Pub Date : 2026-01-26eCollection Date: 2026-01-01DOI: 10.3389/fgene.2026.1734673
Changliang Wang, Zhixiu Xia
The FK506 Binding Protein 5 (FKBP5) gene encodes a protein that binds to the immunosuppressive agent FK506. FKBP5 expression is regulated by genetic variation and epigenetic mechanisms, including DNA methylation (DNAm). This gene regulates the glucocorticoid receptor (GR), and aberrant FKBP5 methylation is associated with psychiatric and metabolic disorders. Recent evidence also indicates that FKBP5 methylation significantly influences malignant tumors. The methylation status of FKBP5 not only modulates its own expression but also contributes to disease pathogenesis by regulating downstream signaling pathways. Despite extensive research on FKBP5 in individual disease contexts, a critical gap remains in understanding how its DNAm serves as a unifying epigenetic mechanism across psychiatric, metabolic, and neoplastic disorders. Existing reviews often focus on single disease domains or on genetic and protein-level regulation, lacking a systematic, horizontal integration analysis centered on DNAm-a dynamic and reversible modification. This review aims to fill this gap by proposing a coherent "epigenetic regulatory framework" that elucidates how tissue-and site-specific FKBP5 DNAm patterns, through modulating glucocorticoid (GC) signaling, stress responses, and inflammatory pathways (e.g., NF-κB), contribute to divergent pathological outcomes. By integrating evidence from disparate fields, this review summarizes the role of FKBP5 DNAm in disease biology, its functions across various disorders, and its potential as a biomarker and therapeutic target, aiming to provide a theoretical foundation and strategic insights for disease diagnosis and treatment.
{"title":"The mechanism and clinical significance of FKBP5 gene DNA methylation in various psychiatric, metabolic and tumor-related diseases.","authors":"Changliang Wang, Zhixiu Xia","doi":"10.3389/fgene.2026.1734673","DOIUrl":"10.3389/fgene.2026.1734673","url":null,"abstract":"<p><p>The FK506 Binding Protein 5 (FKBP5) gene encodes a protein that binds to the immunosuppressive agent FK506. FKBP5 expression is regulated by genetic variation and epigenetic mechanisms, including DNA methylation (DNAm). This gene regulates the glucocorticoid receptor (GR), and aberrant FKBP5 methylation is associated with psychiatric and metabolic disorders. Recent evidence also indicates that FKBP5 methylation significantly influences malignant tumors. The methylation status of FKBP5 not only modulates its own expression but also contributes to disease pathogenesis by regulating downstream signaling pathways. Despite extensive research on FKBP5 in individual disease contexts, a critical gap remains in understanding how its DNAm serves as a unifying epigenetic mechanism across psychiatric, metabolic, and neoplastic disorders. Existing reviews often focus on single disease domains or on genetic and protein-level regulation, lacking a systematic, horizontal integration analysis centered on DNAm-a dynamic and reversible modification. This review aims to fill this gap by proposing a coherent \"epigenetic regulatory framework\" that elucidates how tissue-and site-specific FKBP5 DNAm patterns, through modulating glucocorticoid (GC) signaling, stress responses, and inflammatory pathways (e.g., NF-κB), contribute to divergent pathological outcomes. By integrating evidence from disparate fields, this review summarizes the role of FKBP5 DNAm in disease biology, its functions across various disorders, and its potential as a biomarker and therapeutic target, aiming to provide a theoretical foundation and strategic insights for disease diagnosis and treatment.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1734673"},"PeriodicalIF":2.8,"publicationDate":"2026-01-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12883251/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146149476","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23eCollection Date: 2026-01-01DOI: 10.3389/fgene.2026.1692489
Zeyu Tang, Emily K Mis, Saquib A Lakhani
Individuals with rare genetic diseases collectively comprise 3.5%-5.9% of the population, roughly 400 million people worldwide. Undiagnosed rare disease programs have leveraged next-generation sequencing technologies to facilitate genetic diagnoses, thereby shortening the complex diagnostic odysseys that many of these patients and their families endure. However, enrollment data suggest disparities in access to undiagnosed genetic disease programs among racial and ethnic minorities. To better understand this issue, we conducted a retrospective review of our rare undiagnosed disease program to assess whether referral route was a determinant of disparities for minoritized racial and ethnic communities. Participants enrolled in the Yale Pediatric Genomics Discovery Program from 2016 to 2022 were self-categorized into four racial and ethnic groups: Hispanic/Latinx (any race), non-Hispanic White, non-Hispanic Black/African American, non-Hispanic Other. Route of referral was classified as Inpatient, Outpatient, or Outside/Self referrals. Completion rates were the percentage of participants who completed enrollment compared to their respective group. Demographics for program participants were different from Yale-New Haven Children's Hospital demographics, with over-representation of non-Hispanics Whites. Direct inpatient recruitment had a higher yield of Hispanic individuals, which was offset by under-representation of minoritized individuals in the Outside/Self setting. Inpatients had lower referral completion rates compared to Outpatient and Outside/Self referrals. These data suggest that the route of referral may represent different levels of access to care, and inpatient recruitment may be leveraged to promote participation by some minoritized communities. We encourage other programs to examine their cohorts for representation and identify strategies for improving participation.
