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Cotechini T, Jones O, Hindmarch CCT. Imaging Mass Cytometry in Immuno-Oncology. Methods Mol Biol 2023; 2614:1-15. [PMID: 36587115 DOI: 10.1007/978-1-0716-2914-7_1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
In situ profiling of the tumor-immune microenvironment (TiME) requires the ability to co-localize and detect multiple proteins simultaneously. Imaging mass cytometry (IMC), using the Hyperion™ imaging system is a novel multiplex imaging modality that currently enables detection of up to 50 markers on fixed tissues at subcellular resolution and thus has the potential to inform both pre-clinical and clinical research by providing investigators with spatially resolved information about the TiME. Here we provide an overview of the IMC workflow from sample fixation to analysis, with a focus on multiplex panel design and tissue staining.
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Affiliation(s)
- Tiziana Cotechini
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada.
| | - Oliver Jones
- Queen's Cardiopulmonary Unit (QCPU), Translational Institute of Medicine (TIME), Department of Medicine, Queen's University, Kingston, ON, Canada
| | - Charles Colin Thomas Hindmarch
- Queen's Cardiopulmonary Unit (QCPU), Translational Institute of Medicine (TIME), Department of Medicine, Queen's University, Kingston, ON, Canada.
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Hindmarch CCT, Tian L, Xiong PY, Potus F, Bentley RET, Al-Qazazi R, Prins KW, Archer SL. An integrated proteomic and transcriptomic signature of the failing right ventricle in monocrotaline induced pulmonary arterial hypertension in male rats. Front Physiol 2022; 13:966454. [PMID: 36388115 PMCID: PMC9664166 DOI: 10.3389/fphys.2022.966454] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [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: 06/10/2022] [Accepted: 08/19/2022] [Indexed: 01/25/2023] Open
Abstract
Aim: Pulmonary arterial hypertension (PAH) is an obstructive pulmonary vasculopathy that results in death from right ventricular failure (RVF). There is limited understanding of the molecular mechanisms of RVF in PAH. Methods: In a PAH-RVF model induced by injection of adult male rats with monocrotaline (MCT; 60 mg/kg), we performed mass spectrometry to identify proteins that change in the RV as a consequence of PAH induced RVF. Bioinformatic analysis was used to integrate our previously published RNA sequencing data from an independent cohort of PAH rats. Results: We identified 1,277 differentially regulated proteins in the RV of MCT rats compared to controls. Integration of MCT RV transcriptome and proteome data sets identified 410 targets that are concordantly regulated at the mRNA and protein levels. Functional analysis of these data revealed enriched functions, including mitochondrial metabolism, cellular respiration, and purine metabolism. We also prioritized 15 highly enriched protein:transcript pairs and confirmed their biological plausibility as contributors to RVF. We demonstrated an overlap of these differentially expressed pairs with data published by independent investigators using multiple PAH models, including the male SU5416-hypoxia model and several male rat strains. Conclusion: Multiomic integration provides a novel view of the molecular phenotype of RVF in PAH which includes dysregulation of pathways involving purine metabolism, mitochondrial function, inflammation, and fibrosis.
