Deciphering heterogeneity of septic shock patients using immune functional assays: a proof of concept study.


Journal

Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288

Informations de publication

Date de publication:
30 09 2020
Historique:
received: 16 09 2019
accepted: 26 08 2020
entrez: 1 10 2020
pubmed: 2 10 2020
medline: 20 1 2021
Statut: epublish

Résumé

The complexity of sepsis pathophysiology hinders patient management and therapeutic decisions. In this proof-of-concept study we characterised the underlying host immune response alterations using a standardised immune functional assay (IFA) in order to stratify a sepsis population. In septic shock patients, ex vivo LPS and SEB stimulations modulated, respectively, 5.3% (1/19) and 57.1% (12/21) of the pathways modulated in healthy volunteers (HV), highlighting deeper alterations induced by LPS than by SEB. SEB-based clustering, identified 3 severity-based groups of septic patients significantly different regarding mHLA-DR expression and TNFα level post-LPS, as well as 28-day mortality, and nosocomial infections. Combining the results from two independent cohorts gathering 20 HV and 60 patients, 1 cluster grouped all HV with 12% of patients. The second cluster grouped 42% of patients and contained all non-survivors. The third cluster grouped 46% of patients, including 78% of those with nosocomial infections. The molecular features of these clusters indicated a distinctive contribution of previously described genes defining a "healthy-immune response" and a "sepsis-related host response". The third cluster was characterised by potential immune recovery that underlines the possible added value of SEB-based IFA to capture the sepsis immune response and contribute to personalised management.

Identifiants

pubmed: 32999313
doi: 10.1038/s41598-020-73014-2
pii: 10.1038/s41598-020-73014-2
pmc: PMC7527338
doi:

Substances chimiques

Biomarkers 0
Enterotoxins 0
HLA-DR Antigens 0
Lipopolysaccharides 0
TNF protein, human 0
Tumor Necrosis Factor-alpha 0
enterotoxin B, staphylococcal 39424-53-8