{"title":"Referral route: a determinant of inequity for children with undiagnosed genetic diseases?","authors":"Zeyu Tang, Emily K Mis, Saquib A Lakhani","doi":"10.3389/fgene.2026.1692489","DOIUrl":"10.3389/fgene.2026.1692489","url":null,"abstract":"<p><p>Individuals with rare genetic diseases collectively comprise 3.5%-5.9% of the population, roughly 400 million people worldwide. Undiagnosed rare disease programs have leveraged next-generation sequencing technologies to facilitate genetic diagnoses, thereby shortening the complex diagnostic odysseys that many of these patients and their families endure. However, enrollment data suggest disparities in access to undiagnosed genetic disease programs among racial and ethnic minorities. To better understand this issue, we conducted a retrospective review of our rare undiagnosed disease program to assess whether referral route was a determinant of disparities for minoritized racial and ethnic communities. Participants enrolled in the Yale Pediatric Genomics Discovery Program from 2016 to 2022 were self-categorized into four racial and ethnic groups: Hispanic/Latinx (any race), non-Hispanic White, non-Hispanic Black/African American, non-Hispanic Other. Route of referral was classified as Inpatient, Outpatient, or Outside/Self referrals. Completion rates were the percentage of participants who completed enrollment compared to their respective group. Demographics for program participants were different from Yale-New Haven Children's Hospital demographics, with over-representation of non-Hispanics Whites. Direct inpatient recruitment had a higher yield of Hispanic individuals, which was offset by under-representation of minoritized individuals in the Outside/Self setting. Inpatients had lower referral completion rates compared to Outpatient and Outside/Self referrals. These data suggest that the route of referral may represent different levels of access to care, and inpatient recruitment may be leveraged to promote participation by some minoritized communities. We encourage other programs to examine their cohorts for representation and identify strategies for improving participation.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1692489"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875595/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146142130","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23eCollection Date: 2025-01-01DOI: 10.3389/fgene.2025.1722462
Bibiana Palao, Miriam Leon-Otegui, Raquel Bernad, Maria Moreno-Coca, Elena Ordoñez, Elena Góngora, Isabel Castilla, Miguel Sogbe, Oscar Beloqui, Ana Patiño-García, Vincenzo Cirigliano, Luis Izquierdo
Elective Genomic Testing (EGT) can identify individuals at risk for actionable conditions that would not come to clinical attention following current testing guidelines. We describe the results of a checkup unit from a leading Spanish University hospital (Clínica Universidad de Navarra, Spain) that has incorporated EGT to their regular clinical practice. Medical anamnesis, biochemistry, low-intensity whole body scan and EGT with interpretation of over 560 genes related to actionable adult-onset diseases (Veritas Intercontinental, Spain) was performed in 400 participants, including medical consultation before and after the checkup. Clinically relevant variants were identified in 79/400 participants (19.8%). Thirteen individuals (3.3%) presented with clinical variants included in the American College of Medical Genetics and Genomics secondary finding list (ACMG SF list); 69.2% of these variants showed potential association with personal or family history (PFH). The study presents the results of the first hospital integrating EGT into the checkup unit.
