Single-cell analysis of cultured bone marrow stromal cells reveals high similarity to fibroblasts in situ
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Résumé
•Cultured BM stromal cells are distinct from in vivo mesenchymal stromal cells.•Cultured BM stromal cells are transcriptionally similar to in vivo fibroblasts.•Cultured BM stromal cells retain plasticity ex vivo.•Cultured BM stromal cells have hematopoiesis-support capacity, increased through TGFb inhibition. Within the heterogenous pool of bone marrow stromal cells, mesenchymal stromal cells (MSCs) are of particular interest because of their hematopoiesis-supporting capacities, contribution to disease progression, therapy resistance, and leukemic initiation. Cultured bone marrow-derived stromal cells (cBMSCs) are used for in vitro modeling of hematopoiesis–stroma interactions, validation of disease mechanisms, and screening for therapeutic targets. Here, we place cBMSCs (mouse and human) in a bone marrow tissue context by systematically comparing the transcriptome of plastic-adherent cells on a single-cell level with in vivo counterparts. Cultured BMSCs encompass a rather homogenous cell population, independent of the isolation method used and, although still possessing hematopoiesis-supporting capacity, are distinct from freshly isolated MSCs and more akin to in vivo fibroblast populations. Informed by combined cell trajectories and pathway analyses, we illustrate that TGFb inhibition in vitro can preserve a more “MSC”-like phenotype Within the heterogenous pool of bone marrow stromal cells, mesenchymal stromal cells (MSCs) are of particular interest because of their hematopoiesis-supporting capacities, contribution to disease progression, therapy resistance, and leukemic initiation. Cultured bone marrow-derived stromal cells (cBMSCs) are used for in vitro modeling of hematopoiesis–stroma interactions, validation of disease mechanisms, and screening for therapeutic targets. Here, we place cBMSCs (mouse and human) in a bone marrow tissue context by systematically comparing the transcriptome of plastic-adherent cells on a single-cell level with in vivo counterparts. Cultured BMSCs encompass a rather homogenous cell population, independent of the isolation method used and, although still possessing hematopoiesis-supporting capacity, are distinct from freshly isolated MSCs and more akin to in vivo fibroblast populations. Informed by combined cell trajectories and pathway analyses, we illustrate that TGFb inhibition in vitro can preserve a more “MSC”-like phenotype Bone marrow stromal cells (BMSCs) are essential cells of the bone marrow (BM) [1Pinho S Frenette PS. Haematopoietic stem cell activity and interactions with the niche.Nat Rev Mol Cell Biol. 2019; 20: 303-320Crossref PubMed Scopus (376) Google Scholar,2Baccin C Al-Sabah J Velten L et al.Combined single-cell and spatial transcriptomics reveal the molecular, cellular and spatial bone marrow niche organization.Nat Cell Biol. 2020; 22: 38-48Crossref PubMed Scopus (254) Google Scholar]. Particularly mesenchymal stromal cells (MSCs), also referred to as CXCL12-abundant reticular (CAR) cells, have been reported to play key roles in both the homeostatic and malignant BM niches [1Pinho S Frenette PS. Haematopoietic stem cell activity and interactions with the niche.Nat Rev Mol Cell Biol. 2019; 20: 303-320Crossref PubMed Scopus (376) Google Scholar]. Classically, MSCs are defined by in vitro characteristics including trilineage differentiation [1Pinho S Frenette PS. Haematopoietic stem cell activity and interactions with the niche.Nat Rev Mol Cell Biol. 2019; 20: 303-320Crossref PubMed Scopus (376) Google Scholar,2Baccin C Al-Sabah J Velten L et al.Combined single-cell and spatial transcriptomics reveal the molecular, cellular and spatial bone marrow niche organization.Nat Cell Biol. 2020; 22: 38-48Crossref PubMed Scopus (254) Google Scholar] and typical surface marker expression and, thus, are often termed progenitor stromal cells [3Dominici M Le Blanc K Mueller I et al.Minimal criteria for defining multipotent mesenchymal stromal cells. The International Society for Cellular Therapy position statement.Cytotherapy. 2006; 8: 315-317Abstract Full Text Full Text PDF PubMed Scopus (12238) Google Scholar]. Cultured bone marrow-derived stromal cells (cBMSCs) are relatively easy to propagate and are used widely for in vitro assays. However, previous transcriptional studies point toward an altered biological state in vitro and raise the question of how these cBMSCs relate to their in vivo stromal counterparts [4Chen S Zambetti NA Bindels EMJ et al.Massive parallel RNA sequencing of highly purified mesenchymal elements in low-risk MDS reveals tissue-context-dependent activation of inflammatory programs.Leukemia. 