Alberto Gallo, Mirko Ronzio, Maria Barbara Campbell, Sofia Polettini, Enrico Garattini, Roberto Mantovani, Diletta Dolfini
{"title":"一种基因表达特征定义了一种低水平Claudins和高比例NF-YA长/短剪接变体的胃腺癌亚型。","authors":"Alberto Gallo, Mirko Ronzio, Maria Barbara Campbell, Sofia Polettini, Enrico Garattini, Roberto Mantovani, Diletta Dolfini","doi":"10.1007/s10120-025-01671-1","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Claudin-3, Claudin-4, and Claudin-7 are expressed on the surface of epithelial cells. Their absence in neoplastic cells of epithelial origin is an aggressiveness marker in different cancers. The NF-YA gene codes for the Nuclear-Transcription-Factor-Y-Subunit-A, which is overexpressed in various tumors. In tumors, the relative ratio of the two major NF-YA alternative splicing isoforms, NF-YA long and NF-YA short, is associated with a mesenchymal phenotype and a poor prognosis. Based on a high NF-YA long/NF-YA short ratio, we generated a 158-gene signature that is common to Claudin<sup>low</sup> Breast Carcinomas (BRCA) and Stomach Adenocarcinomas (STAD).</p><p><strong>Methods: </strong>To better classify STAD Claudin<sup>low</sup> tumors, we employed a hierarchical clustering approach based on our 158-gene signature to classify STAD into a Claudin<sup>low</sup> subgroup. We tested the classification potential of our signature in TCGA as well as in two additional datasets of tumors. We used the deep-learning DeepCC tool and the 158-gene signature to classify the STAD cell lines available in the CCLE platform. Obtained data were validated with qRT-PCR and Western blots.</p><p><strong>Results: </strong>The 158-gene signature resulted in the selection of a STAD subgroup with effective Claudin<sup>low</sup> expression and with a high NF-YA long/NF-YA short ratio. This Claudin<sup>low</sup> subgroup was separated from the EMT subgroup of STAD and it is characterized by poor clinical outcome. We identified nine Claudin<sup>low</sup> STAD cell lines with a high NF-YA long/NF-Y short ratio and validated the expression of selected markers.</p><p><strong>Conclusions: </strong>Our work supports the notion that three overlapping features-low expression of Claudin-3/4/7, high NF-YA long/NF-YA short ratio and a 158-gene signature-mark a specific subset of STAD characterized by mesenchymal features and poor prognosis.</p>","PeriodicalId":12684,"journal":{"name":"Gastric Cancer","volume":" ","pages":""},"PeriodicalIF":5.1000,"publicationDate":"2025-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A gene-expression signature defines a subtype of Stomach Adenocarcinomas with low levels of Claudins and a high ratio of NF-YA long/NF-YA short splicing variants.\",\"authors\":\"Alberto Gallo, Mirko Ronzio, Maria Barbara Campbell, Sofia Polettini, Enrico Garattini, Roberto Mantovani, Diletta Dolfini\",\"doi\":\"10.1007/s10120-025-01671-1\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Claudin-3, Claudin-4, and Claudin-7 are expressed on the surface of epithelial cells. Their absence in neoplastic cells of epithelial origin is an aggressiveness marker in different cancers. The NF-YA gene codes for the Nuclear-Transcription-Factor-Y-Subunit-A, which is overexpressed in various tumors. In tumors, the relative ratio of the two major NF-YA alternative splicing isoforms, NF-YA long and NF-YA short, is associated with a mesenchymal phenotype and a poor prognosis. Based on a high NF-YA long/NF-YA short ratio, we generated a 158-gene signature that is common to Claudin<sup>low</sup> Breast Carcinomas (BRCA) and Stomach Adenocarcinomas (STAD).</p><p><strong>Methods: </strong>To better classify STAD Claudin<sup>low</sup> tumors, we employed a hierarchical clustering approach based on our 158-gene signature to classify STAD into a Claudin<sup>low</sup> subgroup. We tested the classification potential of our signature in TCGA as well as in two additional datasets of tumors. We used the deep-learning DeepCC tool and the 158-gene signature to classify the STAD cell lines available in the CCLE platform. Obtained data were validated with qRT-PCR and Western blots.