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Affiliation(s)
- Charles Colin Thomas Hindmarch
- QCPU, Queen’s Cardiopulmonary Unit, Translational Institute of Medicine (TIME), Department of Medicine, Queen’s University, Kingston, ON, Canada
| | - Lian Tian
- Department of Medicine, Queen’s University, Kingston, ON, Canada
| | - Ping Yu Xiong
- Department of Medicine, Queen’s University, Kingston, ON, Canada
| | - Francois Potus
- Pulmonary Hypertension Research Group, Centre de Recherche de l’Institut Universitaire de Cardiologie et Pneumologie de Quebec, Quebec City, QC, Canada
| | | | - Ruaa Al-Qazazi
- Department of Medicine, Queen’s University, Kingston, ON, Canada
| | - Kurt W. Prins
- Cardiovascular Division, Lillehei Heart Institute, Department of Medicine, University of Minnesota, Minneapolis, MN, United States
| | - Stephen L. Archer
- QCPU, Queen’s Cardiopulmonary Unit, Translational Institute of Medicine (TIME), Department of Medicine, Queen’s University, Kingston, ON, Canada,Department of Medicine, Queen’s University, Kingston, ON, Canada,*Correspondence: Stephen L. Archer,
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Romani P, Nirchio N, Arboit M, Barbieri V, Tosi A, Michielin F, Shibuya S, Benoist T, Wu D, Hindmarch CCT, Giomo M, Urciuolo A, Giamogante F, Roveri A, Chakravarty P, Montagner M, Calì T, Elvassore N, Archer SL, De Coppi P, Rosato A, Martello G, Dupont S. Mitochondrial fission links ECM mechanotransduction to metabolic redox homeostasis and metastatic chemotherapy resistance. Nat Cell Biol 2022; 24:168-180. [PMID: 35165418 PMCID: PMC7615745 DOI: 10.1038/s41556-022-00843-w] [Citation(s) in RCA: 63] [Impact Index Per Article: 31.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Accepted: 01/06/2022] [Indexed: 01/07/2023]
Abstract
Metastatic breast cancer cells disseminate to organs with a soft microenvironment. Whether and how the mechanical properties of the local tissue influence their response to treatment remains unclear. Here we found that a soft extracellular matrix empowers redox homeostasis. Cells cultured on a soft extracellular matrix display increased peri-mitochondrial F-actin, promoted by Spire1C and Arp2/3 nucleation factors, and increased DRP1- and MIEF1/2-dependent mitochondrial fission. Changes in mitochondrial dynamics lead to increased production of mitochondrial reactive oxygen species and activate the NRF2 antioxidant transcriptional response, including increased cystine uptake and glutathione metabolism. This retrograde response endows cells with resistance to oxidative stress and reactive oxygen species-dependent chemotherapy drugs. This is relevant in a mouse model of metastatic breast cancer cells dormant in the lung soft tissue, where inhibition of DRP1 and NRF2 restored cisplatin sensitivity and prevented disseminated cancer-cell awakening. We propose that targeting this mitochondrial dynamics- and redox-based mechanotransduction pathway could open avenues to prevent metastatic relapse.
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Affiliation(s)
- Patrizia Romani
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy
| | - Nunzia Nirchio
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy
| | - Mattia Arboit
- Department of Biology (DiBio), University of Padua, Padua, Italy
| | - Vito Barbieri
- Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padua, Padua, Italy
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
| | - Anna Tosi
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
| | - Federica Michielin
- Institute of Child Health, NIHR Biomedical Research Centre, Great Ormond Street Institute of Child Health, UCL, London, UK
| | - Soichi Shibuya
- Institute of Child Health, NIHR Biomedical Research Centre, Great Ormond Street Institute of Child Health, UCL, London, UK
| | - Thomas Benoist
- Institute of Child Health, NIHR Biomedical Research Centre, Great Ormond Street Institute of Child Health, UCL, London, UK
| | - Danchen Wu
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
| | | | - Monica Giomo
- Department of Industrial Engineering (DII), University of Padua, Padua, Italy
- Venetian Institute of Molecular Medicine (VIMM), Padua, Italy
| | - Anna Urciuolo
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy
- Fondazione Istituto di Ricerca Pediatrica (IRP), Città della Speranza, Padua, Italy
| | - Flavia Giamogante
- Department of Biomedical Sciences (DSB), University of Padua, Padua, Italy
| | - Antonella Roveri
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy
| | | | - Marco Montagner
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy
| | - Tito Calì
- Department of Biomedical Sciences (DSB), University of Padua, Padua, Italy
| | - Nicola Elvassore
- Institute of Child Health, NIHR Biomedical Research Centre, Great Ormond Street Institute of Child Health, UCL, London, UK
- Department of Industrial Engineering (DII), University of Padua, Padua, Italy
- Venetian Institute of Molecular Medicine (VIMM), Padua, Italy
| | - Stephen L Archer
- Department of Medicine, Queen's University, Kingston, Ontario, Canada
| | - Paolo De Coppi
- Institute of Child Health, NIHR Biomedical Research Centre, Great Ormond Street Institute of Child Health, UCL, London, UK
| | - Antonio Rosato
- Department of Surgery, Oncology and Gastroenterology (DiSCOG), University of Padua, Padua, Italy
- Veneto Institute of Oncology IOV-IRCCS, Padua, Italy
| | | | - Sirio Dupont
- Department of Molecular Medicine (DMM), University of Padua, Padua, Italy.
