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The rs34416841 polymorphism in the Alu element of the circSirt1 flanking intron is associated with an increased risk of myocardial infarction. circSirt1侧翼内含子Alu元件的rs34416841多态性与心肌梗死风险增加有关。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-06 DOI: 10.1186/s12920-025-02291-5
Yu-Lan Zhou, Wen-Cong Yang, Zhao-Fu Liao, Shu-Rou Zheng, Yun-Fei Qu, Heng Li, Hai-Liang Mo, Yi-Tuan Xie, Zhu-Guo Wu, Xing-Dong Xiong
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引用次数: 0
Prenatal therapies: a Points to Consider framework for responsible innovation. 产前治疗:负责任创新的考虑框架。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-05 DOI: 10.1186/s12920-025-02274-6
Eric M Meslin, Caroline Kant, Sebastien Mazzuri, Bartha Maria Knoppers
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引用次数: 0
Evaluating variants of uncertain significance in adult zebrafish via prime editing: a proof of concept with a COL1A2 variant. 通过启动编辑评估成年斑马鱼中不确定意义的变体:COL1A2变体的概念证明。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-02 DOI: 10.1186/s12920-025-02281-7
Michiel Vanhooydonck, Sophie Debaenst, Eva Vanbelleghem, Hanna De Saffel, Delfien Syx, Patrick Sips, Paul J Coucke, Andy Willaert, Bert Callewaert

Genomic variants of uncertain significance (VUS) impede clinical decision-making. In this study, we employ a knock-in strategy in zebrafish to evaluate the COL1A2 c.2123G>A VUS, identified in a 78-year-old female with atypical femoral fractures. Using prime editing, we generated different col1a2 zebrafish lines respectively harboring the VUS, a known pathogenic variant, and a known benign variant. Comprehensive skeletal phenotyping revealed no significant abnormalities in zebrafish harboring the VUS. In contrast, zebrafish with the pathogenic variant showed an increased eye diameter, scoliosis, vertebral fusions, vertebral compressions, fractures, and increased mineralization of the notochord and intervertebral ligament compared to wild type controls. Our findings represent the first demonstration that COL1A2 variant modeling via prime editing in zebrafish not only aids in functional validation, but also holds promise for uncovering the underlying pathogenic mechanisms. This approach can be applied to investigate VUS in other genes as well.

不确定意义的基因组变异(VUS)阻碍了临床决策。在这项研究中,我们在斑马鱼中采用敲入策略来评估一名78岁女性非典型股骨骨折患者的COL1A2 c.2123G> a VUS。通过引体编辑,我们产生了不同的col1a2斑马鱼品系,分别含有VUS、一种已知的致病变体和一种已知的良性变体。综合骨骼表型分析显示,携带VUS的斑马鱼没有明显异常。相比之下,与野生型对照相比,携带致病变异的斑马鱼表现出眼直径增加、脊柱侧凸、椎体融合、椎体压迫、骨折以及脊索和椎间韧带矿化增加。我们的研究结果首次证明,在斑马鱼中通过先导编辑建立COL1A2变异模型不仅有助于功能验证,而且有望揭示潜在的致病机制。这种方法也可以应用于研究其他基因中的VUS。
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引用次数: 0
Limited value of Nanopore adaptive sampling in a long-read metagenomic profiling workflow of clinical sputum samples. 纳米孔自适应采样在临床痰样本长读宏基因组分析工作流程中的有限价值。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1186/s12920-025-02272-8
Weizhen Xu, Janetta Top, Mattheus C Viveen, Andrii Slyzkyi, Noud Hermans, Sarah van Erp, Dafna Eiloz, Richard Anthony, Kristin Kremer, Anita C Schürch

Background: Oxford Nanopore adaptive sampling (NAS) is a method by which the long-read sequencing flowcell accepts or rejects DNA molecules that are actively being sequenced based on their initial ~ 500 bp sequences, selectively increasing target data output. NAS promises up to 5-10 × enrichment of target sequencing yield without additional sample preparation, but this optimal performance is dependent on ideal sample parameters which may be difficult to achieve under many real-world use-cases. We evaluated the use of NAS for profiling clinical sputum metagenomes.

