Aurora Santin, Giulia Pianigiani, Alessandro Gialluisi, Alessandro Pecori, Beatrice Spedicati, Simona Costanzo, Mariarosaria Persichillo, Francesca Bracone, Giuseppe Giovanni Nardone, Paola Tesolin, Stefania Lenarduzzi, Anna Morgan, Amalia De Curtis, Wouter van der Valk, Francis Rousset, Marta Roccio, Heiko Locher, Licia Iacoviello, Maria Pina Concas, Giorgia Girotto
{"title":"正常听力功能遗传学:你都听说过吗?在三个意大利队列中,全基因组关联研究和转录组关联研究的综合方法。","authors":"Aurora Santin, Giulia Pianigiani, Alessandro Gialluisi, Alessandro Pecori, Beatrice Spedicati, Simona Costanzo, Mariarosaria Persichillo, Francesca Bracone, Giuseppe Giovanni Nardone, Paola Tesolin, Stefania Lenarduzzi, Anna Morgan, Amalia De Curtis, Wouter van der Valk, Francis Rousset, Marta Roccio, Heiko Locher, Licia Iacoviello, Maria Pina Concas, Giorgia Girotto","doi":"10.3389/fgene.2025.1522338","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Deepening the genetic mechanisms underlying Normal Hearing Function (NHF) has proven challenging, despite extensive efforts through Genome-Wide Association Studies (GWAS).</p><p><strong>Methods: </strong>NHF was described as a set of nine quantitative traits (i.e., hearing thresholds at 0.25, 0.5, 1, 2, 4, and 8 kHz, and three pure-tone averages of thresholds at low, medium, and high frequencies). For each trait, GWAS analyses were performed on the Moli-sani cohort (n = 1,209); then, replication analyses were conducted on Carlantino (CAR, n = 261) and Val Borbera (VBI, n = 425) cohorts. Expression levels of the most significantly associated genes were assessed employing single-nucleus RNA sequencing data (snRNA-seq) on human fetal and adult inner ear tissues. Finally, for all nine NHF traits, Transcriptome-Wide Association Studies (TWAS) were performed, combining GWAS summary statistics and pre-computed gene expression weights in 12 brain tissues.</p><p><strong>Results: </strong>GWAS on the Discovery cohort allowed the detection of 667 SNPs spanning 327 protein coding genes at a <i>p</i> < 10<sup>-5</sup>, across the nine NHF traits. Two loci with a p < 5 × 10<sup>-8</sup> were replicated: 1. rs112501869 within <i>SLC1A6</i> gene, encoding a brain high-affinity glutamate transporter, reached <i>p</i> = 6.21 × 10<sup>-9</sup> in the 0.25 kHz trait. 2. rs73519456 within <i>ASTN2</i> gene, encoding the Astrotactin protein 2, reached genome-wide significance in three NHF traits: 0.5 kHz (<i>p</i> = 1.86 × 10<sup>-8</sup>), PTAL (<i>p</i> = 9.40 × 10<sup>-9</sup>), and PTAM (<i>p</i> = 3.64 × 10<sup>-8</sup>). SnRNA-seq data analyses revealed a peculiar expression of the <i>ASTN2</i> gene in the neuronal and dark cells populations, while for <i>SLC1A6</i> no significant expression was detected. TWAS analyses detected that the <i>ARF4-AS1</i> gene (eQTL: rs1584327) was statistically significant (<i>p</i> = 4.49 × 10<sup>-6</sup>) in the hippocampal tissue for the 0.25 kHz trait.</p><p><strong>Conclusion: </strong>This study took advantage of three Italian cohorts, deeply characterized from a genetic and audiological point of view. Bioinformatics and biostatistics analyses allowed the identification of three novel candidate genes, namely, <i>SLC1A6, ASTN2,</i> and <i>ARF4-AS1</i>. Functional studies and replication in larger and independent cohorts will be essential to confirm the biological role of these genes in regulating hearing function; however, these results confirm GWAS and TWAS as powerful methods for novel gene discovery, thus paving the way for a deeper understanding of the entangled genetic landscape underlying the auditory system.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1522338"},"PeriodicalIF":2.8000,"publicationDate":"2025-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12127661/pdf/","citationCount":"0","resultStr":"{\"title\":\"Normal hearing function genetics: have you heard all about it? An integrated approach of genome-wide association studies and transcriptome-wide association studies in three Italian cohorts.\",\"authors\":\"Aurora Santin, Giulia Pianigiani, Alessandro Gialluisi, Alessandro Pecori, Beatrice Spedicati, Simona Costanzo, Mariarosaria Persichillo, Francesca Bracone, Giuseppe Giovanni Nardone, Paola Tesolin, Stefania Lenarduzzi, Anna Morgan, Amalia De Curtis, Wouter van der Valk, Francis Rousset, Marta Roccio, Heiko Locher, Licia Iacoviello, Maria Pina Concas, Giorgia Girotto\",\"doi\":\"10.3389/fgene.2025.1522338\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Introduction: </strong>Deepening the genetic mechanisms underlying Normal Hearing Function (NHF) has proven challenging, despite extensive efforts through Genome-Wide Association Studies (GWAS).</p><p><strong>Methods: </strong>NHF was described as a set of nine quantitative traits (i.e., hearing thresholds at 0.25, 0.5, 1, 2, 4, and 8 kHz, and three pure-tone averages of thresholds at low, medium, and high frequencies). For each trait, GWAS analyses were performed on the Moli-sani cohort (n = 1,209); then, replication analyses were conducted on Carlantino (CAR, n = 261) and Val Borbera (VBI, n = 425) cohorts. Expression levels of the most significantly associated genes were assessed employing single-nucleus RNA sequencing data (snRNA-seq) on human fetal and adult inner ear tissues. Finally, for all nine NHF traits, Transcriptome-Wide Association Studies (TWAS) were performed, combining GWAS summary statistics and pre-computed gene expression weights in 12 brain tissues.