Małgorzata Wilk, Thomas Knöpfel, Stana M Burger, Stellor Nlandu Khodo, Roland H Wenger
{"title":"癌细胞对缺氧转录反应的单细胞异质性。","authors":"Małgorzata Wilk, Thomas Knöpfel, Stana M Burger, Stellor Nlandu Khodo, Roland H Wenger","doi":"10.1093/narcan/zcaf021","DOIUrl":null,"url":null,"abstract":"<p><p>Hypoxia-inducible factor (HIF) is a master regulator of cancer cell adaptation to tumor hypoxia and is involved in cancer progression. Single-cell (sc) differences in the HIF response allow for tumor evolution and cause therapy resistance. These sc-differences are usually ascribed to tumor microenvironmental differences and/or clonal (epi)genetic variability. However, the sc-heterogeneity of the HIF response in otherwise identical cells cultured under defined <i>in vitro</i> conditions has not yet been addressed. Therefore, we analyzed the sc-response to hypoxia in nonclonal cell lines and multiple clonal derivatives, including HIF-1α or HIF-2α knockouts. While HIF-1α and HIF-1 target mRNA sc-heterogeneity was slightly higher than global transcription or specific housekeeping messenger RNAs (mRNAs), HIF-2α and especially HIF-2 target mRNA sc-heterogeneity was extraordinary, and remained in independent clones following HIFα knockouts. Unexpectedly, neither HIF-2α mRNA nor nuclear protein levels correlated with target mRNA levels. Unsupervised but not supervised HIF target gene dimensionality reduction revealed the initial sample composition after scRNA-seq, demonstrating that, owing to sc-heterogeneity, individual HIF target genes are not sufficient to unequivocally identify hypoxic cancer cells. In conclusion, the pronounced intrinsic sc-heterogeneity of the HIF response represents a hitherto unrecognized feature of cancer cells that impairs clinical HIF pathway-dependent cancer cell identification and targeting.</p>","PeriodicalId":94149,"journal":{"name":"NAR cancer","volume":"7 3","pages":"zcaf021"},"PeriodicalIF":3.2000,"publicationDate":"2025-08-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12409416/pdf/","citationCount":"0","resultStr":"{\"title\":\"Inherent single-cell heterogeneity of the transcriptional response to hypoxia in cancer cells.\",\"authors\":\"Małgorzata Wilk, Thomas Knöpfel, Stana M Burger, Stellor Nlandu Khodo, Roland H Wenger\",\"doi\":\"10.1093/narcan/zcaf021\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Hypoxia-inducible factor (HIF) is a master regulator of cancer cell adaptation to tumor hypoxia and is involved in cancer progression. Single-cell (sc) differences in the HIF response allow for tumor evolution and cause therapy resistance. These sc-differences are usually ascribed to tumor microenvironmental differences and/or clonal (epi)genetic variability. However, the sc-heterogeneity of the HIF response in otherwise identical cells cultured under defined <i>in vitro</i> conditions has not yet been addressed. Therefore, we analyzed the sc-response to hypoxia in nonclonal cell lines and multiple clonal derivatives, including HIF-1α or HIF-2α knockouts. While HIF-1α and HIF-1 target mRNA sc-heterogeneity was slightly higher than global transcription or specific housekeeping messenger RNAs (mRNAs), HIF-2α and especially HIF-2 target mRNA sc-heterogeneity was extraordinary, and remained in independent clones following HIFα knockouts. Unexpectedly, neither HIF-2α mRNA nor nuclear protein levels correlated with target mRNA levels. Unsupervised but not supervised HIF target gene dimensionality reduction revealed the initial sample composition after scRNA-seq, demonstrating that, owing to sc-heterogeneity, individual HIF target genes are not sufficient to unequivocally identify hypoxic cancer cells. In conclusion, the pronounced intrinsic sc-heterogeneity of the HIF response represents a hitherto unrecognized feature of cancer cells that impairs clinical HIF pathway-dependent cancer cell identification and targeting.</p>\",\"PeriodicalId\":94149,\"journal\":{\"name\":\"NAR cancer\",\"volume\":\"7 3\",\"pages\":\"zcaf021\"},\"PeriodicalIF\":3.2000,\"publicationDate\":\"2025-08-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12409416/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"NAR cancer\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1093/narcan/zcaf021\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/9/1 0:00:00\",\"PubModel\":\"eCollection\",\"JCR\":\"Q2\",\"JCRName\":\"BIOCHEMISTRY & MOLECULAR BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"NAR cancer","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1093/narcan/zcaf021","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/9/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
Inherent single-cell heterogeneity of the transcriptional response to hypoxia in cancer cells.
Hypoxia-inducible factor (HIF) is a master regulator of cancer cell adaptation to tumor hypoxia and is involved in cancer progression. Single-cell (sc) differences in the HIF response allow for tumor evolution and cause therapy resistance. These sc-differences are usually ascribed to tumor microenvironmental differences and/or clonal (epi)genetic variability. However, the sc-heterogeneity of the HIF response in otherwise identical cells cultured under defined in vitro conditions has not yet been addressed. Therefore, we analyzed the sc-response to hypoxia in nonclonal cell lines and multiple clonal derivatives, including HIF-1α or HIF-2α knockouts. While HIF-1α and HIF-1 target mRNA sc-heterogeneity was slightly higher than global transcription or specific housekeeping messenger RNAs (mRNAs), HIF-2α and especially HIF-2 target mRNA sc-heterogeneity was extraordinary, and remained in independent clones following HIFα knockouts. Unexpectedly, neither HIF-2α mRNA nor nuclear protein levels correlated with target mRNA levels. Unsupervised but not supervised HIF target gene dimensionality reduction revealed the initial sample composition after scRNA-seq, demonstrating that, owing to sc-heterogeneity, individual HIF target genes are not sufficient to unequivocally identify hypoxic cancer cells. In conclusion, the pronounced intrinsic sc-heterogeneity of the HIF response represents a hitherto unrecognized feature of cancer cells that impairs clinical HIF pathway-dependent cancer cell identification and targeting.