A multi-omic analysis of MCF10A cells provides a resource for integrative assessment of ligand-mediated molecular and phenotypic responses

The phenotype of a cell and its underlying molecular state is strongly influenced by extracellular signals, including growth factors, hormones, and extracellular matrix proteins. While these signals are normally tightly controlled, their dysregulation leads to phenotypic and molecular states associated with diverse diseases. To develop a detailed understanding of the linkage between molecular and phenotypic changes, we generated a comprehensive dataset that catalogs the transcriptional, proteomic, epigenomic and phenotypic responses of MCF10A mammary epithelial cells after exposure to the ligands EGF, HGF, OSM, IFNG, TGFB and BMP2. Systematic assessment of the molecular and cellular phenotypes induced by these ligands comprise the LINCS Microenvironment (ME) perturbation dataset, which has been curated and made publicly available for community-wide analysis and development of novel computational methods ( synapse.org/LINCS_MCF10A ). In illustrative analyses, we demonstrate how this dataset can be used to discover functionally related molecular features linked to specific cellular phenotypes. Beyond these analyses, this dataset will serve as a resource for the broader scientific community to mine for biological insights, to compare signals carried across distinct molecular modalities, and to develop new computational methods for integrative data analysis.

Dane, Mark A. (author)
Smith, Rebecca L. (author)
Devlin, Kaylyn L. (author)
McLean, Ian C. (author)
Derrick, Daniel S. (author)
Mills, Caitlin E. (author)
Subramanian, Kartik (author)
London, Alexandra B. (author)
Torre, Denis (author)
Evangelista, John Erol (author)
Clarke, Daniel J. B. (author)
Xie, Zhuorui (author)
Erdem, CemalUmeå universitet,Patologi,Department of Chemical and Biomolecular Engineering, Clemson University, Clemson, SC, USA(Swepub:umu)ceer0042 (author)
Lyons, Nicholas (author)
Natoli, Ted (author)
Pessa, Sarah (author)
Lu, Xiaodong (author)
Mullahoo, James (author)
Li, Jonathan (author)
Adam, Miriam (author)
Wassie, Brook (author)
Liu, Moqing (author)
Kilburn, David F. (author)
Liby, Tiera A. (author)
Bucher, Elmar (author)
Sanchez-Aguila, Crystal (author)
Daily, Kenneth (author)
Omberg, Larsson (author)
Wang, Yunguan (author)
Jacobson, Connor (author)
Yapp, Clarence (author)
Chung, Mirra (author)
Vidovic, Dusica (author)
Lu, Yiling (author)
Schurer, Stephan (author)
Lee, Albert (author)
Pillai, Ajay (author)
Subramanian, Aravind (author)
Papanastasiou, Malvina (author)
Fraenkel, Ernest (author)
Feiler, Heidi S. (author)
Mills, Gordon B. (author)
Jaffe, Jake D. (author)
Ma’ayan, Avi (author)
Birtwistle, Marc R. (author)
Sorger, Peter K. (author)
Korkola, James E. (author)
Gray, Joe W. (author)
Heiser, Laura M. (author)
Umeå universitetPatologi (creator_code:org_t)

By the author/editor: Gross, Sean M.; Dane, Mark A.; Smith, Rebecca L ...; Devlin, Kaylyn L ...; McLean, Ian C.; Derrick, Daniel ...; show more...; Mills, Caitlin E ...; Subramanian, Kar ...; London, Alexandr ...; Torre, Denis; Evangelista, Joh ...; Clarke, Daniel J ...; Xie, Zhuorui; Erdem, Cemal; Lyons, Nicholas; Natoli, Ted; Pessa, Sarah; Lu, Xiaodong; Mullahoo, James; Li, Jonathan; Adam, Miriam; Wassie, Brook; Liu, Moqing; Kilburn, David F ...; Liby, Tiera A.; Bucher, Elmar; Sanchez-Aguila, ...; Daily, Kenneth; Omberg, Larsson; Wang, Yunguan; Jacobson, Connor; Yapp, Clarence; Chung, Mirra; Vidovic, Dusica; Lu, Yiling; Schurer, Stephan; Lee, Albert; Pillai, Ajay; Subramanian, Ara ...; Papanastasiou, M ...; Fraenkel, Ernest; Feiler, Heidi S.; Mills, Gordon B.; Jaffe, Jake D.; Ma’ayan, Avi; Birtwistle, Marc ...; Sorger, Peter K.; Korkola, James E ...; Gray, Joe W.; Heiser, Laura M.; show less...

About the subject

NATURAL SCIENCES: NATURAL SCIENCES; and Biological Scien ...; and Cell Biology

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