Background Prostate cancer (PC) responds to androgen deprivation therapy (ADT) usually in a transient fashion, progressing from hormone-sensitive PC (HSPC) to castration-resistant PC (CRPC). We investigated a mouse model of PC as well as specimens from PC patients to unravel an unsuspected contribution of thymus-derived T lymphocytes and the intestinal microbiota in the efficacy of ADT.
Methods Preclinical experiments were performed in PC-bearing mice, immunocompetent or immunodeficient. In parallel, we prospectively included 65 HSPC and CRPC patients (Oncobiotic trial) to analyze their feces and blood specimens.
Results In PC-bearing mice, ADT increased thymic cellularity and output. PC implanted in T lymphocyte-depleted or athymic mice responded less efficiently to ADT than in immunocompetent mice. Moreover, depletion of the intestinal microbiota by oral antibiotics reduced the efficacy of ADT. PC reduced the relative abundance of Akkermansia muciniphila in the gut, and this effect was reversed by ADT. Moreover, cohousing of PC-bearing mice with tumor-free mice or oral gavage with Akkermansia improved the efficacy of ADT. This appears to be applicable to PC patients because long-term ADT resulted in an increase of thymic output, as demonstrated by an increase in circulating recent thymic emigrant cells (sjTRECs). Moreover, as compared with HSPC controls, CRPC patients demonstrated a shift in their intestinal microbiota that significantly correlated with sjTRECs. While feces from healthy volunteers restored ADT efficacy, feces from PC patients failed to do so.
Conclusions These findings suggest the potential clinical utility of reversing intestinal dysbiosis and repairing acquired immune defects in PC patients.
- prostatic neoplasms
- adaptive immunity
- translational medical research
Data availability statement
Data are available in a public, open access repository. The metagenomes have been deposited in NCBI under the bioproject PRJNA791751. Once public, they will be accessible using this link: https://www.ncbi.nlm.nih.gov/bioproject/791751.
This is an open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See http://creativecommons.org/licenses/by-nc/4.0/.
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Prostate cancer (PC) is the most prevalent malignant disease in men, affecting the vast majority of octogenarians.1 Driven by a heterogeneous set of oncogenic drivers, PC usually develops in a multistep process from benign hypertrophy through adenoma to adenocarcinoma that first invades local tissues and then disseminates to distant sites.2 High-risk localized PC is initially treated by radical prostatectomy and/or local radiotherapy, often together with adjuvant androgen deprivation therapy (ADT) by surgical castration (bilateral orchiectomy), chemical castration (subcutaneously injected gonadotropin-releasing hormone receptor agonists) or antiandrogens (orally administered drugs such as abiraterone or enzalutamide that inhibit androgen synthesis or the nuclear translocation of the androgen receptor, respectively).3 ADT is also the therapy of choice for metastatic hormone-sensitive PC (HSPC). However, after a latency HSPC usually progresses to castration-resistant PC (CRPC), then requiring more toxic treatments including chemotherapy before the final switch to palliative care.4 Importantly, the prognosis of PC is not only dictated by cancer cell-autonomous alterations. Thus, infiltration of PC by CD8+ cytotoxic T lymphocytes indicates good prognosis, while infiltration by immunosuppressive CD4+ regulatory T cells (Tregs) has a negative prognostic impact.5–9
Although the efficacy of targeted therapies (including ADT) and chemotherapies has been usually considered to be mediated by cancer cell-autonomous effects,10 11 recent work suggests that highly successful molecules usually also affect the cancer-immune dialog, favoring antitumor immune responses.12 13 This has been well documented for widely used chemotherapeutic agents including single-agent anthracyclines,14 15 dactinomycin,16 oxaliplatin,17 taxanes,18 as well as specific combination therapies.19 20 Such agents induce immunogenic cell death, rendering malignant cells recognizable to the immune system.21 Moreover, multiple targeted agents including tyrosine or serine/threonine kinase inhibitors have been found to enhance immunosurveillance by a plethora of different mechanisms that help explain their long-term effects beyond treatment discontinuation.13 22 23 This applies as well to estrogen receptor antagonists, which are used for the treatment of hormone receptor-positive breast cancer.24 Both in preclinical models and in PC patients, ADT causes an increase of the immune infiltrate of the malignant tumor and the adjacent normal prostate25–29 suggesting that ADT triggers at least a transient immune response, likely against both normal and cancer-specific antigens.30 Of note, testosterone is one of the best known endogenous accelerators of thymic atrophy,31 32 suggesting that ADT might reverse thymic aging, which is one of the drivers of T cell aging and the senescence-associated decline in anticancer immunosurveillance.33 Hence, it is conceivable that ADT has local as well as systemic effects on antitumor immune responses.
