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Novel nonsense mutation in MYH6 gene identified as the cause of familial hypertrophic cardiomyopathy – A case report and literature review 家族性肥厚性心肌病病因MYH6基因无义突变1例报告及文献复习
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-29 DOI: 10.1016/j.humgen.2025.201504
Chenxi Liu , Wen Wen , Zheng Zhang
This study reports a familial hypertrophic cardiomyopathy (HCM) case caused by the MYH6 c.5467G > T (p. Glu1823Ter) nonsense variant. The proband, a 44-year-old male, presented with sudden-onset chest pain and dyspnea. Echocardiography revealed left atrial enlargement, asymmetric septal hypertrophy, and left ventricular outflow tract obstruction, while cardiac magnetic resonance imaging demonstrated mid-septal delayed enhancement, confirming HCM diagnosis. Genetic analyses via next-generation sequencing (NGS) and Sanger sequencing identified a heterozygous nonsense variant (c.5467G > T) in the MYH6 gene, predicted to induce nonsense-mediated mRNA decay (NMD). Three-generation pedigree analysis showed complete co-segregation of this variant with HCM phenotype. Mutation carriers exhibited varying degrees of HCM, whereas non-carriers had normal cardiac structures. These findings suggest the MYH6 c.5467G > T variant as a contributor to HCM development.
本研究报告了一例由MYH6 c.5467G > T (p. Glu1823Ter)无义变异引起的家族性肥厚性心肌病(HCM)病例。先证者,44岁男性,表现为突发性胸痛和呼吸困难。超声心动图示左房增大、不对称间隔肥厚、左室流出道梗阻,心脏磁共振示中间隔延迟强化,确诊HCM。通过下一代测序(NGS)和Sanger测序进行遗传分析,在MYH6基因中发现了一个杂合无义变异(c.5467G >; T),预计会诱导无义介导的mRNA衰变(NMD)。三代谱系分析显示该变异与HCM表型完全共分离。突变携带者表现出不同程度的HCM,而非携带者的心脏结构正常。这些发现表明MYH6 c.5467G >; T变异是HCM发展的一个贡献者。
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引用次数: 0
Curcumin-synthesized silver nanoparticles modulate inflammatory and thyroid-related gene expression in pubertal rats exposed to chlorpyrifos 姜黄素合成的银纳米颗粒调节暴露于毒死蜱的青春期大鼠的炎症和甲状腺相关基因表达
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-27 DOI: 10.1016/j.humgen.2025.201503
Mohammad Hossein Gorji Dizabadi , Maryam Rezaei , Tahereh Farkhondeh , Saeed Samargahndian , Zahra Khademi , Atena Mansouri

Introduction

Green synthesis is a preferred method for producing silver nanoparticles (Ag-NPs). In addition to its advantages for industrial and biomedical applications, it also represents a promising research field. This study aimed to evaluate the effects of chlorpyrifos (CPF) on thyroid hormone levels and the expression of inflammatory factors while highlighting the therapeutic potential of curcumin-synthesized silver nanoparticles (CUR-Ag-NPs) in mitigating CPF-induced thyroid damage.

Materials and methods

Six groups of rats were studied: control, CPF (5 mg/kg), CUR-AgNPs 40 μg/kg, CUR-AgNPs 80 μg/kg, CPF+ CUR-AgNPs 40, μg/kg, and CPF+ CUR-AgNPs 80 μg/kg. Treatments were administered daily for 30 days. At the end of the study, the rats were anesthetized with ketamine (50 mg/kg), and xylazine, (10 mg/kg). Blood was collected for serum analysis of thyroid hormone levels and thyroid gland tissue was preserved in RNAlater to the evaluation of inflammation markers.

Results

CPF exposure increased the expression of interleukin-6 (IL-6), tumor necrosis factor-alpha (TNF-α), and nitric oxide synthase 2 (NOS2). Co-administration of CUR-AgNPs significantly reduced the expression of these genes. CPF also disrupted thyroid hormone secretion, while CUR-AgNPs treatment in CPF-exposed rats nearly restored thyroid function.