2016; 30: 1938-1942Crossref PubMed Scopus (52) Google Scholar,5Ghazanfari R Zacharaki D Li H Ching Lim H Soneji S Scheding S Human primary bone marrow mesenchymal stromal cells and their in vitro progenies display distinct transcriptional profile signatures.Sci Rep. 2017; 7: 10338Crossref PubMed Scopus (33) Google Scholar]. Here, we systematically compare in vivo BMSCs with in vitro cBMSCs on a single-cell level in both human and mouse to explore their biological role in greater detail. Methods are described in detail in the Supplementary Data (online only, available at www.exphem.org). All mouse studies were conducted according to protocols approved by the Central Animal Committee (Centrale Commissie Dierproeven [CCD], Netherlands) in accordance with legislation in The Netherlands (Approval No. AVD1010020173387). For murine cBMSC isolation, bones of adult wild-type (WT) mice were crushed and digested as described previously under normoxic conditions [6Zhu H Guo ZK Jiang XX et al.A protocol for isolation and culture of mesenchymal stem cells from mouse compact bone.Nat Protoc. 2010; 5: 550-560Crossref PubMed Scopus (370) Google Scholar]. For single-cell RNA sequencing (scRNA-seq), one Ptprca Pepcb/BoyCrl (B6.SJL) mouse and one Mx1-Cre+ mouse without activation of Cre recombinase were used. Samples were kept separate throughout and combined bioinformatically during downstream analysis. Cells were passaged every 3–5 days at approximately 80% confluence and sort-purified for viable/CD11b– single cells to submit to scRNA-seq or flow cytometric analysis after 21 days at passage 3. For TGFb stimulation, cells were treated with 2.5 ng/μL human recombinant TGF-b1 (Invivogen, San Diego, CA). For TGFb inhibition, cells were treated with 10 μmol/L TGFb inhibitor SB431542 (StemCell Technologies, Vancouver, BC, Canada). For human cBMSC isolation, bone marrow aspirates from a 57-year-old man with follicular lymphoma grade 2 without BM infiltration and digested femur head biopsy from a 66-year-old female orthopedic patient undergoing hip replacement surgery were washed, and whole BM was plated out. Cultured BMSCs were isolated by attachment selection and passaged every 5–7 days at approximately 80% confluence. At passage 3, the cells were used as input for scRNA-seq. All patient material was de-identified at inclusion (Ethics Approval Nos. MEC-2018-1445 and EK300-13). We used a widely applied protocol to grow out cBMSCs from murine bone chips in 2-D culture [6Zhu H Guo ZK Jiang XX et al.A protocol for isolation and culture of mesenchymal stem cells from mouse compact bone.Nat Protoc. 2010; 5: 550-560Crossref PubMed Scopus (370) Google Scholar]. Early-passage murine cBMSCs, capable of trilineage differentiation (Supplementary Figure E1A, online only, available at www.exphem.org), were submitted to scRNA-seq to investigate transcriptomic profiles and potential heterogeneity within the pool of cultured cells. Unsupervised clustering of two merged biologically independent cBMSC samples revealed a rather homogenous cell population (Figure 1A; Supplementary Figure E1B,C). Probing different clustering resolutions and differentially expressed genes between clusters, we found that differences between subclusters were subtle and derived mainly from gradients in cell cycle state, hypoxia signature, transforming growth factor β (TGFb) signaling, and extracellular matrix (ECM) protein production (Figure 1B; Supplementary Figure E1D), highlighting that cBMSCs seem to be rather uniform. Standard (surface) markers used to define stromal cell populations also did not demarcate distinct cell populations among the cultured cells on gene expression (Supplementary Figure E1D) or on the protein level (Figure 2E; Supplementary Figure E2D, online only, available at www.exphem.org).Figure 2Cultured bone marrow stromal cells retain plasticity and are altered by TGFb signaling (see also Figure E2, online only). (A) Dimensionality reduction PHATE projection of murine integrated data set as in Figure 1C. (B) RNA velocity projected on PHATE dimensionality reduction of murine integrated data set. (C) Heatmap of pathway response signature scores for 14 pathways per cell identity cluster using the method PROGENy (Pathway Responsive Genes for Activity Inference). (D) PHATE visualization of clustered cells featuring pathway score expression of PROGENy gene signature TGFb. (E) RT-qPCR and FACS of cBMSCs with TGFb inhibition or stimulation or control (DMSO). Bars for RT-qPCR represent mean fold change of respective genes relative to Gapdh. Bars for FACS represent mean frequencies of live/CD45+/CD11b– cells positive for respective surface marker (individual data points represent n = 3 biological replicates, error bars = SEM). One-way analysis of variance performed per gene/surface marker with multiple comparisons; significance shown compared with dimethyl sulfoxide control; n.s.