It would be naïve to assume that the immune-cancer dialog would not be influenced by external factors. Indeed, recent work by multiple groups has revealed the cardinal importance of the gut microbiota in determining the general immune tonus,34–36 as well as cross-reactive cancer antigen-specific immune responses.37 38 Circumstantial evidence indicates that ADT modifies the gut microbiota,39–41 providing yet another possible mechanism through which ADT might affect PC immunosurveillance.
Driven by the aforementioned considerations, we decided to investigate the effects of ADT on thymic function and the microbiota while addressing the possibility that thymus-derived T cells as well as specific bacterial species might influence the efficacy of ADT against PC. Our preclinical data (in mice) as well as our clinical-translational results (in PC patients) suggest a complex relationship between ADT, gut microbiota, PC and thymic function that has a major impact on the therapeutic outcome of ADT.
Material and methods
This section will be described in online supplemental file.
T cell-dependent efficacy of ADT in mice with PC
The murine Myc-CaP cell line has an amplified androgen receptor gene and requires testosterone for optimal proliferation.42 Myc-CaP PCs implanted in syngeneic FVB/N mice respond to androgen depletion therapy (ADT resulting from subcutaneous injection of the gonadotropin-releasing hormone receptor antagonist degarelix acetate)43 by growth arrest and partial shrinkage. This effect usually lasts 15 to 25 days until cancer growth resumes (figure 1A,B), indicating progression from HSPC to CRPC. Of note, depletion of T lymphocytes by intravenous injection of antibodies depleting CD4+and CD8+ cells attenuated tumor growth control by ADT (figure 1C) and accelerated time to progression (TTP) from HSPC to CRPC (figure 1D). A similar effect was observed when PCs were implanted into mice homozygous for the nude spontaneous mutation (Foxn1 nu) that are athymic and hence lack thymus-dependent T lymphocytes. As compared with PCs evolving in immunocompetent mice, PCs established in nu/nu mice responded less efficiently to ADT (figure 1E) and progressed more rapidly (figure 1F). Of note, intravenous transfer of thymocytes from FVB/N mice into nu/nu mice blunted the natural progression of PCs (figure 1G,H). However, similar to what has been found in PC patients 44 45 immune checkpoint blockade using antibodies targeting CTLA-4 and PD-1 failed to achieve a major improvement of ADT efficacy (online supplemental file 2).
Opposing thymic effects of PC and ADT in mice
Intrigued by the importance of thymus-derived T cells in PC immunosurveillance (see above), we investigated the impact of PC and ADT on the thymus. Histological analysis (figure 2A), followed by morphometric calculations (figure 2B–D) revealed that, as compared with tumor-free mice, mice bearing PCs and receiving sham treatment displayed a reduction of thymic area, in particular the medulla. ADT increased the thymus area, in particular the cortex, thus reversing the effect of PC on the cortical area (figure 2B–D). Immunophenotyping of thymocyte suspensions using immunofluorescence and cytometry unveiled a PC-induced increase in double-negative type-3 (DN3) cells with a CD4-CD8-CD44-CD25+ phenotype that was only partially reversed by ADT. PC also caused a relative increase of double-positive (DP) cells (phenotype: CD4+CD8+). The relative abundance of single-positive CD4+CD8- or CD4-CD8+ cells, as well as the percentage of TCRβ+ cells were reduced by PC irrespective of ADT (figure 2E). In the blood, ADT stimulated an increase in the percentage of DN T cells (phenotype: CD4-CD8-CD3+), reversed the increase of the CD4+/CD8+ T cell ratio and tended to attenuate the recirculation of DP cells (figure 2F). In contrast, the PC-induced reduction of TCRβ+ cells among CD3+ lymphocytes was not corrected by ADT or even worsened it (figure 2F).
Altogether, these results indicate subtle thymotropic effects of ADT that may favor the thymic efflux of DN T cells and reverse the PC-induced increase in the peripheral CD4+/CD8+ T cell ratio.