Types de publication

Journal Article Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

16136

Subventions

Organisme : Marie Curie
ID : 676129
Pays : United Kingdom

Références

Reinhart, K. et al. Recognizing sepsis as a global health priority—a WHO resolution. N. Engl. J. Med. 377, 414–417. https://doi.org/10.1056/NEJMp1707170 (2017).
doi: 10.1056/NEJMp1707170 pubmed: 28658587
Singer, M. et al. The Third International Consensus Definitions for Sepsis and Septic Shock (Sepsis-3). JAMA 315, 801–810. https://doi.org/10.1001/jama.2016.0287 (2016).
doi: 10.1001/jama.2016.0287 pubmed: 26903338 pmcid: 4968574
Tamayo, E. et al. Pro- and anti-inflammatory responses are regulated simultaneously from the first moments of septic shock. Eur. Cytokine Netw. 22, 82–87. https://doi.org/10.1684/ecn.2011.0281 (2011).
doi: 10.1684/ecn.2011.0281 pubmed: 21628135
Rubio, I. et al. Current gaps in sepsis immunology: new opportunities for translational research. Lancet Infect. Dis 19, e422–e436. https://doi.org/10.1016/S1473-3099(19)30567-5 (2019).
doi: 10.1016/S1473-3099(19)30567-5 pubmed: 31630991
Hutchins, N. A., Unsinger, J., Hotchkiss, R. S. & Ayala, A. The new normal: immunomodulatory agents against sepsis immune suppression. Trends Mol. Med. 20, 224–233. https://doi.org/10.1016/j.molmed.2014.01.002 (2014).
doi: 10.1016/j.molmed.2014.01.002 pubmed: 24485901 pmcid: 3976785
Abraham, E. et al. p55 Tumor necrosis factor receptor fusion protein in the treatment of patients with severe sepsis and septic shock. A randomized controlled multicenter trial. Ro 45-2081 Study Group. JAMA 277, 1531–1538 (1997).
pubmed: 9153367
Opal, S. M. et al. Effect of eritoran, an antagonist of MD2-TLR4, on mortality in patients with severe sepsis: the ACCESS randomized trial. JAMA 309, 1154–1162. https://doi.org/10.1001/jama.2013.2194 (2013).
doi: 10.1001/jama.2013.2194
Francois, B. et al. Interleukin-7 restores lymphocytes in septic shock: the IRIS-7 randomized clinical trial. JCI Insight https://doi.org/10.1172/jci.insight.98960 (2018).
doi: 10.1172/jci.insight.98960 pubmed: 29515037 pmcid: 5922293
Ono, S., Tsujimoto, H., Hiraki, S. & Aosasa, S. Mechanisms of sepsis-induced immunosuppression and immunological modification therapies for sepsis. Ann. Gastroenterol. Surg. 2, 351–358. https://doi.org/10.1002/ags3.12194 (2018).
doi: 10.1002/ags3.12194 pubmed: 30238076 pmcid: 6139715
Meisel, C. et al. Granulocyte-macrophage colony-stimulating factor to reverse sepsis-associated immunosuppression: a double-blind, randomized, placebo-controlled multicenter trial. Am. J. Respir. Crit. Care Med. 180, 640–648. https://doi.org/10.1164/rccm.200903-0363OC (2009).
doi: 10.1164/rccm.200903-0363OC pubmed: 19590022
Boomer, J. S., Green, J. M. & Hotchkiss, R. S. The changing immune system in sepsis: is individualized immuno-modulatory therapy the answer?. Virulence 5, 45–56. https://doi.org/10.4161/viru.26516 (2014).
doi: 10.4161/viru.26516 pubmed: 24067565
Li, Y. et al. Inter-individual variability and genetic influences on cytokine responses to bacteria and fungi. Nat Med 22, 952–960. https://doi.org/10.1038/nm.4139 (2016).
doi: 10.1038/nm.4139 pubmed: 27376574 pmcid: 5084084
Sinapidis, D. et al. Progression into sepsis: an individualized process varying by the interaction of comorbidities with the underlying infection. BMC Infect. Dis. 18, 242. https://doi.org/10.1186/s12879-018-3156-z (2018).
doi: 10.1186/s12879-018-3156-z pubmed: 29843641 pmcid: 5975439
Wong, H. R. et al. Endotype transitions during the acute phase of pediatric septic shock reflect changing risk and treatment response. Crit. Care Med. 46, e242–e249. https://doi.org/10.1097/CCM.0000000000002932 (2018).
doi: 10.1097/CCM.0000000000002932 pubmed: 29252929 pmcid: 5825261