Conclusion

These findings suggest that CUR-AgNPs can attenuate CPF-induced thyroid toxicity, offering potential therapeutic value.
绿色合成是制备银纳米粒子(Ag-NPs)的首选方法。除了在工业和生物医学应用方面的优势外,它还代表了一个有前途的研究领域。本研究旨在评估毒死蜱(CPF)对甲状腺激素水平和炎症因子表达的影响,同时强调姜黄素合成银纳米颗粒(CUR-Ag-NPs)在减轻CPF诱导的甲状腺损伤方面的治疗潜力。材料与方法研究6组大鼠:对照组、CPF (5 mg/kg)、CUR-AgNPs 40 μg/kg、CUR-AgNPs 80 μg/kg、CPF+ CUR-AgNPs 40 μg/kg、CPF+ CUR-AgNPs 80 μg/kg。每天治疗30天。在研究结束时,用氯胺酮(50 mg/kg)和噻嗪(10 mg/kg)麻醉大鼠。采集血液进行血清甲状腺激素水平分析,并将甲状腺组织保存在rnr中进行炎症标志物评估。结果scpf暴露增加了白细胞介素-6 (IL-6)、肿瘤坏死因子-α (TNF-α)和一氧化氮合酶2 (NOS2)的表达。同时使用CUR-AgNPs可显著降低这些基因的表达。CPF还会破坏甲状腺激素分泌,而暴露于CPF的大鼠的CUR-AgNPs治疗几乎恢复了甲状腺功能。结论curr - agnps可减轻cpf引起的甲状腺毒性,具有潜在的治疗价值。
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引用次数: 0
Genetic and molecular insights into diabetic foot ulcers: Unveiling biomarkers for precision medicine 遗传和分子洞察糖尿病足溃疡:揭示精准医学的生物标志物
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-25 DOI: 10.1016/j.humgen.2025.201500
Ratanjeet Singh Sudan, Priyanka Garg, Palakurthi Yanadaiah
Diabetic foot ulcers (DFUs) are a prominent and serious outcome of diabetes that can have a major impact on quality of life. Diabetic foot ulcers (DFUs) exhibit a delayed recovery owing to the physiological healing cascade. The typical wound healing process, which encompasses angiogenesis, inflammation, and extracellular matrix (ECM) remodeling, is disrupted and inhibited in diabetic foot ulcers (DFUs). Upon injury to the tissue, neutrophils and monocytes migrate to the site of injury and secrete reactive oxygen species (ROS), matrix metalloproteinase (MMP)-8. In addition to that, the other biomarkers like procalcitonin, pentraxin-3, C-reactive protein (CRP), interleukins (ILs), and tumor necrosis factor-α (TNF-α), are secreted as an inflammatory response. These inflammatory mediators play a significant role as novel biomarkers reflecting the impact of therapeutic interventions. Numerous studies state that, single nucleotide variants (SNVs) in multiple genes may contribute to abnormal inflammatory response leading to the delayed healing of diabetic foot ulcers (DFUs). This article summarizes current information on the generation of diabetic foot ulcers (DFUs) concerning single-nucleotide variants (SNVs). This review unveils a comprehensive summary of emerging biomarkers and single-nucleotide variants (SNVs) that facilitate accurate diagnosis and risk assessment of diabetic foot ulcers (DFUs).
糖尿病足溃疡(DFUs)是糖尿病的一个突出和严重的后果,可对生活质量产生重大影响。糖尿病足溃疡(DFUs)表现出延迟恢复由于生理愈合级联。典型的伤口愈合过程,包括血管生成、炎症和细胞外基质(ECM)重塑,在糖尿病足溃疡(DFUs)中被破坏和抑制。当组织受到损伤时,中性粒细胞和单核细胞迁移到损伤部位并分泌活性氧(ROS)、基质金属蛋白酶(MMP)-8。除此之外,其他生物标志物如降钙素原、戊素-3、c反应蛋白(CRP)、白细胞介素(il)和肿瘤坏死因子-α (TNF-α)也作为炎症反应分泌。这些炎症介质作为反映治疗干预影响的新型生物标志物发挥着重要作用。大量研究表明,多基因的单核苷酸变异(SNVs)可能导致异常炎症反应,导致糖尿病足溃疡(DFUs)愈合延迟。本文综述了与单核苷酸变异(snv)有关的糖尿病足溃疡(DFUs)发生的最新信息。这篇综述全面总结了促进糖尿病足溃疡(DFUs)准确诊断和风险评估的新兴生物标志物和单核苷酸变异(snv)。
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引用次数: 0
Understanding the dysregulation of PURPL, a novel long intergenic noncoding RNA, in thyroid cancer progression 了解一种新的长基因间非编码RNA PURPL在甲状腺癌进展中的失调
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-24 DOI: 10.1016/j.humgen.2025.201499
Mina Kazemzadeh , Reza Safaralizadeh , Amir Ali Mokhtarzadeh , Mohammad Ali Hosseinpour Feizi