Relationship between ADT and gut microbiota in mice
In the next step, we investigated the relationship between ADT and the intestinal microbiota. Oral supplementation of three broad-spectrum antibiotics (ampicillin, colistin, streptomycin), a combination that eliminates the majority of gut commensals46 (figure 3A), reduced the anticancer effects of ADT in two different laboratories located in Villejuif, France (figure 3B) and Wisconsin, USA (figure 3C). Hence, independently from its exact composition (which depends on the animal facility), the microflora can support the efficacy of ADT. Of note, comparative 16S ribosomal RNA sequencing of the fecal microbiota from tumor-free and PC-bearing mice revealed a reduction of alpha diversity of the microbiota determined by two different algorithms (figure 3D) with a tangible effect on the overall microbial composition detectable by principal component analyses (figure 3E). Linear discriminant analysis effect size revealed the PC-associated depletion of Verrucomicrobiaceae family members including the Akkermansia muciniphila species (figure 3F), Ruminococcaceae and Rikenellaceae (represented by Alistipes spp) known to be associated with response to PD1 blockade.47 48 The comparison of the microbiota of PC-bearing mice receiving ADT or sham treatments indicated that ADT restored richness that is, alpha diversity (figure 3G) and increased the relative abundance of A. muciniphila (figure 3H), echoing prior reports that oral antiandrogens, including bicalutamide, enzalutamide and abiraterone acetate increase the abundance of A. muciniphila in PC patients.39 40 Several Lachnospiraceae family members were also depleted by PC, but restored by ADT (figure 3F,H).
Collectively, these results indicate that both PC and ADT have an impact on the microbiota, which in turn influences the anticancer effects of ADT.
Thymic and microbial effect of ADT in PC patients
Next, we analyzed a cohort of PC patients (online supplemental figure S3 and table S1) with respect to thymus-relevant and microbial parameters. Comparisons of HSPC patients (before or after ADT) with individuals that have developed CRPC (and hence have been subjected to long-term ADT until therapeutic failure) revealed that CRPC was coupled to a reduction in circulating lymphocytes (figure 4A) but an increase in naïve CD4+ T cells (phenotype: CD45RA+CD127+CCR7+) (figure 4B) as well as signal-joint T cell receptor excision cycles (sjTREC) indicating enhanced thymic output under ADT (figure 4C). Metagenomic shotgun sequencing of the fecal microbiota detected significant differences in the intestinal ecosystems between HSPC and CRPC patients with an expansion of some anticancer immune response-associated species including Alistipes,49 Roseburia faecis (50) and Ruminococcus51 under ADT (figure 4D,E) that were lost in the PC mouse model. The overall variance of the microbiota was best explained by the patient status (HSPC vs CRPC) but also correlated with several immune parameters (in particular the frequency of naïve CD4+ T cells, sjTRECs, but also CD4+ T cells with a central memory (TCM) phenotype: CD45RA-CCR7+CD27+) and clinical parameters (patient age and ADT duration) (figure 4F). At the individual species level, the abundance of the health-associated Roseburia faecis was negatively associated with the frequency of circulating naïve CD4+ T cells (figure 4G).
Altogether, these results validate the preclinical results at the patient level. PC and ADT cause interlinked alterations in the microbiota and the immune system, and ADT induces the export of thymocytes resulting in an increase in naïve CD4+ T cells in peripheral blood.
Microbial improvement of ADT effects in mice
In the final step of this study, we investigated whether the microbial shifts induced by PC and ADT favor the progression from HSPC to CRPC. In an initial round of experiments, all mice in the same cage were inoculated with PC cells or, alternatively, only half of the mice received PC cells, meaning that these PC-bearing mice were cohoused with tumor-free mice (figure 5A). Cohousing reduced initial PC growth (figure 5B), suggesting that environmental factors including the microbiota (which is transferred between mice due to their coprophagic behavior)52 have a major impact on PC progression. To evaluate the influence of cohousing on the efficacy of ADT, we subjected mice with established PC to cohousing with cancer-free mice and later ADT (figure 5C). In this context, cohousing improved tumor growth control, enhanced TTP and increased overall survival of PC-bearing mice (figure 5D). Moreover, cohousing plus ADT improved the histological appearance of thymic architecture, divided into a morphologically distinct cortex and medulla, with a clear separation at the corticomedullary junction (figure 5E) and fully corrected the PC-induced increase in DN3 and DP thymocytes (figure 5F,G), as well as the depletion of SP and TCRβ+ thymocytes (figure 5H–J). Finally, cohousing induced major microbial shifts, including a relative enrichment in Ruminococcus spp (figure 5K), which is reputed for its stimulatory effects on tumor immunosurveillance47 48 53 and has been found to be increased in PC patients under ADT.41 In sum, transfer of the microbiota from tumor-free to PC-bearing mice had a major positive impact on PC-induced perturbations of the thymus and ameliorated the therapeutic efficacy of ADT.
