1
|
Liu CY, Girish N, Gomez ML, Kalski M, Bernard JK, Simons BD, Polk DB. Wound-healing plasticity enables clonal expansion of founder progenitor cells in colitis. Dev Cell 2023; 58:2309-2325.e7. [PMID: 37652012 PMCID: PMC10872951 DOI: 10.1016/j.devcel.2023.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 05/30/2023] [Accepted: 08/05/2023] [Indexed: 09/02/2023]
Abstract
Chronic colonic injury and inflammation pose high risks for field cancerization, wherein injury-associated mutations promote stem cell fitness and gradual clonal expansion. However, the long-term stability of some colitis-associated mutational fields could suggest alternate origins. Here, studies of acute murine colitis reveal a punctuated mechanism of massive, neutral clonal expansion during normal wound healing. Through three-dimensional (3D) imaging, quantitative fate mapping, and single-cell transcriptomics, we show that epithelial wound repair begins with the loss of structural constraints on regeneration, forming fused labyrinthine channels containing epithelial cells reprogrammed to a non-proliferative plastic state. A small but highly proliferative set of epithelial founder progenitor cells (FPCs) subsequently emerges and undergoes extensive cell division, enabling fluid-like lineage mixing and spreading across the colonic surface. Crypt budding restores the glandular organization, imprinting the pattern of clonal expansion. The emergence and functions of FPCs within a critical window of plasticity represent regenerative targets with implications for preneoplasia.
Collapse
Affiliation(s)
- Cambrian Y Liu
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA; Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Children's Hospital Los Angeles, Los Angeles, CA 90027, USA.
| | - Nandini Girish
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Children's Hospital Los Angeles, Los Angeles, CA 90027, USA; Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093, USA
| | - Marie L Gomez
- Program in Biomedical and Biological Sciences, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90033, USA
| | - Martin Kalski
- Department of Medicine, The University of Chicago, Chicago, IL 60637, USA
| | - Jessica K Bernard
- Program in Craniofacial Biology, Herman Ostrow School of Dentistry of the University of Southern California, Los Angeles, CA 90033, USA
| | - Benjamin D Simons
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge CB2 1QN, UK; Department of Applied Mathematics and Theoretical Physics, Centre for Mathematical Sciences, University of Cambridge, Cambridge CB3 0WA, UK; Wellcome Trust, Medical Research Council Stem Cell Institute, University of Cambridge, Cambridge CB2 0AW, UK
| | - D Brent Polk
- Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Children's Hospital Los Angeles, Los Angeles, CA 90027, USA; Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA 92093, USA; Department of Biochemistry and Molecular Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90033, USA; Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Rady Children's Hospital, San Diego, CA 92123, USA.
| |
Collapse
|
2
|
Sharifkhodaei Z, Liu CY, Girish N, Huang Y, Punit S, Washington MK, Polk DB. Colitis-induced upregulation of tumor necrosis factor receptor-2 (TNFR2) terminates epithelial regenerative signaling to restore homeostasis. iScience 2023; 26:107829. [PMID: 37736049 PMCID: PMC10510063 DOI: 10.1016/j.isci.2023.107829] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2023] [Revised: 08/04/2023] [Accepted: 09/01/2023] [Indexed: 09/23/2023] Open
Abstract
Colonic epithelial repair is a key determinant of health. Repair involves changes in epithelial differentiation, an extensive proliferative response, and upregulation of regeneration-associated "fetal-like" transcripts, including Ly6a (Sca-1), that represent Yap1 and interferon targets. However, little is known about how this regenerative program terminates and how homeostasis is restored during injury and inflammation. Here we show that, after the initial entry into the regenerative state, the subsequent upregulation of tumor necrosis factor (TNF) receptor 2 (R2, TNFR2, Tnfrsf1b) clears the regenerative signaling and restores homeostatic patterns of epithelial differentiation. Targeted deletion of epithelial TNFR2 in vivo and in colonoid cultures revealed persistent expression of Ly6a, hyperproliferation, and reduced secretory differentiation. Moreover, mice lacking epithelial TNFR2 also failed to complete colon ulcer healing, suggesting that partial resolution of regenerative signaling is essential for the completion of the repair process. These results demonstrate how epithelial cells dynamically leverage a colitis-associated cytokine to choreograph repair.