选择性基因组测试(EGT)可以识别个体的可操作条件的风险,不会引起临床注意,按照目前的测试指南。我们描述了西班牙一家领先的大学医院(Clínica Universidad de Navarra, Spain)将EGT纳入常规临床实践的检查单位的结果。对400名参与者进行了医学回顾、生物化学、低强度全身扫描和EGT,并对560多个与可行动的成人发病疾病相关的基因进行了解释(西班牙Veritas Intercontinental),包括体检前后的医疗咨询。400名参与者中有79人(19.8%)发现了临床相关变异。13人(3.3%)的临床变异被纳入美国医学遗传学和基因组学学院二级发现列表(ACMG SF列表);69.2%的变异与个人或家族病史(PFH)有潜在关联。本研究介绍了第一家将EGT纳入体检单元的医院的结果。
{"title":"Elective genomic screening: results of the implementation of a whole genome sequencing program at a medical check-up unit in Spain.","authors":"Bibiana Palao, Miriam Leon-Otegui, Raquel Bernad, Maria Moreno-Coca, Elena Ordoñez, Elena Góngora, Isabel Castilla, Miguel Sogbe, Oscar Beloqui, Ana Patiño-García, Vincenzo Cirigliano, Luis Izquierdo","doi":"10.3389/fgene.2025.1722462","DOIUrl":"10.3389/fgene.2025.1722462","url":null,"abstract":"<p><p>Elective Genomic Testing (EGT) can identify individuals at risk for actionable conditions that would not come to clinical attention following current testing guidelines. We describe the results of a checkup unit from a leading Spanish University hospital (Clínica Universidad de Navarra, Spain) that has incorporated EGT to their regular clinical practice. Medical anamnesis, biochemistry, low-intensity whole body scan and EGT with interpretation of over 560 genes related to actionable adult-onset diseases (Veritas Intercontinental, Spain) was performed in 400 participants, including medical consultation before and after the checkup. Clinically relevant variants were identified in 79/400 participants (19.8%). Thirteen individuals (3.3%) presented with clinical variants included in the American College of Medical Genetics and Genomics secondary finding list (ACMG SF list); 69.2% of these variants showed potential association with personal or family history (PFH). The study presents the results of the first hospital integrating EGT into the checkup unit.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1722462"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12877404/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146141701","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Objective: This study was conducted to investigate the clinical and genetic characteristics of a family affected by hereditary spherocytosis (HS) combined with familial chylomicronemia syndrome (FCS), identify the pathogenic cause, and provide a basis for the clinical diagnosis, treatment, and genetic counseling of affected children.
Methods: Clinical data were collected from family members. High-throughput sequencing was performed to identify pathogenic variants in genes associated with HS and FCS in the proband. Suspected pathogenic mutations were confirmed in family members via PCR-Sanger sequencing. Bioinformatics analysis and three-dimensional protein structure prediction were also conducted.
Results: The proband presented with severe anemia, splenomegaly, and jaundice. Genetic testing revealed a heterozygous mutation, c.6005G>A (p.Trp2002*), in the spectrin beta chain (SPTB)gene (NM_001355436.2) and a missense mutation, c.292G>A (p.Ala98Thr), in the lipoprotein lipase (LPL) gene (NM_000237.3). The SPTB c.6005G>A (p.Trp2002*) mutation was inherited from the mother, who exhibited mild anemia, jaundice, and splenomegaly. The LPL c.292G>A (p.Ala98Thr) mutation was inherited from the father, who had hypertriglyceridemia. The SPTB c.6005G>A (p.Trp2002*) mutation is extremely rare in the general population.
Conclusion: The heterozygous mutations SPTB c.6005G>A (p.Trp2002*) and LPL c.292G>A (p.Ala98Thr) are the pathogenic causes in this family and provide a basis for clinical management and genetic counseling. Based on the HGMD, 1000G, and ExAC databases, the SPTB c.6005G>A (p.Trp2002*) mutation is reported here for the first time, enriching the mutation spectrum of the SPTB gene.