Of note, the transfer of feces from two PC-bearing patients (one with HSPC and one with CRPC, PC1 and PC2, respectively) accelerated the growth of PC in mice. In contrast, feces from two healthy volunteers (HV1, HV2) failed to affect PC growth as compared with normal mice housed in specific pathogen-free conditions (figure 6A–C) Fecal microbial transplantation of HV1 and HV2 (but not that of PC1 and PC2) also increased the efficacy of ADT (figure 6D).
Importantly, the gavage of mice with Akkermansia (Akkp2261) enhanced the efficacy of ADT against PC (figure 6E,F) and normalized the frequency of DN3 cells in the thymus (figure 6G) as well as the number of circulating immature T cells (phenotype: CD3+TCRβ-) (figure 6H). Also, changes have been noticed in thymus weight and cellularity under microbiota manipulation conditions (cohousing or oral administration of Akkermansia (online supplemental file 3).
Taken together, these results suggest that the microbiota from healthy mice or humans, as well as specific health-associated bacteria such as A. muciniphila, impact the immune system and ameliorate the efficacy of ADT in preclinical models.
This study unravels the existence of a network of relationships between PC, ADT, thymus-dependent T lymphocytes and the intestinal microbiota. In several cases these relationships cannot be interpreted to represent a hierarchical order but instead are bilateral or even multilateral. For instance, the relationship between PC and the cellular immune system is non-hierarchical. On one hand, PC is under immunosurveillance, meaning that PC evolves and relapses following ADT more quickly in athymic nu/nu mice or after antibody-mediated depletion of T lymphocytes. However, in line with a previous study on PC,54 PC appears to induce thymic atrophy, and ADT reverses selective features of this PC-induced effect. Thus, PC induced a β-TCR deficiency probably related to a TCR rearrangement defect, consistent with the maturation block at the DN3 stage. Indeed, in mice with targeted mutations in the recombinase-activating gene or the TCRβ gene, DN thymocytes pass the CD44+CD25± stage (DN1 and DN2), and development is blocked at the CD44-CD25+ stage (DN3).55 Thus, our results suggest that PC compromises TCRβ chain rearrangement and consequently β-selection leading to a maturation blockage. Of note, ADT ultimately favored a surge of DN T cells in the blood from mice, as well as an increase in naïve CD4+ T cells in patients, that might reflect an increase in thymic output. In accord with this speculation, CRPC patients that had undergone prolonged ADT manifested an increase in recent thymic emigrants positive for sjTREC. Altogether, it appears that PC and its treatment by ADT affect the immune system in opposite manners and that thymus-dependent T cells are involved in the control of PC progression from HSPC to CRPC.