Collapse
Affiliation(s)
- Zohreh Sharifkhodaei
- Department of Pediatrics, University of California San Diego, San Diego, CA, USA
| | - Cambrian Y. Liu
- Department of Medicine, The University of Chicago, Chicago, IL, USA
| | - Nandini Girish
- Department of Pediatrics, University of California San Diego, San Diego, CA, USA
| | - Ying Huang
- The Saban Research Institute, Division of Pediatric Gastroenterology, Hepatology Nutrition, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - Shivesh Punit
- The Saban Research Institute, Division of Pediatric Gastroenterology, Hepatology Nutrition, Children’s Hospital Los Angeles, Los Angeles, CA, USA
| | - M. Kay Washington
- Department of Pathology, Vanderbilt University Medical Center, Nashville, TN, USA
| | - D. Brent Polk
- Department of Pediatrics, University of California San Diego, San Diego, CA, USA
| |
Collapse
|
3
|
Jung D, Shin J, Park J, Shin J, Sung YN, Kim Y, Yoo S, Lee BW, Jang SW, Park IJ, Wood LD, Pack CG, Hruban RH, Hong SM. Frequent Intraluminal Growth of Large Muscular Veins in Surgically Resected Colorectal Cancer Tissues: A 3-Dimensional Pathologic Reconstruction Study. Mod Pathol 2023; 36:100082. [PMID: 36788099 PMCID: PMC10548450 DOI: 10.1016/j.modpat.2022.100082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 11/27/2022] [Accepted: 12/14/2022] [Indexed: 01/11/2023]
Abstract
Although venous invasion (VI) is common in colorectal cancers (CRCs) and is associated with distant metastasis, the 3-dimensional (3D) microscopic features and associated mechanisms of VI are not well elucidated. To characterize the patterns of VI, 103 tissue slabs were harvested from surgically resected CRCs with ≥pT2. They were cleared using the modified immunolabeling-enabled 3D imaging of solvent-cleared organs method, labeled with multicolor fluorescent antibodies, including antibodies against cytokeratin 19, desmin, CD31, and E-cadherin, and visualized by confocal laser scanning microscopy. VI was classified as intravasation, intraluminal growth, and/or extravasation, and 2-dimensional and 3D microscopic features were compared. VI was detected more frequently in 3D (56/103 [54.4%]) than in conventional 2-dimensional hematoxylin and eosin-stained slides (33/103 [32%]; P < .001). When VI was present, it was most commonly in the form of intraluminal growth (51/56), followed by extravasation (13/56) and intravasation (5/56). The mean length of intraluminal growth was 334.0 ± 212.4 μm. Neoplastic cell projections extended from cancer cell clusters in the connective tissue surrounding veins, penetrated the smooth muscle layer, and then grew into and filled the venous lumen. E-cadherin expression changed at each invasion phase; intact E-cadherin expression was observed in the cancer cells in the venous walls, but its expression was lost in small clusters of intraluminal neoplastic cells. In addition, reexpression of E-cadherin was observed when cancer cells formed well-oriented tubular structures and accumulated and grew along the luminal side of the venous wall. In contrast, singly scattered cancer cells and cancer cells with poorly defined tubular structures showed loss of E-cadherin expression. E-cadherin expression was intact in the large cohesive clusters of extravasated cancer cells. However, singly scattered cells and smaller projections of neoplastic cells in the stroma outward of venous wall showed a loss of E-cadherin expression. In conclusion, VI was observed in more than half of the CRCs analyzed by 3D histopathologic image reconstruction. Once inside a vein, neoplastic cells can grow intraluminally. The epithelial-mesenchymal transition is not maintained during VI of CRCs.
Collapse
Affiliation(s)
- Dongjun Jung
- Department of Medical Science, Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Junyoung Shin
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jihyun Park
- Department of Medical Science, Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Jaehoon Shin
- Department of Pathology, The Catholic University of Korea, Seoul St. Mary's Hospital, Seoul, Republic of Korea
| | - You-Na Sung
- Department of Pathology, Korea University Anam Hospital, Seoul, Republic of Korea
| | - Yeseul Kim
- Department of Pathology, Korea University Anam Hospital, Seoul, Republic of Korea
| | - Seungyeon Yoo
- Pathology Center, Seegene Medical Foundation, Seoul, Republic of Korea
| | - Byong-Wook Lee
- Cellular Imaging Core, Convergence Medicine Research Center, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Sung-Wuk Jang
- Department of Biomedical Sciences, Asan Medical Center, Ulsan University College of Medicine, Seoul, Republic of Korea
| | - In Ja Park
- Department of Colon and Rectal Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Laura D Wood
- Department of Pathology, the Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Chan-Gi Pack
- Department of Convergence Medicine, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea
| | - Ralph H Hruban
- Department of Pathology, the Sol Goldman Pancreatic Cancer Research Center, Johns Hopkins Medical Institutions, Baltimore, Maryland
| | - Seung-Mo Hong
- Department of Pathology, Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea.
| |
Collapse
|
4
|
Liu CY, Girish N, Gomez ML, Dubé PE, Washington MK, Simons BD, Polk DB. Transitional Anal Cells Mediate Colonic Re-epithelialization in Colitis. Gastroenterology 2022; 162:1975-1989. [PMID: 35227778 PMCID: PMC9402284 DOI: 10.1053/j.gastro.2022.02.031] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Revised: 02/11/2022] [Accepted: 02/14/2022] [Indexed: 01/14/2023]
Abstract
BACKGROUND & AIMS Epithelial wound healing is compromised and represents an unleveraged therapeutic target in inflammatory bowel disease (IBD). Intestinal epithelial cells exhibit plasticity that facilitates dedifferentiation and repair during the response to injury. However, it is not known whether epithelial cells of a neighboring organ can be activated to mediate re-epithelialization in acute colitis. Histological findings of a permanent squamous tissue structure in the distal colon in human IBD could suggest diverse cellular origins of repair-associated epithelium. Here, we tested whether skin-like cells from the anus mediate colonic re-epithelialization in murine colitis. METHODS We studied dextran sulfate sodium-induced colitis and interleukin 10-deficient colitis in transgenic mice. We performed lineage tracing, 3-dimensional (3D) imaging, single-cell transcriptomics, and biophysical modeling to map squamous cell fates and to identify squamous cell types involved in colonic repair. RESULTS In acute and chronic colitis, we found a large squamous epithelium, called squamous neo-epithelium of the colon (SNEC), near the anorectal junction. Neighboring squamous cells of the anus rapidly migrate into the ulcerated colon and establish this permanent epithelium of crypt-like morphology. These squamous cells derive from a small unique transition zone, distal to the border of colonic and anal epithelium, that resists colitic injury. The cells of this zone have a pre-loaded program of colonic differentiation and further upregulate key aspects of colonic epithelium during repair. CONCLUSION Transitional anal cells represent unique reserve cells capable of rebuilding epithelial structures in the colon after colitis. Further study of these cells could reveal novel approaches to direct mucosal healing in inflammation and disease.