Methods: We sequenced DNA extracted from clinical sputa and spike-in controls of a mock community of bacterial respiratory pathogens, using the current R10.4.1 MinION flowcell chemistry.

Results: We achieved at best 3.1 × enrichment of bacterial sequence output with NAS due to the shorter read lengths (~ 2.5 kb) from the PCR amplification necessary to compensate for low DNA extraction yields. More critically, we encountered rapid pore loss during our runs that reduced total sequencing yield by an estimated 80%. We were unable to mitigate the pore loss despite extensive attempts to reduce contaminant carry-over, and we could not determine its cause but ruled out NAS and pore underloading as contributing factors.

Conclusions: We conclude that the utility of NAS is often limited by the characteristics of the metagenomic sample studied, and that the factors contributing to pore loss need to be resolved before ONT sequencing can be reliably applied to long-read metagenomics.

背景:牛津纳米孔自适应采样(NAS)是一种长读测序流细胞根据其初始~ 500 bp序列接受或拒绝正在积极测序的DNA分子,选择性地增加目标数据输出的方法。NAS承诺在没有额外样品制备的情况下可将目标测序产率提高5-10倍,但这种最佳性能取决于理想的样品参数,这在许多实际用例中可能难以实现。我们评估了NAS在分析临床痰宏基因组中的应用。方法:我们使用当前的R10.4.1 MinION流式细胞化学,对从模拟细菌呼吸道病原体群落的临床痰液和尖刺对照中提取的DNA进行测序。结果:由于较短的PCR扩增长度(~ 2.5 kb)弥补了较低的DNA提取率,我们用NAS获得了最多3.1倍的细菌序列输出富集。更关键的是,在运行过程中,我们遇到了快速的孔隙损失,估计将总测序产量降低了80%。尽管我们进行了大量的尝试来减少污染物的携带,但仍无法减轻孔隙损失,我们无法确定其原因,但排除了NAS和孔隙欠载的影响因素。结论:我们得出结论,NAS的效用通常受到所研究的宏基因组样本特征的限制,并且在ONT测序能够可靠地应用于长读宏基因组之前,需要解决导致孔损失的因素。
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引用次数: 0
Identification of hub genes contributing to acute eczema using transcriptome sequencing and machine-learning approaches. 利用转录组测序和机器学习方法鉴定导致急性湿疹的中枢基因。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1186/s12920-025-02283-5
Yingying Zhao, Wenxiu Wang, Xinying Li, Xiaona Ye, Xingjun Han

Background: Acute eczema (AE) is a multifactorial inflammatory skin disease with complex immune dysregulation. The identification of key pathogenic genes may provide novel biomarkers and therapeutic targets.

Methods: An AE rat model was induced using DNCB. Transcriptome sequencing was performed on skin lesions, and differentially expressed genes (DEGs) were identified via DESeq2. Weighted gene co-expression network analysis (WGCNA), protein-protein interaction (PPI) network construction, functional enrichment, and "Friends" analysis were applied to screen hub genes. Multiple machine learning algorithms, including LASSO, support vector machine (SVM), and random forest (RF), were integrated for candidate selection. Quantitative real-time PCR (qRT-PCR), Western blotting, and immunohistochemistry were used for validation.

Results: A total of 1717 DEGs (1190 upregulated, 527 downregulated) were identified. WGCNA and PPI analysis yielded 36 hub genes enriched in immune and inflammatory pathways, particularly Th1/Th2/Th17 differentiation, JAK-STAT, and PI3K-Akt signaling. Cross-validation by machine learning highlighted Icam1 as a top candidate. Experimental assays confirmed significant upregulation of ICAM-1 at mRNA and protein levels in AE lesions compared with controls.

Conclusion: Icam1 is a key gene potentially driving inflammatory infiltration in AE and may serve as a diagnostic target. This integrative bioinformatics-experimental approach provides a robust framework for discovering pathogenic genes in inflammatory skin diseases.

