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Winterhoff BJ, Maile M, Mitra AK, Sebe A, Bazzaro M, Geller MA, Abrahante JE, Klein M, Hellweg R, Mullany SA, Beckman K, Daniel J, Starr TK. Corrigendum to "Single cell sequencing reveals heterogeneity within ovarian cancer epithelium and cancer associated stromal cells" [Gyncol. Oncol. 144 (2017) 598-606]. Gynecol Oncol 2018; 151:182-186. [PMID: 30097329 DOI: 10.1016/j.ygyno.2018.07.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Boris J Winterhoff
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Makayla Maile
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Amit Kumar Mitra
- Department of Genetics, Cell Biology & Development, University of Minnesota, Minneapolis, MN, USA
| | - Attila Sebe
- Division of Medical Biotechnology, Paul Ehrlich Institute, Langen, Germany
| | - Martina Bazzaro
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Melissa A Geller
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Juan E Abrahante
- University of Minnesota Informatics Institute, University of Minnesota, Minneapolis, MN, USA
| | - Molly Klein
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Raffaele Hellweg
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA
| | - Sally A Mullany
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA
| | - Kenneth Beckman
- Genomics Center, University of Minnesota, Minneapolis, MN, USA
| | - Jerry Daniel
- Genomics Center, University of Minnesota, Minneapolis, MN, USA
| | - Timothy K Starr
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA.
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Starr TK, Winterhoff B, Maile M, Beckman K, Daniel J, Geller M, Bazzaro M, Klein M, Hellweg R, Abrahante J, Mitra AK, Sebe A, Mullany SA. Abstract 5402: Single cell sequencing of high grade serous ovarian cancer. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-5402] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
We performed RNA sequencing of single cells derived from a high grade serous ovarian cancer (HGSOC) specimen to determine the extent of heterogeneity and to determine if it was feasible to identify cancer stem cells or gene expression signatures of chemo resistance. To perform RNA sequencing we enzymatically digested a fresh specimen from an HGSOC derived from the ovary. Immune cells were depleted by flow cytometry and single cell sequencing was performed using the Fluidigm C1 chip in tandem with Illumina HiSeq 2500 sequencing. Multiple bioinformatics tools were used to identify subgroups and activated pathways. Immunohistochemistry was performed on an adjacent tumor section to analyze markers of epithelium, stroma and stem cells. We found that gene expression patterns in single cells could be used to separate cells into stroma-like and epithelial-like groups. Gene set enrichment analysis identified proliferative genesets (oxidative phosphorylation and MYC targets) associated with the epithelial-like cells while epithelial-to-mesenchymal-transition (EMT) genes associated with the stroma-like cells. Neither group was significantly associated with genesets derived from chemo-resistant cells. Using known marker analysis, we could identify a small percentage of cells that expressed ovarian cancer stem cell markers and we could group cells into functional categories. Using four molecular subtypes established from large-scale bulk sequencing studies we show that single cells from a single patient are heterogeneous and each molecular subtype is represented. In conclusion, we show the feasibility of performing single cell sequencing on an epithelial ovarian cancer and reveal a heterogeneous population of cells. Expanding these findings to a larger cohort of patients could allow for identification of targetable sub-populations of cells that were previously undetectable in studies that use bulk samples to interrogate the transcriptome and genome of ovarian cancer patients.
Citation Format: Timothy K. Starr, Boris Winterhoff, Makayla Maile, Kenneth Beckman, Jerry Daniel, Melissa Geller, Martina Bazzaro, Molly Klein, Raffaele Hellweg, Juan Abrahante, Amit K. Mitra, Atilla Sebe, Sally A. Mullany. Single cell sequencing of high grade serous ovarian cancer [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 5402. doi:10.1158/1538-7445.AM2017-5402
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Iizuka Y, Mooneyham A, Sieben A, Chen K, Maile M, Hellweg R, Schütz F, Teckle K, Starr T, Thayanithy V, Vogel RI, Lou E, Lee MK, Bazzaro M. UNC-45A is required for neurite extension via controlling NMII activation. Mol Biol Cell 2017; 28:1337-1346. [PMID: 28356421 PMCID: PMC5426848 DOI: 10.1091/mbc.e16-06-0381] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2016] [Revised: 03/15/2017] [Accepted: 03/21/2017] [Indexed: 01/13/2023] Open
Abstract
UNC-45A is a novel regulator of neuronal differentiation. UNC-45A localizes at the growth cone, binds to NMIIA and NMIIB, and is disposable for neuronal survival but is required for neurite initiation and extension via regulating NMII activation. Thus UNC-45A is a potential master regulator of a number of NMII-mediated cellular processes. UNC-45A is a highly conserved member of the UNC-45/CRO1/She4p family of proteins, which act as chaperones for conventional and nonconventional myosins. NMII mediates contractility and actin-based motility, which are fundamental for proper growth cone motility and neurite extension. The presence and role of UNC-45A in neuronal differentiation have been largely unknown. Here we demonstrate that UNC-45A is a novel growth cone–localized, NMII-associated component of the multiprotein complex regulating growth cone dynamics. We show that UNC-45A is dispensable for neuron survival but required for neurite elongation. Mechanistically, loss of UNC-45A results in increased levels of NMII activation. Collectively our results provide novel insights into the molecular mechanisms of neurite growth and define UNC-45A as a novel and master regulator of NMII-mediated cellular processes in neurons.