Collapse
Affiliation(s)
- Cambrian Y Liu
- Division of Pediatric Gastroenterology and Nutrition, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California; Department of Medicine, The University of Chicago, Chicago, Illinois
| | - Nandini Girish
- Division of Pediatric Gastroenterology and Nutrition, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California; Department of Pediatrics, Division of Gastroenterology, Hepatology, and Nutrition, Rady Children's Hospital San Diego, University of California San Diego, San Diego, California
| | - Marie L Gomez
- Division of Pediatric Gastroenterology and Nutrition, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California; Department of Pediatrics, Department of Biochemistry and Molecular Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, California
| | - Philip E Dubé
- Division of Pediatric Gastroenterology and Nutrition, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
| | - M Kay Washington
- Department of Pathology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Benjamin D Simons
- Wellcome Trust/Cancer Research UK Gurdon Institute, University of Cambridge, Cambridge, United Kingdom; Department of Applied Mathematics and Theoretical Physics, Centre for Mathematical Sciences, University of Cambridge, Cambridge, United Kingdom; Wellcome Trust/Medical Research Council Stem Cell Institute, University of Cambridge, Cambridge, United Kingdom
| | - D Brent Polk
- Division of Pediatric Gastroenterology and Nutrition, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California; Department of Pediatrics, Division of Gastroenterology, Hepatology, and Nutrition, Rady Children's Hospital San Diego, University of California San Diego, San Diego, California; Department of Pediatrics, Department of Biochemistry and Molecular Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, California.
| |
Collapse
|
5
|
Girish N, Liu CY, Gadeock S, Gomez ML, Huang Y, Sharifkhodaei Z, Washington MK, Polk DB. Persistence of Lgr5+ colonic epithelial stem cells in mouse models of inflammatory bowel disease. Am J Physiol Gastrointest Liver Physiol 2021; 321:G308-G324. [PMID: 34260310 PMCID: PMC8461791 DOI: 10.1152/ajpgi.00248.2020] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Revised: 07/02/2021] [Accepted: 07/12/2021] [Indexed: 02/08/2023]
Abstract
Intestinal mucosal healing is the primary therapeutic goal of medical treatments for inflammatory bowel disease (IBD). Epithelial stem cells are key players in the healing process. Lgr5+ stem cells maintain cellular turnover during homeostasis in the colonic crypt. However, they are lost and dispensable for repair in a wide variety of injury models, including dextran sulfate sodium (DSS) colitis, radiation, helminth infection, and T-cell activation. The direct loss of Lgr5+ cells activates a plasticity response in the epithelium in which other cell types can serve as stem cells. Whether this paradigm applies to mouse models of IBD remains unknown. In contrast to previously tested models, IBD models involve an inflammatory response rooted in the loss of immunologic tolerance to intestinal luminal contents including the microbiome. Here, we show the persistence of Lgr5+ cells in oxazolone, 2,4,6-trinitrobenzene sulfonic acid (TNBS), and Il10-/-, and Il10-/- Tnfr1-/- IBD models. This contrasts with results obtained from DSS-induced injury. Through high-throughput expression profiling, we find that these colitis models were associated with distinct patterns of cytokine expression. Direct exposure of colonic epithelial organoids to DSS, oxazolone, or TNBS resulted in increased apoptosis and loss of Lgr5+ cells. Targeted ablation of Lgr5+ cells resulted in severe exacerbation of chronic, antibody-induced IL-10-deficient colitis, but had only modest effects in TNBS-induced colitis. These results show that distinct mouse models of IBD-like colitis induce different patterns of Lgr5+ stem cell retention and function.NEW & NOTEWORTHY Acute intestinal injury and epithelial repair are associated with the loss of fast-cycling Lgr5+ stem cells and plasticity in the activation of formerly quiescent cell populations. In contrast, here we show in murine inflammatory bowel disease the persistence of the Lgr5+ stem cell population and its essential role in restricting the severity of chronic colitis. This demonstrates a diversity of stem cell responses to colitis.