</p><p><strong>Results: </strong>GWAS on the Discovery cohort allowed the detection of 667 SNPs spanning 327 protein coding genes at a <i>p</i> < 10<sup>-5</sup>, across the nine NHF traits. Two loci with a p < 5 × 10<sup>-8</sup> were replicated: 1. rs112501869 within <i>SLC1A6</i> gene, encoding a brain high-affinity glutamate transporter, reached <i>p</i> = 6.21 × 10<sup>-9</sup> in the 0.25 kHz trait. 2. rs73519456 within <i>ASTN2</i> gene, encoding the Astrotactin protein 2, reached genome-wide significance in three NHF traits: 0.5 kHz (<i>p</i> = 1.86 × 10<sup>-8</sup>), PTAL (<i>p</i> = 9.40 × 10<sup>-9</sup>), and PTAM (<i>p</i> = 3.64 × 10<sup>-8</sup>). SnRNA-seq data analyses revealed a peculiar expression of the <i>ASTN2</i> gene in the neuronal and dark cells populations, while for <i>SLC1A6</i> no significant expression was detected. TWAS analyses detected that the <i>ARF4-AS1</i> gene (eQTL: rs1584327) was statistically significant (<i>p</i> = 4.49 × 10<sup>-6</sup>) in the hippocampal tissue for the 0.25 kHz trait.</p><p><strong>Conclusion: </strong>This study took advantage of three Italian cohorts, deeply characterized from a genetic and audiological point of view. Bioinformatics and biostatistics analyses allowed the identification of three novel candidate genes, namely, <i>SLC1A6, ASTN2,</i> and <i>ARF4-AS1</i>. Functional studies and replication in larger and independent cohorts will be essential to confirm the biological role of these genes in regulating hearing function; however, these results confirm GWAS and TWAS as powerful methods for novel gene discovery, thus paving the way for a deeper understanding of the entangled genetic landscape underlying the auditory system.</p>\",\"PeriodicalId\":12750,\"journal\":{\"name\":\"Frontiers in Genetics\",\"volume\":\"16 \",\"pages\":\"1522338\"},\"PeriodicalIF\":2.8000,\"publicationDate\":\"2025-05-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12127661/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Frontiers in Genetics\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.3389/fgene.2025.1522338\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/1/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"GENETICS & HEREDITY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Genetics","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.3389/fgene.2025.1522338","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"GENETICS & HEREDITY","Score":null,"Total":0}
Normal hearing function genetics: have you heard all about it? An integrated approach of genome-wide association studies and transcriptome-wide association studies in three Italian cohorts.
Introduction: Deepening the genetic mechanisms underlying Normal Hearing Function (NHF) has proven challenging, despite extensive efforts through Genome-Wide Association Studies (GWAS).
Methods: NHF was described as a set of nine quantitative traits (i.e., hearing thresholds at 0.25, 0.5, 1, 2, 4, and 8 kHz, and three pure-tone averages of thresholds at low, medium, and high frequencies). For each trait, GWAS analyses were performed on the Moli-sani cohort (n = 1,209); then, replication analyses were conducted on Carlantino (CAR, n = 261) and Val Borbera (VBI, n = 425) cohorts. Expression levels of the most significantly associated genes were assessed employing single-nucleus RNA sequencing data (snRNA-seq) on human fetal and adult inner ear tissues. Finally, for all nine NHF traits, Transcriptome-Wide Association Studies (TWAS) were performed, combining GWAS summary statistics and pre-computed gene expression weights in 12 brain tissues.
Results: GWAS on the Discovery cohort allowed the detection of 667 SNPs spanning 327 protein coding genes at a p < 10-5, across the nine NHF traits. Two loci with a p < 5 × 10-8 were replicated: 1. rs112501869 within SLC1A6 gene, encoding a brain high-affinity glutamate transporter, reached p = 6.21 × 10-9 in the 0.25 kHz trait. 2. rs73519456 within ASTN2 gene, encoding the Astrotactin protein 2, reached genome-wide significance in three NHF traits: 0.5 kHz (p = 1.86 × 10-8), PTAL (p = 9.40 × 10-9), and PTAM (p = 3.64 × 10-8). SnRNA-seq data analyses revealed a peculiar expression of the ASTN2 gene in the neuronal and dark cells populations, while for SLC1A6 no significant expression was detected. TWAS analyses detected that the ARF4-AS1 gene (eQTL: rs1584327) was statistically significant (p = 4.49 × 10-6) in the hippocampal tissue for the 0.25 kHz trait.
Conclusion: This study took advantage of three Italian cohorts, deeply characterized from a genetic and audiological point of view. Bioinformatics and biostatistics analyses allowed the identification of three novel candidate genes, namely, SLC1A6, ASTN2, and ARF4-AS1. Functional studies and replication in larger and independent cohorts will be essential to confirm the biological role of these genes in regulating hearing function; however, these results confirm GWAS and TWAS as powerful methods for novel gene discovery, thus paving the way for a deeper understanding of the entangled genetic landscape underlying the auditory system.
Frontiers in GeneticsBiochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍:
Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public.
The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.