Yet another example of a non-hierarchical, bilateral relationship concerns the mutual influence between PC and the gut microflora. On one hand, the presence of PC apparently alters the microbiota (with the depletion of beneficial bacteria including A. muciniphila and Lachnospiraceae), and ADT reverses these effects, as found in our preclinical studies, echoing prior clinical reports that ADT enriches A. muciniphila in the gut from PC patients.39 40 On the other hand, normalization of the PC-driven microbial shifts can be achieved by three different methods: (1) cohousing with cancer-free mice, (2) fecal microbiota transplantation using the natural product of human volunteers (but not PC patients), and (3) oral administration of Akkermansia. These three manipulations reduce PC growth and/or improve the efficacy of ADT against PC, retarding the progression from HSPC to CRPC.56 We used oral administration of live Akkermansia to improve the outcome of ADT. It remains to be determined whether these effects involve adjuvant effects (perhaps mediated by the stimulation of Toll-like receptor two by the protein Amuc_1100),57 metabolic effects (that may be mediated by a bacterial protein resembling glucagon-like peptide-1 or alternatively by an increase in PPARα agonistic mono-palmitoyl-glycerol and immunostimulatory polyamines)58–60 or a yet-to-be-discovered cross-reactivity between bacterial and tumor antigens. Indeed, a recent study reports that intravenous injection of A. muciniphila-derived extracellular vesicles can induce CD8+ cytotoxic T cells responses against mouse PC established in immunocompetent C57BL/6 mice that slow down tumor growth in the absence of ADT.61 At this point, the mechanisms explaining how PC and its hormonal treatment affect the gut microflora or vice versa are mostly elusive. Recent data reported that the intestinal commensal microbiota in mice and patients with CRPC were enriched for species having the ability to convert precursors into active androgens.56
There is some evidence suggesting that the relationship between the gut microbiota and the immune system may be reciprocal as well. The immune system controls the homeostasis of the microbiota as well as the inflammatory status of the gut wall, while the microflora controls local and systemic immune responses62–64 including those involved in cancer immunosurveillance.34–38 Accordingly, when PC-bearing mice receiving ADT were cohoused with cancer-free mice, the shift to a more normal intestinal microflora was accompanied by an improvement of thymic architecture, as well as restoration of normal thymopoiesis. Moreover, in a heterogeneous cohort of PC patients comprizing both HSPC and CRPC, the variations in the gut microbiota correlated with the abundance of sjTREC, suggesting a functional link between the intestinal ecosystem and thymic output. The mechanistic underpinnings of such a hypothetical link remain to be elucidated.
It should be noted that our work diverges from that recently published by Pernigoni et al56 in several points. Indeed, the work by Pernigoni et al56 postulated that antibiotic-mediated elimination of the gut microbiota may improve the outcome of ADT against PC by eliminating bacteria that produce androgens, thus annihilating the effects of ADT. However, there are several important methodological differences between our study and that by Pernigoni et al.56 First, Pernigoni et al56 used an antibiotic association of neomycin, ampicillin, vancomycin and metronidazole. In our study, we used a different antibiotic cocktail including ampicillin, streptomycin, and colistin without vancomycin. We have accumulated data to show that vancomycin depletes immunosuppressive bacteria such as Clostridia spp65, suggesting that this point is indeed crucial. Second, Pernigoni et al56 performed surgical castration (which is rarely used in the treatment of human PC), while we used chemical castration with an LHRH antagonist (Degarelix). Third, Pernigoni et al56 used the murine TRAMP C1 model, syngeneic from C57BL/6 mice while we focused on the Myc-CaP model growing in FVB/N mice. Altogether, these multiple differences (at (1) the levels of antibiotic cocktails, (2) treatments to induced ADT and (3) preclinical models) preclude a direct comparison of our study with that by Pernigoni et al.56
In conclusion, within the uncertainties of experimental and translational oncology, our work reveals that both the immune system and the intestinal microflora determine the efficacy of ADT against PC. Although immunotherapy with immune checkpoint inhibitors targeting CTLA-4 and PD-1 fails to improve ADT, the restoration of a healthy gut microbiota may constitute a valid strategy for prolonging tumor control by ADT.
Data availability statement
Data are available in a public, open access repository. The metagenomes have been deposited in NCBI under the bioproject PRJNA791751. Once public, they will be accessible using this link: https://www.ncbi.nlm.nih.gov/bioproject/791751.
Patient consent for publication
This study involves human participants and was approved by Gustave Roussy Cancer Campus, France in 'Oncobiotics' clinical study, B2M ethics protocol number PP: 15-013. Written informed consent in accordance with the Declaration of Helsinki was obtained from all patients. Participants gave informed consent to participate in the study before taking part.
We thank Dr. Charles G. Drake (Department of Hematology/Oncology, Columbia University Medical Center, New York, USA) for providing Myc-CaP cell lines and are grateful for his advices. We thank all members of Gustave Roussy Animal facility.
Twitter @andrew_m_thomas, @ClaveEmmanuel
KF, GK and LZ contributed equally.
