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Understanding general practitioner and pharmacist preferences for pharmacogenetic testing in primary care: a discrete choice experiment 了解全科医生和药剂师对基层医疗机构药物基因检测的偏好:离散选择实验。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-09 DOI: 10.1038/s41397-024-00344-z
John H. McDermott, Videha Sharma, Glenda M. Beaman, Jessica Keen, William G. Newman, Paul Wilson, Katherine Payne, Stuart Wright
Pharmacogenetic testing in the United Kingdom’s National Health Service (NHS) has historically been reactive in nature, undertaken in the context of single gene-drug relationships in specialist settings. Using a discrete choice experiment we aimed to identify healthcare professional preferences for development of a pharmacogenetic testing service in primary care in the NHS. Respondents, representing two professions groups (general practitioners or pharmacists), completed one of two survey versions, asking them to select their preferred pharmacogenetic testing service in the context of a presentation of low mood or joint pain. Responses from 235 individuals were included. All respondents preferred pharmacogenetic testing over no testing, though preference heterogeneity was identified. Both professional groups, but especially GPs, were highly sensitive to service design, with uptake varying depending on the service offered. This study demonstrates uptake of a pharmacogenetic testing service is impacted by service design and highlights key areas which should be prioritised within future initiatives.
英国国民医疗服务体系(NHS)中的药物基因检测历来都是被动的,是在专科环境中针对单一基因与药物的关系进行的。通过离散选择实验,我们旨在确定医疗保健专业人员对在国民健康服务体系的初级保健中发展药物基因检测服务的偏好。代表两个专业群体(全科医生或药剂师)的受访者完成了两个调查版本中的一个,要求他们在出现情绪低落或关节疼痛的情况下选择自己喜欢的药物基因检测服务。235 人的回复被收录其中。与不进行检测相比,所有受访者都更倾向于进行药物基因检测,但也发现了偏好异质性。两个专业群体,尤其是全科医生,对服务设计高度敏感,接受程度因提供的服务而异。这项研究表明,药物基因检测服务的接受程度受服务设计的影响,并强调了在未来的举措中应优先考虑的关键领域。
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引用次数: 0
Unveiling the association between HMG-CoA reductase inhibitors and bladder cancer: a comprehensive analysis using Mendelian randomization, animal models, and transcriptomics 揭示 HMG-CoA 还原酶抑制剂与膀胱癌之间的关联:利用孟德尔随机化、动物模型和转录组学进行综合分析。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-07 DOI: 10.1038/s41397-024-00346-x
Houyi Wei, Zhilong Li, Kaiyu Qian, Wenzhi Du, Lingao Ju, Danni Shan, Mengxue Yu, Yayun Fang, Yi Zhang, Yu Xiao, Gang Wang, Xinghuan Wang
This study utilized Mendelian randomization (MR) analysis and genome-wide association study (GWAS) data to investigate the association between commonly prescribed drugs and bladder cancer (BLCA) risk. Our results revealed that HMG CoA reductase (HMGCR) inhibitors, specifically simvastatin, are significantly associated with reduced BLCA risk. We further showed that simvastatin could significantly inhibit BLCA proliferation and epithelial-mesenchymal transition in animal models, with transcriptomic data identifying several pathways associated with these processes. Higher expression of HMGCR were linked with BLCA development and progression, and certain blood lipids, such as lipoprotein particles and very low density lipoprotein (VLDL) cholesterol, might influence BLCA risk. These findings suggested that HMGCR inhibitors, particularly simvastatin, could be potential treatment options or adjuvant therapies for BLCA.
