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Vaulet T, Callemeyn J, Lamarthée B, Antoranz A, Debyser T, Koshy P, Anglicheau D, Colpaert J, Gwinner W, Halloran PF, Kuypers D, Tinel C, Van Craenenbroeck A, Van Loon E, Marquet P, Bosisio F, Naesens M. The Clinical Relevance of the Infiltrating Immune Cell Composition in Kidney Transplant Rejection. J Am Soc Nephrol 2024:00001751-990000000-00284. [PMID: 38640017 DOI: 10.1681/asn.0000000000000350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2023] [Accepted: 04/02/2024] [Indexed: 04/21/2024] Open
Abstract
Key Points
The estimated composition of immune cells in kidney transplants correlates poorly with the primary rejection categories defined by Banff criteria.Spatial cell distribution could be coupled with a detailed cellular composition to assess causal triggers for allorecognition.Intragraft CD8temra cells showed strong and consistent association with graft failure, regardless of the Banff rejection phenotypes.
Background
The link between the histology of kidney transplant rejection, especially antibody-mediated rejection, T-cell–mediated rejection, and mixed rejection, and the types of infiltrating immune cells is currently not well charted. Cost and technical complexity of single-cell analysis hinder large-scale studies of the relationship between cell infiltrate profiles and histological heterogeneity.
Methods
In this cross-sectional study, we assessed the composition of nine intragraft immune cell types by using a validated kidney transplant–specific signature matrix for deconvolution of bulk transcriptomics in three different kidney transplant biopsy datasets (N=403, N=224, N=282). The association and discrimination of the immune cell types with the Banff histology and the association with graft failure were assessed individually and with multivariable models. Unsupervised clustering algorithms were applied on the overall immune cell composition and compared with the Banff phenotypes.
Results
Banff-defined rejection was related to high presence of CD8+ effector T cells, natural killer cells, monocytes/macrophages, and, to a lesser extent, B cells, whereas CD4+ memory T cells were lower in rejection compared with no rejection. Estimated intragraft effector memory–expressing CD45RA (TEMRA) CD8+ T cells were strongly and consistently associated with graft failure. The large heterogeneity in immune cell composition across rejection types prevented supervised and unsupervised methods to accurately recover the Banff phenotypes solely on the basis of immune cell estimates. The lack of correlation between immune cell composition and Banff-defined rejection types was validated using multiplex immunohistochemistry.
Conclusions
Although some specific cell types (FCGR3A
+ myeloid cells, CD14
+ monocytes/macrophages, and NK cells) partly discriminated between rejection phenotypes, the overall estimated immune cell composition of kidney transplants was ill related to main Banff-defined rejection categories and added to the Banff lesion scoring and evaluation of rejection severity. The estimated intragraft CD8temra cells bore strong and consistent association with graft failure and were independent of Banff-grade rejection.
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Affiliation(s)
- Thibaut Vaulet
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
| | - Jasper Callemeyn
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- Department of Nephrology and Kidney Transplantation, University Hospitals Leuven, Leuven, Belgium
| | - Baptiste Lamarthée
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- EFS, INSERM, UMR RIGHT, Université de Franche-Comté, Besançon, France
| | - Asier Antoranz
- Department of Imaging and Pathology, Translational Cell and Tissue Research, KU Leuven, Leuven, Belgium
| | - Tim Debyser
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
| | - Priyanka Koshy
- Department of Imaging and Pathology, Translational Cell and Tissue Research, KU Leuven, Leuven, Belgium
| | - Dany Anglicheau
- Department of Nephrology and Kidney Transplantation, Necker-Enfants Malades Hospital, Assistance Publique-Hôpitaux de Paris, Paris, France
- Inserm U1151, Necker Enfants-Malades Institute, Université Paris Cité, Paris, France
| | - Jill Colpaert
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
| | - Wilfried Gwinner
- Department of Nephrology, Hannover Medical School, Hannover, Germany
| | - Philip F Halloran
- Division of Nephrology and Transplant Immunology, Department of Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Dirk Kuypers
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- Department of Nephrology and Kidney Transplantation, University Hospitals Leuven, Leuven, Belgium
| | - Claire Tinel
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- EFS, INSERM, UMR RIGHT, Université de Franche-Comté, Besançon, France
- Department of Nephrology and Kidney Transplantation, Dijon University Hospital, Dijon, France
| | - Amaryllis Van Craenenbroeck
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- Department of Nephrology and Kidney Transplantation, University Hospitals Leuven, Leuven, Belgium
| | - Elisabet Van Loon
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- Department of Nephrology and Kidney Transplantation, University Hospitals Leuven, Leuven, Belgium
| | - Pierre Marquet
- Department of Pharmacology and Transplantation, Inserm U1248, Limoges University Hospital, University of Limoges, Limoges, France
| | - Francesca Bosisio
- Department of Imaging and Pathology, Translational Cell and Tissue Research, KU Leuven, Leuven, Belgium
| | - Maarten Naesens
- Department of Microbiology, Immunology and Transplantation, Nephrology and Kidney Transplantation Research Group, KU Leuven, Leuven, Belgium
- Department of Nephrology and Kidney Transplantation, University Hospitals Leuven, Leuven, Belgium
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Laplatine L, Messaoudene S, Gaignebet N, Herrier C, Livache T. Correction of 2 π Phase Jumps for Silicon Photonic Sensors Based on Mach Zehnder Interferometers with Application in Gas and Biosensing. Sensors (Basel) 2024; 24:1712. [PMID: 38475248 DOI: 10.3390/s24051712] [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] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 02/21/2024] [Accepted: 02/26/2024] [Indexed: 03/14/2024]
Abstract
Silicon photonic sensors based on Mach Zehnder Interferometers (MZIs) have applications spanning from biological and olfactory sensors to temperature and ultrasound sensors. Although a coherent detection scheme can solve the issues of sensitivity fading and ambiguity in phase direction, the measured phase remains 2π periodic. This implies that the acquisition frequency should ensure a phase shift lower than π between each measurement point to prevent 2π phase jumps. Here, we describe and experimentally characterize two methods based on reference MZIs with lower sensitivities to alleviate this drawback. These solutions improve the measurement robustness and allow the lowering of the acquisition frequency. The first method is based on the phase derivative sign comparison. When a discrepancy is detected, the reference MZI is used to choose whether 2π should be added or removed from the nominal MZI. It can correct 2π phase jumps regardless of the sensitivity ratio, so that a single reference MZI can be used to correct multiple nominal MZIs. This first method relaxes the acquisition frequency requirement by a factor of almost two. However, it cannot correct phase jumps of 4π, 6π or higher between two measurement points. The second method is based on the comparison between the measured phase from the nominal MZI and the phase expected from the reference MZI. It can correct multiple 2π phase jumps but requires at least one reference MZI per biofunctionalization. It will also constrain the corrected phase to lie in a limited interval of [-π, +π] around the expected value, and might fail to correct phase shifts above a few tens of radians depending on the disparity of the nominal sensors responses. Nonetheless, for phase shift lower than typically 20 radians, this method allows the lowering of the acquisition frequency almost arbitrarily.