背景:急性湿疹(AE)是一种多因素炎症性皮肤病,伴有复杂的免疫失调。关键致病基因的鉴定可能提供新的生物标志物和治疗靶点。方法:采用DNCB建立AE大鼠模型。对皮肤病变进行转录组测序,并通过DESeq2鉴定差异表达基因(DEGs)。利用加权基因共表达网络分析(WGCNA)、蛋白-蛋白相互作用(PPI)网络构建、功能富集和Friends分析筛选枢纽基因。结合LASSO、支持向量机(SVM)和随机森林(RF)等多种机器学习算法进行候选物选择。采用实时荧光定量PCR (qRT-PCR)、Western blotting和免疫组织化学进行验证。结果:共鉴定出1,717个deg(1190个上调,527个下调)。WGCNA和PPI分析获得了36个在免疫和炎症通路中富集的枢纽基因,特别是Th1/Th2/Th17分化、JAK-STAT和PI3K-Akt信号通路。通过机器学习进行的交叉验证突出了Icam1作为首选候选。实验分析证实,与对照组相比,AE病变中ICAM-1 mRNA和蛋白水平显著上调。结论:Icam1是AE中可能驱动炎症浸润的关键基因,可作为AE的诊断靶点。这种综合生物信息学-实验方法为发现炎症性皮肤病的致病基因提供了一个强大的框架。
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引用次数: 0
Prenatally diagnosed chromosome 1p36 deletions: a retrospective case series, literature review, and genotype-phenotype correlations. 产前诊断的染色体1p36缺失:回顾性病例系列,文献回顾和基因型-表型相关性。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-12-01 DOI: 10.1186/s12920-025-02276-4
Nian Liu, Ziyang Liu, Song Yi, Manman Li, Hongning Cai
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引用次数: 0
PICALM polymorphisms are associated with susceptibility to parkinson's disease in the Northern Chinese Han population: a case-control study. PICALM多态性与中国北方汉族人群帕金森病易感性相关:一项病例对照研究
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-11-27 DOI: 10.1186/s12920-025-02280-8
Ran Yu, Yaqing Li, Yingying Cao, Zhen Kong, Yuting Zhou, Binghui Hou, Anmu Xie

Background: Parkinson's disease (PD) is the second most common neurodegenerative disease. The phosphatidylinositol binding clathrin assembly protein (PICALM) gene has been implicated in neurodegenerative diseases. However, molecular genetic investigations into the role of the PICALM gene in PD within Chinese population are still lacking.

Aim: We aim to determine whether two single nucleotide polymorphisms rs642949 and rs510566, in the PICALM gene are associated with the risk and clinical features of PD.

Methods: A total of 400 individuals with PD and 477 healthy controls were recruited. Genotyping of the PICALM gene loci (rs510566 and rs642949) was performed using TaqMan-based polymerase chain reaction-restriction fragment length polymorphism using DNA samples.

Results: For rs642949, the GA genotype conferred a significantly reduced risk of PD under additive model (PC = 0.030, OR = 0.687, 95% CI: 0.506-0.931). Additionally, in male patients, the AA genotype was associated with a lower risk of PD compared to females (PC genotype = 0.008, OR = 0.355, 95% CI: 0.173-0.730; PC allele = 0.044, OR = 0.721, 95% CI: 0.544-0.954). For rs510566, no significant differences were found in genotype frequencies, allele frequencies, or in any subgroup analysis (P > 0.05).

Conclusions: The rs642949 might be associated with susceptibility to PD. In contrast, no such association was found for the rs510566. Further fundamental research is warranted to investigate the PICALM gene in PD.