Pfortmueller, C. A., Meisel, C., Fux, M. & Schefold, J. C. Assessment of immune organ dysfunction in critical illness: utility of innate immune response markers. Intensive Care Med. Exp. 5, 49. https://doi.org/10.1186/s40635-017-0163-0 (2017).
doi: 10.1186/s40635-017-0163-0 pubmed: 29063386 pmcid: 5653680
Segre, E. & Fullerton, J. N. Stimulated whole blood cytokine release as a biomarker of immunosuppression in the critically Ill: the need for a standardized methodology. Shock 45, 490–494. https://doi.org/10.1097/shk.0000000000000557 (2016).
doi: 10.1097/shk.0000000000000557 pubmed: 27089173 pmcid: 4836558
Wu, J. F. et al. Changes of monocyte human leukocyte antigen-DR expression as a reliable predictor of mortality in severe sepsis. Crit. Care 15, R220. https://doi.org/10.1186/cc10457 (2011).
doi: 10.1186/cc10457 pubmed: 21933399 pmcid: 3334765
Conway-Morris, A. et al. Combined dysfunctions of immune cells predict nosocomial infection in critically ill patients. Br. J. Anaesth. 111, 778–787. https://doi.org/10.1093/bja/aet205 (2013).
doi: 10.1093/bja/aet205 pubmed: 23756248
Millan, O. & Brunet, M. Cytokine-based immune monitoring. Clin. Biochem. 49, 338–346. https://doi.org/10.1016/j.clinbiochem.2016.01.004 (2016).
doi: 10.1016/j.clinbiochem.2016.01.004 pubmed: 26800778
Gupta, M., Cox, A., Nowak-Wegrzyn, A. & Wang, J. Diagnosis of food allergy. Immunol. Allergy Clin. N. Am. 38, 39–52. https://doi.org/10.1016/j.iac.2017.09.004 (2018).
doi: 10.1016/j.iac.2017.09.004
Pai, M. & Rodrigues, C. Management of latent tuberculosis infection: an evidence-based approach. Lung India 32, 205–207. https://doi.org/10.4103/0970-2113.156210 (2015).
doi: 10.4103/0970-2113.156210 pubmed: 25983402 pmcid: 4429378
Scepanovic, P. et al. Human genetic variants and age are the strongest predictors of humoral immune responses to common pathogens and vaccines. Genome Med. 10, 59. https://doi.org/10.1186/s13073-018-0568-8 (2018).
doi: 10.1186/s13073-018-0568-8 pubmed: 30053915 pmcid: 6063007
Munoz, C. et al. Dysregulation of in vitro cytokine production by monocytes during sepsis. J. Clin. Invest. 88, 1747–1754. https://doi.org/10.1172/jci115493 (1991).
doi: 10.1172/jci115493 pubmed: 1939659 pmcid: 295719
Biswas, S. K. & Lopez-Collazo, E. Endotoxin tolerance: new mechanisms, molecules and clinical significance. Trends Immunol. 30, 475–487. https://doi.org/10.1016/j.it.2009.07.009 (2009).
doi: 10.1016/j.it.2009.07.009 pubmed: 19781994
Antonakos, N. et al. Decreased cytokine production by mononuclear cells after severe gram-negative infections: early clinical signs and association with final outcome. Crit. Care 21, 48. https://doi.org/10.1186/s13054-017-1625-1 (2017).
doi: 10.1186/s13054-017-1625-1 pubmed: 28274246 pmcid: 5343541
Raetz, C. R. & Whitfield, C. Lipopolysaccharide endotoxins. Annu. Rev. Biochem. 71, 635–700. https://doi.org/10.1146/annurev.biochem.71.110601.135414 (2002).
doi: 10.1146/annurev.biochem.71.110601.135414 pubmed: 12045108
Bohannon, J. K., Hernandez, A., Enkhbaatar, P., Adams, W. L. & Sherwood, E. R. The immunobiology of toll-like receptor 4 agonists: from endotoxin tolerance to immunoadjuvants. Shock 40, 451–462. https://doi.org/10.1097/shk.0000000000000042 (2013).
doi: 10.1097/shk.0000000000000042 pubmed: 23989337 pmcid: 3919163
Fries, B. C. & Varshney, A. K. Bacterial toxins-staphylococcal enterotoxin B . Microbiol. Spectrum https://doi.org/10.1128/microbiolspec.AID-0002-2012 (2013).
doi: 10.1128/microbiolspec.AID-0002-2012
Pinchuk, I. V., Beswick, E. J. & Reyes, V. E. Staphylococcal enterotoxins. Toxins 2, 2177–2197. https://doi.org/10.3390/toxins2082177 (2010).
doi: 10.3390/toxins2082177 pubmed: 22069679 pmcid: 3153290
Davenport, E. E. et al. Genomic landscape of the individual host response and outcomes in sepsis: a prospective cohort study. Lancet Respir. Med. 4, 259–271. https://doi.org/10.1016/s2213-2600(16)00046-1 (2016).