Collapse
Affiliation(s)
- Nandini Girish
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, UC University of California San Diego School of Medicine, San Diego, California
| | - Cambrian Y Liu
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
- Department of Medicine, The University of Chicago, Chicago, Illinois
| | - Safina Gadeock
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, UC University of California San Diego School of Medicine, San Diego, California
| | - Marie L Gomez
- Department of Biochemistry & Molecular Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, California
| | - Ying Huang
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
| | - Zohreh Sharifkhodaei
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, UC University of California San Diego School of Medicine, San Diego, California
| | - M Kay Washington
- Department of Pathology, Vanderbilt University Medical Center, Nashville, Tennessee
| | - D Brent Polk
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, The Saban Research Institute, Children's Hospital Los Angeles, Los Angeles, California
- Division of Pediatric Gastroenterology, Hepatology, & Nutrition, Department of Pediatrics, UC University of California San Diego School of Medicine, San Diego, California
- Department of Biochemistry & Molecular Medicine, Keck School of Medicine of the University of Southern California, Los Angeles, California
- Department of Pediatrics, Keck School of Medicine of the University of Southern California, Los Angeles, California
| |
Collapse
|
6
|
Motta JP, Wallace JL, Buret AG, Deraison C, Vergnolle N. Gastrointestinal biofilms in health and disease. Nat Rev Gastroenterol Hepatol 2021; 18:314-334. [PMID: 33510461 DOI: 10.1038/s41575-020-00397-y] [Citation(s) in RCA: 110] [Impact Index Per Article: 36.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/25/2020] [Indexed: 01/30/2023]
Abstract
Microorganisms colonize various ecological niches in the human habitat, as they do in nature. Predominant forms of multicellular communities called biofilms colonize human tissue surfaces. The gastrointestinal tract is home to a profusion of microorganisms with intertwined, but not identical, lifestyles: as isolated planktonic cells, as biofilms and in biofilm-dispersed form. It is therefore of major importance in understanding homeostatic and altered host-microorganism interactions to consider not only the planktonic lifestyle, but also biofilms and biofilm-dispersed forms. In this Review, we discuss the natural organization of microorganisms at gastrointestinal surfaces, stratification of microbiota taxonomy, biogeographical localization and trans-kingdom interactions occurring within the biofilm habitat. We also discuss existing models used to study biofilms. We assess the contribution of the host-mucosa biofilm relationship to gut homeostasis and to diseases. In addition, we describe how host factors can shape the organization, structure and composition of mucosal biofilms, and how biofilms themselves are implicated in a variety of homeostatic and pathological processes in the gut. Future studies characterizing biofilm nature, physical properties, composition and intrinsic communication could shed new light on gut physiology and lead to potential novel therapeutic options for gastrointestinal diseases.
Collapse
Affiliation(s)
- Jean-Paul Motta
- Institute of Digestive Health Research, IRSD, INSERM U1220, Toulouse, France.
| | - John L Wallace
- Department of Physiology & Pharmacology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.,Antibe Therapeutics Inc., Toronto, ON, Canada
| | - André G Buret
- Department of Biological Sciences, University of Calgary, Calgary, AB, Canada
| | - Céline Deraison
- Institute of Digestive Health Research, IRSD, INSERM U1220, Toulouse, France
| | - Nathalie Vergnolle
- Institute of Digestive Health Research, IRSD, INSERM U1220, Toulouse, France. .,Department of Physiology & Pharmacology, Cumming School of Medicine, University of Calgary, Calgary, AB, Canada.
| |
Collapse
|
7
|
Nowzari F, Wang H, Khoradmehr A, Baghban M, Baghban N, Arandian A, Muhaddesi M, Nabipour I, Zibaii MI, Najarasl M, Taheri P, Latifi H, Tamadon A. Three-Dimensional Imaging in Stem Cell-Based Researches. Front Vet Sci 2021; 8:657525. [PMID: 33937378 PMCID: PMC8079735 DOI: 10.3389/fvets.2021.657525] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Accepted: 03/19/2021] [Indexed: 12/14/2022] Open
Abstract
Stem cells have an important role in regenerative therapies, developmental biology studies and drug screening. Basic and translational research in stem cell technology needs more detailed imaging techniques. The possibility of cell-based therapeutic strategies has been validated in the stem cell field over recent years, a more detailed characterization of the properties of stem cells is needed for connectomics of large assemblies and structural analyses of these cells. The aim of stem cell imaging is the characterization of differentiation state, cellular function, purity and cell location. Recent progress in stem cell imaging field has included ultrasound-based technique to study living stem cells and florescence microscopy-based technique to investigate stem cell three-dimensional (3D) structures. Here, we summarized the fundamental characteristics of stem cells via 3D imaging methods and also discussed the emerging literatures on 3D imaging in stem cell research and the applications of both classical 2D imaging techniques and 3D methods on stem cells biology.