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Affiliation(s)
| | | | | | | | - Thierry Livache
- Univ. Grenoble Alpes, CEA, CNRS, Grenoble INP, IRIG, SyMMES, 38000 Grenoble, France
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Nachit M, Dioguardi Burgio M, Abyzov A, Garteiser P, Paradis V, Vilgrain V, Leclercq I, Van Beers BE. Hepatocellular carcinoma in patients with non-alcoholic fatty liver disease is associated with heterogeneous pattern of fat infiltration in skeletal muscles. Eur Radiol 2024; 34:1461-1470. [PMID: 37658893 DOI: 10.1007/s00330-023-10131-2] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2022] [Revised: 05/20/2023] [Accepted: 07/04/2023] [Indexed: 09/05/2023]
Abstract
OBJECTIVES To evaluate the association between fat infiltration in skeletal muscles (myosteatosis) and hepatocellular carcinoma (HCC) in patients with non-alcoholic fatty liver disease (NAFLD). METHODS In a cross-sectional cohort of 72 histologically proven NAFLD patients (n = 38 with non-alcoholic steatohepatitis; NASH), among which 20 had HCC diagnosed on biopsy, we used proton density fat fraction (PDFF) at MRI to evaluate myosteatosis in skeletal muscles (mean fat fraction and first order radiomic-based pattern) at the third lumbar level, namely in erector spinae (ES), quadratus lumborum (QL), psoas, oblique, and rectus muscles. RESULTS PDFFES was 70% higher in patients with HCC when compared to those without HCC (9.6 ± 5.5% versus 5.7 ± 3.0%, respectively, p < 0.001). In multivariate logistic regression, PDFFES was a significant predictor of the presence of HCC (AUC = 0.72, 95% CI 0.57-0.86, p = 0.002) independently from age, sex, visceral fat area, and liver fibrosis stage (all p < 0.05). The relationship between PDFFES and HCC was exacerbated in patients with NASH (AUC = 0.79, 95% CI 0.63-0.86, p = 0.006). In patients with NASH, radiomics features of heterogeneity such as energy and entropy in any of the paraspinal muscles (i.e., ES, QL, or psoas) were independent predictors of HCC. EnergyES identified patients with HCC (n = 13) in the NASH population with AUC = 0.92 (95% CI 0.82-1.00, p < 0.001). CONCLUSION In patients with NAFLD, and more specifically in those with NASH, the degree and heterogeneity of myosteatosis is independently associated with HCC irrespective of liver fibrosis stage. CLINICAL RELEVANCE STATEMENT Our data suggest that myosteatosis could be used as a biomarker of HCC in the ever-expanding NAFLD population and pave the way for further investigation in longitudinal studies. KEY POINTS • HCC in patients with non-alcoholic fatty liver disease, and more specifically in those with non-alcoholic steatohepatitis, is independently associated with severe fatty infiltration (myosteatosis) of paravertebral skeletal muscles. • Association between myosteatosis and HCC is independent from liver fibrosis stage. • Histogram-based radiomics features of myosteatosis predicts the risk of HCC in patients with non-alcoholic steatohepatitis.
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Affiliation(s)
- Maxime Nachit
- Laboratory of Hepato-Gastroenterology, Institut de Recherche Expérimentale et Clinique, UCLouvain, Brussels, Belgium.
- Department of Imaging and Pathology, KU Leuven, Louvain, Belgium.
| | - Marco Dioguardi Burgio
- Laboratory of Imaging Biomarkers, Center of Research On Inflammation, Université Paris Cité, Inserm, Paris, France
- Department of Radiology, Beaujon University Hospital Paris Nord, AP-HP, Clichy, France
| | - Anton Abyzov
- Laboratory of Imaging Biomarkers, Center of Research On Inflammation, Université Paris Cité, Inserm, Paris, France
| | - Philippe Garteiser
- Laboratory of Imaging Biomarkers, Center of Research On Inflammation, Université Paris Cité, Inserm, Paris, France
| | - Valérie Paradis
- Team "From Inflammation to Cancer in Digestive Disease", Center of Research on Inflammation, Université Paris Cité, Inserm, Paris, France
- Department of Pathology, Beaujon University Hospital Paris Nord, AP-HP, Clichy, France
| | - Valérie Vilgrain
- Laboratory of Imaging Biomarkers, Center of Research On Inflammation, Université Paris Cité, Inserm, Paris, France
- Department of Radiology, Beaujon University Hospital Paris Nord, AP-HP, Clichy, France
| | - Isabelle Leclercq
- Laboratory of Hepato-Gastroenterology, Institut de Recherche Expérimentale et Clinique, UCLouvain, Brussels, Belgium
| | - Bernard E Van Beers
- Laboratory of Imaging Biomarkers, Center of Research On Inflammation, Université Paris Cité, Inserm, Paris, France
- Department of Radiology, Beaujon University Hospital Paris Nord, AP-HP, Clichy, France
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Benhamou PY, Adenis A, Tourki Y, Pou S, Madrolle S, Franc S, Kariyawasam D, Beltrand J, Klonoff DC, Charpentier G. Efficacy of a Hybrid Closed-Loop Solution in Patients With Excessive Time in Hypoglycaemia: A Post Hoc Analysis of Trials With DBLG1 System. J Diabetes Sci Technol 2024; 18:372-379. [PMID: 36172702 PMCID: PMC10973855 DOI: 10.1177/19322968221128565] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
BACKGROUND Automated insulin delivery is an efficient treatment for patients with type 1 diabetes. Little is known on its impact on patients with excessive time in hypoglycaemia. METHODS We performed a post hoc analysis of three randomized control trials that used the DBLG1 (Diabeloop Generation 1) hybrid closed-loop solution. Patients whose time below 70 mg/dL during baseline, open-loop phase exceeded 5% were selected. The outcomes were the differences between the closed-loop and the open-loop phases in time in various ranges and Glycemia Risk Index (GRI). RESULTS We identified 45 patients exhibiting ≥5% of time below 70 mg/dL during the open-loop phase. Under closed-loop, the time in hypoglycaemia (54 to <70 mg/dL) dropped from 7.9% (SD 2.4) to 3.2% (SD 1.6) (difference -4.7% [-5.3; -4.1], P < 10-4). The time below 54 mg/dL decreased from 1.9% (SD 1.3) to 0.8% (SD 0.7) (difference -0.9% [-1.4; -0.8], P < 10-4). The time in range (TIR 70-180 mg/dL) improved from 63.3 (SD 9.5) to 68.2% (SD 8.2) (difference 5.1% [2.9; 7.0], P < 10-4). The GRI improved from 51.2 (SD 12.4) to 38.0 (SD 10.9) (difference 13.2 [10.4; 16.0], P < 10-4). CONCLUSION DBLG1 decreased time in hypoglycaemia by more than 50% even in patients with excessive time in hypoglycaemia at baseline, while also improving both TIR and GRI, under real-life conditions. The improvement in GRI (13.2%) exceeded that of the improvement in TIR (5.1%) indicating that in this data set, GRI was more sensitive than TIR to the improvement in glycaemia achieved with closed-loop. These results support the safety and efficacy of this treatment.
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Affiliation(s)
- Pierre-Yves Benhamou
- Department of Endocrinology, Grenoble University Hospita, INSERM U1055, Laboratory of Fundamental and Applied Bioenergetics, Grenoble Alpes University, Grenoble, France
- Department of Endocrinology, Univ. Grenoble Alpes, Centre Hospitalier Universitaire Grenoble Alpes
| | | | | | | | | | - Sylvia Franc
- Center for Study and Research for Improvement of the Treatment of Diabetes, Bioparc-Genopole Evry-Corbeil, Evry, France
- Department of Diabetes and Endocrinology, Sud-Francilien Hospital, Corbeil, France
| | - Dulanjalee Kariyawasam
- Department of Paediatric Endocrinology, Diabetology and Gynaecology, Necker-Enfants Malades University Hospital, Assistance Publique des Hôpitaux de Paris-Centre, Paris, France
- Paris Cite University, Paris, France
| | - Jacques Beltrand
- Department of Paediatric Endocrinology, Diabetology and Gynaecology, Necker-Enfants Malades University Hospital, Assistance Publique des Hôpitaux de Paris-Centre, Paris, France
- Paris Cite University, Paris, France
| | - David C. Klonoff
- Diabetes Research Institute, Mills-Peninsula Medical Center, San Mateo, CA, USA
| | - Guillaume Charpentier
- Center for Study and Research for Improvement of the Treatment of Diabetes, Bioparc-Genopole Evry-Corbeil, Evry, France
- Department of Diabetes and Endocrinology, Sud-Francilien Hospital, Corbeil, France
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5
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Ovdiichuk O, Lahdenpohja S, Béen Q, Tanguy L, Kuhnast B, Collet-Defossez C. [ 18F]fluoride Activation and 18F-Labelling in Hydrous Conditions-Towards a Microfluidic Synthesis of PET Radiopharmaceuticals. Molecules 2023; 29:147. [PMID: 38202730 PMCID: PMC10779751 DOI: 10.3390/molecules29010147] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 12/15/2023] [Accepted: 12/20/2023] [Indexed: 01/12/2024] Open
Abstract
18F-labelled radiopharmaceuticals are indispensable in positron emission tomography. The critical step in the preparation of 18F-labelled tracers is the anhydrous F-18 nucleophilic substitution reaction, which involves [18F]F- anions generated in aqueous media by the cyclotron. For this, azeotropic drying by distillation is widely used in standard synthesisers, but microfluidic systems are often not compatible with such a process. To avoid this step, several methods compatible with aqueous media have been developed. We summarised the existing approaches and two of them have been studied in detail. [18F]fluoride elution efficiencies have been investigated under different conditions showing high 18F-recovery. Finally, a large scope of precursors has been assessed for radiochemical conversion, and these hydrous labelling techniques have shown their potential for tracer production using a microfluidic approach, more particularly compatible with iMiDEV™ cassette volumes.