目的:探讨1例遗传性球形红细胞增多症(HS)合并家族性乳糜小红细胞血症综合征(FCS)家族的临床及遗传特征,明确致病原因,为患儿的临床诊断、治疗及遗传咨询提供依据。方法:收集患者家属的临床资料。采用高通量测序方法鉴定先证者HS和FCS相关基因的致病变异。通过PCR-Sanger测序,在家族成员中确认疑似致病性突变。并进行了生物信息学分析和三维蛋白质结构预测。结果:先证者表现为严重贫血、脾肿大、黄疸。基因检测显示,SPTB基因(NM_001355436.2)发生杂合突变c.6005G> a (p.Trp2002*),脂蛋白脂肪酶基因(NM_000237.3)发生错义突变c.292G> a (p.Ala98Thr)。SPTB c.6005G>A (p.Trp2002*)突变遗传自表现为轻度贫血、黄疸和脾肿大的母亲。LPL c.292G>A (p.Ala98Thr)突变遗传自患有高甘油三酯血症的父亲。SPTB c.6005G>A (p.Trp2002*)突变在一般人群中极为罕见。结论:SPTB c.6005G>A (p.Trp2002*)和LPL c.292G>A (p.Ala98Thr)是该家族的致病原因,可为临床管理和遗传咨询提供依据。本文基于HGMD、1000G和ExAC数据库,首次报道了SPTB c.6005G>A (p.Trp2002*)突变,丰富了SPTB基因的突变谱。
{"title":"Case Report: Clinical and genetic analysis of a family with hereditary spherocytosis combined with familial chylomicronemia syndrome.","authors":"Yumei Qin, Yanping Liu, Kecheng Li, Yaoming Deng, Hualian Li, Xiao Chen, Xuan Pan, Xiaojing Huang, Mengyue Xie, Xingjiang Long, Shifu Tang","doi":"10.3389/fgene.2026.1659838","DOIUrl":"10.3389/fgene.2026.1659838","url":null,"abstract":"<p><strong>Objective: </strong>This study was conducted to investigate the clinical and genetic characteristics of a family affected by hereditary spherocytosis (HS) combined with familial chylomicronemia syndrome (FCS), identify the pathogenic cause, and provide a basis for the clinical diagnosis, treatment, and genetic counseling of affected children.</p><p><strong>Methods: </strong>Clinical data were collected from family members. High-throughput sequencing was performed to identify pathogenic variants in genes associated with HS and FCS in the proband. Suspected pathogenic mutations were confirmed in family members via PCR-Sanger sequencing. Bioinformatics analysis and three-dimensional protein structure prediction were also conducted.</p><p><strong>Results: </strong>The proband presented with severe anemia, splenomegaly, and jaundice. Genetic testing revealed a heterozygous mutation, c.6005G>A (p.Trp2002*), in the spectrin beta chain (<i>SPTB</i>)gene (NM_001355436.2) and a missense mutation, c.292G>A (p.Ala98Thr), in the lipoprotein lipase (<i>LPL</i>) gene (NM_000237.3). The <i>SPTB</i> c.6005G>A (p.Trp2002*) mutation was inherited from the mother, who exhibited mild anemia, jaundice, and splenomegaly. The <i>LPL</i> c.292G>A (p.Ala98Thr) mutation was inherited from the father, who had hypertriglyceridemia. The <i>SPTB</i> c.6005G>A (p.Trp2002*) mutation is extremely rare in the general population.</p><p><strong>Conclusion: </strong>The heterozygous mutations <i>SPTB</i> c.6005G>A (p.Trp2002*) and <i>LPL</i> c.292G>A (p.Ala98Thr) are the pathogenic causes in this family and provide a basis for clinical management and genetic counseling. Based on the HGMD, 1000G, and ExAC databases, the <i>SPTB</i> c.6005G>A (p.Trp2002*) mutation is reported here for the first time, enriching the mutation spectrum of the <i>SPTB</i> gene.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1659838"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875594/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146141964","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Intervertebral disc degeneration (IDD) is a major contributor to low back pain, yet its molecular mechanisms remain unclear. Identifying potential druggable genes (PDGs) associated with IDD could facilitate early diagnosis and targeted therapy. This study aimed to explore the diagnostic and mechanistic significance of PDGs in IDD.
Methods and results: Three GEO datasets were merged as a training set, with another blood-based dataset as testing. PDGs were obtained from the literature and intersected with differentially expressed genes (DEGs). Functional enrichment and immune infiltration analyses were performed. A Lasso regression model was developed for diagnosis, and Mendelian Randomization (MR) analysis inferred causality. Cellular experiments validated key gene expression. Fourteen differentially expressed PDGs were identified, primarily involved in immune responses and neutrophil activity. A five-gene diagnostic model (BPI, CD160, CTSG, CYP27A1, KIF11) was constructed and demonstrated high accuracy. MR analysis confirmed a causal relationship between BPI and CTSG with IDD. GSEA revealed that BPI was negatively associated with oxidative phosphorylation, while CTSG was linked to the G2M checkpoint. Cellular experiments confirmed BPI and CTSG upregulation in TNF-α-induced NPCs.