Collapse
Affiliation(s)
- Fariborz Nowzari
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Huimei Wang
- Department of Integrative Medicine and Neurobiology, School of Basic Medical Sciences, Institute of Acupuncture and Moxibustion, Fudan Institutes of Integrative Medicine, Fudan University, Shanghai, China
| | - Arezoo Khoradmehr
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Mandana Baghban
- Department of Obstetrics and Gynecology, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Neda Baghban
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Alireza Arandian
- Laser and Plasma Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Mahdi Muhaddesi
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Iraj Nabipour
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Mohammad I. Zibaii
- Laser and Plasma Research Institute, Shahid Beheshti University, Tehran, Iran
| | - Mostafa Najarasl
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, Academic Center for Education, Culture and Research (ACECR), Tehran, Iran
| | - Payam Taheri
- Department of Stem Cells and Developmental Biology, Cell Science Research Center, Royan Institute for Stem Cell Biology and Technology, Academic Center for Education, Culture and Research (ACECR), Tehran, Iran
| | - Hamid Latifi
- Laser and Plasma Research Institute, Shahid Beheshti University, Tehran, Iran
- Department of Physics, Shahid Beheshti University, Tehran, Iran
| | - Amin Tamadon
- The Persian Gulf Marine Biotechnology Research Center, The Persian Gulf Biomedical Sciences Research Institute, Bushehr University of Medical Sciences, Bushehr, Iran
| |
Collapse
|
8
|
Guo T, Patel S, Shah D, Chi L, Emadi S, Pierce DM, Han M, Brumovsky PR, Feng B. Optical clearing reveals TNBS-induced morphological changes of VGLUT2-positive nerve fibers in mouse colorectum. Am J Physiol Gastrointest Liver Physiol 2021; 320:G644-G657. [PMID: 33533318 PMCID: PMC8238166 DOI: 10.1152/ajpgi.00363.2020] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Revised: 01/12/2021] [Accepted: 01/27/2021] [Indexed: 01/31/2023]
Abstract
Colorectal hypersensitivity and sensitization of both mechanosensitive and mechanically insensitive afferents develop after intracolonic instillation of 2,4,6-trinitrobenzenesulfonic acid (TNBS) in the mouse, a model of postinfectious irritable bowel syndrome. In mice in which ∼80% of extrinsic colorectal afferents were labeled genetically using the promotor for vesicular glutamate transporter type 2 (VGLUT2), we systematically quantified the morphology of VGLUT2-positive axons in mouse colorectum 7-28 days following intracolonic TNBS treatment. After removal, the colorectum was distended (20 mmHg), fixed with paraformaldehyde, and optically cleared to image VGLUT2-positive axons throughout the colorectal wall thickness. We conducted vector path tracing of individual axons to allow systematic quantification of nerve fiber density and shape. Abundant VGLUT2-positive nerve fibers were present in most layers of the colorectum, except the serosal and longitudinal muscular layers. A small percentage of VGLUT2-positive myenteric plexus neurons was also detected. Intracolonic TNBS treatment significantly reduced the number of VGLUT2-positive nerve fibers in submucosal, myenteric plexus, and mucosal layers at day 7 post-TNBS, which mostly recovered by day 28. We also found that almost all fibers in the submucosa were meandering and curvy, with ∼10% showing pronounced curviness (quantified by the linearity index). TNBS treatment resulted in a significant reduction of the proportions of pronounced curvy fibers in the rectal region at 28 days post-TNBS. Altogether, the present morphological study reveals profound changes in the distribution of VGLUT2-positive fibers in mouse colorectum undergoing TNBS-induced colitis and draws attention to curvy fibers in the submucosa with potential roles in visceral nociception.NEW & NOTEWORTHY We conducted genetic labeling and optical clearing to visualize extrinsic sensory nerve fibers in whole-mount colorectum, which revealed widespread presence of axons in the submucosal layer. Remarkably, axons in the submucosa were meandering and curvy, in contrast to axons in other layers generally aligned with the basal tissues. Intracolonic TNBS treatment led to pronounced changes of nerve fiber density and curviness, suggesting nerve fiber morphologies as potentially contributing factors to sensory sensitization.
Collapse
Affiliation(s)
- Tiantian Guo
- Department of Biomedical Engineering, University of Connecticut, Mansfield, Connecticut
| | - Shivam Patel
- Department of Physiology and Neurobiology, University of Connecticut, Mansfield, Connecticut
| | - Dhruv Shah
- Department of Molecular and Cell Biology, University of Connecticut, Mansfield, Connecticut
| | - Ling Chi
- Department of Physiology and Neurobiology, University of Connecticut, Mansfield, Connecticut
| | - Sharareh Emadi
- Department of Biomedical Engineering, University of Connecticut, Mansfield, Connecticut
| | - David M Pierce
- Department of Biomedical Engineering, University of Connecticut, Mansfield, Connecticut
- Department of Mechanical Engineering, University of Connecticut, Mansfield, Connecticut
| | - Martin Han
- Department of Biomedical Engineering, University of Connecticut, Mansfield, Connecticut
| | - Pablo R Brumovsky
- Instituto de Investigaciones en Medicina Traslacional, National Scientific and Technical Research Council, Austral University, Buenos Aires, Argentina
| | - Bin Feng
- Department of Biomedical Engineering, University of Connecticut, Mansfield, Connecticut
- Department of Physiology and Neurobiology, University of Connecticut, Mansfield, Connecticut
| |
Collapse
|
9
|
Liu CY, Polk DB. Cellular maps of gastrointestinal organs: getting the most from tissue clearing. Am J Physiol Gastrointest Liver Physiol 2020; 319:G1-G10. [PMID: 32421359 PMCID: PMC7468759 DOI: 10.1152/ajpgi.00075.2020] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The development of modern methods to induce optical transparency ("clearing") in biological tissues has enabled the three-dimensional (3D) reconstruction of intact organs at cellular resolution. New capabilities in visualization of rare cellular events, long-range interactions, and irregular structures will facilitate novel studies in the alimentary tract and gastrointestinal systems. The tubular geometry of the alimentary tract facilitates large-scale cellular reconstruction of cleared tissue without specialized microscopy setups. However, with the rapid pace of development of clearing agents and current relative paucity of research groups in the gastrointestinal field using these techniques, it can be daunting to incorporate tissue clearing into experimental workflows. Here, we give some advice and describe our own experience bringing tissue clearing and whole mount reconstruction into our laboratory's investigations. We present a brief overview of the chemical concepts that underpin tissue clearing, what sorts of questions whole mount imaging can answer, how to choose a clearing agent, an example of how to clear and image alimentary tissue, and what to do after obtaining the image. This short review will encourage other gastrointestinal researchers to consider how utilizing tissue clearing and creating 3D "maps" of tissue might deepen the impact of their studies.