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Affiliation(s)
- Olga Ovdiichuk
- Nancyclotep, Molecular Imaging Platform, 54500 Vandoeuvre-les-Nancy, France
| | - Salla Lahdenpohja
- Université Paris Saclay, CEA Inserm, CNRS, BioMaps, 91401 Orsay, France
| | - Quentin Béen
- Nancyclotep, Molecular Imaging Platform, 54500 Vandoeuvre-les-Nancy, France
| | | | - Bertrand Kuhnast
- Université Paris Saclay, CEA Inserm, CNRS, BioMaps, 91401 Orsay, France
| | - Charlotte Collet-Defossez
- Nancyclotep, Molecular Imaging Platform, 54500 Vandoeuvre-les-Nancy, France
- Université de Lorraine, Inserm, IADI, 54000 Nancy, France
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Delage E, Guilbert T, Yates F. Successful 3D imaging of cleared biological samples with light sheet fluorescence microscopy. J Cell Biol 2023; 222:e202307143. [PMID: 37847528 PMCID: PMC10583220 DOI: 10.1083/jcb.202307143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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: 07/28/2023] [Revised: 09/22/2023] [Accepted: 09/22/2023] [Indexed: 10/18/2023] Open
Abstract
In parallel with the development of tissue-clearing methods, over the last decade, light sheet fluorescence microscopy has contributed to major advances in various fields, such as cell and developmental biology and neuroscience. While biologists are increasingly integrating three-dimensional imaging into their research projects, their experience with the technique is not always up to their expectations. In response to a survey of specific challenges associated with sample clearing and labeling, image acquisition, and data analysis, we have critically assessed the recent literature to characterize the difficulties inherent to light sheet fluorescence microscopy applied to cleared biological samples and to propose solutions to overcome them. This review aims to provide biologists interested in light sheet fluorescence microscopy with a primer for the development of their imaging pipeline, from sample preparation to image analysis. Importantly, we believe that issues could be avoided with better anticipation of image analysis requirements, which should be kept in mind while optimizing sample preparation and acquisition parameters.
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Affiliation(s)
- Elise Delage
- CellTechs Laboratory, SupBiotech, Villejuif, France
- Service d’Etude des Prions et des Infections Atypiques, Institut François Jacob, Commissariat à l’Energie Atomique et aux Energies Alternatives, Université Paris Saclay, Fontenay-aux-Roses, France
| | - Thomas Guilbert
- Institut Cochin, Institut national de la santé et de la recherche médicale (U1016), Centre National de la Recherche Scientifique (UMR 8104), Université de Paris (UMR-S1016), Paris, France
| | - Frank Yates
- CellTechs Laboratory, SupBiotech, Villejuif, France
- Service d’Etude des Prions et des Infections Atypiques, Institut François Jacob, Commissariat à l’Energie Atomique et aux Energies Alternatives, Université Paris Saclay, Fontenay-aux-Roses, France
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Thiebaut AM, Louet ER, Ianszen M, Guichard MJ, Hanley DF, Gaudin C, Parcq J. O2L-001, an innovative thrombolytic to evacuate intracerebral haematoma. Brain 2023; 146:4690-4701. [PMID: 37450572 PMCID: PMC10629768 DOI: 10.1093/brain/awad237] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/27/2023] [Revised: 05/31/2023] [Accepted: 06/23/2023] [Indexed: 07/18/2023] Open
Abstract
Intracerebral haemorrhage is an unmet medical need affecting more than 3 million people worldwide every year and leading to the formation of an intracerebral haematoma. Updated guidelines (2022) for the management of intracerebral haemorrhage patients recognize that minimally invasive approaches for the evacuation of supratentorial intracerebral haemorrhage have demonstrated reductions in mortality compared with medical management alone. However, improvement of functional outcome with a procedure involving thrombolytic therapy was neutral in the last large phase 3 clinical trial and requires a more effective and safer thrombolytic agent than those currently available. Here, we demonstrate that O2L-001 allows for the extended release of W253R/R275S recombinant tissue-type plasminogen activator (rtPA). A new rtPA variant, called optimized tPA (OptPA), offers improved efficacy for haematoma evacuation as well as improved safety. OptPA was produced in a Chinese hamster ovary cell line before purification, nanoprecipitation using the NANOp2Lysis® technological platform followed by suspension in a solution of 17% poloxamer 407 to obtain O2L-001. Plasmin generation assays were performed to demonstrate O2L-001 safety. Ex vivo haematoma models using human blood were used to demonstrate O2L-001 thrombolysis properties and efficacy. For the best translational significance, a clinical sized haematoma was used to ensure catheter placement and to allow administration of the thrombolytic agent into the core of the haematoma via a minimally invasive procedure. The capacity of OptPA to convert plasminogen into plasmin is strongly decreased compared to rtPA, thereby reducing potential bleeding events. However, a clot lysis assay showed that OptPA had the same fibrinolytic activity as rtPA. We demonstrated that long-term exposure to a thrombolytic agent was essential to achieve high thrombolysis efficacy. Indeed, 24 h continuous exposure to 0.1 µg/ml rtPA had similar efficacy than repeated short exposure to 30 µg/ml rtPA. This finding led to the development of O2L-001, allowing the extended release of OptPA in the first 6 h following injection. An ex vivo model using human blood was used to demonstrate O2L-001 efficacy. Interestingly, unlike rtPA, O2L-001 was able to induce the complete lysis of the 5 ml haematoma. In clinical sized haematomas (obtained from 30 ml of human blood), a single injection of O2L-001 at 1 mg/ml into the core of the haematoma led to a 44% increase in thrombolysis compared to rtPA. Taken together, these results demonstrate that O2L-001 provides new hope for haematoma evacuation and the treatment of patients with intracerebral haemorrhage.
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Affiliation(s)
| | - Estelle R Louet
- Op2Lysis SAS, GIP Cyceron, 14000 Caen, France
- Normandie Univ, UNICAEN, INSERM UMR-S U1237, Physiopathology and Imaging of Neurological Disorders (PhIND), GIP Cyceron, Institut Blood and Brain @ Caen-Normandie (BB@C), 14000 Caen, France
| | | | | | - Daniel F Hanley
- The Johns Hopkins Medical Institutions, BIOS, Baltimore, MD 21202, USA
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Mehri M, Calmon G, Odille F, Oster J, Lalande A. A Generative Adversarial Network to Synthesize 3D Magnetohydrodynamic Distortions for Electrocardiogram Analyses Applied to Cardiac Magnetic Resonance Imaging. Sensors (Basel) 2023; 23:8691. [PMID: 37960391 PMCID: PMC10649946 DOI: 10.3390/s23218691] [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] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 10/13/2023] [Accepted: 10/20/2023] [Indexed: 11/15/2023]
Abstract
Recently, deep learning (DL) models have been increasingly adopted for automatic analyses of medical data, including electrocardiograms (ECGs). Large, available ECG datasets, generally of high quality, often lack specific distortions, which could be helpful for enhancing DL-based algorithms. Synthetic ECG datasets could overcome this limitation. A generative adversarial network (GAN) was used to synthesize realistic 3D magnetohydrodynamic (MHD) distortion templates, as observed during magnetic resonance imaging (MRI), and then added to available ECG recordings to produce an augmented dataset. Similarity metrics, as well as the accuracy of a DL-based R-peak detector trained with and without data augmentation, were used to evaluate the effectiveness of the synthesized data. Three-dimensional MHD distortions produced by the proposed GAN were similar to the measured ones used as input. The precision of a DL-based R-peak detector, tested on actual unseen data, was significantly enhanced by data augmentation; its recall was higher when trained with augmented data. Using synthesized MHD-distorted ECGs significantly improves the accuracy of a DL-based R-peak detector, with a good generalization capacity. This provides a simple and effective alternative to collecting new patient data. DL-based algorithms for ECG analyses can suffer from bias or gaps in training datasets. Using a GAN to synthesize new data, as well as metrics to evaluate its performance, can overcome the scarcity issue of data availability.
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Affiliation(s)
- Maroua Mehri
- Epsidy, 54000 Nancy, France; (M.M.); (G.C.)
- Ecole Nationale d’Ingénieurs de Sousse, LATIS-Laboratory of Advanced Technology and Intelligent Systems, Université de Sousse, 4023 Sousse, Tunisia
| | | | - Freddy Odille
- Epsidy, 54000 Nancy, France; (M.M.); (G.C.)