doi: 10.1016/s2213-2600(16)00046-1 pubmed: 26917434 pmcid: 4820667
Peronnet, E. et al. Association between mRNA expression of CD74 and IL10 and risk of ICU-acquired infections: a multicenter cohort study. Intensive Care Med. 43, 1013–1020. https://doi.org/10.1007/s00134-017-4805-1 (2017).
doi: 10.1007/s00134-017-4805-1 pubmed: 28477143 pmcid: 5487586
Mommert, M. et al. LTR-retrotransposon transcriptome modulation in response to endotoxin-induced stress in PBMCs. BMC Genomics 19, 522. https://doi.org/10.1186/s12864-018-4901-9 (2018).
doi: 10.1186/s12864-018-4901-9 pubmed: 29976163 pmcid: 6034278
Bruse, N., Leijte, G. P., Pickkers, P. & Kox, M. New frontiers in precision medicine for sepsis-induced immunoparalysis. Expert Rev. Clin. Immunol. 15, 251–263. https://doi.org/10.1080/1744666x.2019.1562336 (2019).
doi: 10.1080/1744666x.2019.1562336 pubmed: 30572728
Venet, F., Rimmele, T. & Monneret, G. Management of Sepsis-Induced Immunosuppression. Crit. Care Clin. 34, 97–106. https://doi.org/10.1016/j.ccc.2017.08.007 (2018).
doi: 10.1016/j.ccc.2017.08.007 pubmed: 29149944
Cavaillon, J. M. & Adib-Conquy, M. Bench-to-bedside review: endotoxin tolerance as a model of leukocyte reprogramming in sepsis. Crit. Care 10, 233. https://doi.org/10.1186/cc5055 (2006).
doi: 10.1186/cc5055 pubmed: 17044947 pmcid: 1751079
Hoogendijk, A. J. et al. Sepsis patients display a reduced capacity to activate nuclear factor-kappaB in multiple cell types. Crit. Care Med. 45, e524–e531. https://doi.org/10.1097/ccm.0000000000002294 (2017).
doi: 10.1097/ccm.0000000000002294 pubmed: 28240686
Cazalis, M. A. et al. Decreased HLA-DR antigen-associated invariant chain (CD74) mRNA expression predicts mortality after septic shock. Crit. Care 17, R287. https://doi.org/10.1186/cc13150 (2013).
doi: 10.1186/cc13150 pubmed: 24321376 pmcid: 4056003
Zhuang, Y., Peng, H., Chen, Y., Zhou, S. & Chen, Y. Dynamic monitoring of monocyte HLA-DR expression for the diagnosis, prognosis, and prediction of sepsis. Front. Biosci. (Landmark Edit.) 22, 1344–1354 (2017).
Huang, W., Tang, Y. & Li, L. HMGB1, a potent proinflammatory cytokine in sepsis. Cytokine 51, 119–126. https://doi.org/10.1016/j.cyto.2010.02.021 (2010).
doi: 10.1016/j.cyto.2010.02.021 pubmed: 20347329
Cohen, J. TREM-1 in sepsis. Lancet 358, 776–778. https://doi.org/10.1016/s0140-6736(01)06007-x (2001).
doi: 10.1016/s0140-6736(01)06007-x pubmed: 11564478
Araujo, C. V. et al. A PPARgamma agonist enhances bacterial clearance through neutrophil extracellular trap formation and improves survival in sepsis. Shock 45, 393–403. https://doi.org/10.1097/shk.0000000000000520 (2016).
doi: 10.1097/shk.0000000000000520 pubmed: 26618986 pmcid: 4792770
Chistiakov, D. A. et al. Macrophage phenotypic plasticity in atherosclerosis: the associated features and the peculiarities of the expression of inflammatory genes. Int. J. Cardiol. 184, 436–445. https://doi.org/10.1016/j.ijcard.2015.03.055 (2015).
doi: 10.1016/j.ijcard.2015.03.055 pubmed: 25755062
Mouton, W. et al. Towards standardization of immune functional assays. Clin. Immunol. https://doi.org/10.1016/j.clim.2019.108312 (2019).
doi: 10.1016/j.clim.2019.108312 pubmed: 31760096
Urrutia, A. et al. Standardized whole-blood transcriptional profiling enables the deconvolution of complex induced immune responses. Cell Rep. 16, 2777–2791. https://doi.org/10.1016/j.celrep.2016.08.011 (2016).
doi: 10.1016/j.celrep.2016.08.011 pubmed: 27568558
Lapko, N. et al. Long-term monocyte dysfunction after sepsis in humanized mice is related to persisted activation of macrophage-colony stimulation factor (M-CSF) and demethylation of PU.1, and it can be reversed by blocking M-CSF in vitro or by transplanting naive autologous stem cells in vivo. Front. Immunol. 8, 401. https://doi.org/10.3389/fimmu.2017.00401 (2017).