Collapse
Affiliation(s)
- Cambrian Y. Liu
- 1Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Saban Research Institute Children’s Hospital Los Angeles, Los Angeles, California
| | - D. Brent Polk
- 1Division of Pediatric Gastroenterology, Hepatology, and Nutrition, Saban Research Institute Children’s Hospital Los Angeles, Los Angeles, California,2Department of Pediatrics, Department of Biochemistry and Molecular Medicine, Keck School of Medicine, University of Southern California Los Angeles, California
| |
Collapse
|
10
|
Erbes LA, Zeitoune ÁA, Torres HM, Casco VH, Adur J. MORPHOLOGICAL CHARACTERIZATION OF COLORECTAL PITS USING AUTOFLUORESCENCE MICROSCOPY IMAGES. ARQUIVOS DE GASTROENTEROLOGIA 2019; 56:191-196. [PMID: 31460585 DOI: 10.1590/s0004-2803.201900000-37] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/19/2019] [Accepted: 06/10/2019] [Indexed: 11/22/2022]
Abstract
BACKGROUND Colorectal cancer is one of the most prevalent pathologies. Its prognosis is linked to the early detection and treatment. Currently diagnosis is performed by histological analysis from polyp biopsies, followed by morphological classification. Kudo's pit pattern classification is frequently used for the differentiation of neoplastic colorectal lesions using hematoxylin-eosin stained samples. Few articles have reported this classification with image software processing, using exogenous markers over the samples. The processing of autofluorescence images is an alternative that could allow the characterization of the pits from the crypts of Lieberkühn, bypassing staining techniques. OBJECTIVE Processing and analysis of widefield autofluorescence microscopy images obtained by fresh colon tissue samples from a murine model of colorectal cancer in order to quantify and characterize the pits morphology by measuring morphology parameters and shape descriptors. METHODS Adult male BALB/cCmedc strain mice (n=27), ranging from 20 to 30 g, were randomly assigned to four and five groups of treated and control animals. Colon samples were collected at day zero and at fourth, eighth, sixteenth and twentieth weeks after treatmentwith azoxymethane. Two-dimensional (2D) segmentation, quantification and morphological characterization of pits by image processing applied using macro programming from FIJI. RESULTS Type I is the pit morphology prevailing between 53 and 81% in control group weeks. III-L and III-S types were detected in reduced percentages. Between the 33 and 56% of type I was stated as the prevailing morphology for the 4th, 8th and 20th weeks of treated groups, followed by III-L type. For the 16th week, the 39% of the pits was characterized as III-L type, followed by type I. Further, pattern types as IV, III-S and II were also found mainly in that order for almost all of the treated weeks. CONCLUSION These preliminaries outcomes could be considered an advance in two-dimensional pit characterization as the whole image processing, comparing to the conventional procedure, takes a few seconds to quantify and characterize non-pathological colon pits as well as to estimate early pathological stages of colorectal cancer.
Collapse
Affiliation(s)
- Luciana Ariadna Erbes
- Laboratorio de Microscopía Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Argentina.,Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Argentina
| | - Ángel Alberto Zeitoune
- Laboratorio de Microscopía Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Argentina.,Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Argentina
| | - Humberto Maximiliano Torres
- Instituto de Inmunología, Genética y Metabolismo (INIGEM), CONICET-Universidad de Buenos Aires (UBA), Ciudad Autónoma de Buenos Aires, Argentina
| | - Víctor Hugo Casco
- Laboratorio de Microscopía Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Argentina.,Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Argentina
| | - Javier Adur
- Laboratorio de Microscopía Aplicada a Estudios Moleculares y Celulares (LAMAE), Facultad de Ingeniería - Universidad Nacional de Entre Ríos (FI-UNER), Oro Verde, Argentina.,Instituto de Investigación y Desarrollo en Bioingeniería y Bioinformática (IBB), Consejo Nacional de Investigaciones Científicas y Técnicas (CONICET) - UNER, Oro Verde, Argentina
| |
Collapse
|
11
|
Bossolani GDP, Pintelon I, Detrez JD, Buckinx R, Thys S, Zanoni JN, De Vos WH, Timmermans JP. Comparative analysis reveals Ce3D as optimal clearing method for in toto imaging of the mouse intestine. Neurogastroenterol Motil 2019; 31:e13560. [PMID: 30761698 DOI: 10.1111/nmo.13560] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Revised: 12/26/2018] [Accepted: 01/03/2019] [Indexed: 12/18/2022]
Abstract
BACKGROUND The intestinal wall has a complex topographical architecture. The multi-layered network of the enteric nervous system and its intercellular interactions are difficult to map using traditional section-based or whole-mount histology. With the advent of optical clearing techniques, it has become feasible to visualize intact tissue and organs in 3D. However, as yet, a gap still needs to be filled in that no in-depth analysis has been performed yet on the potential of different clearing techniques for the small intestine. AIM The goal of this study was to identify an optimal clearing protocol for in toto imaging of mouse intestinal tissue. METHODS Five aqueous-based clearing protocols (SeeDB2, CUBIC, ScaleS, Ce3D, and UbasM) and four organic reagent-based clearing protocols (3DISCO, iDISCO+, uDISCO, and Visikol® ) were assessed in segments of small intestine from CX3CR1GFP/GFP and wild-type mice. Following clearing, optical transparency, tissue morphology, green fluorescent protein (GFP) fluorescence retention, and compatibility with (immuno-)labeling were analyzed. KEY RESULTS All organic reagent-based clearing protocols-except for Visikol-rendered tissue highly transparent but led to substantial tissue shrinkage and deformation. Of the aqueous-based protocols, only Ce3D yielded full-thickness tissue transparency. In addition, Ce3D displayed excellent GFP retention and preservation of tissue morphology. CONCLUSIONS Ce3D emerged as a most efficient protocol for enabling rapid full-thickness 3D mapping of the mouse intestinal wall.