Conclusion: This study constructed a diagnostic model and identified BPI and CTSG as potential biomarkers for IDD, providing new insights into IDD treatment.
{"title":"Identifying druggable gene-related biomarkers in intervertebral disc degeneration through transcriptome sequencing and mendelian randomization analysis.","authors":"Keping Wang, Zuolong Wu, Guanghai Zhao, Shaolong Li, Yizhe Lou, Guanhong Pan, Guangyi Wang, Haihong Zhang","doi":"10.3389/fgene.2026.1627091","DOIUrl":"10.3389/fgene.2026.1627091","url":null,"abstract":"<p><strong>Background: </strong>Intervertebral disc degeneration (IDD) is a major contributor to low back pain, yet its molecular mechanisms remain unclear. Identifying potential druggable genes (PDGs) associated with IDD could facilitate early diagnosis and targeted therapy. This study aimed to explore the diagnostic and mechanistic significance of PDGs in IDD.</p><p><strong>Methods and results: </strong>Three GEO datasets were merged as a training set, with another blood-based dataset as testing. PDGs were obtained from the literature and intersected with differentially expressed genes (DEGs). Functional enrichment and immune infiltration analyses were performed. A Lasso regression model was developed for diagnosis, and Mendelian Randomization (MR) analysis inferred causality. Cellular experiments validated key gene expression. Fourteen differentially expressed PDGs were identified, primarily involved in immune responses and neutrophil activity. A five-gene diagnostic model (BPI, CD160, CTSG, CYP27A1, KIF11) was constructed and demonstrated high accuracy. MR analysis confirmed a causal relationship between BPI and CTSG with IDD. GSEA revealed that BPI was negatively associated with oxidative phosphorylation, while CTSG was linked to the G2M checkpoint. Cellular experiments confirmed BPI and CTSG upregulation in TNF-α-induced NPCs.</p><p><strong>Conclusion: </strong>This study constructed a diagnostic model and identified BPI and CTSG as potential biomarkers for IDD, providing new insights into IDD treatment.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1627091"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875596/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146142116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Editorial: Genetics and epigenetics of melanoma and non-melanoma skin cancer.","authors":"Chiara Moltrasio, Paola Maura Tricarico, Muhammad Suleman, Sergio Crovella, Maurizio Romagnuolo","doi":"10.3389/fgene.2026.1770737","DOIUrl":"https://doi.org/10.3389/fgene.2026.1770737","url":null,"abstract":"","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1770737"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875716/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146141888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-23eCollection Date: 2025-01-01DOI: 10.3389/fgene.2025.1707053
Wei Zheng, Xinli Xing, Xuejing Sun, Na Wei
Polycystin-1 (PC1), encoded by the PKD1 gene, forms a complex with polycystin-2 (PKD2; 173910) that regulates multiple signaling pathways to maintain normal renal tubular structure and function. Mutations in the PKD1 gene are the primary cause of type 1 PKD (polycystic kidney disease), accounting for 78%-85% of all PKD cases. In this study, we report a case of a boy presenting with microscopic hematuria with multiple renal cysts and carrying an unreported intronic variant, c.12445-34_12445-10del, in the PKD1 gene inherited from his father who also presented PKD. Sanger sequencing and reverse transcription polymerase chain reaction (RT-PCR) for minigene splicing assays showed two abnormal splicing alterations with the c.12445-34_12445-10del variant at the mRNA level: one causes a 16-bp deletion in exon 46, resulting in premature protein termination (p.Phe4149GlyfsTer45), and the other results in a 205-bp deletion, leading to delayed termination (p.Phe4149ProfsTer139). Based on the clinical characteristics and gene mutations with functional verification, the patient was finally diagnosed with PKD caused by PKD1 function defection, as confirmed by the combined clinical features and genetic analysis. Management strategies include dietary management, blood pressure monitoring, and regular follow-up of kidney function. This is the first study to report an intronic deletion in the PKD1 gene that influences alternative splicing. Our findings expand the mutation spectrum leading to PKD1-related diseases and highlight the importance of genetic counseling for the family.
