Adrien Tourneur, Joel Rodrigues Vitória, Manuel Saiselet, Ligia Craciun, Denis Larsimont, Anne Lefort, Frédérick Libert, Carine Maenhaut, Sabine Costagliola, Maxime Tarabichi, Mirian Romitti, Vincent Detours
{"title":"Spatial and single-nuclei transcriptomics reveals idiosyncratic and generic patterns in papillary and anaplastic thyroid cancers.","authors":"Adrien Tourneur, Joel Rodrigues Vitória, Manuel Saiselet, Ligia Craciun, Denis Larsimont, Anne Lefort, Frédérick Libert, Carine Maenhaut, Sabine Costagliola, Maxime Tarabichi, Mirian Romitti, Vincent Detours","doi":"10.1002/1878-0261.70289","DOIUrl":null,"url":null,"abstract":"<p><p>Sixty percent of papillary thyroid cancers (PTCs) are driven by BRAF<sup>V600E</sup>, a mutation associated with high inter- and intra-tumoral heterogeneity. PTCs may become highly aggressive anaplastic thyroid cancers (ATCs). While single-cell transcriptomics may resolve this heterogeneity, it is potentially confounded by technical effects whose correction may dampen inter-tumor variations. Here we profiled ATCs and BRAF<sup>V600E</sup> PTCs with single-nuclei RNA-seq and spatial transcriptomics, and an experimental design disentangling biological and technical variations. It reveals that much transcriptional variation in cancer cells and several immune cell types is idiosyncratic, that is, tumor-specific, a phenomenon obscured by batch integration in a number of single-cell studies. Idiosyncrasies are associated in some cases with genomic aberrations and global tissue states like hypoxia. Beyond idiosyncrasies, differentiation markers SLC5A5 (NIS), TPO, TG, and TSHR are lost in a sequence mirrored by their gain during human thyroid organoids maturation, suggesting a new classification of cancer cell states. PTC cells retain TSHR expression and show features of partial epithelial-mesenchymal transition (EMT) with a massive expression of FN1, which promotes proliferation via an autocrine loop. In contrast, ATCs undergo full-scale EMT, with expression of mesenchymal extracellular components and loss of TSHR. Finally, we show that the microenvironment of cancer cells is driven by inflammation. These findings may help future stratifications of BRAF<sup>V600E</sup> PTCs.</p>","PeriodicalId":18764,"journal":{"name":"Molecular Oncology","volume":" ","pages":""},"PeriodicalIF":4.5000,"publicationDate":"2026-08-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13459077/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular Oncology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/1878-0261.70289","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Biochemistry, Genetics and Molecular Biology","Score":null,"Total":0}
引用次数: 0
Abstract
Sixty percent of papillary thyroid cancers (PTCs) are driven by BRAFV600E, a mutation associated with high inter- and intra-tumoral heterogeneity. PTCs may become highly aggressive anaplastic thyroid cancers (ATCs). While single-cell transcriptomics may resolve this heterogeneity, it is potentially confounded by technical effects whose correction may dampen inter-tumor variations. Here we profiled ATCs and BRAFV600E PTCs with single-nuclei RNA-seq and spatial transcriptomics, and an experimental design disentangling biological and technical variations. It reveals that much transcriptional variation in cancer cells and several immune cell types is idiosyncratic, that is, tumor-specific, a phenomenon obscured by batch integration in a number of single-cell studies. Idiosyncrasies are associated in some cases with genomic aberrations and global tissue states like hypoxia. Beyond idiosyncrasies, differentiation markers SLC5A5 (NIS), TPO, TG, and TSHR are lost in a sequence mirrored by their gain during human thyroid organoids maturation, suggesting a new classification of cancer cell states. PTC cells retain TSHR expression and show features of partial epithelial-mesenchymal transition (EMT) with a massive expression of FN1, which promotes proliferation via an autocrine loop. In contrast, ATCs undergo full-scale EMT, with expression of mesenchymal extracellular components and loss of TSHR. Finally, we show that the microenvironment of cancer cells is driven by inflammation. These findings may help future stratifications of BRAFV600E PTCs.
Molecular OncologyBiochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
11.80
自引率
1.50%
发文量
203
审稿时长
10 weeks
期刊介绍:
Molecular Oncology highlights new discoveries, approaches, and technical developments, in basic, clinical and discovery-driven translational cancer research. It publishes research articles, reviews (by invitation only), and timely science policy articles.
The journal is now fully Open Access with all articles published over the past 10 years freely available.