Background

The significance of long non-coding RNAs, a new class of regulatory RNAs, is progressively emerging in the initiation, progression, and invasion of cancers, including thyroid cancer. PURPL (LINC01021) is one of the novel lincRNAs that has just been identified in a few human cancers. Considering the inadequate comprehension of PURPL expression and its alteration in thyroid cancer, the primary objective of this study was to quantitatively assess PURPL expression in thyroid tissue and to explore its dysregulation in patients with thyroid cancer for the first time.

Materials and methods

The Cancer Genome Atlas database was utilized to evaluate the relative expression of PURPL across various cancer types. Subsequently, quantitative real-time PCR was employed to assess PURPL expression in paired tumor and adjacent tumor-free tissue samples obtained from 30 individuals with thyroid cancer. Bioinformatics analysis was then performed to identify co-expressed genes and associated pathways with PURPL. One of the identified co-expressed genes, MDM2, was further investigated for its correlation with PURPL expression through real-time PCR. Additionally, efforts were made to correlate PURPL expression with clinicopathological features of thyroid cancer.

Results

Real-time PCR analysis revealed the upregulation of PURPL during tumorigenesis in thyroid cancer. However, dysregulation of PURPL did not show a significant correlation with clinical characteristics. Bioinformatics analysis identified approximately 1000 genes correlated with PURPL expression, with MDM2 exhibiting the highest positive correlation. Experimental validation through real-time PCR confirmed a positive correlation between MDM2 and PURPL expression in thyroid cancer cells. Additionally, the oncogenic CASC19 and tumor suppressor TLE5 demonstrated strong positive and negative correlations with PURPL, respectively, suggesting a complex regulatory role in thyroid cancer progression.