Collapse
Affiliation(s)
- Gleison D P Bossolani
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium.,Department of Morphological Sciences, State University of Maringá, Maringá, Brasil
| | - Isabel Pintelon
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | - Jan D Detrez
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | - Roeland Buckinx
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | - Sofie Thys
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | | | - Winnok H De Vos
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| | - Jean-Pierre Timmermans
- Laboratory of Cell Biology and Histology, Department of Veterinary Sciences, University of Antwerp, Antwerp, Belgium
| |
Collapse
|
12
|
Mikolajewicz K, Chodaczek G. Going deeper: three-dimensional study of γδ T cells in mouse reproductive tract using tissue clearing methods. Immunol Cell Biol 2018; 97:104-111. [DOI: 10.1111/imcb.12202] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Revised: 08/15/2018] [Accepted: 09/05/2018] [Indexed: 01/05/2023]
Affiliation(s)
- Katarzyna Mikolajewicz
- Laboratory of Reproductive Immunology; Hirszfeld Institute of Immunology and Experimental Therapy; Polish Academy of Sciences; Wroclaw Poland
- Confocal Microscopy Laboratory; PORT Polish Center for Technology Development; Wroclaw Poland
| | - Grzegorz Chodaczek
- Confocal Microscopy Laboratory; PORT Polish Center for Technology Development; Wroclaw Poland
| |
Collapse
|
13
|
Kaufman JA, Castro MJ, Sandoval-Skeet N, Al-Nakkash L. Optical clearing of small intestine for three-dimensional visualization of cellular proliferation within crypts. J Anat 2017; 232:152-157. [PMID: 28967147 DOI: 10.1111/joa.12711] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/24/2017] [Indexed: 12/31/2022] Open
Abstract
New methods on optical clearing provide a valuable alternative to traditional physical section histology. Optical clearing allows investigation of relatively large tissue samples at histological resolution while maintaining the three-dimensional architecture of the intact system. There is significant potential for applying optical clearing to gastrointestinal tissues. In particular, intestinal crypts contain high concentrations of stem cells, making these structures especially important for research on cellular proliferation in the intestinal epithelium. The objective of our study is to demonstrate an optical clearing method that is easy to implement and is compatible with mitotic fluorescent labeling. The optical clearing method we present utilizes a Triton/DMSO delipidization step followed by refractive index matching, rendering the tissue nearly transparent. We use EdU click chemistry to fluorescently label mitotic cell nuclei. Our results demonstrate successful clearing of jejunal samples with readily visible EdU staining by means of confocal microscopy. Three-dimensional reconstruction of labeled samples reveals preservation of intestinal cytoarchitecture including muscular, submucosal, and mucosal layers. Additionally, the morphology of intestinal crypts and individual EdU-positive mitotic nuclei are visible in sharp detail within their intact three-dimensional organization. In summary, we present an optical clearing method that is easy to implement and has the potential to provide more accurate assessment of cellular proliferation within the gastrointestinal tract in both healthy and disease states.
Collapse
Affiliation(s)
- Jason A Kaufman
- Department of Anatomy, Arizona College of Osteopathic Medicine, Midwestern University, Glendale, AZ, USA
| | - Monica J Castro
- Department of Anatomy, Arizona College of Osteopathic Medicine, Midwestern University, Glendale, AZ, USA
| | - Noemy Sandoval-Skeet
- Masters of Biomedical Science Program, College of Health Sciences, Midwestern University, Glendale, AZ, USA
| | - Layla Al-Nakkash
- Department of Physiology, Arizona College of Osteopathic Medicine, Midwestern University, Glendale, AZ, USA
| |
Collapse
|
14
|
Tropini C, Earle KA, Huang KC, Sonnenburg JL. The Gut Microbiome: Connecting Spatial Organization to Function. Cell Host Microbe 2017; 21:433-442. [PMID: 28407481 DOI: 10.1016/j.chom.2017.03.010] [Citation(s) in RCA: 341] [Impact Index Per Article: 48.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The first rudimentary evidence that the human body harbors a microbiota hinted at the complexity of host-associated microbial ecosystems. Now, almost 400 years later, a renaissance in the study of microbiota spatial organization, driven by coincident revolutions in imaging and sequencing technologies, is revealing functional relationships between biogeography and health, particularly in the vertebrate gut. In this Review, we present our current understanding of principles governing the localization of intestinal bacteria, and spatial relationships between bacteria and their hosts. We further discuss important emerging directions that will enable progressing from the inherently descriptive nature of localization and -omics technologies to provide functional, quantitative, and mechanistic insight into this complex ecosystem.