本研究利用孟德尔随机化(MR)分析和全基因组关联研究(GWAS)数据调查了常用处方药与膀胱癌(BLCA)风险之间的关联。我们的研究结果表明,HMG CoA 还原酶(HMGCR)抑制剂,特别是辛伐他汀,与膀胱癌风险的降低显著相关。我们进一步发现,辛伐他汀能在动物模型中显著抑制BLCA的增殖和上皮-间质转化,转录组数据确定了与这些过程相关的几条通路。HMGCR的高表达与BLCA的发生和发展有关,而某些血脂,如脂蛋白颗粒和极低密度脂蛋白(VLDL)胆固醇,可能会影响BLCA的风险。这些研究结果表明,HMGCR抑制剂,尤其是辛伐他汀,可能是治疗或辅助治疗BLCA的潜在选择。
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引用次数: 0
Opioid use disorder risk alleles in self-reported assigned African American/Afro-Caribbean and European biogeographical genetic ancestry groups and in males and females 非裔美国人/非裔加勒比人和欧洲人生物地理遗传血统群体以及男性和女性中自我报告的阿片类药物使用障碍风险等位基因。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-08-01 DOI: 10.1038/s41397-024-00337-y
Jon E. Sprague, Caroline E. Freiermuth, Joshua Lambert, Robert Braun, Jennifer A. Frey, Daniel J. Bachmann, Jason J. Bischof, Lauren Beaumont, Michael S. Lyons, Michael V. Pantalon, Brittany E. Punches, Rachel Ancona, David F. Kisor
The influence of genetic variants related to opioid use disorder (OUD) was evaluated using multiple logistic regression analysis in self-reported assigned African American/Afro-Caribbean and European biogeographical ancestry groups (BGAGs) and by sex. From a sample size of 1301 adult patients (>18 years of age) seen in emergency departments of three medical centers in Ohio, six variants were found to be associated with OUD. Two of the variants, rs2740574 (CYP3A4) and rs324029 (DRD3), were included in the analysis having met criteria of at least five subjects for each BGAG, variant carrier status, and OUD status combinations. Variant carriers in the African/Afro-Caribbean BGAG had slightly lower predicted probabilities of OUD. Variant carriers in the European BGAG had slightly higher predicted probabilities of OUD. Relative to sex, all the six variants met evaluation criteria (five subjects for all sex, variant, and OUD status combinations). No statistically significant interactions were found between a given variant, BGAGs and sex. Findings suggest variant testing relative to OUD risk can be applied across BGAGs and sex, however, studies in larger populations are needed.
我们使用多元逻辑回归分析法评估了与阿片类药物使用障碍(OUD)有关的遗传变异对自我报告的非裔美国人/加勒比海非裔美国人和欧洲人生物地理祖先群体(BGAGs)以及性别的影响。在俄亥俄州三家医疗中心急诊科就诊的 1301 名成年患者(18 岁以上)样本中,发现六个变异与 OUD 相关。其中rs2740574 (CYP3A4)和rs324029 (DRD3)这两个变异体在每个BGAG、变异体携带者状态和OUD状态组合中至少有五个受试者符合标准,因此被纳入分析。非洲/非洲-加勒比海 BGAG 变异携带者的 OUD 预测概率略低。欧洲 BGAG 变异携带者的 OUD 预测概率略高。就性别而言,所有六个变异体都符合评估标准(所有性别、变异体和 OUD 状态组合中有五个受试者)。在特定变体、BGAGs 和性别之间没有发现具有统计学意义的交互作用。研究结果表明,与 OUD 风险相关的变异测试可适用于不同的 BGAG 和性别,但还需要在更大的人群中进行研究。
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引用次数: 0
Contribution of plasma levels of VEGF-A and angiopoietin-2 in addition to a genetic variant in KCNAB1 to predict the risk of bevacizumab-induced hypertension 除 KCNAB1 基因变异外,血浆中 VEGF-A 和血管生成素-2 水平也有助于预测贝伐珠单抗诱发高血压的风险。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-07-12 DOI: 10.1038/s41397-024-00342-1
Julia C. F. Quintanilha, William Kevin Kelly, Federico Innocenti
Bevacizumab-induced hypertension poses a therapeutic challenge and identifying biomarkers for hypertension can enhance therapy safety. Lower plasma levels of VEGF-A, angiopoietin-2, and rs6770663 in KCNAB1 were previously associated with increased risk of bevacizumab-induced hypertension. This study investigated whether these factors independently contribute to grade 2–3 bevacizumab-induced hypertension risk in 277 cancer patients (CALGB/Alliance 90401). Multivariable analyses assessed the independent association of each factor and hypertension. Likelihood ratio test (LRT) evaluated the explanatory significance of combining protein levels and rs6770663 in predicting hypertension. Boostrap was employed to assess the mediation effect of protein levels on the rs6770663 association with hypertension. Lower protein levels and rs6770663 were independently associated with increased hypertension risk. Adding rs6770663 to protein levels improved the prediction of hypertension (LRT p = 0.0002), with no mediation effect observed. Protein levels of VEGF-A, angiopoietin-2 and rs6770663 in KCNAB1 are independent risk factors and, when combined, may improve prediction of bevacizumab-induced hypertension. ClinicalTrials.gov Identifier: NCT00110214.