Conclusion

The significant upregulation of PURPL in thyroid cancer, along with its positive correlation with oncogenes such as MDM2, underscores the potential role of PURPL in cancer-associated pathways.
长链非编码rna作为一类新的调控rna,在包括甲状腺癌在内的癌症的发生、发展和侵袭过程中逐渐显现出重要意义。PURPL (LINC01021)是刚刚在几种人类癌症中发现的新型lincrna之一。鉴于目前对甲状腺癌中PURPL表达及其改变的了解尚不充分,本研究的主要目的是首次定量评估PURPL在甲状腺组织中的表达,并探讨其在甲状腺癌患者中的失调。材料和方法利用Cancer Genome Atlas数据库评估PURPL在不同癌症类型中的相对表达。随后,采用实时荧光定量PCR技术评估30例甲状腺癌患者配对肿瘤和邻近无肿瘤组织样本中PURPL的表达。然后进行生物信息学分析,以确定与PURPL共表达的基因和相关途径。其中一个共表达基因MDM2通过实时PCR进一步研究其与PURPL表达的相关性。此外,我们还试图将PURPL的表达与甲状腺癌的临床病理特征联系起来。结果实时荧光定量PCR分析显示,甲状腺癌发生过程中PURPL表达上调。然而,PURPL的失调与临床特征没有明显的相关性。生物信息学分析发现,大约有1000个基因与PURPL表达相关,其中MDM2表现出最高的正相关性。real-time PCR实验验证了甲状腺癌细胞中MDM2与PURPL的表达呈正相关。此外,致癌基因CASC19和抑癌基因TLE5分别与PURPL呈强正相关和负相关,表明其在甲状腺癌进展中具有复杂的调节作用。结论甲状腺癌中PURPL的显著上调,以及其与MDM2等癌基因的正相关,提示了PURPL在癌症相关通路中的潜在作用。
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引用次数: 0
miR-507 and miR-665 as central MicroRNA regulators in the ceRNA network of adrenocortical carcinoma: A systems biology approach miR-507和miR-665作为肾上腺皮质癌ceRNA网络中的中心MicroRNA调节因子:系统生物学方法
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-24 DOI: 10.1016/j.humgen.2025.201498
Javad Omidi
MicroRNAs (miRNAs) are key regulators of post-transcriptional gene expression and have been increasingly implicated in the pathogenesis of rare malignancies such as adrenocortical carcinoma (ACC). Here, a systems biology approach was employed to construct and analyze context-specific competing endogenous RNA (ceRNA) networks using transcriptomic profiles from ACC tumors (TCGA) and normal adrenal tissues obtained from both GTEx 2025 and miRNATissueAtlas 2025 datasets, leveraging a novel integrative analytical framework specifically developed in this study. Comparative network topology revealed extensive regulatory rewiring in tumors, with miR-507 and miR-665 emerging as tumor-specific central miRNAs. While miR-507 was significantly upregulated and associated with favorable patient survival, miR-665 was downregulated and displayed radiation-sensitive expression dynamics. Target gene prediction and correlation analyses identified distinct sets of oncogenic and tumor-suppressive genes regulated by each miRNA. Functional enrichment and PPI network analysis indicated that miR-507 targets are strongly enriched in cell cycle, mitotic checkpoint, and chromosomal stability pathways, whereas miR-665 influences more context-dependent immune and signaling mechanisms. These findings support the prognostic and therapeutic potential of miR-507 in ACC and suggest a radiotherapy-modulated regulatory role for miR-665. This study demonstrates the power of multi-source transcriptomic integration for discovering functional miRNA hubs in rare endocrine cancers.
MicroRNAs (miRNAs)是转录后基因表达的关键调控因子,在肾上腺皮质癌(ACC)等罕见恶性肿瘤的发病机制中发挥着越来越重要的作用。本研究采用系统生物学方法,利用从GTEx 2025和miRNATissueAtlas 2025数据集中获得的ACC肿瘤(TCGA)和正常肾上腺组织的转录组学图谱,构建和分析上下文特异性竞争内源性RNA (ceRNA)网络,利用本研究专门开发的新型综合分析框架。比较网络拓扑揭示了肿瘤中广泛的调控重布线,miR-507和miR-665成为肿瘤特异性的中心mirna。miR-507显著上调并与有利的患者生存相关,而miR-665下调并表现出辐射敏感的表达动态。靶基因预测和相关分析确定了不同组的致癌和肿瘤抑制基因由每个miRNA调节。功能富集和PPI网络分析表明,miR-507靶点在细胞周期、有丝分裂检查点和染色体稳定性途径中富集,而miR-665影响更多依赖于环境的免疫和信号传导机制。这些发现支持了miR-507在ACC中的预后和治疗潜力,并提示miR-665具有放疗调节的调节作用。这项研究证明了多源转录组整合在罕见内分泌癌中发现功能性miRNA枢纽的力量。
{"title":"miR-507 and miR-665 as central MicroRNA regulators in the ceRNA network of adrenocortical carcinoma: A systems biology approach","authors":"Javad Omidi","doi":"10.1016/j.humgen.2025.201498","DOIUrl":"10.1016/j.humgen.2025.201498","url":null,"abstract":"<div><div>MicroRNAs (miRNAs) are key regulators of post-transcriptional gene expression and have been increasingly implicated in the pathogenesis of rare malignancies such as adrenocortical carcinoma (ACC). Here, a systems biology approach was employed to construct and analyze context-specific competing endogenous RNA (ceRNA) networks using transcriptomic profiles from ACC tumors (TCGA) and normal adrenal tissues obtained from both GTEx 2025 and miRNATissueAtlas 2025 datasets, leveraging a novel integrative analytical framework specifically developed in this