背景:帕金森病(PD)是第二常见的神经退行性疾病。磷脂酰肌醇结合网格蛋白组装蛋白(PICALM)基因与神经退行性疾病有关。然而,对于PICALM基因在中国人群帕金森病中的作用的分子遗传学研究仍然缺乏。目的:我们旨在确定PICALM基因中的两个单核苷酸多态性rs642949和rss510566是否与PD的风险和临床特征相关。方法:共招募400名PD患者和477名健康对照者。采用基于taqman的聚合酶链反应-限制性片段长度多态性技术对PICALM基因位点(rss510566和rs642949)进行基因分型。结果:对于rs642949, GA基因型在加性模型下显著降低了PD的风险(PC = 0.030, OR = 0.687, 95% CI: 0.506-0.931)。此外,在男性患者中,AA基因型与PD风险较低相关(PC基因型= 0.008,OR = 0.355, 95% CI: 0.173-0.730; PC等位基因= 0.044,OR = 0.721, 95% CI: 0.544-0.954)。对于rs510566,在基因型频率、等位基因频率或任何亚组分析中均未发现显著差异(P < 0.05)。结论:rs642949基因可能与PD易感性相关。相比之下,在rs510566中没有发现这种关联。PICALM基因在帕金森病中的作用有待进一步的基础研究。
{"title":"PICALM polymorphisms are associated with susceptibility to parkinson's disease in the Northern Chinese Han population: a case-control study.","authors":"Ran Yu, Yaqing Li, Yingying Cao, Zhen Kong, Yuting Zhou, Binghui Hou, Anmu Xie","doi":"10.1186/s12920-025-02280-8","DOIUrl":"10.1186/s12920-025-02280-8","url":null,"abstract":"<p><strong>Background: </strong>Parkinson's disease (PD) is the second most common neurodegenerative disease. The phosphatidylinositol binding clathrin assembly protein (PICALM) gene has been implicated in neurodegenerative diseases. However, molecular genetic investigations into the role of the PICALM gene in PD within Chinese population are still lacking.</p><p><strong>Aim: </strong>We aim to determine whether two single nucleotide polymorphisms rs642949 and rs510566, in the PICALM gene are associated with the risk and clinical features of PD.</p><p><strong>Methods: </strong>A total of 400 individuals with PD and 477 healthy controls were recruited. Genotyping of the PICALM gene loci (rs510566 and rs642949) was performed using TaqMan-based polymerase chain reaction-restriction fragment length polymorphism using DNA samples.</p><p><strong>Results: </strong>For rs642949, the GA genotype conferred a significantly reduced risk of PD under additive model (P<sub>C</sub> = 0.030, OR = 0.687, 95% CI: 0.506-0.931). Additionally, in male patients, the AA genotype was associated with a lower risk of PD compared to females (P<sub>C genotype</sub> = 0.008, OR = 0.355, 95% CI: 0.173-0.730; P<sub>C allele</sub> = 0.044, OR = 0.721, 95% CI: 0.544-0.954). For rs510566, no significant differences were found in genotype frequencies, allele frequencies, or in any subgroup analysis (P > 0.05).</p><p><strong>Conclusions: </strong>The rs642949 might be associated with susceptibility to PD. In contrast, no such association was found for the rs510566. Further fundamental research is warranted to investigate the PICALM gene in PD.</p>","PeriodicalId":8915,"journal":{"name":"BMC Medical Genomics","volume":" ","pages":"3"},"PeriodicalIF":2.0,"publicationDate":"2025-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12777353/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145628580","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deciphering copy number variations and gene implications in an Egyptian cohort with autism spectrum disorders. 破译埃及自闭症谱系障碍队列的拷贝数变异和基因含义。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-11-27 DOI: 10.1186/s12920-025-02250-0
Amal M Mohamed, Ola M Eid, Khalda S Amr, Rana Mahrous, Maha Hemimi, Amal Elsaeid, Peter S F Erian, Sally Gharib, Shymaa H Hussein, Phoebe M Abd El-Massieh, Nagwa A Meguid

Background: Genetic factors are major contributors to autism spectrum disorders (ASD), with copy number variations (CNVs) playing a significant role. Our objective was to identify and assess CNVs and their associated gene-level impacts in Egyptian ASD patients.

Methods: Our cohort comprised 40 non-syndromic ASD children, ranging in age from one year and nine months to 12 years. We conducted karyotyping, multiple ligation-dependent probe amplification (MLPA), Methylation-Specific MLPA (MS-MLPA), and chromosomal microarray (CMA) analyses for all patients. Additionally, quantitative real-time PCR (qPCR) analyses were performed on selected patients and their parents.