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Cheah HY, Šarenac O, Arroyo JJ, Vasić M, Lozić M, Glumac S, Hoe SZ, Hindmarch CCT, Murphy D, Kiew LV, Lee HB, Vicent MJ, Chung LY, Japundžić-Žigon N. Hemodynamic effects of HPMA copolymer based doxorubicin conjugate: A randomized controlled and comparative spectral study in conscious rats. Nanotoxicology 2017; 11:210-222. [PMID: 28098511 PMCID: PMC5964453 DOI: 10.1080/17435390.2017.1285071] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Conjugation of Doxorubicin (DOX) to N-(2-hydroxypropyl) methylacrylamide copolymer (HPMA) has significantly reduced the DOX-associated cardiotoxicity. However, the reports on the impact of HPMA–DOX conjugates on the cardiovascular system such as blood pressure (BP) and heart rate (HR) were in restrained animals using tail cuff and/or other methods that lacked the resolution and sensitivity. Herein, we employed radiotelemetric-spectral-echocardiography approach to further understand the in vivo cardiovascular hemodynamics and variability post administration of free DOX and HPMA–DOX. Rats implanted with radio-telemetry device were administered intravenously with DOX (5 mg/kg), HPMA–DOX (5 mg DOX equivalent/kg) and HPMA copolymer and subjected to continuous cardiovascular monitoring and echocardiography for 140 days. We found that DOX-treated rats had ruffled fur, reduced body weight (BW) and a low survival rate. Although BP and HR were normal, spectral analysis indicated that their BP and HR variabilities were reduced. All rats exhibited typical signs of cardiotoxicity at histopathology. In contrast, HPMA–DOX rats gained weight over time and survived. Although BP, HR and related variabilities were unaffected, the left ventricular end diastolic volume (EDV) of these rats, as well as of the HPMA copolymer-treated rats, was found increased at the end of observation period. Additionally, HPMA copolymer caused microscopic injury of the heart tissue. All of these suggest the necessity of caution when employing HPMA as carrier for prolonged drug delivery. The current study also indicates the potential of radiotelemetric-spectral-echocardiography approach for improved preclinical cardiovascular risk assessment of polymer–drug conjugate and other nano-sized-drug constructs.