贝伐珠单抗诱发的高血压是一项治疗挑战,而确定高血压的生物标志物可以提高治疗的安全性。血浆中较低水平的血管内皮生长因子-A、血管生成素-2和KCNAB1中的rs6770663与贝伐珠单抗诱发高血压的风险增加有关。本研究调查了这些因素是否对277名癌症患者(CALGB/Alliance 90401)的2-3级贝伐珠单抗诱发高血压风险有独立作用。多变量分析评估了各因素与高血压的独立关联。似然比检验(LRT)评估了结合蛋白质水平和 rs6770663 预测高血压的解释意义。Boostrap 被用来评估蛋白质水平对 rs6770663 与高血压关系的中介效应。较低的蛋白质水平和 rs6770663 与高血压风险的增加有独立关联。将 rs6770663 与蛋白质水平相加可改善对高血压的预测(LRT p = 0.0002),但未观察到中介效应。血管内皮生长因子-A、血管生成素-2和KCNAB1中的rs6770663的蛋白水平是独立的风险因素,如果结合使用,可提高贝伐珠单抗诱发高血压的预测能力。ClinicalTrials.gov Identifier:NCT00110214。
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引用次数: 0
Risk of anthracycline-induced cardiac dysfunction in adolescent and young adult (AYA) cancer survivors: role of genetic susceptibility loci 青少年癌症幸存者中蒽环类药物诱发心功能障碍的风险:遗传易感基因位点的作用。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-06-29 DOI: 10.1038/s41397-024-00343-0
Lily K. Stafford, Xiaohui Tang, Amanda Brandt, Jianzhong Ma, Jose Banchs, J. Andrew Livingston, Michael E. Roth, Alanna C. Morrison, Michelle A. T. Hildebrandt
There is a known genetic susceptibility to anthracycline-induced cardiac dysfunction in childhood cancer survivors, but this has not been adequately shown in adolescent and young adult (AYA) patients. Our aim was to determine if the previously identified variants associated with cardiac dysfunction in childhood cancer patients affect AYA cancer patients similarly. Forty-five variants were selected for analysis in 253 AYAs previously treated with anthracyclines. We identified four variants that were associated with cardiac dysfunction: SLC10A2:rs7319981 (p = 0.017), SLC22A17:rs4982753 (p = 0.019), HAS3:rs2232228 (p = 0.023), and RARG:rs2229774 (p = 0.050). HAS3:rs2232228 and SLC10A2:rs7319981 displayed significant effects in our AYA cancer survivor population that were in the opposite direction than that reported in childhood cancer survivors. Genetic variants in the host genes were further analyzed for additional associations with cardiotoxicity in AYA cancer survivors. The host genes were then evaluated in a panel of induced pluripotent stem cell-derived cardiomyocytes to assess changes in levels of expression when treated with doxorubicin. Significant upregulation of HAS3 and SLC22A17 expression was observed (p < 0.05), with non-significant anthracycline-responsivity observed for RARG. Our study demonstrates that there is a genetic influence on cardiac dysfunction in AYA cancer patients, but there may be a difference in the role of genetics between childhood and AYA cancer survivors.
