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

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作者
Sean M. Gross
Mark A. Dane
Rebecca L. Smith
Kaylyn L. Devlin
Ian C. McLean
Daniel S. Derrick
Caitlin E. Mills
Kartik Subramanian
Alexandra B. London
Denis Torre
John Erol Evangelista
Daniel J. B. Clarke
Zhuorui Xie
Cemal Erdem
Nicholas Lyons
Ted Natoli
Sarah Pessa
Xiaodong Lu
James Mullahoo
Jonathan Li
Miriam Adam
Brook Wassie
Moqing Liu
David F. Kilburn
Tiera A. Liby
Elmar Bucher
Crystal Sanchez-Aguila
Kenneth Daily
Larsson Omberg
Yunguan Wang
Connor Jacobson
Clarence Yapp
Mirra Chung
Dusica Vidovic
Yiling Lu
Stephan Schurer
Albert Lee
Ajay Pillai
Aravind Subramanian
Malvina Papanastasiou
Ernest Fraenkel
Heidi S. Feiler
Gordon B. Mills
Jake D. Jaffe
Avi Ma’ayan
Marc R. Birtwistle
Peter K. Sorger
James E. Korkola
Joe W. Gray
Laura M. Heiser
机构
[1] Department of Biomedical Engineering,Laboratory of Systems Pharmacology, Department of Systems Biology
[2] OHSU,Department of Pharmacological Sciences, Mount Sinai Center for Bioinformatics
[3] Harvard Program in Therapeutic Science,Department of Chemical and Biomolecular Engineering
[4] Harvard Medical School,Department of Biological Engineering
[5] Icahn School of Medicine at Mount Sinai,Sylvester Comprehensive Cancer Center
[6] Clemson University,Department of Molecular and Cellular Pharmacology, Miller School of Medicine
[7] Broad Institute of MIT and Harvard,Institute for Data Science & Computing
[8] Massachusetts Institute of Technology,Department of Genomic Medicine, Division of Cancer Medicine
[9] Sage Bionetworks,Heart, Lung, and Blood Institute
[10] University of Miami,Human Genome Research Institute
[11] University of Miami,undefined
[12] University of Miami,undefined
[13] The University of Texas MD Anderson Cancer Center,undefined
[14] National Institutes of Health,undefined
[15] National Institutes of Health,undefined
[16] Knight Cancer Institute,undefined
[17] OHSU,undefined
[18] Division of Oncological Sciences,undefined
[19] OHSU,undefined
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摘要
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.
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    Dane, Mark A.
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    Devlin, Kaylyn L.
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    Subramanian, Kartik
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    Torre, Denis
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    Erdem, Cemal
    Lyons, Nicholas
    Natoli, Ted
    Pessa, Sarah
    Lu, Xiaodong
    Mullahoo, James
    Li, Jonathan
    Adam, Miriam
    Wassie, Brook
    Liu, Moqing
    Kilburn, David F.
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    Daily, Kenneth
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    Wang, Yunguan
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    Yapp, Clarence
    Chung, Mirra
    Vidovic, Dusica
    Lu, Yiling
    Schurer, Stephan
    Lee, Albert
    Pillai, Ajay
    Subramanian, Aravind
    Papanastasiou, Malvina
    Fraenkel, Ernest
    Feiler, Heidi S.
    Mills, Gordon B.
    Jaffe, Jake D.
    Ma'ayan, Avi
    Birtwistle, Marc R.
    Sorger, Peter K.
    Korkola, James E.
    Gray, Joe W.
    Heiser, Laura M.
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