary school by teachers. The polygenic scores for ADHD (ADHD-PGS) and educational attainment (EA-PGS) were computed from twins\' and parents\' genotypes. A model of intergenerational transmission was developed to estimate (1) the contributions of parents\' and children\'s PGS to the twins\' ADHD symptoms and (2) whether these variances were explained by genetic transmission and/or genetic nurture.
    UNASSIGNED: ADHD-PGS explained up to 1.6% of the variance of hyperactivity and inattention in early childhood and primary school. EA-PGS predicted ADHD symptoms at both ages, explaining up to 1.6% of the variance in early childhood and up to 5.5% in primary school. Genetic transmission was the only significant transmission pathway of both PGS. The genetic nurture channeled through EA-PGS explained up to 3.2% of the variance of inattention in primary school but this association was non-significant.
    UNASSIGNED: Genetic propensities to ADHD and education predicted ADHD symptoms in childhood, especially in primary school. Its intergenerational transmission was driven primarily by genetic variants passed to the child, rather than by environmentally mediated parental genetic effects. The model developed in this study can be leveraged in future research to investigate genetic transmission and genetic nurture while accounting for parental assortative mating.
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  • 文章类型: Journal Article
    全基因组关联研究(GWAS)主要集中在欧洲和亚洲血统的人群,限制了我们对影响撒哈拉以南非洲(SSA)人群肾脏疾病的遗传因素的理解。这项研究提出了最大的GWAS尿白蛋白肌酐比值(UACR)在SSA个体,包括居住在不同非洲地区的8,970名参与者,以及来自英国生物银行和非裔美国人队列的9,705名非洲血统的非居民个人。
    尿液生物标志物和基因型数据来自两个SSA队列(AWI-Gen和ARK),和两个非居民非洲血统研究(英国生物银行和CKD-Gen联盟)。进行了关联测试和荟萃分析,与随后的精细映射,条件分析,和复制研究。评估多基因评分(PGS)在人群中的可转移性。
    确定了两个全基因组显著(P<5×10-8)UACR相关基因座,一个在6号染色体上的BMP6区域,在非洲居民的荟萃分析中,在非居民SSA个体的荟萃分析中,另一个在11号染色体上的HBB区域,以及所有研究的综合荟萃分析。先前重要结果的复制证实了已知UACR相关区域的关联,包括THB53,GATM,ARL15PGS使用欧洲血统的先前研究估计,非洲血统,多血统队列在人群中表现出有限的PGS可转移性,用不到1%的观察到的方差解释。
    这项研究为SSA人群肾脏疾病的遗传结构提供了新的见解,强调需要在不同的队列中进行遗传研究。已确定的基因座为未来研究代表性不足的非洲人群中慢性肾脏疾病的遗传易感性奠定了基础。有必要使用多组学数据和特定于非洲背景的风险因素制定综合评分,以提高预测疾病结局的准确性.
    UNASSIGNED: Genome-wide association studies (GWAS) have predominantly focused on populations of European and Asian ancestry, limiting our understanding of genetic factors influencing kidney disease in Sub-Saharan African (SSA) populations. This study presents the largest GWAS for urinary albumin-to-creatinine ratio (UACR) in SSA individuals, including 8,970 participants living in different African regions and an additional 9,705 non-resident individuals of African ancestry from the UK Biobank and African American cohorts.
    UNASSIGNED: Urine biomarkers and genotype data were obtained from two SSA cohorts (AWI-Gen and ARK), and two non-resident African-ancestry studies (UK Biobank and CKD-Gen Consortium). Association testing and meta-analyses were conducted, with subsequent fine-mapping, conditional analyses, and replication studies. Polygenic scores (PGS) were assessed for transferability across populations.
    UNASSIGNED: Two genome-wide significant (P < 5 × 10-8) UACR-associated loci were identified, one in the BMP6 region on chromosome 6, in the meta-analysis of resident African individuals, and another in the HBB region on chromosome 11 in the meta-analysis of non-resident SSA individuals, as well as the combined meta-analysis of all studies. Replication of previous significant results confirmed associations in known UACR-associated regions, including THB53, GATM, and ARL15. PGS estimated using previous studies from European ancestry, African ancestry, and multi-ancestry cohorts exhibited limited transferability of PGS across populations, with less than 1% of observed variance explained.
    UNASSIGNED: This study contributes novel insights into the genetic architecture of kidney disease in SSA populations, emphasizing the need for conducting genetic research in diverse cohorts. The identified loci provide a foundation for future investigations into the genetic susceptibility to chronic kidney disease in underrepresented African populations Additionally, there is a need to develop integrated scores using multi-omics data and risk factors specific to the African context to improve the accuracy of predicting disease outcomes.
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  • 文章类型: Journal Article
    简介:循环代谢物作为代谢失调的生物标志物,并可能告知疾病病理生理学。循环代谢物的个体间变异性的一部分受到常见遗传变异的影响。我们评估了基于遗传学的“虚拟”代谢组学方法是否可以识别新的代谢产物-疾病关联。方法:我们检查了BioVUDNA生物库中724种代谢物的多基因评分与1,247种临床表型之间的关联,包括57,735名欧洲血统和15,754名非洲血统参与者。我们应用孟德尔随机化(MR)来探索显著的关系,并使用候选表型的独立GWAS验证显著的MR关联。结果和讨论:我们发现欧洲血统的336种代谢物和168种表型与非洲血统的107种代谢物和56种表型之间存在显着关联。在这些代谢物-疾病对中,MR分析证实了欧洲血统中73种代谢物和53种表型之间的关联。在评估的22个代谢表型对在独立GWAS中的复制,16个是显著的(错误发现率p<0.05)。这些包括胆红素和X-21796与胆石症之间的关联,磷脂酰胆碱(16:0/22:5n3,18:1/20:4)和花生四烯酸钠与炎症性肠病和克罗恩病,和菜油甾醇与冠状动脉疾病和心肌梗塞。这些关联可能代表疾病风险的生物标志物或潜在的可靶向介质。
    Introduction: Circulating metabolites act as biomarkers of dysregulated metabolism and may inform disease pathophysiology. A portion of the inter-individual variability in circulating metabolites is influenced by common genetic variation. We evaluated whether a genetics-based \"virtual\" metabolomics approach can identify novel metabolite-disease associations. Methods: We examined the association between polygenic scores for 724 metabolites with 1,247 clinical phenotypes in the BioVU DNA biobank, comprising 57,735 European ancestry and 15,754 African ancestry participants. We applied Mendelian randomization (MR) to probe significant relationships and validated significant MR associations using independent GWAS of candidate phenotypes. Results and Discussion: We found significant associations between 336 metabolites and 168 phenotypes in European ancestry and 107 metabolites and 56 phenotypes in African ancestry. Of these metabolite-disease pairs, MR analyses confirmed associations between 73 metabolites and 53 phenotypes in European ancestry. Of 22 metabolitephenotype pairs evaluated for replication in independent GWAS, 16 were significant (false discovery rate p < 0.05). These included associations between bilirubin and X-21796 with cholelithiasis, phosphatidylcholine (16:0/22:5n3,18:1/20:4) and arachidonate with inflammatory bowel disease and Crohn\'s disease, and campesterol with coronary artery disease and myocardial infarction. These associations may represent biomarkers or potentially targetable mediators of disease risk.
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