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Cross SJ, Fisher JDJR, Jepson MA. ModularImageAnalysis (MIA): Assembly of modularised image and object analysis workflows in ImageJ. J Microsc 2024; 296:173-183. [PMID: 37696268 PMCID: PMC7616484 DOI: 10.1111/jmi.13227] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Revised: 08/18/2023] [Accepted: 09/05/2023] [Indexed: 09/13/2023]
Abstract
ModularImageAnalysis (MIA) is an ImageJ plugin providing a code-free graphical environment in which complex automated analysis workflows can be constructed and distributed. The broad range of included modules cover all stages of a typical analysis workflow, from image loading through image processing, object detection, extraction of measurements, measurement-based filtering, visualisation and data exporting. MIA provides out-of-the-box compatibility with many advanced image processing plugins for ImageJ including Bio-Formats, DeepImageJ, MorphoLibJ and TrackMate, allowing these tools and their outputs to be directly incorporated into analysis workflows. By default, modules support spatially calibrated 5D images, meaning measurements can be acquired in both pixel and calibrated units. A hierarchical object relationship model allows for both parent-child (one-to-many) and partner (many-to-many) relationships to be established. These relationships underpin MIA's ability to track objects through time, represent complex spatial relationships (e.g. topological skeletons) and measure object distributions (e.g. count puncta per cell). MIA features dual graphical interfaces: the 'editing view' offers access to the full list of modules and parameters in the workflow, while the simplified 'processing view' can be configured to display only a focused subset of controls. All workflows are batch-enabled by default, with image files within a specified folder being processed automatically and exported to a single spreadsheet. Beyond the included modules, functionality can be extended both internally, through integration with the ImageJ scripting interface, and externally, by developing third-party Java modules that extend the core MIA framework. Here we describe the design and functionality of MIA in the context of a series of real-world example analyses.
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Affiliation(s)
| | - Jordan D. J. R. Fisher
- Department of Computer Science, University of Warwick, Coventry, UK
- Vivedia Ltd., Unit 29, Sheffield, UK
| | - Mark A. Jepson
- Wolfson Bioimaging Facility, University of Bristol, Bristol, UK
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2
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Lombardo C, Fazio R, Sinagra M, Gattuso G, Longo F, Lombardo C, Salmeri M, Zanghì GN, Loreto CAE. Intratumoral Microbiota: Insights from Anatomical, Molecular, and Clinical Perspectives. J Pers Med 2024; 14:1083. [PMID: 39590575 PMCID: PMC11595780 DOI: 10.3390/jpm14111083] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2024] [Revised: 10/26/2024] [Accepted: 10/29/2024] [Indexed: 11/28/2024] Open
Abstract
The human microbiota represents a heterogeneous microbial community composed of several commensal, symbiotic, and even pathogenic microorganisms colonizing both the external and internal body surfaces. Despite the term "microbiota" being commonly used to identify microorganisms inhabiting the gut, several pieces of evidence suggest the presence of different microbiota physiologically colonizing other organs. In this context, several studies have also confirmed that microbes are integral components of tumor tissue in different types of cancer, constituting the so-called "intratumoral microbiota". The intratumoral microbiota is closely related to the occurrence and development of cancer as well as to the efficacy of anticancer treatments. Indeed, intratumoral microbiota can contribute to carcinogenesis and metastasis formation as some microbes can directly cause DNA damage, while others can induce the activation of proinflammatory responses or oncogenic pathways and alter the tumor microenvironment (TME). All these characteristics make the intratumoral microbiota an interesting topic to investigate for both diagnostic and prognostic purposes in order to improve the management of cancer patients. This review aims to gather the most recent data on the role of the intratumoral microbiota in cancer development, progression, and response to treatment, as well as its potential diagnostic and prognostic value.
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Affiliation(s)
- Claudia Lombardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Rosanna Fazio
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Marta Sinagra
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Giuseppe Gattuso
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Federica Longo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Cinzia Lombardo
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Mario Salmeri
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
| | - Guido Nicola Zanghì
- Department of General Surgery and Medical-Surgical Specialties, Policlinico-Vittorio Emanuele Hospital, University of Catania, 95123 Catania, Italy;
| | - Carla Agata Erika Loreto
- Department of Biomedical and Biotechnological Sciences, University of Catania, 95123 Catania, Italy; (C.L.); (R.F.); (M.S.); (C.L.); (M.S.); (C.A.E.L.)