Results: We identified pathogenic or likely pathogenic CNVs in seven patients (17.5%), variants of uncertain significance (VUS) in 10 patients (25%), and classified other variants as benign. Pathogenic or likely pathogenic CNVs affected chromosomes 16p11.2 (two patients), 15q11q13 (three patients), 22q11.2 (one patient), and 7q11.23 (one patient). Many of the affected genes are associated with neuronal functions. Patients with CNVs exhibited increases in three parameters on the Children's Autism Rating Scale (CARS): restrictive and repetitive behavior, adaptation to changes, and responses to taste, smell, and touch. According to the Autism Diagnostic Interview-Revised (ADI-R), patients with pathogenic or likely pathogenic CNVs had an increased third parameter for restricted, repetitive, and stereotyped patterns of behavior. Patients with pathogenic or likely pathogenic CNVs demonstrated some clinical manifestations involving microcephaly (two patients), macrocephaly (one patient), and abnormal electroencephalogram (EEG) with generalized epileptic focus (two patients). qRT-PCR was performed for some parents, and the CNVs were found to be de novo.

Conclusions: CNV detection via CMA proved invaluable and is considered a primary tool in ASD diagnosis. Distinguishing between inherited and de novo CNVs is crucial for accurate genetic counseling. Most genes involved in the detection of pathological or likely pathogenic CNVs are linked to neuronal functions, and these CNVs impact specific parameters in CARS and ADI-R assessments. Future efforts should prioritize a more comprehensive understanding of the genetic underpinnings of ASD, enabling the adoption of personalized treatment strategies.