doi: 10.3389/fimmu.2017.00401 pubmed: 28507543 pmcid: 5410640
Delwarde, B. et al. Low interleukin-7 receptor messenger RNA expression is independently associated with day 28 mortality in septic shock patients. Crit. Care Med. 46, 1739–1746. https://doi.org/10.1097/ccm.0000000000003281 (2018).
doi: 10.1097/ccm.0000000000003281 pubmed: 29985808 pmcid: 6200380
Burnham, K. L. et al. Shared and distinct aspects of the sepsis transcriptomic response to fecal peritonitis and pneumonia. Am. J. Respir. Crit. Care Med. 196, 328–339. https://doi.org/10.1164/rccm.201608-1685OC (2017).
doi: 10.1164/rccm.201608-1685OC pubmed: 28036233 pmcid: 5549866
Scicluna, B. P. et al. Classification of patients with sepsis according to blood genomic endotype: a prospective cohort study. Lancet Respir. Med. 5, 816–826. https://doi.org/10.1016/s2213-2600(17)30294-1 (2017).
doi: 10.1016/s2213-2600(17)30294-1 pubmed: 28864056
Cajander, S. et al. Quantitative real-time polymerase chain reaction measurement of HLA-DRA gene expression in whole blood is highly reproducible and shows changes that reflect dynamic shifts in monocyte surface HLA-DR expression during the course of sepsis. PLoS ONE 11, e0154690. https://doi.org/10.1371/journal.pone.0154690 (2016).
doi: 10.1371/journal.pone.0154690 pubmed: 27144640 pmcid: 4856385
Scicluna, B. P. et al. A molecular biomarker to diagnose community-acquired pneumonia on intensive care unit admission. Am. J. Respir. Crit. Care Med. 192, 826–835. https://doi.org/10.1164/rccm.201502-0355OC (2015).
doi: 10.1164/rccm.201502-0355OC pubmed: 26121490
Hall, M. W. et al. Immunoparalysis and nosocomial infection in children with multiple organ dysfunction syndrome. Intensive Care Med. 37, 525–532. https://doi.org/10.1007/s00134-010-2088-x (2011).
doi: 10.1007/s00134-010-2088-x pubmed: 21153402
Albert-Vega, C. et al. Immune functional assays, from custom to standardized tests for precision medicine. Front. Immunol. 9, 2367. https://doi.org/10.3389/fimmu.2018.02367 (2018).
doi: 10.3389/fimmu.2018.02367 pubmed: 30386334 pmcid: 6198655
Gossez, M. et al. Proof of concept study of mass cytometry in septic shock patients reveals novel immune alterations. Sci. Rep. 8, 17296. https://doi.org/10.1038/s41598-018-35932-0 (2018).
doi: 10.1038/s41598-018-35932-0 pubmed: 30470767 pmcid: 6251894
World Medical Association Declaration of Helsinki. ethical principles for medical research involving human subjects. JAMA 310, 2191–2194. https://doi.org/10.1001/jama.2013.281053 (2013).
doi: 10.1001/jama.2013.281053
Monneret, G. et al. Persisting low monocyte human leukocyte antigen-DR expression predicts mortality in septic shock. Intensive Care Med. 32, 1175–1183. https://doi.org/10.1007/s00134-006-0204-8 (2006).
doi: 10.1007/s00134-006-0204-8 pubmed: 16741700
Rol, M. L. et al. The REAnimation low immune status markers (REALISM) project: a protocol for broad characterisation and follow-up of injury-induced immunosuppression in intensive care unit (ICU) critically ill patients. BMJ Open 7, e015734. https://doi.org/10.1136/bmjopen-2016-015734 (2017).
doi: 10.1136/bmjopen-2016-015734 pubmed: 28637738 pmcid: 5726091
Demaret, J. et al. Inter-laboratory assessment of flow cytometric monocyte HLA-DR expression in clinical samples. Cytometry B Clin. Cytometry 84, 59–62. https://doi.org/10.1002/cyto.b.21043 (2013).
doi: 10.1002/cyto.b.21043 pubmed: 22987669
Docke, W. D. et al. Monitoring temporary immunodepression by flow cytometric measurement of monocytic HLA-DR expression: a multicenter standardized study. Clin. Chem. 51, 2341–2347. https://doi.org/10.1373/clinchem.2005.052639 (2005).
doi: 10.1373/clinchem.2005.052639 pubmed: 16214828

