Multiplex Cytological Profiling Assay to Measure Diverse Cellular States

被引:179
作者
Gustafsdottir, Sigrun M.
Ljosa, Vebjorn
Sokolnicki, Katherine L.
Wilson, J. Anthony
Walpita, Deepika
Kemp, Melissa M.
Seiler, Kathleen Petri
Carrel, Hyman A.
Golub, Todd R.
Schreiber, Stuart L.
Clemons, Paul A. [1 ]
Carpenter, Anne E.
Shamji, Alykhan F.
机构
[1] Broad Inst Harvard, Cambridge, MA USA
来源
PLOS ONE | 2013年 / 8卷 / 12期
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
RESPONSES; DATABASE; LIGAND; CELLS;
D O I
10.1371/journal.pone.0080999
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Computational methods for image-based profiling are under active development, but their success hinges on assays that can capture a wide range of phenotypes. We have developed a multiplex cytological profiling assay that "paints the cell" with as many fluorescent markers as possible without compromising our ability to extract rich, quantitative profiles in high throughput. The assay detects seven major cellular components. In a pilot screen of bioactive compounds, the assay detected a range of cellular phenotypes and it clustered compounds with similar annotated protein targets or chemical structure based on cytological profiles. The results demonstrate that the assay captures subtle patterns in the combination of morphological labels, thereby detecting the effects of chemical compounds even though their targets are not stained directly. This image-based assay provides an unbiased approach to characterize compound-and disease-associated cell states to support future probe discovery.
引用
收藏
页数:7
相关论文
共 24 条
  • [1] Compound classification using image-based cellular phenotypes
    Adams, Cynthia L.
    Kutsyy, Vadim
    Coleman, Daniel A.
    Cong, Ge
    Crompton, Anne Moon
    Elias, Kathleen A.
    Oestreicher, Donald R.
    Trautman, Jay K.
    Vaisberg, Eugeni
    [J]. MEASURING BIOLOGICAL RESPONSES WITH AUTOMATED MICROSCOPY, 2006, 414 : 440 - 468
  • [2] Lanatoside C sensitizes glioblastoma cells to tumor necrosis factor-related apoptosis-inducing ligand and induces an alternative cell death pathway
    Badr, Christian E.
    Wurdinger, Thomas
    Nilsson, Jonas
    Niers, Johanna M.
    Whalen, Michael
    Degterev, Alexei
    Tannous, Bakhos A.
    [J]. NEURO-ONCOLOGY, 2011, 13 (11) : 1213 - 1224
  • [3] CellProfiler: image analysis software for identifying and quantifying cell phenotypes
    Carpenter, Anne E.
    Jones, Thouis Ray
    Lamprecht, Michael R.
    Clarke, Colin
    Kang, In Han
    Friman, Ola
    Guertin, David A.
    Chang, Joo Han
    Lindquist, Robert A.
    Moffat, Jason
    Golland, Polina
    Sabatini, David M.
    [J]. GENOME BIOLOGY, 2006, 7 (10)
  • [4] Multi-parameter phenotypic profiling: using cellular effects to characterize small-molecule compounds
    Feng, Yan
    Mitchison, Timothy J.
    Bender, Andreas
    Young, Daniel W.
    Tallarico, John A.
    [J]. NATURE REVIEWS DRUG DISCOVERY, 2009, 8 (07) : 567 - 578
  • [5] Morphobase, an Encyclopedic Cell Morphology Database, and Its Use for Drug Target Identification
    Futamura, Yushi
    Kawatani, Makoto
    Kazami, Sayaka
    Tanaka, Kenichi
    Muroi, Makoto
    Shimizu, Takeshi
    Tomita, Koji
    Watanabe, Nobumoto
    Osada, Hiroyuki
    [J]. CHEMISTRY & BIOLOGY, 2012, 19 (12): : 1620 - 1630
  • [6] The Gene Ontology (GO) database and informatics resource
    Harris, MA
    Clark, J
    Ireland, A
    Lomax, J
    Ashburner, M
    Foulger, R
    Eilbeck, K
    Lewis, S
    Marshall, B
    Mungall, C
    Richter, J
    Rubin, GM
    Blake, JA
    Bult, C
    Dolan, M
    Drabkin, H
    Eppig, JT
    Hill, DP
    Ni, L
    Ringwald, M
    Balakrishnan, R
    Cherry, JM
    Christie, KR
    Costanzo, MC
    Dwight, SS
    Engel, S
    Fisk, DG
    Hirschman, JE
    Hong, EL
    Nash, RS
    Sethuraman, A
    Theesfeld, CL
    Botstein, D
    Dolinski, K
    Feierbach, B
    Berardini, T
    Mundodi, S
    Rhee, SY
    Apweiler, R
    Barrell, D
    Camon, E
    Dimmer, E
    Lee, V
    Chisholm, R
    Gaudet, P
    Kibbe, W
    Kishore, R
    Schwarz, EM
    Sternberg, P
    Gwinn, M
    [J]. NUCLEIC ACIDS RESEARCH, 2004, 32 : D258 - D261
  • [7] Scoring diverse cellular morphologies in image-based screens with iterative feedback and machine learning
    Jones, Thouis R.
    Carpenter, Anne E.
    Lamprecht, Michael R.
    Moffat, Jason
    Silver, Serena J.
    Grenier, Jennifer K.
    Castoreno, Adam B.
    Eggert, Ulrike S.
    Root, David E.
    Golland, Polina
    Sabatini, David M.
    [J]. PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (06) : 1826 - 1831
  • [8] DrugBank 3.0: a comprehensive resource for 'Omics' research on drugs
    Knox, Craig
    Law, Vivian
    Jewison, Timothy
    Liu, Philip
    Ly, Son
    Frolkis, Alex
    Pon, Allison
    Banco, Kelly
    Mak, Christine
    Neveu, Vanessa
    Djoumbou, Yannick
    Eisner, Roman
    Guo, An Chi
    Wishart, David S.
    [J]. NUCLEIC ACIDS RESEARCH, 2011, 39 : D1035 - D1041
  • [9] The connectivity map: Using gene-expression signatures to connect small molecules, genes, and disease
    Lamb, Justin
    Crawford, Emily D.
    Peck, David
    Modell, Joshua W.
    Blat, Irene C.
    Wrobel, Matthew J.
    Lerner, Jim
    Brunet, Jean-Philippe
    Subramanian, Aravind
    Ross, Kenneth N.
    Reich, Michael
    Hieronymus, Haley
    Wei, Guo
    Armstrong, Scott A.
    Haggarty, Stephen J.
    Clemons, Paul A.
    Wei, Ru
    Carr, Steven A.
    Lander, Eric S.
    Golub, Todd R.
    [J]. SCIENCE, 2006, 313 (5795) : 1929 - 1935
  • [10] Chapter 17: Bioimage Informatics for Systems Pharmacology
    Li, Fuhai
    Yin, Zheng
    Jin, Guangxu
    Zhao, Hong
    Wong, Stephen T. C.
    [J]. PLOS COMPUTATIONAL BIOLOGY, 2013, 9 (04)