众所周知,儿童癌症幸存者对蒽环类药物诱发的心功能障碍具有遗传易感性,但这一点尚未在青少年和年轻成人(AYA)患者中得到充分证明。我们的目的是确定以前在儿童癌症患者中发现的与心功能障碍有关的变异是否同样影响到青少年癌症患者。我们在 253 名曾接受过蒽环类药物治疗的青少年患者中选取了 45 个变体进行分析。我们发现了四个与心功能障碍相关的变异:SLC10A2:rs7319981 (p = 0.017)、SLC22A17:rs4982753 (p = 0.019)、HAS3:rs2232228 (p = 0.023) 和 RARG:rs2229774 (p = 0.050)。HAS3:rs2232228和SLC10A2:rs7319981在我们的老年癌症幸存者人群中显示出显著影响,其方向与儿童癌症幸存者中报告的方向相反。我们进一步分析了这些宿主基因的遗传变异与青少年癌症幸存者心脏毒性的其他关联。然后在一组诱导多能干细胞衍生的心肌细胞中对宿主基因进行了评估,以评估多柔比星治疗时的表达水平变化。观察到 HAS3 和 SLC22A17 表达明显上调(p
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引用次数: 0
Predictive role of ITPA genetic variants in thiopurine-related myelotoxicity in Crohn’s disease patients ITPA 基因变异在克罗恩病患者硫嘌呤相关骨髓毒性中的预测作用。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-06-21 DOI: 10.1038/s41397-024-00341-2
Juliana Salazar, Pau Riera, Jordi Gordillo, Albert Altès, Miguel Martínez, Montserrat Serès, Jordina Llaó, Antonio Giordano, Esther Garcia-Planella
Thiopurines, an effective therapy for Crohn’s disease (CD), often lead to adverse events (AEs). Gene polymorphisms affecting thiopurine metabolism may predict AEs. This retrospective study in CD patients (n = 114) with TPMT activity > 5 Units/Red Blood Cells analyzed TPMT (c.238 G > C, c.460 G > A, c.719 A > G), ITPA (c.94 C > A, IVS2 + 21 A > C), and NUDT15 (c.415 C > T) polymorphisms. All patients received azathioprine (median dose 2.2 mg/kg) with 41.2% experiencing AEs, mainly myelotoxicity (28.1%). No NUDT15 polymorphisms were found, 7% had TPMT, and 31.6% had ITPA polymorphisms. AEs led to therapy modifications in 41.2% of patients. Multivariate analysis identified advanced age (OR 1.046, p = 0.007) and ITPA IVS2 + 21 A > C (OR 3.622, p = 0.015) as independent predictors of AEs. IVS2 + 21 A > C was also associated with myelotoxicity (OR 2.863, p = 0.021). These findings suggest that ITPA IVS2 + 21 A > C polymorphism and advanced age predict AEs during thiopurine therapy for CD with intermediate-normal TPMT activity.