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Affiliation(s)
- Hoay Yan Cheah
- a Department of Pharmacology, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia
| | - Olivera Šarenac
- b Institute of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine , University of Belgrade , Republic of Serbia
| | - Juan J Arroyo
- c Polymer Therapeutics Lab , Centro de Investigación Príncipe Felipe , Valencia , Spain
| | - Marko Vasić
- b Institute of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine , University of Belgrade , Republic of Serbia
| | - Maja Lozić
- b Institute of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine , University of Belgrade , Republic of Serbia
| | - Sofija Glumac
- b Institute of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine , University of Belgrade , Republic of Serbia
| | - See Ziau Hoe
- d Department of Physiology, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia
| | - Charles Colin Thomas Hindmarch
- d Department of Physiology, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia.,e Department of Biomedical and Molecular Sciences , School of Medicine, Queen's, University , Kingston, ON , Canada , UK
| | - David Murphy
- f Molecular Neuroendocrinology Research Group , The Henry Wellcome Laboratories for Integrative Neuroscience and Endocrinology, University of Bristol , Bristol , England, UK
| | - Lik Voon Kiew
- a Department of Pharmacology, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia
| | - Hong Boon Lee
- g Department of Pharmacy, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia
| | - María J Vicent
- c Polymer Therapeutics Lab , Centro de Investigación Príncipe Felipe , Valencia , Spain
| | - Lip Yong Chung
- g Department of Pharmacy, Faculty of Medicine , University of Malaya , Kuala Lumpur , Malaysia
| | - Nina Japundžić-Žigon
- b Institute of Pharmacology, Clinical Pharmacology and Toxicology, Faculty of Medicine , University of Belgrade , Republic of Serbia
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Hindmarch CCT, Ferguson AV. Physiological roles for the subfornical organ: a dynamic transcriptome shaped by autonomic state. J Physiol 2015; 594:1581-9. [PMID: 26227400 DOI: 10.1113/jp270726] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2015] [Accepted: 07/26/2015] [Indexed: 12/15/2022] Open
Abstract
The subfornical organ (SFO) is a circumventricular organ recognized for its ability to sense and integrate hydromineral and hormonal circulating fluid balance signals, information which is transmitted to central autonomic nuclei to which SFO neurons project. While the role of SFO was once synonymous with physiological responses to osmotic, volumetric and cardiovascular challenge, recent data suggest that SFO neurons also sense and integrate information from circulating signals of metabolic status. Using microarrays, we have confirmed the expression of receptors already described in the SFO, and identified many novel transcripts expressed in this circumventricular organ including receptors for many of the critical circulating energy balance signals such as adiponectin, apelin, endocannabinoids, leptin, insulin and peptide YY. This transcriptome analysis also identified SFO transcripts, the expressions of which are significantly changed by either 72 h dehydration, or 48 h starvation, compared to fed and euhydrated controls. Expression and potential roles for many of these targets are yet to be confirmed and elucidated. Subsequent validation of data for adiponectin and leptin receptors confirmed that receptors for both are expressed in the SFO, that discrete populations of neurons in this tissue are functionally responsive to these adipokines, and that such responsiveness is regulated by physiological state. Thus, transcriptomic analysis offers great promise for understanding the integrative complexity of these physiological systems, especially with development of technologies allowing description of the entire transcriptome of single, carefully phenotyped, SFO neurons. These data will ultimately elucidate mechanisms through which these uniquely positioned neurons respond to and integrate complex circulating signals.
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Affiliation(s)
- Charles Colin Thomas Hindmarch
- School of Clinical Sciences, Dorothy Hodgkin Building, University of Bristol, Bristol, BS1 3NY, UK.,Department of Physiology, Faculty of Medicine, University of Malaya, 50603, Kuala Lumpur, Malaysia
| | - Alastair V Ferguson
- Department of Biomedical and Molecular Sciences, Queen's University, Kingston, ON, Canada, K7L 3N6
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Johnson KR, Hindmarch CCT, Salinas YD, Shi Y, Greenwood M, Hoe SZ, Murphy D, Gainer H. Correction: A RNA-Seq Analysis of the Rat Supraoptic Nucleus Transcriptome: Effects of Salt Loading on Gene Expression. PLoS One 2015; 10:e0131892. [PMID: 26110672 PMCID: PMC4482544 DOI: 10.1371/journal.pone.0131892] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/04/2022] Open
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Hindmarch CCT, Franses P, Goodwin B, Murphy D. Whole transcriptome organisation in the dehydrated supraoptic nucleus. Braz J Med Biol Res 2013; 46:1000-1006. [PMID: 24345907 PMCID: PMC3935270 DOI: 10.1590/1414-431x20133328] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [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: 07/03/2013] [Accepted: 09/11/2013] [Indexed: 01/20/2023] Open
Abstract
The supraoptic nucleus (SON) is part of the central osmotic circuitry that synthesises the hormone vasopressin (Avp) and transports it to terminals in the posterior lobe of the pituitary. Following osmotic stress such as dehydration, this tissue undergoes morphological, electrical and transcriptional changes to facilitate the appropriate regulation and release of Avp into the circulation where it conserves water at the level of the kidney. Here, the organisation of the whole transcriptome following dehydration is modelled to fit Zipf's law, a natural power law that holds true for all natural languages, that states if the frequency of word usage is plotted against its rank, then the log linear regression of this is -1. We have applied this model to our previously published euhydrated and dehydrated SON data to observe this trend and how it changes following dehydration. In accordance with other studies, our whole transcriptome data fit well with this model in the euhydrated SON microarrays, but interestingly, fit better in the dehydrated arrays. This trend was observed in a subset of differentially regulated genes and also following network reconstruction using a third-party database that mines public data. We make use of language as a metaphor that helps us philosophise about the role of the whole transcriptome in providing a suitable environment for the delivery of Avp following a survival threat like dehydration.