- IADI-Imagerie Adaptative Diagnostique et Interventionnelle, Inserm U1254, Université de Lorraine, 54000 Nancy, France;
- CIC-IT 1433, Inserm, CHRU de Nancy, Université de Lorraine, 54000 Nancy, France
| | - Julien Oster
- IADI-Imagerie Adaptative Diagnostique et Interventionnelle, Inserm U1254, Université de Lorraine, 54000 Nancy, France;
- CIC-IT 1433, Inserm, CHRU de Nancy, Université de Lorraine, 54000 Nancy, France
| | - Alain Lalande
- ICMUB Laboratory, CNRS 6302, University of Burgundy, 21000 Dijon, France;
- Department of Medical Imaging, University Hospital of Dijon, 21079 Dijon, France
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9
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Pedrett R, Mascagni P, Beldi G, Padoy N, Lavanchy JL. Technical skill assessment in minimally invasive surgery using artificial intelligence: a systematic review. Surg Endosc 2023; 37:7412-7424. [PMID: 37584774 PMCID: PMC10520175 DOI: 10.1007/s00464-023-10335-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2023] [Accepted: 07/20/2023] [Indexed: 08/17/2023]
Abstract
BACKGROUND Technical skill assessment in surgery relies on expert opinion. Therefore, it is time-consuming, costly, and often lacks objectivity. Analysis of intraoperative data by artificial intelligence (AI) has the potential for automated technical skill assessment. The aim of this systematic review was to analyze the performance, external validity, and generalizability of AI models for technical skill assessment in minimally invasive surgery. METHODS A systematic search of Medline, Embase, Web of Science, and IEEE Xplore was performed to identify original articles reporting the use of AI in the assessment of technical skill in minimally invasive surgery. Risk of bias (RoB) and quality of the included studies were analyzed according to Quality Assessment of Diagnostic Accuracy Studies criteria and the modified Joanna Briggs Institute checklists, respectively. Findings were reported according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses statement. RESULTS In total, 1958 articles were identified, 50 articles met eligibility criteria and were analyzed. Motion data extracted from surgical videos (n = 25) or kinematic data from robotic systems or sensors (n = 22) were the most frequent input data for AI. Most studies used deep learning (n = 34) and predicted technical skills using an ordinal assessment scale (n = 36) with good accuracies in simulated settings. However, all proposed models were in development stage, only 4 studies were externally validated and 8 showed a low RoB. CONCLUSION AI showed good performance in technical skill assessment in minimally invasive surgery. However, models often lacked external validity and generalizability. Therefore, models should be benchmarked using predefined performance metrics and tested in clinical implementation studies.
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Affiliation(s)
- Romina Pedrett
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Pietro Mascagni
- IHU Strasbourg, Strasbourg, France
- Fondazione Policlinico Universitario A. Gemelli IRCCS, Rome, Italy
| | - Guido Beldi
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Nicolas Padoy
- IHU Strasbourg, Strasbourg, France
- ICube, CNRS, University of Strasbourg, Strasbourg, France
| | - Joël L Lavanchy
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.
- IHU Strasbourg, Strasbourg, France.
- University Digestive Health Care Center Basel - Clarunis, PO Box, 4002, Basel, Switzerland.
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10
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Ramesh S, Dall'Alba D, Gonzalez C, Yu T, Mascagni P, Mutter D, Marescaux J, Fiorini P, Padoy N. TRandAugment: temporal random augmentation strategy for surgical activity recognition from videos. Int J Comput Assist Radiol Surg 2023; 18:1665-1672. [PMID: 36944845 PMCID: PMC10491694 DOI: 10.1007/s11548-023-02864-8] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2023] [Accepted: 03/01/2023] [Indexed: 03/23/2023]
Abstract
PURPOSE Automatic recognition of surgical activities from intraoperative surgical videos is crucial for developing intelligent support systems for computer-assisted interventions. Current state-of-the-art recognition methods are based on deep learning where data augmentation has shown the potential to improve the generalization of these methods. This has spurred work on automated and simplified augmentation strategies for image classification and object detection on datasets of still images. Extending such augmentation methods to videos is not straightforward, as the temporal dimension needs to be considered. Furthermore, surgical videos pose additional challenges as they are composed of multiple, interconnected, and long-duration activities. METHODS This work proposes a new simplified augmentation method, called TRandAugment, specifically designed for long surgical videos, that treats each video as an assemble of temporal segments and applies consistent but random transformations to each segment. The proposed augmentation method is used to train an end-to-end spatiotemporal model consisting of a CNN (ResNet50) followed by a TCN. RESULTS The effectiveness of the proposed method is demonstrated on two surgical video datasets, namely Bypass40 and CATARACTS, and two tasks, surgical phase and step recognition. TRandAugment adds a performance boost of 1-6% over previous state-of-the-art methods, that uses manually designed augmentations. CONCLUSION This work presents a simplified and automated augmentation method for long surgical videos. The proposed method has been validated on different datasets and tasks indicating the importance of devising temporal augmentation methods for long surgical videos.
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Affiliation(s)
- Sanat Ramesh
- Altair Robotics Lab, University of Verona, 37134, Verona, Italy.
- ICube, University of Strasbourg, CNRS, 67000, Strasbourg, France.
| | - Diego Dall'Alba
- Altair Robotics Lab, University of Verona, 37134, Verona, Italy
| | - Cristians Gonzalez
- University Hospital of Strasbourg, 67000, Strasbourg, France
- Institute of Image-Guided Surgery, IHU Strasbourg, 67000, Strasbourg, France
| | - Tong Yu
- ICube, University of Strasbourg, CNRS, 67000, Strasbourg, France
| | - Pietro Mascagni
- Institute of Image-Guided Surgery, IHU Strasbourg, 67000, Strasbourg, France
- Fondazione Policlinico Universitario Agostino Gemelli IRCCS, 00168, Rome, Italy
| | - Didier Mutter
- University Hospital of Strasbourg, 67000, Strasbourg, France
- IRCAD, 67000, Strasbourg, France
- Institute of Image-Guided Surgery, IHU Strasbourg, 67000, Strasbourg, France
| | | | - Paolo Fiorini
- Altair Robotics Lab, University of Verona, 37134, Verona, Italy
| | - Nicolas Padoy
- ICube, University of Strasbourg, CNRS, 67000, Strasbourg, France
- Institute of Image-Guided Surgery, IHU Strasbourg, 67000, Strasbourg, France
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11
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Gibot S, Lafon T, Jacquin L, Lefevre B, Kimmoun A, Guillaumot A, Losser MR, Douplat M, Argaud L, De Ciancio G, Jolly L, Touly N, Derive M, Malaplate C, Luc A, Baumann C, François B. Soluble TREM-1 plasma concentration predicts poor outcome in COVID-19 patients. Intensive Care Med Exp 2023; 11:51. [PMID: 37574520 PMCID: PMC10423708 DOI: 10.1186/s40635-023-00532-4] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2023] [Accepted: 07/05/2023] [Indexed: 08/15/2023] Open
Abstract
BACKGROUND The immuno-receptor Triggering Expressed on Myeloid cells-1 (TREM-1) is activated during bacterial infectious diseases, where it amplifies the inflammatory response. Small studies suggest that TREM-1 could be involved in viral infections, including COVID-19. We here aim to decipher whether plasma concentration of the soluble form of TREM-1 (sTREM-1) could predict the outcome of hospitalized COVID-19 patients. METHODS We conducted a multicentre prospective observational study in 3 university hospitals in France. Consecutive hospitalized patients with confirmed infection with SARS-CoV-2 were enrolled. Plasma concentration of sTREM-1 was measured on admission and then at days 4, 6, 8, 14, 21, and 28 in patients admitted into an ICU (ICU cohort: ICUC) or 3 times a week for patients hospitalized in a medical ward (Conventional Cohort: ConvC). Clinical and biological data were prospectively recorded and patients were followed-up for 90 days. For medical ward patients, the outcome was deemed complicated in case of requirement of increased oxygen supply > 5 L/min, transfer to an ICU, or death. For Intensive Care Unit (ICU) patients, complicated outcome was defined by death in the ICU. RESULTS Plasma concentration of sTREM-1 at inclusion was higher in ICU patients (n = 269) than in medical ward patients (n = 562) (224 pg/mL (IQR 144-320) vs 147 pg/mL (76-249), p < 0.0001), and higher in patients with a complicated outcome in both cohorts: 178 (94-300) vs 135 pg/mL (70-220), p < 0.0001 in the ward patients, and 342 (288-532) vs 206 pg/mL (134-291), p < 0.0001 in the ICU patients. Elevated sTREM-1 baseline concentration was an independent predictor of complicated outcomes (Hazard Ratio (HR) = 1.5 (1.1-2.1), p = 0.02 in ward patients; HR = 3.8 (1.8-8.0), p = 0.0003 in ICU patients). An sTREM-1 plasma concentration of 224 pg/mL had a sensitivity of 42%, and a specificity of 76% in the ConvC for complicated outcome. In the ICUC, a 287 pg/mL cutoff had a sensitivity of 78%, and a specificity of 74% for death. The sTREM-1 concentrations increased over time in the ConvC patients with a complicated outcome (p = 0.017), but not in the ICUC patients. CONCLUSIONS In COVID-19 patients, plasma concentration of sTREM-1 is an independent predictor of the outcome, although its positive and negative likelihood ratio are not good enough to guide clinical decision as a standalone marker.