</p><p><strong>Results: </strong>The 158-gene signature resulted in the selection of a STAD subgroup with effective Claudin<sup>low</sup> expression and with a high NF-YA long/NF-YA short ratio. This Claudin<sup>low</sup> subgroup was separated from the EMT subgroup of STAD and it is characterized by poor clinical outcome. We identified nine Claudin<sup>low</sup> STAD cell lines with a high NF-YA long/NF-Y short ratio and validated the expression of selected markers.</p><p><strong>Conclusions: </strong>Our work supports the notion that three overlapping features-low expression of Claudin-3/4/7, high NF-YA long/NF-YA short ratio and a 158-gene signature-mark a specific subset of STAD characterized by mesenchymal features and poor prognosis.</p>\",\"PeriodicalId\":12684,\"journal\":{\"name\":\"Gastric Cancer\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":5.1000,\"publicationDate\":\"2025-10-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Gastric Cancer\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1007/s10120-025-01671-1\",\"RegionNum\":1,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"GASTROENTEROLOGY & HEPATOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Gastric Cancer","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s10120-025-01671-1","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"GASTROENTEROLOGY & HEPATOLOGY","Score":null,"Total":0}
A gene-expression signature defines a subtype of Stomach Adenocarcinomas with low levels of Claudins and a high ratio of NF-YA long/NF-YA short splicing variants.
Background: Claudin-3, Claudin-4, and Claudin-7 are expressed on the surface of epithelial cells. Their absence in neoplastic cells of epithelial origin is an aggressiveness marker in different cancers. The NF-YA gene codes for the Nuclear-Transcription-Factor-Y-Subunit-A, which is overexpressed in various tumors. In tumors, the relative ratio of the two major NF-YA alternative splicing isoforms, NF-YA long and NF-YA short, is associated with a mesenchymal phenotype and a poor prognosis. Based on a high NF-YA long/NF-YA short ratio, we generated a 158-gene signature that is common to Claudinlow Breast Carcinomas (BRCA) and Stomach Adenocarcinomas (STAD).
Methods: To better classify STAD Claudinlow tumors, we employed a hierarchical clustering approach based on our 158-gene signature to classify STAD into a Claudinlow subgroup. We tested the classification potential of our signature in TCGA as well as in two additional datasets of tumors. We used the deep-learning DeepCC tool and the 158-gene signature to classify the STAD cell lines available in the CCLE platform. Obtained data were validated with qRT-PCR and Western blots.
Results: The 158-gene signature resulted in the selection of a STAD subgroup with effective Claudinlow expression and with a high NF-YA long/NF-YA short ratio. This Claudinlow subgroup was separated from the EMT subgroup of STAD and it is characterized by poor clinical outcome. We identified nine Claudinlow STAD cell lines with a high NF-YA long/NF-Y short ratio and validated the expression of selected markers.
Conclusions: Our work supports the notion that three overlapping features-low expression of Claudin-3/4/7, high NF-YA long/NF-YA short ratio and a 158-gene signature-mark a specific subset of STAD characterized by mesenchymal features and poor prognosis.
期刊介绍:
Gastric Cancer is an esteemed global forum that focuses on various aspects of gastric cancer research, treatment, and biology worldwide.
The journal promotes a diverse range of content, including original articles, case reports, short communications, and technical notes. It also welcomes Letters to the Editor discussing published articles or sharing viewpoints on gastric cancer topics.
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With a dedicated and knowledgeable editorial team, the journal is committed to providing exceptional support and ensuring high levels of author satisfaction. In fact, over 90% of published authors have expressed their intent to publish again in our esteemed journal.