Contributors LZ, GK, ST: designed, performed, involved in experiment analysis, writing the manuscript, access to the data and controlled the decision to publish. KF: designed, included patients, provided patient clinical data. AGG: involved in the design and in the analysis of mice and human experiments. KU: involved in the performance and analysis of mice experiments. LD: involved in the design and mice experiments. AMT, NS, FA, FP, FA: performed the metagenomics and bio-informatic analysis of human specimens. VQ, HP: performed the bio-informatic analysis of murine experiments. CR, BR: involved in bio-informatic and stastical analysis. GD, AS, FG: Flow cytometry in human specimens. CT,GF, PL, MGH, DGM, CR, CACS, JEF, MM: involved in mice experiments. MF: involved in statisctics and figures design. RD, EP: involved in bacterial manipulations and culture. EC and AT: performed human sj trecs experiment. SY, PO: Pathological analysis. SC, PB: Patients and clinical data.
Funding ST was supported by a Poste d’ accueil INSERM fellowship (Plan Cancer). LZ laboratory was supported by the Germano-French ANR Ileobiome - 19-CE15-0029-01 and H2020 ONCOBIOME No 825410, RHU Torino Lumière ANR-16-RHUS-0008; Seerave Foundation; SIRIC Stratified Oncology Cell DNA Repair and Tumor Immune Elimination (SOCRATE). GK is supported by the Ligue contre le Cancer (équipe labellisée); Agence Nationale de la Recherche (ANR)—Projets blancs; AMMICa US23/CNRS UMS3655; Association pour la recherche sur le cancer (ARC); Association 'Ruban Rose'; Cancéropôle Ile-de-France; Fondation pour la Recherche Médicale (FRM); a donation by Elior; Equipex Onco-Pheno-Screen; European Joint Program on Rare Diseases (EJPRD); Gustave Roussy Odyssea, the European Union Horizon 2020 Projects Oncobiome and Crimson; Fondation Carrefour; Institut National du Cancer (INCa); Inserm (HTE); Institut Universitaire de France; LabEx Immuno-Oncology (ANR-18-IDEX-0001); the Leducq Foundation; the and SIRIC Cancer Research and Personalized Medicine (CARPEM). This study contributes to the IdEx Université de Paris ANR-18-IDEX-0001. AMT and EC are supported by the French Government’s Investissement d’Avenir Program, Laboratoire d’Excellence “Milieu Intérieur” Grant ANR-10-LABX-69-01. INSERM U.1160 is a member of OPALE Carnot Institute, The Organization for Partnerships in Leukemia. MG-H and DGM are supported by the grant funding NIH/NCI P01 CA250927.
Competing interests LZ and GK are scientific cofounders of everImmune, a company that develops bacteria for the treatment of cancer. GK is a scientific cofounder of Samsara Therapeutics and Therafast Bio. Acknowledgments: LZ laboratory was supported by the Germano-French ANR Ileobiome—19-CE15-0029-01 and H2020 ONCOBIOME N°825410, RHU Torino Lumière ANR-16-RHUS-0008; Seerave Foundation; SIRIC Stratified Oncology Cell DNA Repair and Tumor Immune Elimination (SOCRATE). GK is supported by Agence Nationale de la Recherche (ANR)—Projets blancs; AMMICa US23/CNRS UMS3655; Association pour la recherche sur le cancer (ARC); Association 'Ruban Rose'; Cancéropôle Ile-de-France; Fondation pour la Recherche Médicale (FRM); a donation by Elior; Equipex Onco-Pheno-Screen; European Joint Programme on Rare Diseases (EJPRD); Gustave Roussy Odyssea, the European Union Horizon 2020 Projects Oncobiome and Crimson; Fondation Carrefour; Institut National du Cancer (INCa); Inserm (HTE); Institut Universitaire de France; LabEx Immuno-Oncology (ANR-18-IDEX-0001); the Leducq Foundation; the and SIRIC Cancer Research and Personalized Medicine (CARPEM). This study contributes to the IdEx Université de Paris ANR-18-IDEX-0001. AMT and EC are supported by the French Government’s Investissement d’Avenir Program, Laboratoire d’Excellence 'Milieu Intérieur' Grant ANR-10-LABX-69-01. INSERM U.1160 is a member of OPALE Carnot Institute, The Organization for Partnerships in Leukemia. MG-H and DGM are supported by the grant funding NIH/NCI P01 CA250927.
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