Auteurs

Chloé Albert Vega (C)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France. chloe.albertvega@gmail.com.
Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France. chloe.albertvega@gmail.com.

Guy Oriol (G)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France.
Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France.

François Bartolo (F)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France.
Soladis, Lyon, France.

Jonathan Lopez (J)

Hospices Civils de Lyon - Plateforme de Recherche de Transfert en Oncologie, Centre Hospitalier Lyon Sud, Pierre-Bénite, 69495, Lyon, France.

Alexandre Pachot (A)

Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France.

Thomas Rimmelé (T)

EA 7426 Pathophysiology of Injury-Induced Immunosuppression, PI3, Claude Bernard Lyon 1 University-bioMérieux-Hospices Civils de Lyon, Hôpital Edouard Herriot, 69437, Lyon, France.
Anesthesia and Critical Care Medicine Department, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

Fabienne Venet (F)

EA 7426 Pathophysiology of Injury-Induced Immunosuppression, PI3, Claude Bernard Lyon 1 University-bioMérieux-Hospices Civils de Lyon, Hôpital Edouard Herriot, 69437, Lyon, France.
Immunology Laboratory, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

Véronique Leray (V)

Anesthesia and Critical Care Medicine Department, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

Guillaume Monneret (G)

EA 7426 Pathophysiology of Injury-Induced Immunosuppression, PI3, Claude Bernard Lyon 1 University-bioMérieux-Hospices Civils de Lyon, Hôpital Edouard Herriot, 69437, Lyon, France.
Immunology Laboratory, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

Benjamin Delwarde (B)

Anesthesia and Critical Care Medicine Department, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

Karen Brengel-Pesce (K)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France.
Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France.

Julien Textoris (J)

Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France.
EA 7426 Pathophysiology of Injury-Induced Immunosuppression, PI3, Claude Bernard Lyon 1 University-bioMérieux-Hospices Civils de Lyon, Hôpital Edouard Herriot, 69437, Lyon, France.
Anesthesia and Critical Care Medicine Department, Hôpital Edouard Herriot, Hospices Civils de Lyon, 69437, Lyon, France.

François Mallet (F)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France.
Open Innovation and Partnerships Department, bioMérieux S.A., Marcy l'Étoile, France.
EA 7426 Pathophysiology of Injury-Induced Immunosuppression, PI3, Claude Bernard Lyon 1 University-bioMérieux-Hospices Civils de Lyon, Hôpital Edouard Herriot, 69437, Lyon, France.

Sophie Trouillet-Assant (S)

Laboratoire Commun de Recherche Hospices Civils de Lyon-bioMérieux, Joint Research Unit Hospices Civils de Lyon-bioMérieux, Hospices Civils de Lyon, Centre Hospitalier Lyon Sud, Bâtiment 3F, Pierre-Bénite, 69495, Lyon, France.
CIRI, INSERM U1111, CNRS 5308, ENS, UCBL, Faculté de Médecine Lyon Est, Virpath - Université Lyon, 7 rue Guillaume Paradin, 69372, Lyon Cedex 08, France.

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