In vivo cell-cycle profiling in xenograft tumors by quantitative intravital microscopy

Methods for quantitative, automated in vivo cell-cycle profiling are applied to tumor xenografts in the mouse to study the effects of drug treatment. Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as t...

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Published inNature methods Vol. 12; no. 6; pp. 577 - 585
Main Authors Chittajallu, Deepak R, Florian, Stefan, Kohler, Rainer H, Iwamoto, Yoshiko, Orth, James D, Weissleder, Ralph, Danuser, Gaudenz, Mitchison, Timothy J
Format Journal Article
LanguageEnglish
Published New York Nature Publishing Group US 01.06.2015
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Abstract Methods for quantitative, automated in vivo cell-cycle profiling are applied to tumor xenografts in the mouse to study the effects of drug treatment. Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as tissue development and cancer. Analysis of 3D in vivo images, however, is very challenging. Today's best practice, manual annotation of select image events, generates arbitrarily sampled data distributions, which are unsuitable for reliable mechanistic inferences. Here, we present an integrated workflow for quantitative in vivo cell-cycle profiling. It combines image analysis and machine learning methods for automated 3D segmentation and cell-cycle state identification of individual cell-nuclei with widely varying morphologies embedded in complex tumor environments. We applied our workflow to quantify cell-cycle effects of three antimitotic cancer drugs over 8 d in HT-1080 fibrosarcoma xenografts in living mice using a data set of 38,000 cells and compared the induced phenotypes. In contrast to results with 2D culture, observed mitotic arrest was relatively low, suggesting involvement of additional mechanisms in their antitumor effect in vivo .
AbstractList Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as tissue development and cancer. Analysis of 3D in vivo images, however, is very challenging. Today's best practice, manual annotation of select image events, generates arbitrarily sampled data distributions, which are unsuitable for reliable mechanistic inferences. Here, we present an integrated workflow for quantitative in vivo cell-cycle profiling. It combines image analysis and machine learning methods for automated 3D segmentation and cell-cycle state identification of individual cell-nuclei with widely varying morphologies embedded in complex tumor environments. We applied our workflow to quantify cell-cycle effects of three antimitotic cancer drugs over 8 d in HT-1080 fibrosarcoma xenografts in living mice using a data set of 38,000 cells and compared the induced phenotypes. In contrast to results with 2D culture, observed mitotic arrest was relatively low, suggesting involvement of additional mechanisms in their antitumor effect in vivo.
Methods for quantitative, automated in vivo cell-cycle profiling are applied to tumor xenografts in the mouse to study the effects of drug treatment. Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as tissue development and cancer. Analysis of 3D in vivo images, however, is very challenging. Today's best practice, manual annotation of select image events, generates arbitrarily sampled data distributions, which are unsuitable for reliable mechanistic inferences. Here, we present an integrated workflow for quantitative in vivo cell-cycle profiling. It combines image analysis and machine learning methods for automated 3D segmentation and cell-cycle state identification of individual cell-nuclei with widely varying morphologies embedded in complex tumor environments. We applied our workflow to quantify cell-cycle effects of three antimitotic cancer drugs over 8 d in HT-1080 fibrosarcoma xenografts in living mice using a data set of 38,000 cells and compared the induced phenotypes. In contrast to results with 2D culture, observed mitotic arrest was relatively low, suggesting involvement of additional mechanisms in their antitumor effect in vivo .
Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as tissue development and cancer. Analysis of 3D in vivo images, however, is very challenging. Today's best practice, manual annotation of select image events, generates arbitrarily sampled data distributions, which are unsuitable for reliable mechanistic inferences. Here, we present an integrated workflow for quantitative in vivo cell-cycle profiling. It combines image analysis and machine learning methods for automated 3D segmentation and cell-cycle state identification of individual cell-nuclei with widely varying morphologies embedded in complex tumor environments. We applied our workflow to quantify cell-cycle effects of three antimitotic cancer drugs over 8 d in HT-1080 fibrosarcoma xenografts in living mice using a data set of 38,000 cells and compared the induced phenotypes. In contrast to results with 2D culture, observed mitotic arrest was relatively low, suggesting involvement of additional mechanisms in their antitumor effect in vivo
Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional biological processes such as tissue development and cancer. Analysis of 3D in vivo images, however, is very challenging. Today’s best practice, manual annotation of select image events, generates arbitrarily sampled data distributions, unsuitable for reliable mechanistic inferences. Here, we present an integrated workflow for quantitative in vivo cell-cycle profiling. It combines image analysis and machine learning methods for automated 3D segmentation and cell-cycle state identification of individual cell-nuclei with widely varying morphologies embedded in complex tumor environments. We applied our workflow to quantify cell-cycle effects of three antimitotic cancer drugs over 8 days in HT-1080 fibrosarcoma xenografts in living mice using a dataset of 38,000 cells and compared the induced phenotypes. In contrast to 2D culture, observed mitotic arrest was relatively low, suggesting involvement of additional mechanisms in their antitumor effect in vivo .
Audience Academic
Author Kohler, Rainer H
Orth, James D
Iwamoto, Yoshiko
Florian, Stefan
Weissleder, Ralph
Chittajallu, Deepak R
Danuser, Gaudenz
Mitchison, Timothy J
AuthorAffiliation 1 Department of Cell Biology, Harvard Medical School, Boston, Massachusetts, USA
2 Department of Systems Biology, Harvard Medical School, Boston, Massachusetts, USA
4 Molecular, Cellular and Developmental Biology, University of Colorado Boulder, Boulder, Colorado, USA
3 Center for Systems Biology, Massachusetts General Hospital, Boston, Massachusetts, USA
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These authors contributed equally to this work.
Present address: Department of Cell Biology, The University of Texas Southwestern Medical Center, Dallas, Texas, USA.
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SSID ssj0033425
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Snippet Methods for quantitative, automated in vivo cell-cycle profiling are applied to tumor xenografts in the mouse to study the effects of drug treatment....
Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional (3D) biological processes such as tissue...
Quantification of cell-cycle state at a single-cell level is essential to understand fundamental three-dimensional biological processes such as tissue...
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springer
SourceType Open Access Repository
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Publisher
StartPage 577
SubjectTerms 14/63
14/69
59
631/114/1305
631/114/1564
631/67/2321
631/80/641
64/60
Animals
Bioinformatics
Biological Microscopy
Biological Techniques
Biomedical Engineering/Biotechnology
Cancer
Cell cycle
Cell Cycle - physiology
Cell research
Cellular control mechanisms
Gene Expression Regulation, Neoplastic
Image processing systems
Image Processing, Computer-Assisted
Innovations
Life Sciences
Mice
Microscope and microscopy
Microscopy
Microscopy - methods
Neoplasms, Experimental - metabolism
Observations
Proteomics
Scientific imaging
Transcriptome
Title In vivo cell-cycle profiling in xenograft tumors by quantitative intravital microscopy
URI https://link.springer.com/article/10.1038/nmeth.3363
https://www.ncbi.nlm.nih.gov/pubmed/25867850
https://www.proquest.com/docview/1767147410
https://search.proquest.com/docview/1684433527
https://search.proquest.com/docview/1846398856
https://pubmed.ncbi.nlm.nih.gov/PMC4579269
Volume 12
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