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López-Cuevas P, Oates TCL, Tong Q, McGowan LM, Cross SJ, Xu C, Zhao Y, Yin Z, Toye AM, Boussahel A, Hammond CL, Mann S, Martin P. Reprogramming macrophages with R848-loaded artificial protocells to modulate skin and skeletal wound healing. J Cell Sci 2024; 137:jcs262202. [PMID: 39078119 PMCID: PMC11385641 DOI: 10.1242/jcs.262202] [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: 04/16/2024] [Accepted: 07/15/2024] [Indexed: 07/31/2024] Open
Abstract
After tissue injury, inflammatory cells are rapidly recruited to the wound where they clear microbes and other debris, and coordinate the behaviour of other cell lineages at the repair site in both positive and negative ways. In this study, we take advantage of the translucency and genetic tractability of zebrafish to evaluate the feasibility of reprogramming innate immune cells in vivo with cargo-loaded protocells and investigate how this alters the inflammatory response in the context of skin and skeletal repair. Using live imaging, we show that protocells loaded with R848 cargo (which targets TLR7 and TLR8 signalling), are engulfed by macrophages resulting in their switching to a pro-inflammatory phenotype and altering their regulation of angiogenesis, collagen deposition and re-epithelialization during skin wound healing, as well as dampening osteoblast and osteoclast recruitment and bone mineralization during fracture repair. For infected skin wounds, R848-reprogrammed macrophages exhibited enhanced bactericidal activities leading to improved healing. We replicated our zebrafish studies in cultured human macrophages, and showed that R848-loaded protocells similarly reprogramme human cells, indicating how this strategy might be used to modulate wound inflammation in the clinic.
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Affiliation(s)
- Paco López-Cuevas
- School of Biochemistry, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Tiah C L Oates
- School of Cellular and Molecular Medicine, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Qiao Tong
- School of Physiology, Pharmacology and Neuroscience, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Lucy M McGowan
- School of Physiology, Pharmacology and Neuroscience, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Stephen J Cross
- Wolfson Bioimaging Facility, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Can Xu
- Centre for Protolife Research, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
| | - Yu Zhao
- Centre for Protolife Research, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
| | - Zhuping Yin
- Centre for Protolife Research, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
| | - Ashley M Toye
- School of Biochemistry, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Red Blood Cell Products, University of Bristol, Bristol BS34 7QH, UK
| | - Asme Boussahel
- School of Cellular and Molecular Medicine, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Chrissy L Hammond
- School of Physiology, Pharmacology and Neuroscience, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
| | - Stephen Mann
- Centre for Protolife Research, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
- Max Planck Bristol Centre for Minimal Biology, School of Chemistry, University of Bristol, Bristol BS8 1TS, UK
| | - Paul Martin
- School of Biochemistry, Biomedical Sciences Building, University Walk, University of Bristol, Bristol BS8 1TD, UK
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Kam NW, Lo AWI, Hung DTY, Ko H, Wu KC, Kwong DLW, Lam KO, Leung TW, Che CM, Lee VHF. Shift in Tissue-Specific Immune Niches and CD137 Expression in Tuberculoma of Pembrolizumab-Treated Nasopharyngeal Carcinoma Patients. Cancers (Basel) 2024; 16:268. [PMID: 38254759 PMCID: PMC10813936 DOI: 10.3390/cancers16020268] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2023] [Revised: 12/29/2023] [Accepted: 12/29/2023] [Indexed: 01/24/2024] Open
Abstract
The use of immune checkpoint inhibitors (ICIs) in cancer treatment has shown promise but can also have unintended consequences, such as reactivating latent tuberculosis (TB). To develop treatments that address ICIs-related adverse events, it is essential to understand cellular heterogeneity across healthy and pathological tissues. We performed cross-tissue multiplexed staining analysis on samples from two patients with TB reactivation during pembrolizumab treatment for metastatic nasopharyngeal carcinoma. CD8+ T cells, rather than CD4+ T cells, accumulated preferentially in the tuberculoma and were associated with increased production of IFNγ and expression of CD137. Additionally, CD137 enrichment played a role in the spatial organization of the tuberculoma, with specific interaction limited to spatial proximal cells between IFNγ+ CD137+ CD8+ T cells and IL12+ CD137+ type-1 macrophages. This unique feature was not observed in non-tumoral or tumoral tissues. Our analysis of public transcriptomic datasets supported the notion that this cellular interaction was more prominent in patients with durable ICI responses compared to those with non-ICI-related TB. We suggest that shifts towards CD137-rich immune niches are correlated with both off-target immune-related adverse events and anti-tumor efficacy. Targeting the tumor microenvironment through conditional activation of anti-CD137 signaling in combination with ICIs can modulate the reactivity of T cells and macrophages for localized tumor killing without the potential off-target immune-related risks associated with ICIs alone.
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Affiliation(s)
- Ngar Woon Kam
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
| | | | - Desmond Tae Yang Hung
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
| | - Ho Ko
- Department of Medicine and Therapeutics, The Chinese University of Hong Kong, Shatin, Hong Kong 999077, China;
- Li Ka Shing Institute of Health Sciences, Faculty of Medicine, The Chinese University of Hong Kong, Shatin, Hong Kong 999077, China
| | - Ka Chun Wu
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
| | - Dora Lai Wan Kwong
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
| | - Ka On Lam
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
| | - To Wai Leung
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
| | - Chi Ming Che
- Laboratory of Synthetic Chemistry and Chemical Biology Limited, Hong Kong 999077, China;
- Department of Chemistry, Faculty of Science, The University of Hong Kong, Hong Kong 999077, China
| | - Victor Ho Fun Lee
- Department of Clinical Oncology, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, Hong Kong 999077, China; (N.W.K.); (D.T.Y.H.); (K.C.W.); (D.L.W.K.); (K.O.L.); (T.W.L.)