=not significant, p > 0.05; *p ≤ 0.05; **p ≤ 0.01; ***p ≤ 0.001; ****p < 0.0001. DMSO=dimethyl sulfoxide; FACS=fluorescence-activate cell sorting; PHATE=potential of heat-diffusion for affinity-based trajectory embedding; RT-qPCR=reverse transcription quantitative polymerase chain reaction; TGFb=transforming growth factor β.View Large Image Figure ViewerDownload Hi-res image Download (PPT) To investigate the transcriptomic similarity of prospectively isolated BMSCs in more detail, we integrated the cBMSC data set with published murine in vivo scRNAseq data sets consisting of a multitude of stromal populations [2Baccin C Al-Sabah J Velten L et al.Combined single-cell and spatial transcriptomics reveal the molecular, cellular and spatial bone marrow niche organization.Nat Cell Biol. 2020; 22: 38-48Crossref PubMed Scopus (254) Google Scholar,7Leimkühler NB Gleitz HFE Ronghui L et al.Heterogeneous bone-marrow stromal progenitors drive myelofibrosis via a druggable alarmin axis.Cell Stem Cell. 2021; 28 (637–652.e8)Abstract Full Text Full Text PDF PubMed Scopus (41) Google Scholar]. Integration of data sets revealed minimal overlap of cultured cells with the in vivo populations, but interestingly, cBMSCs associated very closely with fibroblast (FB) and fibroblast/chondrocyte progenitor clusters (Figures 1C and 2A). Bootstrap-based hierarchical clustering of pseudobulk cluster transcriptomes indicated a significant overlap of the FB cluster with the cBMSC cluster, while MSCs cluster separately (Supplementary Figure E1E). It is plausible that with the use of bone chips, FB-like cells are either enriched or selected for in vitro. To further investigate the transcriptional similarity to our cBMSC data set, we used CIBERSORT to quantify the cellular signatures of published bulk stromal populations (Figure 1D; Supplementary Figure E1I). Data sets from prospectively sorted stromal cell reporter lines such as Gli1, LepR, NG2, and Myh11 revealed considerable alignment within the MSC cluster. In contrast, sorted and in vitro propagated Gli1;tdTom+ cells aligned with the cBMSC signature, suggesting that their in vivo identity is changed ex vivo and that adherent culture supports development of a FB-like phenotype. As cBMSCs are often used experimentally to validate hematopoiesis–stromal interactions, we assessed the expression of hematopoiesis support factors (Figure 1E,F). Cultured BMSCs exhibit a lower aggregate expression of hematopoiesis support factors compared with freshly isolated MSCs, but a higher aggregate of expression compared with isolated FBs. Importantly, the potential hematopoiesis support is still preserved in an in vitro setting as illustrated by the routinely performed propagation of hematopoietic cells on top of cBMSCs—a protocol employed for the last 50 years [8Sinha S Chakraborty S Sengupta A. Establishment of a long-term co-culture assay for mesenchymal stromal cells and hematopoietic stem/progenitors.STAR Protoc. 2020; 1100161Crossref PubMed Scopus (1) Google Scholar,9Breems DA Blokland EA Siebel KE Mayen AE Engels LJ Ploemacher RE. Stroma-contact prevents loss of hematopoietic stem cell quality during ex vivo expansion of CD34+ mobilized peripheral blood stem cells.Blood. 1998; 91: 111-117Crossref PubMed Google Scholar]. However, it seems that cBMSCs are less specialized for this function than in vivo MSCs. MSCs produce a specific array of key chemokines (Supplementary Figure E1H), likely guided through the interactions with other cells in the BM that are absent in a vastly simplified in vitro BM setting. We, and others, have used cBMSCs to evaluate stromal contributions to fibrotic transformation. Cultured BMSCs exhibited high aggregate expression of a matrisome signature (Supplementary Figure E1G) [10Naba A Clauser KR Ding H Whittaker CA Carr SA Hynes RO. The extracellular matrix: tools and insights for the “omics” era.Matrix Biol. 2016; 49: 10-24Crossref PubMed Scopus (489) Google Scholar], as well as collagens (Figure 1E), comparable to freshly isolated MSCs and FBs, indicating their matrix-depositing potential. We next wondered whether primary human cBMSCs (hcBMSCs) capable of trilineage differentiation (Supplementary Figure E2A) exhibit a similar transcriptome signature. Human cultured BMSCs from two independent donors without bone marrow disease were isolated by classic attachment selection before scRNA-seq. Samples overlapped well and revealed a homogenous cell population with mainly cell cycle-driven differences between subclusters (Supplementary Figure E1J). We integrated hcBMSCs with recently published prospectively sorted human BM stroma data sets, consisting of nine individuals [7Leimkühler NB Gleitz HFE Ronghui L et al.Heterogeneous bone-marrow stromal progenitors drive myelofibrosis via a druggable alarmin axis.Cell Stem Cell. 2021; 28 (637–652.e8)Abstract Full Text Full Text PDF PubMed Scopus (41) Google Scholar,11de Jong MME Kellermayer Z Papazian N et al.The multiple myeloma microenvironment is defined by an inflammatory stromal cell landscape.Nat Immunol. 2021; 22: 769-780Crossref PubMed Scopus (31) Google Scholar]. Interestingly, and in line with the murine data, we observed a clear association of hcBMSCs with prospectively sorted in vivo hFBs as the cells mapped to the same cluster (Figure 1G; top markers shown in Supplementary Figure E1K). With CIBERSORT deconvolution (Figure 1H), we found that freshly isolated CD271+CD105+ hBMSCs were indeed enriched within the scRNA-seq hMSC cluster [4Chen S Zambetti NA Bindels EMJ et al.Massive parallel RNA sequencing of highly purified mesenchymal elements in low-risk MDS reveals tissue-context-dependent activation of inflammatory programs.Leukemia. 2016; 30: 1938-1942Crossref PubMed Scopus (52) Google Scholar]. In contrast, prospectively sorted CD271+ cells [5Ghazanfari R Zacharaki D Li H Ching Lim H Soneji S Scheding S Human primary bone marrow mesenchymal stromal cells and their in vitro progenies display distinct transcriptional profile signatures.Sci Rep. 2017; 7: 10338Crossref PubMed Scopus (33) Google Scholar] aligned mostly with the hMSC cluster and partially with the hFB/hcBMSC cluster, indicating that CD271 alone might not solely mark hMSCs in vivo. In parallel, the same CD271+ cells were sorted for in vitro culturing in the published study. On culturing, their signature aligned with the hFB/hcBMSC cluster and no longer with the hMSC cluster, irrespective of passage number. Strikingly, 3-D-cultured CD271+ cells retained a more pronounced hOLC/hMSC-like signature, while also exhibiting a hFB/hcBMSC signature (Figure 1H; Supplementary Figure E1L). Given the interesting recent observation that 2-D-cultured hcBMSCs are perhaps functionally different from 3-D hcBMSC sphere cultures [12Forte D García-Fernández M Sánchez-Aguilera A et al.Bone marrow mesenchymal stem cells support acute myeloid leukemia bioenergetics and enhance antioxidant defense and escape from chemotherapy.Cell Metab. 2020; 32 (829–843.e9)Abstract Full Text Full Text PDF PubMed Scopus (58) Google Scholar], it could be postulated that 3-D culture reduces the selection pressure on certain cell types. In summary, our analyses indicate that regardless of the isolation method (i.e., growing out from digested bone chips, adherence selection from human aspirate or digested femur head biopsy, or prospective sorting of MSC-like cells into culture), propagated “putative MSCs'' in vitro resemble BM-resident fibroblasts. Although a pure FB population in the BM is still a matter of debate, multiple publications have provided convincing evidence that these stromal cells indeed reside within the BM and not just in the periosteum [2Baccin C Al-Sabah J Velten L et al.Combined single-cell and spatial transcriptomics reveal the molecular, cellular and spatial bone marrow niche organization.Nat Cell Biol. 2020; 22: 38-48Crossref PubMed Scopus (254) Google Scholar,13Helbling PM Piñeiro-Yáñez E Gerosa R et al.Global transcriptomic profiling of the bone marrow stromal microenvironment during postnatal development, aging, and inflammation.Cell Rep. 2019; 29 (3313–3330.e4)Abstract Full Text Full Text PDF PubMed Scopus (45) Google Scholar]. We used trajectory prediction methods to visualize directionality of differentiation within cBMSCs and in vivo stromal cells (Figure 2A,B). NG2+ MSCs were placed at the apex of the differentiation trajectory as has been described previously [2Baccin C Al-Sabah J Velten L et al.Combined single-cell and spatial transcriptomics reveal the molecular, cellular