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Affiliation(s)
- Sébastien Gibot
- Médecine Intensive et Réanimation, Hôpital Central, Université de Lorraine, CHRU-Nancy, 54000, Nancy, France.
- Service de Médecine Intensive et Réanimation, Hôpital Central, 29 Avenue de Lattre de Tassigny, 54035, Nancy Cedex, France.
| | - Thomas Lafon
- Emergency Department, Limoges University Hospital Center, 87000, Limoges, France
- Inserm CIC 1435, Limoges University Hospital Center, 87000, Limoges, France
| | - Laurent Jacquin
- Emergency Department, Hospices Civils de Lyon, Hôpital Edouard Herriot, 69003, Lyon, France
| | - Benjamin Lefevre
- Service des Maladies Infectieuses et Tropicales, Université de Lorraine, CHRU-Nancy, 54000, Nancy, France
| | - Antoine Kimmoun
- Médecine Intensive et Réanimation, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Anne Guillaumot
- Département de Pneumologie, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Marie-Reine Losser
- Réanimation Chirurgicale, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Marion Douplat
- Emergency Department, Hospices Civils de Lyon, Hôpital Lyon Sud Pierre Benite, 69000, Lyon, France
| | - Laurent Argaud
- Service de Médecine Intensive-Réanimation, Hospices Civils de Lyon, Hôpital Edouard Herriot, 69003, Lyon, France
| | - Guillaume De Ciancio
- Département de Cardiologie, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Lucie Jolly
- Inotrem Sa, Faculté de Médecine de Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Nina Touly
- Inotrem Sa, Faculté de Médecine de Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Marc Derive
- Inotrem Sa, Faculté de Médecine de Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Catherine Malaplate
- Laboratoire de Biochimie, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
- Centre de Ressources Biologiques Lorraine, CHRU Nancy, Hôpital Brabois, 54500, Vandoeuvre-Les-Nancy, France
| | - Amandine Luc
- Unité de Méthodologie, Data Management et Statistiques, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Cédric Baumann
- Unité de Méthodologie, Data Management et Statistiques, Hôpital Brabois, Université de Lorraine, CHRU-Nancy, 54500, Vandoeuvre-Les-Nancy, France
| | - Bruno François
- Réanimation Polyvalente et Inserm CIC-1435 & UMR-1092, CHU Limoges, 87000, Limoges, France
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Wu D, Commenge JM, Fort E, Hardy C, Pecquery J, Falk L. Performance, Efficiency, and Flexibility Analysis of a High-Temperature Proton Exchange Membrane Fuel Cell-Based Micro-Combined Heat-and-Power System with Intensification of the Steam Methane Reforming Step by Using a Millistructured Reactor. ACS Omega 2023; 8:20589-20610. [PMID: 37323395 PMCID: PMC10268285 DOI: 10.1021/acsomega.3c01143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 05/15/2023] [Indexed: 06/17/2023]
Abstract
The complete simulation model of an existing 1 kW high-temperature proton exchange membrane (HT-PEM) fuel cell-based residential micro-combined heat-and-power process, including a compact intensified heat-exchanger-reactor, is developed in the simulation software ProSimPlus v3.6.16. Detailed simulation models of the heat-exchanger-reactor, a mathematical model of the HT-PEM fuel cell, and other components are presented. The results obtained by the simulation model and by the experimental micro-cogenerator are compared and discussed. To fully understand the behavior of the integrated system and assess its flexibility, a parametric study is performed considering fuel partialization and important operating parameters. The values of the air-to-fuel ratio = [30, 7.5] and steam-to-carbon ratio = 3.5 (corresponding to net electrical and thermal efficiencies of 21.5 and 71.4%) are chosen for the analysis of inlet/outlet component temperatures. Finally, the exchange network analysis of the full process proves that the process efficiencies can still be increased by further improving the process internal heat integration.
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Affiliation(s)
- Di Wu
- Laboratoire
Réactions et Génie des Procédés, UMR 7274, Université de Lorraine, CNRS, 1 Rue Grandville, Nancy F-54000, France
- AUER, Rue de la République, Feuquières-en-Vimeu 80210, France
| | - Jean-Marc Commenge
- Laboratoire
Réactions et Génie des Procédés, UMR 7274, Université de Lorraine, CNRS, 1 Rue Grandville, Nancy F-54000, France
| | - Emilien Fort
- AUER, Rue de la République, Feuquières-en-Vimeu 80210, France
| | - Claire Hardy
- AUER, Rue de la République, Feuquières-en-Vimeu 80210, France
| | - Jérôme Pecquery
- AUER, Rue de la République, Feuquières-en-Vimeu 80210, France
| | - Laurent Falk
- Laboratoire
Réactions et Génie des Procédés, UMR 7274, Université de Lorraine, CNRS, 1 Rue Grandville, Nancy F-54000, France
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13
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Totain E, Lindner L, Martin N, Misseri Y, Iché A, Birling MC, Sorg T, Herault Y, Bousquet-Melou A, Bouillé P, Duthoit C, Pavlovic G, Boullier S. Development of HPV16 mouse and dog models for more accurate prediction of human vaccine efficacy. Lab Anim Res 2023; 39:14. [PMID: 37308929 DOI: 10.1186/s42826-023-00166-3] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Revised: 05/22/2023] [Accepted: 06/02/2023] [Indexed: 06/14/2023] Open
Abstract
BACKGROUND Animal models are essential to understand the physiopathology of human diseases but also to evaluate new therapies. However, for several diseases there is no appropriate animal model, which complicates the development of effective therapies. HPV infections, responsible for carcinoma cancers, are among these. So far, the lack of relevant animal models has hampered the development of therapeutic vaccines. In this study, we used a candidate therapeutic vaccine named C216, similar to the ProCervix candidate therapeutic vaccine, to validate new mouse and dog HPV preclinical models. ProCervix has shown promising results with classical subcutaneous murine TC-1 cell tumor isografts but has failed in a phase II study. RESULTS We first generated E7/HPV16 syngeneic transgenic mice in which the expression of the E7 antigen could be switched on through the use of Cre-lox recombination. Non-integrative LentiFlash® viral particles were used to locally deliver Cre mRNA, resulting in E7/HPV16 expression and GFP reporter fluorescence. The expression of E7/HPV16 was monitored by in vivo fluorescence using Cellvizio imaging and by local mRNA expression quantification. In the experimental conditions used, we observed no differences in E7 expression between C216 vaccinated and control groups. To mimic the MHC diversity of humans, E7/HPV16 transgenes were locally delivered by injection of lentiviral particles in the muscle of dogs. Vaccination with C216, tested with two different adjuvants, induced a strong immune response in dogs. However, we detected no relationship between the level of cellular response against E7/HPV16 and the elimination of E7-expressing cells, either by fluorescence or by RT-ddPCR analysis. CONCLUSIONS In this study, we have developed two animal models, with a genetic design that is easily transposable to different antigens, to validate the efficacy of candidate vaccines. Our results indicate that, despite being immunogenic, the C216 candidate vaccine did not induce a sufficiently strong immune response to eliminate infected cells. Our results are in line with the failure of the ProCervix vaccine that was observed at the end of the phase II clinical trial, reinforcing the relevance of appropriate animal models.