{"title":"An intronic micro-deletion impacts the transcription and translation of <i>PKD1</i> gene.","authors":"Wei Zheng, Xinli Xing, Xuejing Sun, Na Wei","doi":"10.3389/fgene.2025.1707053","DOIUrl":"10.3389/fgene.2025.1707053","url":null,"abstract":"<p><p>Polycystin-1 (PC1), encoded by the <i>PKD1</i> gene, forms a complex with polycystin-2 (<i>PKD2</i>; 173910) that regulates multiple signaling pathways to maintain normal renal tubular structure and function. Mutations in the <i>PKD1</i> gene are the primary cause of type 1 PKD (polycystic kidney disease), accounting for 78%-85% of all PKD cases. In this study, we report a case of a boy presenting with microscopic hematuria with multiple renal cysts and carrying an unreported intronic variant, c.12445-34_12445-10del, in the <i>PKD1</i> gene inherited from his father who also presented PKD. Sanger sequencing and reverse transcription polymerase chain reaction (RT-PCR) for minigene splicing assays showed two abnormal splicing alterations with the c.12445-34_12445-10del variant at the mRNA level: one causes a 16-bp deletion in exon 46, resulting in premature protein termination (p.Phe4149GlyfsTer45), and the other results in a 205-bp deletion, leading to delayed termination (p.Phe4149ProfsTer139). Based on the clinical characteristics and gene mutations with functional verification, the patient was finally diagnosed with PKD caused by PKD1 function defection, as confirmed by the combined clinical features and genetic analysis. Management strategies include dietary management, blood pressure monitoring, and regular follow-up of kidney function. This is the first study to report an intronic deletion in the <i>PKD1</i> gene that influences alternative splicing. Our findings expand the mutation spectrum leading to PKD1-related diseases and highlight the importance of genetic counseling for the family.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1707053"},"PeriodicalIF":2.8,"publicationDate":"2026-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12875593/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146142077","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-22eCollection Date: 2025-01-01DOI: 10.3389/fgene.2025.1699333
Asif Bashir Shikari, Raheel Shafeeq Khan, Noor-Ul Ain, F A Mohiddin, Gazala Hassan Khan, Najeeb-Ul-Rehman Sofi, Zahoor A Dar, M Ashraf Ahangar, Gowhar Ali, Aflaq Hamid Wani, Bilal A Padder
Introduction: A novel set of pyramided lines for durable blast resistance was developed using marker-assisted backcross breeding (MABB) strategy in the genetic background of the aromatic landrace Mushk Budji (MB).
Methods: Simultaneous-but-stepwise transfer of the blast resistance genes Pi54 and Pi9 was achieved through the integration of foreground selection (FS) and background genome recovery processes, aided by genome-wide SSR and >1500 KASP markers. MABB, whole genome re-sequencing, coupled with stringent phenotypic selection for aroma, amylose content, kernel dimensions, and cooking quality, helped minimize the linkage drag and achieve early recurrent parent genome (RPG) recovery in the inter-cross BC2F2:3 generation.
Results: The two-gene lines carrying Pi9 + Pi54 were developed through inter-crossing corresponding near-isogenic lines (NILs) with an RPG of approximately 90%. With the help of sequencing of the derived NILs, we were able, for the first time, to establish the role of major alleles underlying rice quality and stress resilience in MB. In the process, we confirmed the retention of favorable alleles at key genetic loci, such as BADH2 (aroma), Wx (amylose content), Rc (white pericarp), Hd1/Hd4/Hd5 (heading date), and COLD1/COLD6 (cold tolerance) in the derived NILs. GGE biplot analysis revealed stable performance of five advanced lines across target ecologies.
Discussion: The set of NILs was useful in elucidating the phenotypic effects of 11 genes related to grain type, quality, and adaptability traits in the landrace MB. Multi-environment screening for blast resistance, at hot spot locations, in addition to artificial inoculation, validated the resistance response of the lines to both leaf and neck blast. This study demonstrates the successful integration of genomics-assisted breeding and phenotypic selection to improve a heritage rice variety for enhanced disease resistance and ecological adaptation. The development of improved MB lines represents a rare endeavor towards the area expansion and conservation of the heirloom rice.