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Affiliation(s)
- Yoshie Iizuka
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Ashley Mooneyham
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Andrew Sieben
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Kevin Chen
- Department of Biology, University of Maryland, Baltimore, MD 21250
| | - Makayla Maile
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Raffaele Hellweg
- Breast Unit, University of Heidelberg, 69120 Heidelberg, Germany
| | - Florian Schütz
- Breast Unit, University of Heidelberg, 69120 Heidelberg, Germany
| | - Kebebush Teckle
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Timothy Starr
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Venugopal Thayanithy
- Division of Hematology, Oncology and Transplantation, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Rachel Isaksson Vogel
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Emil Lou
- Division of Hematology, Oncology and Transplantation, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Michael K Lee
- Department of Neuroscience, University of Minnesota Twin Cities, Minneapolis, MN 55455
| | - Martina Bazzaro
- Masonic Cancer Center and Department of Obstetrics, Gynecology and Women's Heath, University of Minnesota Twin Cities, Minneapolis, MN 55455
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Winterhoff BJ, Maile M, Mitra AK, Sebe A, Bazzaro M, Geller MA, Abrahante JE, Klein M, Hellweg R, Mullany SA, Beckman K, Daniel J, Starr TK. Single cell sequencing reveals heterogeneity within ovarian cancer epithelium and cancer associated stromal cells. Gynecol Oncol 2017; 144:598-606. [PMID: 28111004 DOI: 10.1016/j.ygyno.2017.01.015] [Citation(s) in RCA: 73] [Impact Index Per Article: 10.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2016] [Revised: 01/09/2017] [Accepted: 01/11/2017] [Indexed: 12/24/2022]
Abstract
OBJECTIVES The purpose of this study was to determine the level of heterogeneity in high grade serous ovarian cancer (HGSOC) by analyzing RNA expression in single epithelial and cancer associated stromal cells. In addition, we explored the possibility of identifying subgroups based on pathway activation and pre-defined signatures from cancer stem cells and chemo-resistant cells. METHODS A fresh, HGSOC tumor specimen derived from ovary was enzymatically digested and depleted of immune infiltrating cells. RNA sequencing was performed on 92 single cells and 66 of these single cell datasets passed quality control checks. Sequences were analyzed using multiple bioinformatics tools, including clustering, principle components analysis, and geneset enrichment analysis to identify subgroups and activated pathways. Immunohistochemistry for ovarian cancer, stem cell and stromal markers was performed on adjacent tumor sections. RESULTS Analysis of the gene expression patterns identified two major subsets of cells characterized by epithelial and stromal gene expression patterns. The epithelial group was characterized by proliferative genes including genes associated with oxidative phosphorylation and MYC activity, while the stromal group was characterized by increased expression of extracellular matrix (ECM) genes and genes associated with epithelial-to-mesenchymal transition (EMT). Neither group expressed a signature correlating with published chemo-resistant gene signatures, but many cells, predominantly in the stromal subgroup, expressed markers associated with cancer stem cells. CONCLUSIONS Single cell sequencing provides a means of identifying subpopulations of cancer cells within a single patient. Single cell sequence analysis may prove to be critical for understanding the etiology, progression and drug resistance in ovarian cancer.
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Affiliation(s)
- Boris J Winterhoff
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Makayla Maile
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Amit Kumar Mitra
- Department of Genetics, Cell Biology & Development, University of Minnesota, Minneapolis, MN, USA
| | - Attila Sebe
- Division of Medical Biotechnology, Paul Ehrlich Institute, Langen, Germany
| | - Martina Bazzaro
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Melissa A Geller
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA
| | - Juan E Abrahante
- University of Minnesota Informatics Institute, University of Minnesota, Minneapolis, MN, USA
| | - Molly Klein
- Department of Laboratory Medicine and Pathology, University of Minnesota, Minneapolis, MN, USA
| | - Raffaele Hellweg
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA
| | - Sally A Mullany
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA
| | - Kenneth Beckman
- Genomics Center, University of Minnesota, Minneapolis, MN, USA
| | - Jerry Daniel
- Genomics Center, University of Minnesota, Minneapolis, MN, USA
| | - Timothy K Starr
- Department of Obstetrics, Gynecology & Women's Health, University of Minnesota, Minneapolis, MN, USA; Masonic Cancer Center, University of Minnesota, Minneapolis, MN, USA.