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Affiliation(s)
| | - Loïc Lindner
- CNRS, INSERM, CELPHEDIA, PHENOMIN-Institut Clinique de la Souris (ICS), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
| | - Nicolas Martin
- FlashTherapeutics, Centre de Recherche Langlade, 3 Avenue Hubert Curien, 31100, Toulouse, France
| | | | - Alexandra Iché
- FlashTherapeutics, Centre de Recherche Langlade, 3 Avenue Hubert Curien, 31100, Toulouse, France
| | - Marie-Christine Birling
- CNRS, INSERM, CELPHEDIA, PHENOMIN-Institut Clinique de la Souris (ICS), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
| | - Tania Sorg
- CNRS, INSERM, CELPHEDIA, PHENOMIN-Institut Clinique de la Souris (ICS), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
| | - Yann Herault
- CNRS, INSERM, CELPHEDIA, PHENOMIN-Institut Clinique de la Souris (ICS), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
- CNRS, INSERM, Institut de Génétique et de Biologie Moléculaire et Cellulaire (IGBMC), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
| | | | - Pascale Bouillé
- FlashTherapeutics, Centre de Recherche Langlade, 3 Avenue Hubert Curien, 31100, Toulouse, France
| | - Christine Duthoit
- FlashTherapeutics, Centre de Recherche Langlade, 3 Avenue Hubert Curien, 31100, Toulouse, France
| | - Guillaume Pavlovic
- CNRS, INSERM, CELPHEDIA, PHENOMIN-Institut Clinique de la Souris (ICS), Université de Strasbourg, 1 rue Laurent Fries, 67404, Illkirch Graffenstaden, France
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Schiell C, Portanguen S, Scislowski V, Astruc T, Mirade PS. Investigation into the Physicochemical and Textural Properties of an Iron-Rich 3D-Printed Hybrid Food. Foods 2023; 12:foods12071375. [PMID: 37048196 PMCID: PMC10093132 DOI: 10.3390/foods12071375] [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] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2023] [Revised: 03/09/2023] [Accepted: 03/21/2023] [Indexed: 04/14/2023] Open
Abstract
In the context of dietary transition, blending animal-source protein with plant-source protein offers a promising way to exploit their nutritional complementarity. This study investigates the feasibility of formulating an iron-rich hybrid food product blending plant-source and animal-source protein ingredients for iron-deficient populations. Using a commercial 3D-food printer, two different-shaped products composed mainly of pork and chicken liver and red lentils were designed. After baking at 180 °C with 70% steam, the 3D-printed products were packed under two different modified atmospheres (MAP): O2-MAP (70% oxygen + 30% carbon dioxide) and N2-MAP (70% nitrogen + 30% carbon dioxide) and stored at 4 °C. pH, water content, aw, lipid oxidation, heme iron and non-heme iron contents and textural properties were measured after 0, 7, 14 and 21 days in storage. After 21 days in storage, the 3D-printed hybrid products had an iron content of around 13 mg/100 g, regardless of the product form and packaging method. However, O2-MAP products showed significant (p < 0.05) time-course changes from day 0 to day 7, i.e., an increase in lipid oxidation, a decrease in heme iron content and an increase in product hardness, gumminess and chewiness. This work opens prospects for developing hybrid food products that upvalue animal by-products.
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Affiliation(s)
- Coline Schiell
- ADIV (Association pour le Développement de l'Institut de la Viande), 63039 Clermont-Ferrand, France
- Université Clermont Auvergne, INRAE, UR370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès Champanelle, France
| | - Stéphane Portanguen
- Université Clermont Auvergne, INRAE, UR370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès Champanelle, France
| | - Valérie Scislowski
- ADIV (Association pour le Développement de l'Institut de la Viande), 63039 Clermont-Ferrand, France
| | - Thierry Astruc
- Université Clermont Auvergne, INRAE, UR370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès Champanelle, France
| | - Pierre-Sylvain Mirade
- Université Clermont Auvergne, INRAE, UR370 Qualité des Produits Animaux (QuaPA), 63122 Saint-Genès Champanelle, France
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Lavanchy JL, Gonzalez C, Kassem H, Nett PC, Mutter D, Padoy N. Proposal and multicentric validation of a laparoscopic Roux-en-Y gastric bypass surgery ontology. Surg Endosc 2023; 37:2070-2077. [PMID: 36289088 PMCID: PMC10017621 DOI: 10.1007/s00464-022-09745-2] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2022] [Accepted: 10/14/2022] [Indexed: 11/30/2022]
Abstract
BACKGROUND Phase and step annotation in surgical videos is a prerequisite for surgical scene understanding and for downstream tasks like intraoperative feedback or assistance. However, most ontologies are applied on small monocentric datasets and lack external validation. To overcome these limitations an ontology for phases and steps of laparoscopic Roux-en-Y gastric bypass (LRYGB) is proposed and validated on a multicentric dataset in terms of inter- and intra-rater reliability (inter-/intra-RR). METHODS The proposed LRYGB ontology consists of 12 phase and 46 step definitions that are hierarchically structured. Two board certified surgeons (raters) with > 10 years of clinical experience applied the proposed ontology on two datasets: (1) StraBypass40 consists of 40 LRYGB videos from Nouvel Hôpital Civil, Strasbourg, France and (2) BernBypass70 consists of 70 LRYGB videos from Inselspital, Bern University Hospital, Bern, Switzerland. To assess inter-RR the two raters' annotations of ten randomly chosen videos from StraBypass40 and BernBypass70 each, were compared. To assess intra-RR ten randomly chosen videos were annotated twice by the same rater and annotations were compared. Inter-RR was calculated using Cohen's kappa. Additionally, for inter- and intra-RR accuracy, precision, recall, F1-score, and application dependent metrics were applied. RESULTS The mean ± SD video duration was 108 ± 33 min and 75 ± 21 min in StraBypass40 and BernBypass70, respectively. The proposed ontology shows an inter-RR of 96.8 ± 2.7% for phases and 85.4 ± 6.0% for steps on StraBypass40 and 94.9 ± 5.8% for phases and 76.1 ± 13.9% for steps on BernBypass70. The overall Cohen's kappa of inter-RR was 95.9 ± 4.3% for phases and 80.8 ± 10.0% for steps. Intra-RR showed an accuracy of 98.4 ± 1.1% for phases and 88.1 ± 8.1% for steps. CONCLUSION The proposed ontology shows an excellent inter- and intra-RR and should therefore be implemented routinely in phase and step annotation of LRYGB.
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Affiliation(s)
- Joël L Lavanchy
- IHU Strasbourg, 1 Place de l'Hôpital, 67000, Strasbourg, France.
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland.
| | - Cristians Gonzalez
- IHU Strasbourg, 1 Place de l'Hôpital, 67000, Strasbourg, France
- University Hospital of Strasbourg, Strasbourg, France
| | - Hasan Kassem
- ICube, CNRS, University of Strasbourg, Strasbourg, France
| | - Philipp C Nett
- Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern, Bern, Switzerland
| | - Didier Mutter
- IHU Strasbourg, 1 Place de l'Hôpital, 67000, Strasbourg, France
- University Hospital of Strasbourg, Strasbourg, France
| | - Nicolas Padoy
- IHU Strasbourg, 1 Place de l'Hôpital, 67000, Strasbourg, France
- ICube, CNRS, University of Strasbourg, Strasbourg, France
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M. Schopfer L, David E, Hinrichs SH, Lockridge O. Human butyrylcholinesterase in Cohn fraction IV-4 purified in a single chromatography step on Hupresin. PLoS One 2023; 18:e0280380. [PMID: 36638134 PMCID: PMC9838835 DOI: 10.1371/journal.pone.0280380] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Accepted: 12/26/2022] [Indexed: 01/14/2023] Open
Abstract
Protection from the toxicity of nerve agents is achieved by pretreatment with human butyrylcholinesterase (BChE). Current methods for purifying large quantities of BChE from frozen Cohn fraction IV-4 produce 99% pure enzyme, but the yield is low (21%). Our goal was to simplify the purification procedure and increase the yield. Butyrylcholinesterase was extracted from frozen Cohn fraction IV-4 in 10 volumes of water pH 6. The filtered extract was pumped onto a Hupresin affinity column. The previously utilized anion exchange chromatography step was omitted. Solvent and detergent reagents used to inactivate lipid enveloped virus, bacteria and protozoa did not bind to Hupresin. BChE was eluted with 0.1 M tetramethylammonium bromide in 20 mM sodium phosphate pH 8.0. BChE protein was concentrated on a Pellicon tangential flow filtration system and demonstrated to be highly purified by mass spectrometry. A high pump rate produced protein aggregates, but a low pump rate caused minimal turbidity. Possible contamination by prekallikrein and prekallikrein activator was examined by LC-MS/MS and by a chromogenic substrate assay for kallikrein activity. Prekallikrein and kallikrein were not detected by mass spectrometry in the 99% pure BChE. The chromogenic assay indicated kallikrein activity was less than 9 mU/mL. This new, 1-step chromatography protocol on Hupresin increased the yield of butyrylcholinesterase by 200%. The new method significantly reduces production costs by optimizing yield of 99% pure butyrylcholinesterase.