{"title":"Genomics-informed elucidation of trait-phenotype relationships and MABB approaches deliver major gene blast resistance in the aromatic rice landrace <i>Mushk Budji</i>.","authors":"Asif Bashir Shikari, Raheel Shafeeq Khan, Noor-Ul Ain, F A Mohiddin, Gazala Hassan Khan, Najeeb-Ul-Rehman Sofi, Zahoor A Dar, M Ashraf Ahangar, Gowhar Ali, Aflaq Hamid Wani, Bilal A Padder","doi":"10.3389/fgene.2025.1699333","DOIUrl":"10.3389/fgene.2025.1699333","url":null,"abstract":"<p><strong>Introduction: </strong>A novel set of pyramided lines for durable blast resistance was developed using marker-assisted backcross breeding (MABB) strategy in the genetic background of the aromatic landrace <i>Mushk Budji</i> (MB).</p><p><strong>Methods: </strong>Simultaneous-but-stepwise transfer of the blast resistance genes <i>Pi54</i> and <i>Pi9</i> was achieved through the integration of foreground selection (FS) and background genome recovery processes, aided by genome-wide SSR and >1500 KASP markers. MABB, whole genome re-sequencing, coupled with stringent phenotypic selection for aroma, amylose content, kernel dimensions, and cooking quality, helped minimize the linkage drag and achieve early recurrent parent genome (RPG) recovery in the inter-cross BC<sub>2</sub>F<sub>2:3</sub> generation.</p><p><strong>Results: </strong>The two-gene lines carrying <i>Pi9</i> + <i>Pi54</i> were developed through inter-crossing corresponding near-isogenic lines (NILs) with an RPG of approximately 90%. With the help of sequencing of the derived NILs, we were able, for the first time, to establish the role of major alleles underlying rice quality and stress resilience in MB. In the process, we confirmed the retention of favorable alleles at key genetic loci, such as <i>BADH2</i> (aroma), <i>Wx</i> (amylose content), <i>Rc</i> (white pericarp), <i>Hd1/Hd4/Hd5</i> (heading date), and <i>COLD1/COLD6</i> (cold tolerance) in the derived NILs. GGE biplot analysis revealed stable performance of five advanced lines across target ecologies.</p><p><strong>Discussion: </strong>The set of NILs was useful in elucidating the phenotypic effects of 11 genes related to grain type, quality, and adaptability traits in the landrace MB. Multi-environment screening for blast resistance, at hot spot locations, in addition to artificial inoculation, validated the resistance response of the lines to both leaf and neck blast. This study demonstrates the successful integration of genomics-assisted breeding and phenotypic selection to improve a heritage rice variety for enhanced disease resistance and ecological adaptation. The development of improved MB lines represents a rare endeavor towards the area expansion and conservation of the heirloom rice.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1699333"},"PeriodicalIF":2.8,"publicationDate":"2026-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12872327/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146124027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2026-01-21eCollection Date: 2025-01-01DOI: 10.3389/fgene.2025.1752811
Shulin Zhao, Baoyun Nan, Jun Guo, Wenkai Xu, Zhen Li
Introduction: Coronary atherosclerotic heart disease (CHD) is a leading cause of morbidity and mortality worldwide, making timely identification critical for improving patient prognosis. However, traditional imaging examinations are limited by high costs and patient selection bias, while existing prediction models often lack interpretability and generalization ability. This study aimed to develop a robust, interpretable machine learning approach to address these challenges.
Methods: This retrospective study analyzed hospitalized patients at Quzhou People's Hospital from July 2021 to March 2025. Patients diagnosed with CHD were categorized as positive samples, while those without cardiovascular disease served as negative controls. The dataset integrated demographic data, blood biomarkers, and vital signs. A Generative Adversarial Imputation Network (GAIN) was utilized to handle missing values, and multiple machine learning models were constructed and compared for prediction performance.
Results: Among the evaluated algorithms, the XGBoost model achieved superior performance on the test set with an Area Under the Curve (AUC) of 0.9053. To enhance clinical utility, the integration of SHAP (SHapley Additive exPlanations) values enabled both global and local interpretation of model decisions. Key predictive factors identified included mean respiratory rate during hospitalization, age, high-sensitivity troponin I (hs-cTnI), and hypertension.
Discussion: The developed model demonstrates robust prediction performance combined with high clinical interpretability. Unlike traditional "black box" models, this approach clarifies the contribution of specific risk factors. Crucially, the tool is well-suited for dual deployment: serving as an automated screening tool integrated into hospital electronic health records (EHRs) and as a self-monitoring aid for individuals with underlying health conditions via mobile health applications.