硫嘌呤类药物是治疗克罗恩病(CD)的一种有效疗法,但经常会导致不良反应(AEs)。影响硫嘌呤代谢的基因多态性可预测不良反应。这项回顾性研究分析了 TPMT(c.238 G > C、c.460 G > A、c.719 A > G)、ITPA(c.94 C > A、IVS2 + 21 A > C)和 NUDT15(c.415 C > T)多态性。所有患者都接受了硫唑嘌呤治疗(中位剂量为 2.2 毫克/千克),其中 41.2% 的患者出现了 AEs,主要是骨髓毒性(28.1%)。未发现 NUDT15 多态性,7% 的患者存在 TPMT 多态性,31.6% 的患者存在 ITPA 多态性。41.2%的患者因AE导致治疗调整。多变量分析发现,高龄(OR 1.046,p = 0.007)和 ITPA IVS2 + 21 A > C(OR 3.622,p = 0.015)是 AEs 的独立预测因素。IVS2 + 21 A > C 还与骨髓毒性相关(OR 2.863,p = 0.021)。这些研究结果表明,ITPA IVS2 + 21 A > C多态性和高龄可预测TPMT活性中等正常的CD患者在接受硫嘌呤治疗期间出现的AEs。
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引用次数: 0
Nimodipine-associated standard dose reductions and neurologic outcomes after aneurysmal subarachnoid hemorrhage: the era of pharmacogenomics 动脉瘤性蛛网膜下腔出血后尼莫地平相关标准剂量的减少与神经系统预后:药物基因组学时代。
IF 2.9 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-06-18 DOI: 10.1038/s41397-024-00340-3
Adriana Vázquez-Medina, Marion T. Turnbull, Courtney L. James, Jennifer B. Cowart, Elizabeth Lesser, Rickey E. Carter, Owen A. Ross, David A. Miller, James F. Meschia, Aixa De Jesús Espinosa, Richard Weinshilboum, W. David Freeman
Nimodipine, an L-type cerebroselective calcium channel antagonist, is the only drug approved by the US Food and Drug Administration for the neuroprotection of patients with aneurysmal subarachnoid hemorrhage (aSAH). Four randomized, placebo-controlled trials of nimodipine demonstrated clinical improvement over placebo; however, these occurred before precision medicine with pharmacogenomics was readily available. The standard enteral dose of nimodipine recommended after aSAH is 60 mg every 4 h. However, up to 78% of patients with aSAH develop systemic arterial hypotension after taking the drug at the recommended dose, which could theoretically limit its neuroprotective role and worsen cerebral perfusion pressure and cerebral blood flow, particularly when concomitant vasospasm is present. We investigated the association between nimodipine dose changes and clinical outcomes in a consecutive series of 150 patients (mean age, 56 years; 70.7% women) with acute aSAH. We describe the pharmacogenomic relationship of nimodipine dose reduction with clinical outcomes. These results have major implications for future individualized dosing of nimodipine in the era of precision medicine.
尼莫地平是一种 L 型脑选择性钙通道拮抗剂,是美国食品和药物管理局批准用于动脉瘤性蛛网膜下腔出血(aSAH)患者神经保护的唯一药物。尼莫地平的四项随机安慰剂对照试验显示,尼莫地平的临床疗效优于安慰剂;然而,这些试验都发生在药物基因组学精准医学刚刚问世之前。然而,高达 78% 的 aSAH 患者在按推荐剂量服药后会出现全身动脉低血压,这在理论上可能会限制尼莫地平的神经保护作用,并恶化脑灌注压和脑血流,尤其是在同时存在血管痉挛的情况下。我们连续研究了 150 例急性 aSAH 患者(平均年龄 56 岁,70.7% 为女性)的尼莫地平剂量变化与临床预后之间的关系。我们描述了尼莫地平剂量减少与临床结果之间的药物基因组学关系。这些结果对未来精准医疗时代尼莫地平的个体化剂量具有重要意义。
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引用次数: 0
Pharmacokinetic and neuroimmune pharmacogenetic impacts on slow-release morphine cancer pain control and adverse effects 药物动力学和神经免疫药物遗传学对缓释吗啡癌症疼痛控制和不良反应的影响。
IF 2.8 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-06-01 DOI: 10.1038/s41397-024-00339-w
Daniel T. Barratt, Pål Klepstad, Ola Dale, Stein Kaasa, Andrew A. Somogyi
The aim was to determine if opioid neuroimmunopharmacology pathway gene polymorphisms alter serum morphine, morphine-3-glucuronide and morphine-6-glucuronide concentration-response relationships in 506 cancer patients receiving controlled-release oral morphine. Morphine-3-glucuronide concentrations (standardised to 11 h post-dose) were higher in patients without pain control (median (interquartile range) 1.2 (0.7–2.3) versus 1.0 (0.5–1.9) μM, P = 0.006), whereas morphine concentrations were higher in patients with cognitive dysfunction (40 (20–81) versus 29 (14–60) nM, P = 0.02). TLR2 rs3804100 variant carriers had reduced odds (adjusted odds ratio (95% confidence interval) 0.42 (0.22–0.82), P = 0.01) of opioid adverse events. IL2 rs2069762 G/G (0.20 (0.06-0.52)), BDNF rs6265 A/A (0.15 (0.02–0.63)) and IL6R rs8192284 carrier (0.55 (0.34–0.90)) genotypes had decreased, and IL6 rs10499563 C/C increased (3.3 (1.2–9.3)), odds of sickness response (P ≤ 0.02). The study has limitations in heterogeneity in doses, sampling times and diagnoses but still suggests that pharmacokinetics and immune genetics co-contribute to morphine pain control and adverse effects in cancer patients.