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Affiliation(s)
- Lawrence M. Schopfer
- Eppley Institute, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
- * E-mail:
| | | | - Steven H. Hinrichs
- Department of Pathology and Microbiology, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
| | - Oksana Lockridge
- Eppley Institute, University of Nebraska Medical Center, Omaha, Nebraska, United States of America
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Bringuier CM, Hatat B, Boularand R, Chabbert C, Tighilet B. Characterization of Thyroid Hormones Antivertigo Effects in a Rat Model of Excitotoxically-Induced Vestibulopathy. Front Neurol 2022; 13:877319. [PMID: 35693004 PMCID: PMC9175002 DOI: 10.3389/fneur.2022.877319] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 04/12/2022] [Indexed: 11/20/2022] Open
Abstract
Impaired vestibular function induces disabling symptoms such as postural imbalance, impaired locomotion, vestibulo-ocular reflex alteration, impaired cognitive functions such as spatial disorientation, and vegetative deficits. These symptoms show up in sudden attacks in patients with Ménière or neuritis and may lead to emergency hospitalizations. To date, however, there is no curative solution to these pathologies and the effectiveness of treatments used to reduce symptoms in the management of patients is discussed. Thus, elucidating the biological mechanisms correlated to the expression kinetics of the vestibular syndrome is useful for the development of potential therapeutic candidates with a view to relieving patients and limiting emergency hospitalizations. Recently, a robust antivertigo effect of thyroxine (T4) was demonstrated in a rodent model of impaired vestibular function induced by unilateral surgical section of the vestibular nerve. The aim of the present study was to assess thyroid hormones L-T4 and triiodothyronine (T3) as well as the bioactive thyroid hormone metabolite TRIAC on a rodent model of acute unilateral vestibulopathy more representative of clinical vestibular pathology. To this end, a partial and transient unilateral suppression of peripheral vestibular inputs was induced by an excitotoxic lesion caused by transtympanic injection of kainic acid (TTK) into the inner ear of adult rats. Vestibular syndrome and functional recovery were studied by semi-quantitative and quantitative assessments of relevant posturo-locomotor parameters. In contrast to the effect previously demonstrated in the complete and irreversible vestibular injury model, administration of thyroxine in the TTK rodent model did not display significant antivertigo effect. However, it is noteworthy that administration of thyroxine showed trends to prevent posturo-locomotor alterations. Furthermore, the results of the current study suggested that a single dose of thyroxine is sufficient to induce the same effects on vestibular syndrome observed with sub-chronic administration, and that reducing the T4 dose may more efficiently prevent the appearance of vestibular deficits induced by the excitotoxic type lesion. Finally, comparison of the antivertigo effect of T4 in different vestibulopathy models enables us to determine the therapeutic indication in which thyroxine could be a potential therapeutic candidate.
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Affiliation(s)
| | | | | | - Christian Chabbert
- Aix Marseille Université-CNRS, Laboratoire de Neurosciences Cognitives, LNC UMR 7291, Marseille, France
| | - Brahim Tighilet
- Aix Marseille Université-CNRS, Laboratoire de Neurosciences Cognitives, LNC UMR 7291, Marseille, France
- *Correspondence: Brahim Tighilet
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Deragon E, Schuler M, Aiese Cigliano R, Dellero Y, Si Larbi G, Falconet D, Jouhet J, Maréchal E, Michaud M, Amato A, Rébeillé F. An Oil Hyper-Accumulator Mutant Highlights Peroxisomal ATP Import as a Regulatory Step for Fatty Acid Metabolism in Aurantiochytrium limacinum. Cells 2021; 10:2680. [PMID: 34685660 PMCID: PMC8534400 DOI: 10.3390/cells10102680] [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] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2021] [Revised: 09/24/2021] [Accepted: 09/24/2021] [Indexed: 11/17/2022] Open
Abstract
Thraustochytrids are marine protists that naturally accumulate triacylglycerol with long chains of polyunsaturated fatty acids, such as ω3-docosahexaenoic acid (DHA). They represent a sustainable response to the increasing demand for these "essential" fatty acids (FAs). Following an attempt to transform a strain of Aurantiochytrium limacinum, we serendipitously isolated a clone that did not incorporate any recombinant DNA but contained two to three times more DHA than the original strain. Metabolic analyses indicated a deficit in FA catabolism. However, whole transcriptome analysis did not show down-regulation of genes involved in FA catabolism. Genome sequencing revealed extensive DNA deletion in one allele encoding a putative peroxisomal adenylate transporter. Phylogenetic analyses and yeast complementation experiments confirmed the gene as a peroxisomal adenylate nucleotide transporter (AlANT1), homologous to yeast ScANT1 and plant peroxisomal adenylate nucleotide carrier AtPNC genes. In yeast and plants, a deletion of the peroxisomal adenylate transporter inhibits FA breakdown and induces FA accumulation, a phenotype similar to that described here. In response to this metabolic event, several compensatory mechanisms were observed. In particular, genes involved in FA biosynthesis were upregulated, also contributing to the high FA accumulation. These results support AlANT1 as a promising target for enhancing DHA production in Thraustochytrids.
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Affiliation(s)
- Etienne Deragon
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Martin Schuler
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | | | - Younès Dellero
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
- Institute of Genetic, Environment and Plant Protection, UMR 1349 IGEPP INRA, Agrocampus Ouest Rennes, Université Rennes 1, Domaine de la Motte BP35327, CEDEX, 35653 Le Rheu, France
| | - Gregory Si Larbi
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Denis Falconet
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Juliette Jouhet
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Eric Maréchal
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Morgane Michaud
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Alberto Amato
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
| | - Fabrice Rébeillé
- Laboratoire de Physiologie Cellulaire et Végétale, Université Grenoble Alpes, CNRS, CEA, INRAE, CEDEX 9, 38054 Grenoble, France; (E.D.); (M.S.); (Y.D.); (G.S.L.); (D.F.); (J.J.); (E.M.); (M.M.)
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Jacques C, Salon C, Barnard RL, Vernoud V, Prudent M. Drought Stress Memory at the Plant Cycle Level: A Review. Plants (Basel) 2021; 10:1873. [PMID: 34579406 PMCID: PMC8466371 DOI: 10.3390/plants10091873] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/03/2021] [Revised: 09/07/2021] [Accepted: 09/07/2021] [Indexed: 05/25/2023]
Abstract
Plants are sessile organisms whose survival depends on their strategy to cope with dynamic, stressful conditions. It is urgent to improve the ability of crops to adapt to recurrent stresses in order to alleviate the negative impacts on their productivity. Although our knowledge of plant adaptation to drought has been extensively enhanced during the last decades, recent studies have tackled plant responses to recurrent stresses. The present review synthesizes the major findings from studies addressing plant responses to multiple drought events, and demonstrates the ability of plants to memorize drought stress. Stress memory is described as a priming effect allowing a different response to a reiterated stress when compared to a single stress event. Here, by specifically focusing on water stress memory at the plant cycle level, we describe the different underlying processes at the molecular, physiological and morphological levels in crops as well as in the model species Arabidopsis thaliana. Moreover, a conceptual analysis framework is proposed to study drought stress memory. Finally, the essential role of interactions between plants and soil microorganisms is emphasized during reiterated stresses because their plasticity can play a key role in supporting overall plant resilience.
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Affiliation(s)
| | | | | | | | - Marion Prudent
- Agroécologie, AgroSup Dijon, INRAE, Université de Bourgogne, Université Bourgogne Franche-Comté, F-21000 Dijon, France; (C.J.); (C.S.); (R.L.B.); (V.V.)