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Affiliation(s)
- C C T Hindmarch
- University of Bristol, The Henry Wellcome Laboratories for Integrative Neuroscience and Endocrinology, Bristol, UK
| | | | | | - D Murphy
- University of Bristol, The Henry Wellcome Laboratories for Integrative Neuroscience and Endocrinology, Bristol, UK
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Stewart L, Hindmarch CCT, Qiu J, Tung YCL, Yeo GSH, Murphy D. Hypothalamic transcriptome plasticity in two rodent species reveals divergent differential gene expression but conserved pathways. J Neuroendocrinol 2011; 23:177-85. [PMID: 21070396 DOI: 10.1111/j.1365-2826.2010.02093.x] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
We have addressed the question of how different rodent species cope with the life-threatening homeostatic challenge of dehydration at the level of transcriptome modulation in the supraoptic nucleus (SON), a specialised hypothalamic neurosecretory apparatus responsible for the production of the antidiuretic peptide hormone arginine vasopressin (AVP). AVP maintains water balance by promoting water conservation at the level of the kidney. Dehydration evokes a massive increase in the regulated release of AVP from SON axon terminals located in the posterior pituitary, and this is accompanied by a plethora of changes in the morphology, electrophysiological properties, biosynthetic and secretory activity of this structure. Microarray analysis was used to generate a definitive catalogue of the genes expressed in the mouse SON, and to describe how the gene expression profile changes in response to dehydration. Comparison of the genes differentially expressed in the mouse SON as a consequence of dehydration with those of the rat has revealed many similarities, pointing to common processes underlying the function-related plasticity in this nucleus. In addition, we have identified many genes that are differentially expressed in a species-specific manner. However, in many cases, we have found that the hyperosmotic cue can induce species-specific alterations in the expression of different genes in the same pathway. The same functional end can be served by different means, via differential modulation, in different species, of different molecules in the same pathway. We suggest that pathways, rather than specific genes, should be the focus of integrative physiological studies based on transcriptome data.
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Affiliation(s)
- L Stewart
- Henry Wellcome Laboratories for Integrative Neuroscience and Endocrinology, University of Bristol, Bristol, UK
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Abstract
The hypothalamo-neurohypophyseal system (HNS) is a highly specialised region of the brain that is comprised of the magnocellular neurons of the paraventricular (PVN) and supraoptic (SON) nuclei, the axons of which project to the neural lobe of the pituitary. The PVN and the SON are involved in abroad spectrum of activities including, but not restricted to, osmotic regulation, cardiovascular control, parturition and lactation, energy homeostasis and the stress response resulting in a function-related plasticity of these tissues, allowing them the modulation necessary to reply to the physiological demands in an appropriate manner. We hypothesise that the HNS response to physiological stimulation is underpinned by changes in gene transcription. Affymetrix microarrays with 31,099 probes representing the total rat genome, were interrogated with RNA targets from SON, PVN and the neuro-intermediate lobe dissected from naïve rats as well as those responding to physiological and pathological cues. The data generated are comprehensive catalogues of genes that are expressed in each tissue, as well as lists of genes that are differentially regulated following changes in the physiological state of the animal.
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