该研究旨在确定接受控释口服吗啡治疗的506名癌症患者的阿片神经免疫药理学通路基因多态性是否会改变血清吗啡、吗啡-3-葡萄糖醛酸和吗啡-6-葡萄糖醛酸的浓度-反应关系。疼痛未得到控制的患者的吗啡-3-葡萄糖醛酸浓度(标准化至给药后 11 小时)较高(中位数(四分位数间距)1.2(0.7-2.3)比 1.0(0.5-1.9)μM,P = 0.006),而认知功能障碍患者的吗啡浓度较高(40(20-81)比 29(14-60)nM,P = 0.02)。TLR2 rs3804100 变异携带者发生阿片类药物不良事件的几率降低(调整后的几率比(95% 置信区间)为 0.42 (0.22-0.82),P = 0.01)。IL2 rs2069762 G/G(0.20 (0.06-0.52))、BDNF rs6265 A/A(0.15 (0.02-0.63))和 IL6R rs8192284 携带者(0.55 (0.34-0.90))基因型的疾病反应几率降低,IL6 rs10499563 C/C增加(3.3 (1.2-9.3))(P ≤ 0.02)。该研究在剂量、取样时间和诊断的异质性方面存在局限性,但仍表明药代动力学和免疫遗传学对癌症患者的吗啡疼痛控制和不良反应有共同作用。
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引用次数: 0
APF2: an improved ensemble method for pharmacogenomic variant effect prediction APF2:一种用于药物基因组变异效应预测的改进型集合方法。
IF 2.8 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-05-27 DOI: 10.1038/s41397-024-00338-x
Yitian Zhou, Sebastian Pirmann, Volker M. Lauschke
Lack of efficacy or adverse drug response are common phenomena in pharmacological therapy causing considerable morbidity and mortality. It is estimated that 20–30% of this variability in drug response stems from variations in genes encoding drug targets or factors involved in drug disposition. Leveraging such pharmacogenomic information for the preemptive identification of patients who would benefit from dose adjustments or alternative medications thus constitutes an important frontier of precision medicine. Computational methods can be used to predict the functional effects of variant of unknown significance. However, their performance on pharmacogenomic variant data has been lackluster. To overcome this limitation, we previously developed an ensemble classifier, termed APF, specifically designed for pharmacogenomic variant prediction. Here, we aimed to further improve predictions by leveraging recent key advances in the prediction of protein folding based on deep neural networks. Benchmarking of 28 variant effect predictors on 530 pharmacogenetic missense variants revealed that structural predictions using AlphaMissense were most specific, whereas APF exhibited the most balanced performance. We then developed a new tool, APF2, by optimizing algorithm parametrization of the top performing algorithms for pharmacogenomic variations and aggregating their predictions into a unified ensemble score. Importantly, APF2 provides quantitative variant effect estimates that correlate well with experimental results (R2 = 0.91, p = 0.003) and predicts the functional impact of pharmacogenomic variants with higher accuracy than previous methods, particularly for clinically relevant variations with actionable pharmacogenomic guidelines. We furthermore demonstrate better performance (92% accuracy) on an independent test set of 146 variants across 61 pharmacogenes not used for model training or validation. Application of APF2 to population-scale sequencing data from over 800,000 individuals revealed drastic ethnogeographic differences with important implications for pharmacotherapy. We thus think that APF2 holds the potential to improve the translation of genetic information into pharmacogenetic recommendations, thereby facilitating the use of Next-Generation Sequencing data for stratified medicine.