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Jacquet P, Rémy B, Bross RPT, van Grol M, Gaucher F, Chabrière E, de Koning MC, Daudé D. Enzymatic Decontamination of G-Type, V-Type and Novichok Nerve Agents. Int J Mol Sci 2021; 22:8152. [PMID: 34360916 PMCID: PMC8347808 DOI: 10.3390/ijms22158152] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 07/23/2021] [Accepted: 07/26/2021] [Indexed: 12/02/2022] Open
Abstract
Organophosphorus nerve agents (OPNAs) are highly toxic compounds inhibiting cholinergic enzymes in the central and autonomic nervous systems and neuromuscular junctions, causing severe intoxications in humans. Medical countermeasures and efficient decontamination solutions are needed to counteract the toxicity of a wide spectrum of harmful OPNAs including G, V and Novichok agents. Here, we describe the use of engineered OPNA-degrading enzymes for the degradation of various toxic agents including insecticides, a series of OPNA surrogates, as well as real chemical warfare agents (cyclosarin, sarin, soman, tabun, VX, A230, A232, A234). We demonstrate that only two enzymes can degrade most of these molecules at high concentrations (25 mM) in less than 5 min. Using surface assays adapted from NATO AEP-65 guidelines, we further show that enzyme-based solutions can decontaminate 97.6% and 99.4% of 10 g∙m-2 of soman- and VX-contaminated surfaces, respectively. Finally, we demonstrate that these enzymes can degrade ethyl-paraoxon down to sub-inhibitory concentrations of acetylcholinesterase, confirming their efficacy from high to micromolar doses.
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Affiliation(s)
- Pauline Jacquet
- Gene&GreenTK, 19–21 Boulevard Jean Moulin, 13005 Marseille, France; (P.J.); (B.R.); (F.G.)
| | - Benjamin Rémy
- Gene&GreenTK, 19–21 Boulevard Jean Moulin, 13005 Marseille, France; (P.J.); (B.R.); (F.G.)
| | - Rowdy P. T. Bross
- TNO Department CBRN Protection, Lange Kleiweg 137, 2288 GJ Rijswijk, The Netherlands; (R.P.T.B.); (M.v.G.)
| | - Marco van Grol
- TNO Department CBRN Protection, Lange Kleiweg 137, 2288 GJ Rijswijk, The Netherlands; (R.P.T.B.); (M.v.G.)
| | - Floriane Gaucher
- Gene&GreenTK, 19–21 Boulevard Jean Moulin, 13005 Marseille, France; (P.J.); (B.R.); (F.G.)
| | - Eric Chabrière
- Institut Hospitalo-Universitaire (IHU) Méditerranée Infection, Aix-Marseille Université, 13005 Marseille, France
- Institut de Recherche pour le Développement (IRD), Assistance Publique Hôpitaux de Marseille (APHM), Unité Microbe Evolution Phylogénie et Infection (MEPHI), 13005 Marseille, France
| | - Martijn C. de Koning
- TNO Department CBRN Protection, Lange Kleiweg 137, 2288 GJ Rijswijk, The Netherlands; (R.P.T.B.); (M.v.G.)
| | - David Daudé
- Gene&GreenTK, 19–21 Boulevard Jean Moulin, 13005 Marseille, France; (P.J.); (B.R.); (F.G.)
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Pyrzowski J, Le Douget JE, Fouad A, Siemiński M, Jędrzejczak J, Le Van Quyen M. Zero-crossing patterns reveal subtle epileptiform discharges in the scalp EEG. Sci Rep 2021; 11:4128. [PMID: 33602954 PMCID: PMC7892826 DOI: 10.1038/s41598-021-83337-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2020] [Accepted: 12/14/2020] [Indexed: 11/08/2022] Open
Abstract
Clinical diagnosis of epilepsy depends heavily on the detection of interictal epileptiform discharges (IEDs) from scalp electroencephalographic (EEG) signals, which by purely visual means is far from straightforward. Here, we introduce a simple signal analysis procedure based on scalp EEG zero-crossing patterns which can extract the spatiotemporal structure of scalp voltage fluctuations. We analyzed simultaneous scalp and intracranial EEG recordings from patients with pharmacoresistant temporal lobe epilepsy. Our data show that a large proportion of intracranial IEDs manifest only as subtle, low-amplitude waveforms below scalp EEG background and could, therefore, not be detected visually. We found that scalp zero-crossing patterns allow detection of these intracranial IEDs on a single-trial level with millisecond temporal precision and including some mesial temporal discharges that do not propagate to the neocortex. Applied to an independent dataset, our method discriminated accurately between patients with epilepsy and normal subjects, confirming its practical applicability.
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Affiliation(s)
- Jan Pyrzowski
- Bioelectrics Lab, Institute of Brain and Spine (ICM), (UMRS 1127, CNRS UMR 7225), Pitié-Salpêtriere Hospital, 47 Boulevard de l'Hôpital, 75013, Paris, France
| | | | - Amal Fouad
- Bioelectrics Lab, Institute of Brain and Spine (ICM), (UMRS 1127, CNRS UMR 7225), Pitié-Salpêtriere Hospital, 47 Boulevard de l'Hôpital, 75013, Paris, France
- Department of Neurology, Ain-Shams University, Cairo, Egypt
| | - Mariusz Siemiński
- Department of Emergency Medicine, Medical University of Gdańsk, Gdańsk, Poland
| | - Joanna Jędrzejczak
- Department of Neurology and Epileptology, Medical Centre for Postgraduate Education, Warsaw, Poland
| | - Michel Le Van Quyen
- Bioelectrics Lab, Institute of Brain and Spine (ICM), (UMRS 1127, CNRS UMR 7225), Pitié-Salpêtriere Hospital, 47 Boulevard de l'Hôpital, 75013, Paris, France.
- Sorbonne University, UPMC Univ, Paris 06, 75005, Paris, France.
- Laboratoire D'Imagerie Biomédicale, (INSERM U1146UMR7371 CNRS, Sorbonne université), Campus des Cordeliers, 15 rue de l'Ecole de Médecine, 75006, Paris, France.
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Bey R, Goussault R, Grolleau F, Benchoufi M, Porcher R. Fold-stratified cross-validation for unbiased and privacy-preserving federated learning. J Am Med Inform Assoc 2020; 27:1244-1251. [PMID: 32620945 PMCID: PMC7647321 DOI: 10.1093/jamia/ocaa096] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2020] [Revised: 04/29/2020] [Accepted: 05/11/2020] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVE We introduce fold-stratified cross-validation, a validation methodology that is compatible with privacy-preserving federated learning and that prevents data leakage caused by duplicates of electronic health records (EHRs). MATERIALS AND METHODS Fold-stratified cross-validation complements cross-validation with an initial stratification of EHRs in folds containing patients with similar characteristics, thus ensuring that duplicates of a record are jointly present either in training or in validation folds. Monte Carlo simulations are performed to investigate the properties of fold-stratified cross-validation in the case of a model data analysis using both synthetic data and MIMIC-III (Medical Information Mart for Intensive Care-III) medical records. RESULTS In situations in which duplicated EHRs could induce overoptimistic estimations of accuracy, applying fold-stratified cross-validation prevented this bias, while not requiring full deduplication. However, a pessimistic bias might appear if the covariate used for the stratification was strongly associated with the outcome. DISCUSSION Although fold-stratified cross-validation presents low computational overhead, to be efficient it requires the preliminary identification of a covariate that is both shared by duplicated records and weakly associated with the outcome. When available, the hash of a personal identifier or a patient's date of birth provides such a covariate. On the contrary, pseudonymization interferes with fold-stratified cross-validation, as it may break the equality of the stratifying covariate among duplicates. CONCLUSION Fold-stratified cross-validation is an easy-to-implement methodology that prevents data leakage when a model is trained on distributed EHRs that contain duplicates, while preserving privacy.
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Affiliation(s)
- Romain Bey
- Centre of Research in Epidemiology and Statistics (CRESS), Université de Paris, French Institute of Health and Medical Research (INSERM), National Institute of Agricultural Research (INRA), Paris, France
| | - Romain Goussault
- CIC 1413, Center for Research in Cancerology and Immunology Nantes-Angers (CRCINA), Dermatology Department, Centre Hospitalier Universitaire Nantes, Nantes University, Nantes, France
| | - François Grolleau
- Centre of Research in Epidemiology and Statistics (CRESS), Université de Paris, French Institute of Health and Medical Research (INSERM), National Institute of Agricultural Research (INRA), Paris, France
| | - Mehdi Benchoufi
- Centre of Research in Epidemiology and Statistics (CRESS), Université de Paris, French Institute of Health and Medical Research (INSERM), National Institute of Agricultural Research (INRA), Paris, France
| | - Raphaël Porcher
- Centre of Research in Epidemiology and Statistics (CRESS), Université de Paris, French Institute of Health and Medical Research (INSERM), National Institute of Agricultural Research (INRA), Paris, France
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