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Clark CR, Conboy C, Maile M, Janik C, Hatler J, Cormier R, Largaespada D, Starr TK. Abstract 3665: WAC: A candidate tumor suppressor gene in colorectal cancer. Cancer Res 2016. [DOI: 10.1158/1538-7445.am2016-3665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Our lab recently performed a DNA transposon forward genetic screen in mice that was designed to identify low-frequency mutations that contribute to colorectal cancer (CRC) initiation and progression. Results from this screen identified the WW domain-containing adaptor with coiled-coil (WAC) gene as a top DNA transposon insertion site. WAC has previously been implicated in several cellular processes including amino acid starvation-induced autophagy, golgi biogenesis, and transcription associated histone modification but has never before been linked to tumorigenesis. Transposon mutagenesis screens performed by others (Takeda et al. Nature Genetics 2015) have also identified Wac as a common insertion site, a result that further implicates WAC as a candidate CRC driver gene. Analyses of transposon insertion patterns within Wac predict loss of gene function and a role as a tumor suppressor. Soft agar colony formation assays reveal that shRNA mediated silencing of Wac cooperates with Apc mutations in mouse colorectal cells to promote cellular transformation. Additional colony formation assays using immortalized human colonic epithelial cells and the adenoma derived AAC1 cell line also shows that silencing WAC is protumorigenic. Using a zebrafish model we demonstrated that overexpression of wild type but not cancer-associated mutant forms of WAC induce expression of the cell cycle inhibitor p21, which suggests that loss of WAC may lead to uncontrolled cellular proliferation. Finally, using publicly available mutation data we determined that WAC is somatically mutated in both breast and lung cancers; a finding that indicates WAC may serve a critical tumor suppressive role in several tissues. Currently we are developing a conditional knockout mouse to further investigate the role of WAC in CRC tumor formation.
Citation Format: Christopher R. Clark, Caitlin Conboy, Makayla Maile, Callie Janik, Julia Hatler, Robert Cormier, David Largaespada, Timothy K. Starr. WAC: A candidate tumor suppressor gene in colorectal cancer. [abstract]. In: Proceedings of the 107th Annual Meeting of the American Association for Cancer Research; 2016 Apr 16-20; New Orleans, LA. Philadelphia (PA): AACR; Cancer Res 2016;76(14 Suppl):Abstract nr 3665.
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Rempel SA, Golembieski WA, Fisher JL, Maile M, Nakeff A. SPARC modulates cell growth, attachment and migration of U87 glioma cells on brain extracellular matrix proteins. J Neurooncol 2001; 53:149-60. [PMID: 11716067 DOI: 10.1023/a:1012201300188] [Citation(s) in RCA: 83] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
We have identified secreted protein acidic and rich in cysteine (SPARC) as a potential glioma invasion-promoting gene. To determine whether SPARC alters the growth, attachment, or migration of gliomas, we have used U87T2 and doxycycline-regulatable SPARC-transfected clones to examine the effects of SPARC on (1) cell growth, (2) cell cycle progression, (3) cell attachment, and (4) cell migration, using growth curves, flow cytometry, attachment, and migration analyses on different brain ECMs, including collagen IV, laminin, fibronectin, vitronectin, hyaluronic acid, and tenascin. Our data indicate that SPARC delays tumor cell growth in the log phase of the growth curve. The clones secreted different levels of SPARC. The clone secreting the lowest level of SPARC was associated with a higher percentage of cells in G2M, whereas the clones secreting the higher levels of SPARC were associated with a greater percentage of cells in G0/G1. In comparison to the parental U87T2 clone, the SPARC-transfected clones demonstrated increased attachment to collagen, laminin, hyaluronic acid, and tenascin, but not to vitronectin or fibronectin. SPARC-transfected clones also demonstrated altered migration on the different extracellular matrix proteins. The modulation of migration, either positive or negative, was associated with changes in the level of secreted SPARC. These data suggest that SPARC may modulate glioma proliferation and invasion by modulating both the growth and migration of glioma cells.
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Affiliation(s)
- S A Rempel
- Department of Neurosurgery, Henry Ford Health Sciences Center, Detroit, MI 48202, USA.
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