背景:遗传因素是自闭症谱系障碍(ASD)的主要致病因素,拷贝数变异(CNVs)在其中起着重要作用。我们的目的是鉴定和评估埃及ASD患者的CNVs及其相关基因水平的影响。方法:我们的队列包括40名非综合征性ASD儿童,年龄从1岁9个月到12岁不等。我们对所有患者进行了核型分析、多重连接依赖性探针扩增(MLPA)、甲基化特异性MLPA (MS-MLPA)和染色体微阵列(CMA)分析。此外,对选定的患者及其父母进行实时荧光定量PCR (qPCR)分析。结果:我们在7例(17.5%)患者中鉴定出致病性或可能致病性的CNVs,在10例(25%)患者中鉴定出不确定意义的变异(VUS),并将其他变异归类为良性变异。致病性或可能致病性CNVs影响染色体16p11.2(2例)、15q11q13(3例)、22q11.2(1例)和7q11.23(1例)。许多受影响的基因与神经元功能有关。CNVs患者在儿童自闭症评定量表(CARS)中表现出三个参数的增加:限制性和重复性行为、对变化的适应以及对味觉、嗅觉和触觉的反应。根据自闭症诊断访谈修订版(ADI-R),具有致病性或可能致病性CNVs的患者在限制性、重复性和刻板行为模式方面的第三个参数增加。致病性或可能致病性CNVs患者表现出一些临床表现,包括小头畸形(2例)、大头畸形(1例)和伴有广泛性癫痫灶的脑电图异常(2例)。对部分亲本进行qRT-PCR,发现CNVs为新生。结论:通过CMA检测CNV被证明是非常宝贵的,并且被认为是ASD诊断的主要工具。区分遗传和新生CNVs对于准确的遗传咨询至关重要。大多数参与检测病理性或可能致病性CNVs的基因与神经元功能有关,这些CNVs影响car和ADI-R评估中的特定参数。未来的努力应该优先考虑更全面地了解自闭症谱系障碍的遗传基础,从而采用个性化的治疗策略。
{"title":"Deciphering copy number variations and gene implications in an Egyptian cohort with autism spectrum disorders.","authors":"Amal M Mohamed, Ola M Eid, Khalda S Amr, Rana Mahrous, Maha Hemimi, Amal Elsaeid, Peter S F Erian, Sally Gharib, Shymaa H Hussein, Phoebe M Abd El-Massieh, Nagwa A Meguid","doi":"10.1186/s12920-025-02250-0","DOIUrl":"10.1186/s12920-025-02250-0","url":null,"abstract":"<p><strong>Background: </strong>Genetic factors are major contributors to autism spectrum disorders (ASD), with copy number variations (CNVs) playing a significant role. Our objective was to identify and assess CNVs and their associated gene-level impacts in Egyptian ASD patients.</p><p><strong>Methods: </strong>Our cohort comprised 40 non-syndromic ASD children, ranging in age from one year and nine months to 12 years. We conducted karyotyping, multiple ligation-dependent probe amplification (MLPA), Methylation-Specific MLPA (MS-MLPA), and chromosomal microarray (CMA) analyses for all patients. Additionally, quantitative real-time PCR (qPCR) analyses were performed on selected patients and their parents.</p><p><strong>Results: </strong>We identified pathogenic or likely pathogenic CNVs in seven patients (17.5%), variants of uncertain significance (VUS) in 10 patients (25%), and classified other variants as benign. Pathogenic or likely pathogenic CNVs affected chromosomes 16p11.2 (two patients), 15q11q13 (three patients), 22q11.2 (one patient), and 7q11.23 (one patient). Many of the affected genes are associated with neuronal functions. Patients with CNVs exhibited increases in three parameters on the Children's Autism Rating Scale (CARS): restrictive and repetitive behavior, adaptation to changes, and responses to taste, smell, and touch. According to the Autism Diagnostic Interview-Revised (ADI-R), patients with pathogenic or likely pathogenic CNVs had an increased third parameter for restricted, repetitive, and stereotyped patterns of behavior. Patients with pathogenic or likely pathogenic CNVs demonstrated some clinical manifestations involving microcephaly (two patients), macrocephaly (one patient), and abnormal electroencephalogram (EEG) with generalized epileptic focus (two patients). qRT-PCR was performed for some parents, and the CNVs were found to be de novo.</p><p><strong>Conclusions: </strong>CNV detection via CMA proved invaluable and is considered a primary tool in ASD diagnosis. Distinguishing between inherited and de novo CNVs is crucial for accurate genetic counseling. Most genes involved in the detection of pathological or likely pathogenic CNVs are linked to neuronal functions, and these CNVs impact specific parameters in CARS and ADI-R assessments. Future efforts should prioritize a more comprehensive understanding of the genetic underpinnings of ASD, enabling the adoption of personalized treatment strategies.</p>","PeriodicalId":8915,"journal":{"name":"BMC Medical Genomics","volume":" ","pages":"190"},"PeriodicalIF":2.0,"publicationDate":"2025-11-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12667096/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145628509","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetic crossroads of cardiovascular disease and its comorbidities: toward holistic therapeutic strategies. 心血管疾病及其合并症的遗传十字路口:迈向整体治疗策略。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-11-26 DOI: 10.1186/s12920-025-02279-1
Binisha H Mishra, Pashupati P Mishra
{"title":"Genetic crossroads of cardiovascular disease and its comorbidities: toward holistic therapeutic strategies.","authors":"Binisha H Mishra, Pashupati P Mishra","doi":"10.1186/s12920-025-02279-1","DOIUrl":"10.1186/s12920-025-02279-1","url":null,"abstract":"","PeriodicalId":8915,"journal":{"name":"BMC Medical Genomics","volume":" ","pages":"1"},"PeriodicalIF":2.0,"publicationDate":"2025-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12763896/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145628548","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advanced machine learning techniques for coronary artery disease risk prediction in early middle-aged adults. 先进的机器学习技术用于中年早期成人冠状动脉疾病风险预测。
IF 2 4区 医学 Q3 GENETICS & HEREDITY Pub Date : 2025-11-26 DOI: 10.1186/s12920-025-02234-0
Georgios Ntritsos, Erez Ornan, Eran Feldhay, Gil Chernin, Evangelos Evangelou
{"title":"Advanced machine learning techniques for coronary artery disease risk prediction in early middle-aged adults.","authors":"Georgios Ntritsos, Erez Ornan, Eran Feldhay, Gil Chernin, Evangelos Evangelou","doi":"10.1186/s12920-025-02234-0","DOIUrl":"10.1186/s12920-025-02234-0","url":null,"abstract":"","PeriodicalId":8915,"journal":{"name":"BMC Medical Genomics","volume":" ","pages":"202"},"PeriodicalIF":2.0,"publicationDate":"2025-11-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12751634/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145628496","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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BMC Medical Genomics
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