简介:冠状动脉粥样硬化性心脏病(CHD)是世界范围内发病率和死亡率的主要原因,及时识别对改善患者预后至关重要。然而,传统的影像学检查受到成本高和患者选择偏差的限制,而现有的预测模型往往缺乏可解释性和泛化能力。本研究旨在开发一种强大的、可解释的机器学习方法来应对这些挑战。方法:对衢州市人民医院2021年7月至2025年3月住院患者进行回顾性研究。诊断为冠心病的患者被归类为阳性样本,而没有心血管疾病的患者被归类为阴性对照。该数据集整合了人口统计数据、血液生物标志物和生命体征。利用生成式对抗Imputation网络(GAIN)处理缺失值,构建多个机器学习模型并比较其预测性能。结果:在评估的算法中,XGBoost模型在测试集上取得了较好的性能,曲线下面积(Area Under the Curve, AUC)为0.9053。为了提高临床效用,SHAP (SHapley加性解释)值的整合使模型决策的全局和局部解释成为可能。确定的关键预测因素包括住院期间的平均呼吸频率、年龄、高敏感性肌钙蛋白I (hs-cTnI)和高血压。讨论:开发的模型具有强大的预测性能,并具有较高的临床可解释性。与传统的“黑箱”模型不同,这种方法澄清了特定风险因素的贡献。至关重要的是,该工具非常适合双重部署:作为集成到医院电子健康记录(EHRs)中的自动筛查工具,并通过移动健康应用程序作为具有潜在健康状况的个人的自我监测辅助工具。
{"title":"Coronary heart disease risk prediction based on GAIN imputation and interpretable machine learning.","authors":"Shulin Zhao, Baoyun Nan, Jun Guo, Wenkai Xu, Zhen Li","doi":"10.3389/fgene.2025.1752811","DOIUrl":"10.3389/fgene.2025.1752811","url":null,"abstract":"<p><strong>Introduction: </strong>Coronary atherosclerotic heart disease (CHD) is a leading cause of morbidity and mortality worldwide, making timely identification critical for improving patient prognosis. However, traditional imaging examinations are limited by high costs and patient selection bias, while existing prediction models often lack interpretability and generalization ability. This study aimed to develop a robust, interpretable machine learning approach to address these challenges.</p><p><strong>Methods: </strong>This retrospective study analyzed hospitalized patients at Quzhou People's Hospital from July 2021 to March 2025. Patients diagnosed with CHD were categorized as positive samples, while those without cardiovascular disease served as negative controls. The dataset integrated demographic data, blood biomarkers, and vital signs. A Generative Adversarial Imputation Network (GAIN) was utilized to handle missing values, and multiple machine learning models were constructed and compared for prediction performance.</p><p><strong>Results: </strong>Among the evaluated algorithms, the XGBoost model achieved superior performance on the test set with an Area Under the Curve (AUC) of 0.9053. To enhance clinical utility, the integration of SHAP (SHapley Additive exPlanations) values enabled both global and local interpretation of model decisions. Key predictive factors identified included mean respiratory rate during hospitalization, age, high-sensitivity troponin I (hs-cTnI), and hypertension.</p><p><strong>Discussion: </strong>The developed model demonstrates robust prediction performance combined with high clinical interpretability. Unlike traditional \"black box\" models, this approach clarifies the contribution of specific risk factors. Crucially, the tool is well-suited for dual deployment: serving as an automated screening tool integrated into hospital electronic health records (EHRs) and as a self-monitoring aid for individuals with underlying health conditions via mobile health applications.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1752811"},"PeriodicalIF":2.8,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12867338/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146118768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Whole-genome sequence and assembly of the sporogenic <i>Bacillus paralicheniformis</i> T7 strain with high proteolytic and amylolytic activities.","authors":"Arman Mussakhmetov, Saniya Aktayeva, Arailym Sarsen, Asset Daniyarov, Bekbolat Khassenov, Ulykbek Kairov","doi":"10.3389/fgene.2026.1720096","DOIUrl":"10.3389/fgene.2026.1720096","url":null,"abstract":"","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"17 ","pages":"1720096"},"PeriodicalIF":2.8,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12867574/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146118843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}