study. Comparative network topology revealed extensive regulatory rewiring in tumors, with miR-507 and miR-665 emerging as tumor-specific central miRNAs. While miR-507 was significantly upregulated and associated with favorable patient survival, miR-665 was downregulated and displayed radiation-sensitive expression dynamics. Target gene prediction and correlation analyses identified distinct sets of oncogenic and tumor-suppressive genes regulated by each miRNA. Functional enrichment and PPI network analysis indicated that miR-507 targets are strongly enriched in cell cycle, mitotic checkpoint, and chromosomal stability pathways, whereas miR-665 influences more context-dependent immune and signaling mechanisms. These findings support the prognostic and therapeutic potential of miR-507 in ACC and suggest a radiotherapy-modulated regulatory role for miR-665. This study demonstrates the power of multi-source transcriptomic integration for discovering functional miRNA hubs in rare endocrine cancers.</div></div>","PeriodicalId":29686,"journal":{"name":"Human Gene","volume":"46 ","pages":"Article 201498"},"PeriodicalIF":0.7,"publicationDate":"2025-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145362204","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Polycystic ovary syndrome and the circadian clock: Understanding the link between metabolism, hormones, and sleep 多囊卵巢综合征和生物钟:了解新陈代谢、激素和睡眠之间的联系
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-18 DOI: 10.1016/j.humgen.2025.201497
Chaitanya Sree Somala , Thirunavukarasou Anand , Konda Mani Saravanan , Damal Chandrasekar Mathangi
Polycystic Ovary Syndrome (PCOS) is a complex endocrine disorder with significant metabolic, reproductive, and psychological effects. Emerging research indicates that the disruption of circadian rhythm significantly contributes to the onset and progression of PCOS, a feature that has been insufficiently addressed. This paper presents a distinctive and comprehensive exploration of how circadian discordance, through clock gene dysregulation, sleep-wake disturbances, and external factors such as shift work, contributes to the pathophysiology of the polygenic disorder known as PCOS. This review is distinctive in that it offers opportunities to synthesize knowledge in the molecular biology of insulin processes, endocrinology, and behavioral sciences concerning circadian rhythms, insulin sensitivity, glucose metabolism, regulation of reproductive hormones, and mental health outcomes, in contrast to the prior literature. The article is organized into sections that address the molecular basis of circadian imbalance, its impact on the hypothalamic-pituitary-ovarian (HPO) axis, and its psychological implications, including persistent mood disorders and cognitive impairments. Furthermore, it introduces the novel potential of chronotherapy and circadian-based lifestyle modifications as systemic therapeutic alternatives. This review advances the understanding of circadian biology in PCOS by integrating a multidisciplinary body of knowledge, addressing research gaps, and proposing a new avenue of investigation into therapeutic strategies focused on circadian alignment to improve patient outcomes in PCOS.
多囊卵巢综合征(PCOS)是一种复杂的内分泌疾病,具有显著的代谢、生殖和心理影响。新的研究表明,昼夜节律的破坏在PCOS的发生和发展中起着重要作用,这一特征一直没有得到充分的解决。本文提出了一个独特的和全面的探索如何昼夜节律失调,通过时钟基因失调,睡眠-觉醒障碍和外部因素,如倒班工作,有助于多基因疾病的病理生理称为多囊卵巢综合征。这篇综述的独特之处在于,与之前的文献相比,它提供了在胰岛素过程的分子生物学、内分泌学和行为科学方面综合知识的机会,这些科学涉及昼夜节律、胰岛素敏感性、葡萄糖代谢、生殖激素调节和心理健康结果。这篇文章分为几个部分,阐述了昼夜节律失衡的分子基础,它对下丘脑-垂体-卵巢(HPO)轴的影响,以及它的心理影响,包括持续的情绪障碍和认知障碍。此外,它还介绍了时间疗法和基于昼夜节律的生活方式改变作为全身治疗替代方案的新潜力。本综述通过整合多学科的知识体系,解决研究空白,并提出了一种新的研究途径,以昼夜节律调节为重点的治疗策略,以改善PCOS患者的预后,从而促进了对PCOS昼夜节律生物学的理解。
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引用次数: 0
Exploring genetic associations in Parkinson's disease: The role of IL-10; −1087G>a and mir146a; rs2910164 C>G polymorphisms 探索帕金森病的遗传关联:IL-10的作用−1087G>a和mir146a;rs2910164 C>G多态性
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-15 DOI: 10.1016/j.humgen.2025.201493
Javid Ashtari Mahini , Zahra Shahbazi , Maryam Rahimi , Maryam Seyedolmohadesin