Collapse
Affiliation(s)
- Carolina Tropini
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Kristen A Earle
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Kerwyn Casey Huang
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Bioengineering, Stanford University, Stanford, CA 94305, USA.
| | | |
Collapse
|
15
|
High-resolution 3D imaging of whole organ after clearing: taking a new look at the zebrafish testis. Sci Rep 2017; 7:43012. [PMID: 28211501 PMCID: PMC5314416 DOI: 10.1038/srep43012] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2016] [Accepted: 01/17/2017] [Indexed: 12/17/2022] Open
Abstract
Zebrafish testis has become a powerful model for reproductive biology of teleostean fishes and other vertebrates and encompasses multiple applications in applied and basic research. Many studies have focused on 2D images, which is time consuming and implies extrapolation of results. Three-dimensional imaging of whole organs recently became an important challenge to better understand their architecture and allow cell enumeration. Several protocols have thus been developed to enhance sample transparency, a limiting step for imaging large biological samples. However, none of these methods has been applied to the zebrafish testis. We tested five clearing protocols to determine if some of them could be applied with only small modifications to the testis. We compared clearing efficiency at both macroscopic and microscopic levels. CUBIC and PACT were suitable for an efficient transparency, an optimal optical penetration, the GFP fluorescence preservation and avoiding meaningful tissue deformation. Finally, we succeeded in whole testis 3D capture at a cellular resolution with both CUBIC and PACT, which will be valuable in a standard workflow to investigate the 3D architecture of the testis and its cellular content. This paves the way for further development of high content phenotyping studies in several fields including development, genetic or toxicology.
Collapse
|
16
|
Ryan SL, Baird AM, Vaz G, Urquhart AJ, Senge M, Richard DJ, O'Byrne KJ, Davies AM. Drug Discovery Approaches Utilizing Three-Dimensional Cell Culture. Assay Drug Dev Technol 2016; 14:19-28. [PMID: 26866750 DOI: 10.1089/adt.2015.670] [Citation(s) in RCA: 67] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Historically, two-dimensional (2D) cell culture has been the preferred method of producing disease models in vitro. Recently, there has been a move away from 2D culture in favor of generating three-dimensional (3D) multicellular structures, which are thought to be more representative of the in vivo environment. This transition has brought with it an influx of technologies capable of producing these structures in various ways. However, it is becoming evident that many of these technologies do not perform well in automated in vitro drug discovery units. We believe that this is a result of their incompatibility with high-throughput screening (HTS). In this study, we review a number of technologies, which are currently available for producing in vitro 3D disease models. We assess their amenability with high-content screening and HTS and highlight our own work in attempting to address many of the practical problems that are hampering the successful deployment of 3D cell systems in mainstream research.
Collapse
Affiliation(s)
- Sarah-Louise Ryan
- 1 Cancer and Ageing Research Program, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia .,2 Translational Cell Imaging Queensland, Institute of Health and Biomedical Innovation, Queensland University of Technology , Brisbane, Australia
| | - Anne-Marie Baird
- 1 Cancer and Ageing Research Program, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia .,2 Translational Cell Imaging Queensland, Institute of Health and Biomedical Innovation, Queensland University of Technology , Brisbane, Australia .,3 Thoracic Oncology Research Group, Institute of Molecular Medicine , Trinity College Dublin, Dublin, Ireland
| | - Gisela Vaz
- 4 Medical Chemistry Research Group, Institute of Molecular Medicine , Trinity College Dublin, Dublin, Ireland
| | - Aaron J Urquhart
- 1 Cancer and Ageing Research Program, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia .,2 Translational Cell Imaging Queensland, Institute of Health and Biomedical Innovation, Queensland University of Technology , Brisbane, Australia
| | - Mathias Senge
- 4 Medical Chemistry Research Group, Institute of Molecular Medicine , Trinity College Dublin, Dublin, Ireland
| | - Derek J Richard
- 1 Cancer and Ageing Research Program, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia
| | - Kenneth J O'Byrne
- 1 Cancer and Ageing Research Program, Institute of Health and Biomedical Innovation, Queensland University of Technology, Brisbane, Australia .,3 Thoracic Oncology Research Group, Institute of Molecular Medicine , Trinity College Dublin, Dublin, Ireland .,5 Division of Cancer Services, Princess Alexandra Hospital , Brisbane, Australia
| | - Anthony M Davies
- 2 Translational Cell Imaging Queensland, Institute of Health and Biomedical Innovation, Queensland University of Technology , Brisbane, Australia .,6 Irish National Centre for High Content Screening and Analysis, Institute of Molecular Medicine , Trinity College Dublin, Dublin, Ireland
| |
Collapse
|