缺乏疗效或药物不良反应是药物治疗中的常见现象,会导致相当高的发病率和死亡率。据估计,在药物反应的变异中,有 20%-30% 源自编码药物靶点的基因或药物处置相关因素的变异。因此,利用这些药物基因组学信息来预先识别哪些患者可从剂量调整或替代药物中获益,是精准医疗的一个重要前沿领域。计算方法可用于预测意义不明的变异体的功能效应。然而,这些方法在药物基因组变异数据上的表现却乏善可陈。为了克服这一局限,我们之前开发了一种专门用于药物基因组变异预测的集合分类器,称为 APF。在此,我们希望利用最近在基于深度神经网络的蛋白质折叠预测方面取得的重要进展,进一步改进预测结果。在 530 个药物基因组错义变体上对 28 个变体效应预测器进行的基准测试表明,使用 AlphaMissense 进行的结构预测最具特异性,而 APF 则表现出最均衡的性能。随后,我们开发了一种新工具 APF2,通过优化针对药物基因组变异的最佳性能算法的算法参数,并将其预测结果汇总为统一的集合得分。重要的是,APF2 提供的定量变异效应估计值与实验结果有很好的相关性(R2 = 0.91,p = 0.003),并能预测药物基因组变异的功能影响,其准确性高于以前的方法,特别是对于具有可操作药物基因组指南的临床相关变异。此外,我们还在未用于模型训练或验证的、由 61 个药物基因中的 146 个变异组成的独立测试集上展示了更好的性能(92% 的准确率)。将 APF2 应用于来自 80 多万人的人群规模测序数据,发现了巨大的人种地理差异,对药物治疗具有重要影响。因此,我们认为 APF2 有潜力将遗传信息转化为药物遗传学建议,从而促进下一代测序数据在分层医疗中的应用。
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引用次数: 0
Pharmacogenomics in Lebanon: current status, challenges and opportunities 黎巴嫩的药物基因组学:现状、挑战和机遇。
IF 2.8 3区 医学 Q2 GENETICS & HEREDITY Pub Date : 2024-05-22 DOI: 10.1038/s41397-024-00336-z
Lorenzo Chidiac, Hady Yazbeck, Rami Mahfouz, Nathalie K. Zgheib
Pharmacogenomics (PGx) research and applications are of utmost relevance in Lebanon considering its population genetic diversity. Moreover, as a country with regional leadership in medicine and higher education, Lebanon holds a strong potential in contributing to PGx research and clinical implementation. In this manuscript, we first review and evaluate the available PGx research conducted in Lebanon, then describe the current status of PGx practice in Lebanon while reflecting on the local and regional challenges, and highlighting areas for action, and opportunities to move forward. We specifically expand on the status of PGx at the American University of Beirut Faculty of Medicine and Medical Center as a case study and guide for the further development of local and regional comprehensive PGx research, teaching, and clinical implementation programs. We also delve into the status of PGx knowledge and education, and prospects for further advancement such as with online courses and certificates.
考虑到黎巴嫩人口基因的多样性,药物基因组学(PGx)的研究和应用对该国具有极其重要的意义。此外,作为一个在医学和高等教育领域处于地区领先地位的国家,黎巴嫩在促进 PGx 研究和临床实施方面拥有强大的潜力。在本手稿中,我们首先回顾和评估了在黎巴嫩开展的现有 PGx 研究,然后描述了黎巴嫩 PGx 实践的现状,同时反思了当地和地区面临的挑战,并强调了需要采取行动的领域和前进的机遇。我们特别扩展了贝鲁特美国大学医学系和医疗中心的 PGx 现状,将其作为案例研究和进一步发展当地和地区综合 PGx 研究、教学和临床实施计划的指南。我们还深入探讨了 PGx 知识和教育的现状,以及在线课程和证书等进一步发展的前景。
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引用次数: 0
期刊
Pharmacogenomics Journal
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