- Clinical Oncology Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen 518000, China
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Ward J, Martin P. Live-imaging studies reveal how microclots and the associated inflammatory response enhance cancer cell extravasation. J Cell Sci 2023; 136:jcs261225. [PMID: 37671502 PMCID: PMC10561694 DOI: 10.1242/jcs.261225] [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: 04/11/2023] [Accepted: 08/31/2023] [Indexed: 09/07/2023] Open
Abstract
Previous clinical studies and work in mouse models have indicated that platelets and microclots might enable the recruitment of immune cells to the pre-metastatic cancer niche, leading to efficacious extravasation of cancer cells through the vessel wall. Here, we investigated the interaction between platelets, endothelial cells, inflammatory cells, and engrafted human and zebrafish cancer cells by live-imaging studies in translucent zebrafish larvae, and show how clotting (and clot resolution) act as foci and as triggers for extravasation. Fluorescent tagging in each lineage revealed their dynamic behaviour and potential roles in these events, and we tested function by genetic and drug knockdown of the contributing players. Morpholino knockdown of fibrinogen subunit α (fga) and warfarin treatment to inhibit clotting both abrogated extravasation of cancer cells. The inflammatory phenotype appeared fundamental, and we show that forcing a pro-inflammatory, tnfa-positive phenotype is inhibitory to extravasation of cancer cells.
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Affiliation(s)
- Juma Ward
- School of Biochemistry, Biomedical Sciences Building, University of Bristol, University Walk, Bristol BS8 1TD, UK
| | - Paul Martin
- School of Biochemistry, Biomedical Sciences Building, University of Bristol, University Walk, Bristol BS8 1TD, UK
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López‐Cuevas P, Xu C, Severn CE, Oates TCL, Cross SJ, Toye AM, Mann S, Martin P. Macrophage Reprogramming with Anti-miR223-Loaded Artificial Protocells Enhances In Vivo Cancer Therapeutic Potential. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2202717. [PMID: 36314048 PMCID: PMC9762313 DOI: 10.1002/advs.202202717] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/09/2022] [Revised: 09/15/2022] [Indexed: 06/16/2023]
Abstract
Several immune cell-expressed miRNAs (miRs) are associated with altered prognostic outcome in cancer patients, suggesting that they may be potential targets for development of cancer therapies. Here, translucent zebrafish (Danio rerio) is utilized to demonstrate that genetic knockout or knockdown of one such miR, microRNA-223 (miR223), globally or specifically in leukocytes, does indeed lead to reduced cancer progression. As a first step toward potential translation to a clinical therapy, a novel strategy is described for reprogramming neutrophils and macrophages utilizing miniature artificial protocells (PCs) to deliver anti-miRs against the anti-inflammatory miR223. Using genetic and live imaging approaches, it is shown that phagocytic uptake of anti-miR223-loaded PCs by leukocytes in zebrafish (and by human macrophages in vitro) effectively prolongs their pro-inflammatory state by blocking the suppression of pro-inflammatory cytokines, which, in turn, drives altered immune cell-cancer cell interactions and ultimately leads to a reduced cancer burden by driving reduced proliferation and increased cell death of tumor cells. This PC cargo delivery strategy for reprogramming leukocytes toward beneficial phenotypes has implications also for treating other systemic or local immune-mediated pathologies.
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Affiliation(s)
- Paco López‐Cuevas
- School of BiochemistryBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
| | - Can Xu
- Centre for Protolife ResearchSchool of ChemistryUniversity of BristolBristolBS8 1TSUK
| | - Charlotte E. Severn
- School of BiochemistryBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Red Blood Cell ProductsUniversity of BristolBristolBS34 7QHUK
| | - Tiah C. L. Oates
- School of BiochemistryBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Red Blood Cell ProductsUniversity of BristolBristolBS34 7QHUK
| | - Stephen J. Cross
- Wolfson Bioimaging FacilityBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
| | - Ashley M. Toye
- School of BiochemistryBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Red Blood Cell ProductsUniversity of BristolBristolBS34 7QHUK
| | - Stephen Mann
- Centre for Protolife ResearchSchool of ChemistryUniversity of BristolBristolBS8 1TSUK
- Max Planck Bristol Centre for Minimal BiologySchool of ChemistryUniversity of BristolBristolBS8 1TSUK
- School of Materials Science and EngineeringShanghai Jiao Tong UniversityShanghai200240P. R. China
| | - Paul Martin
- School of BiochemistryBiomedical Sciences BuildingUniversity WalkUniversity of BristolBristolBS8 1TDUK
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