Introduction

Defining the etiology of multifactorial diseases, such as Parkinson's disease (PD), poses significant challenges in diagnosis, management, and treatment strategies. PD is characterized by progressive neurological degeneration. Current scientific evidence indicates that this condition arises from an intricate interplay of genetic and environmental factors. Notably, single nucleotide polymorphisms (SNPs) identified in various genes have been implicated in enhancing susceptibility to this disease. This study aims to investigate the association of two specific polymorphisms, IL-10 gene; −1087 G > A and mir146a gene; rs2910164 C > G, with the prevalence of PD.

Methods

This investigation employed a case-control design that included 96 participants in both the case and control groups. The identification of alleles was executed using the Tetra-primer Amplification Refractory Mutation System-Polymerase Chain Reaction (T-ARMS-PCR) method. Subsequent genetic and statistical analyses of the findings were performed utilizing POPGENE and SPSS software.

Result

The results indicated that the distribution of mir146a gene SNPs within the control and patient populations did not adhere to Hardy-Weinberg equilibrium. Specifically, the frequency of the G allele in patients diagnosed with PD was significantly lower than that observed in the control cohort. Furthermore, individuals carrying the GC genotype exhibited an elevated risk of developing PD, with p-values <0.05. Conversely, the distribution of IL-10 gene SNPs conformed to Hardy-Weinberg equilibrium within both groups, and no statistically significant association was found between IL-10 gene SNPs and the risk of PD.

