Ye Zhang, Lydie Debaize, Adam Langenbucher, Jenalyn Weekes, Ioulia Vogiatzi, Teemu P Miettinen, Mingzeng Zhang, Emily Sumpena, Huiyun Liu, Sarah M Duquette, Liam Hackett, Jeremy Zhang, Sona Baghiyan, Robert A Redd, Martin Aryee, Matthew S Davids, Austin I Kim, Christine E Ryan, David M Weinstock, Scott R Manalis, Mark A Murakami
{"title":"整合单细胞生物物理和转录组学特征来解决套细胞淋巴瘤的功能异质性。","authors":"Ye Zhang, Lydie Debaize, Adam Langenbucher, Jenalyn Weekes, Ioulia Vogiatzi, Teemu P Miettinen, Mingzeng Zhang, Emily Sumpena, Huiyun Liu, Sarah M Duquette, Liam Hackett, Jeremy Zhang, Sona Baghiyan, Robert A Redd, Martin Aryee, Matthew S Davids, Austin I Kim, Christine E Ryan, David M Weinstock, Scott R Manalis, Mark A Murakami","doi":"10.1101/2025.05.20.655210","DOIUrl":null,"url":null,"abstract":"<p><p>Intra-tumor heterogeneity impacts disease progression and therapeutic resistance but remains poorly characterized by conventional histologic, immunophenotypic, and molecular approaches. Single-cell biophysical properties distinguish functional phenotypes complementary to these approaches, providing additional insight into cellular diversity. Here we link both buoyant mass and stiffness to gene expression to identify clinically relevant phenotypes within primary mantle cell lymphoma (MCL) cells, employing MCL as a model of biological and clinical diversity in human cancer. Linked measurements reveal that buoyant mass and stiffness characterize B-cell development states from naïve to plasma cell and correlate with expression of oncogenic B-cell receptor signaling genes such as <i>BLK</i> and <i>CD79A</i> . Additionally, changes in cell buoyant mass within primary patient specimens <i>ex vivo</i> correlate with sensitivity to Bruton's Tyrosine Kinase inhibitors <i>in vivo</i> in MCL and chronic lymphocytic leukemia, another B-cell malignancy. These findings highlight the value of biophysical properties as biomarkers of response in pursuit of future precision therapeutic strategies.</p>","PeriodicalId":519960,"journal":{"name":"bioRxiv : the preprint server for biology","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2025-05-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12139831/pdf/","citationCount":"0","resultStr":"{\"title\":\"Integrating Single-Cell Biophysical and Transcriptomic Features to Resolve Functional Heterogeneity in Mantle Cell Lymphoma.\",\"authors\":\"Ye Zhang, Lydie Debaize, Adam Langenbucher, Jenalyn Weekes, Ioulia Vogiatzi, Teemu P Miettinen, Mingzeng Zhang, Emily Sumpena, Huiyun Liu, Sarah M Duquette, Liam Hackett, Jeremy Zhang, Sona Baghiyan, Robert A Redd, Martin Aryee, Matthew S Davids, Austin I Kim, Christine E Ryan, David M Weinstock, Scott R Manalis, Mark A Murakami\",\"doi\":\"10.1101/2025.05.20.655210\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Intra-tumor heterogeneity impacts disease progression and therapeutic resistance but remains poorly characterized by conventional histologic, immunophenotypic, and molecular approaches. Single-cell biophysical properties distinguish functional phenotypes complementary to these approaches, providing additional insight into cellular diversity. Here we link both buoyant mass and stiffness to gene expression to identify clinically relevant phenotypes within primary mantle cell lymphoma (MCL) cells, employing MCL as a model of biological and clinical diversity in human cancer. Linked measurements reveal that buoyant mass and stiffness characterize B-cell development states from naïve to plasma cell and correlate with expression of oncogenic B-cell receptor signaling genes such as <i>BLK</i> and <i>CD79A</i> . Additionally, changes in cell buoyant mass within primary patient specimens <i>ex vivo</i> correlate with sensitivity to Bruton's Tyrosine Kinase inhibitors <i>in vivo</i> in MCL and chronic lymphocytic leukemia, another B-cell malignancy. These findings highlight the value of biophysical properties as biomarkers of response in pursuit of future precision therapeutic strategies.</p>\",\"PeriodicalId\":519960,\"journal\":{\"name\":\"bioRxiv : the preprint server for biology\",\"volume\":\" \",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-05-24\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12139831/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"bioRxiv : the preprint server for biology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1101/2025.05.20.655210\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"bioRxiv : the preprint server for biology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2025.05.20.655210","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Integrating Single-Cell Biophysical and Transcriptomic Features to Resolve Functional Heterogeneity in Mantle Cell Lymphoma.
Intra-tumor heterogeneity impacts disease progression and therapeutic resistance but remains poorly characterized by conventional histologic, immunophenotypic, and molecular approaches. Single-cell biophysical properties distinguish functional phenotypes complementary to these approaches, providing additional insight into cellular diversity. Here we link both buoyant mass and stiffness to gene expression to identify clinically relevant phenotypes within primary mantle cell lymphoma (MCL) cells, employing MCL as a model of biological and clinical diversity in human cancer. Linked measurements reveal that buoyant mass and stiffness characterize B-cell development states from naïve to plasma cell and correlate with expression of oncogenic B-cell receptor signaling genes such as BLK and CD79A . Additionally, changes in cell buoyant mass within primary patient specimens ex vivo correlate with sensitivity to Bruton's Tyrosine Kinase inhibitors in vivo in MCL and chronic lymphocytic leukemia, another B-cell malignancy. These findings highlight the value of biophysical properties as biomarkers of response in pursuit of future precision therapeutic strategies.