Conclusion

The findings from this study suggest that the IL-10 gene −1087 G > A polymorphism does not contribute to increased susceptibility to PD within the studied population. Conversely, the mir146a gene rs2910164 C > G polymorphism appears to be associated with PD risk. Notably, the G allele of this SNP correlates with a decreased risk of the disease, while the GC genotype is linked to an increased likelihood of developing Parkinson's disease.
定义多因素疾病的病因,如帕金森病(PD),在诊断、管理和治疗策略方面提出了重大挑战。PD以进行性神经变性为特征。目前的科学证据表明,这种情况是由遗传和环境因素复杂的相互作用引起的。值得注意的是,在各种基因中发现的单核苷酸多态性(SNPs)与增加对这种疾病的易感性有关。本研究旨在探讨两种特定多态性的关联,IL-10基因;−1087 G >; A和mir146a基因;rs2910164 C >; G,与PD患病率相关。方法本研究采用病例-对照设计,病例组和对照组各96例。等位基因鉴定采用四引物扩增难突变系统-聚合酶链反应(T-ARMS-PCR)方法。随后使用POPGENE和SPSS软件对结果进行遗传和统计分析。结果mir146a基因snp在对照组和患者群体中的分布不符合Hardy-Weinberg平衡。具体来说,诊断为PD的患者中G等位基因的频率明显低于对照组。此外,携带GC基因型的个体患PD的风险增加,p值为<;0.05。相反,IL-10基因snp在两组内的分布符合Hardy-Weinberg平衡,IL-10基因snp与PD风险之间无统计学意义的关联。结论IL-10基因- 1087 G >; A多态性与研究人群PD易感性增加无关。相反,mir146a基因rs2910164 C >; G多态性似乎与PD风险相关。值得注意的是,该SNP的G等位基因与疾病风险降低相关,而GC基因型与患帕金森病的可能性增加相关。
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引用次数: 0
Commentary on Livni & Skorecki, “Distinguishing between Founder and Host Population mtDNA Lineages in the Ashkenazi Population” 对Livni & Skorecki《区分德系犹太人的创始人群和宿主人群的mtDNA谱系》的评论
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-13 DOI: 10.1016/j.humgen.2025.201495
Joseph Faith
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引用次数: 0
Utilizing explainable AI to decipher transcriptomic alterations in pancreatic cancer 利用可解释的人工智能来破译胰腺癌的转录组改变
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-13 DOI: 10.1016/j.humgen.2025.201494
Ankur Datta , Esther Graceia Precious A , Akshata Shetty , Sridhar Raj S , George Priya Doss C
Diagnosing Pancreatic Cancer (PC) remains a formidable challenge for both clinicians and biomedical researchers due to its complex pathophysiology and late-stage detection. Although numerous investigations have elucidated key molecular pathways implicated in PC progression, this study advances the diagnostic paradigm by leveraging integrative transcriptomic analysis through sophisticated machine learning (ML) methodologies, notably LASSO regression and XGBoost. The closed-box characteristic of the XGBoost ML algorithm was resolved using the eXplainable artificial intelligence (XAI) based SHAP architecture. Data concerning gene expression profiles, mapped via microarray assays, from multiple datasets were retrieved and processed. A high-dimensional dataframe comprising 18,156 gene features for 464 patients was subjected to dimensionality reduction via LASSO regression to identify significant gene(s). The expression profiles of the 281 genes identified by LASSO were used to train the XGBoost disease classifier model, with an 80:20 train: test ratio. Conducting a 10-fold cross-validation yielded an average accuracy of 85 % for the XGBoost ML model. The SHAP framework highlighted the top gene features contributing to the decision-making of the XGBoost disease classifier model. The LASSO identified gene features were then biologically annotated to unravel the underlying mechanisms associated with PC disease. The proposed workflow, implemented in the current study, aims to enhance the existing landscape of PC diagnosis, reduce the rate of false positives typically observed with microarray-based techniques, and provide a strong foundation for computational studies with promising aspects for future cancer diagnostics and therapeutics.
由于其复杂的病理生理和晚期检测,诊断胰腺癌(PC)对临床医生和生物医学研究人员来说仍然是一个巨大的挑战。尽管许多研究已经阐明了与PC进展相关的关键分子途径,但本研究通过复杂的机器学习(ML)方法,特别是LASSO回归和XGBoost,利用整合转录组学分析,推进了诊断范式。采用基于可解释人工智能(eXplainable artificial intelligence, XAI)的SHAP架构解决了XGBoost ML算法的封闭盒特性。通过微阵列分析从多个数据集检索和处理有关基因表达谱的数据。通过LASSO回归对包含464例患者的18,156个基因特征的高维数据框架进行降维,以确定重要基因。利用LASSO鉴定的281个基因的表达谱对XGBoost疾病分类器模型进行训练,训练测试比为80:20。进行10倍交叉验证,XGBoost ML模型的平均准确率为85%。SHAP框架突出了有助于XGBoost疾病分类模型决策的顶级基因特征。然后对LASSO鉴定的基因特征进行生物学注释,以揭示与PC疾病相关的潜在机制。在本研究中实施的拟议工作流程旨在增强PC诊断的现有景观,降低基于微阵列技术通常观察到的假阳性率,并为未来癌症诊断和治疗的有前途的计算研究提供坚实的基础。
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引用次数: 0
Transcription Factor driven gene regulation in Autism Spectrum Disorder 自闭症谱系障碍中转录因子驱动的基因调控
IF 0.7 Q4 GENETICS & HEREDITY Pub Date : 2025-10-13 DOI: 10.1016/j.humgen.2025.201489
Nimisha Ghosh , Walter Arancio , Tariq Al Jabry , Raya Al Maskari , Daniele Santoni
Autism Spectrum Disorders (ASD) encompass a group of neurodevelopmental disorders in which an affected individual faces challenges in social interaction and communication, along with restricted and repetitive stereotypic behavioral patterns and interests. In this work, we have studied the differential gene regulation between patients and controls, mediated by Transcription Factors (TFs), of key genes involved in ASD. Nine and seven TFs have been identified as potential regulators of the set of syndromic and non-syndromic key high confident genes retrieved by the Simons Foundation Autism Research Initiative (SFARI) database. We have also identified significant couples of Transcription Factor - Target Gene potentially associated with an altered regulation in ASD patients. Consistently, many identified couples are involved in processes associated with brain morphogenesis and development. In this regard, this biased regulation could be the target of some experimental design in order to (1) test this hypothesis and (2) try to target this altered regulation pattern in ASD samples. In conclusion, we would like to emphasize that the present work proposes an effective and reliable computational approach that could be applied to any disease with known key genes and available gene expression data.
自闭症谱系障碍(ASD)包括一组神经发育障碍,其中受影响的个体在社交和沟通方面面临挑战,以及受限制和重复的刻板行为模式和兴趣。在这项工作中,我们研究了自闭症关键基因转录因子(Transcription Factors, TFs)在患者和对照组之间的差异基因调控。西蒙斯基金会自闭症研究倡议(SFARI)数据库检索到的9和7个tf已被确定为综合征和非综合征关键高自信基因集的潜在调节因子。我们还发现转录因子-靶基因对可能与ASD患者的调节改变有关。一致地,许多已确定的夫妇参与了与大脑形态发生和发育相关的过程。在这方面,这种有偏见的调节可能是一些实验设计的目标,以便(1)检验这一假设,(2)试图在ASD样本中针对这种改变的调节模式。总之,我们想强调的是,目前的工作提出了一种有效和可靠的计算方法,可以应用于任何疾病已知的关键基因和可用的基因表达数据。
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引用次数: 0
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Human Gene
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