and spatial bone marrow niche organization.Nat Cell Biol. 2020; 22: 38-48Crossref PubMed Scopus (254) Google Scholar], with a differentiation path toward MSCs. Cultured BMSCs were positioned between the Ng2+ MSCs and FB clusters. Interestingly, cBMSCs exhibited two directionality patterns, toward FBs and toward Ng2+ MSCs, indicative of a possible intermediate cellular state (Figure 2B). Top genes exhibiting dynamic splicing behavior in the cBMSC cluster include Col5a2, S100a6, CD44, and Csf1. Col5a2 and CD44 are highly expressed in the FB/cBMSC branch and increased in the unspliced/spliced ratio in the cBMSC cluster (Supplementary Figure E2B). Interestingly, CD44 has been described as a marker of inflammatory stromal cells [11de Jong MME Kellermayer Z Papazian N et al.The multiple myeloma microenvironment is defined by an inflammatory stromal cell landscape.Nat Immunol. 2021; 22: 769-780Crossref PubMed Scopus (31) Google Scholar] and cancer-associated fibroblasts [14Yang C Cao M Liu Y et al.Inducible formation of leader cells driven by CD44 switching gives rise to collective invasion and metastases in luminal breast carcinomas.Oncogene. 2019; 38: 7113-7132Crossref PubMed Scopus (36) Google Scholar]. Csf1, on the other hand, is increased in unspliced/spliced ratio in the cBMSC cluster and highly expressed in the Ng2/MSC branch (Supplementary Figure E2B). Csf1, encoding for macrophage colony-stimulating factor 1, is an important cytokine secreted by osteoblasts, concerting paracrine activation of Y Z and of of from osteoblasts, and PubMed Scopus Google Scholar] and a role in hematopoiesis BM can PubMed Scopus Google Scholar]. To evaluate more signaling pathways drive cellular we employed the pathway PROGENy M M et genes reveal signaling in gene PubMed Scopus Google Scholar]. Cultured BMSCs exhibited increased activation of and TGFb signaling, while MSCs of and signaling (Figure We that TGFb signaling was a factor for the of FB-like cells in To we digested murine bone chips as previously described [6Zhu H Guo ZK Jiang XX et al.A protocol for isolation and culture of mesenchymal stem cells from mouse compact bone.Nat Protoc. 2010; 5: 550-560Crossref PubMed Scopus (370) Google Scholar], but kept cells under TGFb inhibition or TGFb stimulation (Supplementary Figure Cells from culturing conditions retained surface marker expression that is (Figure 2E; Supplementary Figure highlighting that these used surface markers are to between and FB-like cells in vitro S et and mesenchymal cells are 2016; PubMed Scopus Google Scholar]. As cells under TGFb inhibition exhibited a of increased expression of hematopoiesis-supporting genes more surface marker expression indicating a more and higher expression of markers (Figure expression was in TGFb cells, in line with the previous observation that is to TGFb and mesenchymal cell differentiation J Y C S S the differentiation of into cells through of Rep. 2017; 7: PubMed Scopus Google Scholar]. TGFb inhibition in stromal cells increased and of hematopoietic stem and progenitor cells (Supplementary Figure indicating hematopoiesis support compared with cBMSCs cultured in the of TGFb inhibition. our indicate that cBMSCs still retain plasticity in can be preserved by TGFb inhibition to a more “MSC”-like phenotype of cultured cells. The and of stromal cell populations within the BM are still a matter of Here, we to the matter by insights into cBMSCs at a higher using single-cell Although 2-D cBMSCs still hematopoiesis-supporting genes and have a certain of plasticity in are less MSC-like than previously data the that BMSCs in vitro are distinct from in vivo stromal populations and that this to be in vitro and disease TGFb inhibition can be applied as a rather to preserve an phenotype for the downstream analysis. The no of is an and was by from the a and an was by of the to and within the and are of the by the of and was by a by the of and by a from the We for of the sequencing and for their published data available for use and for and Velten for published Download with
Récupéré en direct depuis OpenAlex et désinversé. Les résumés ne sont pas conservés dans cette base de données : les index inversés représentent 8,6 Go des 9,3 Go de texte de la base, et le serveur dispose de 13 Go libres.
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Scores Codex et Gemma par catégorie
| Catégorie | Codex | Gemma |
|---|---|---|
| Métarecherche | 0,000 | 0,000 |
| Méta-épidémiologie (sens strict) | 0,000 | 0,000 |
| Méta-épidémiologie (sens large) | 0,001 | 0,000 |
| Bibliométrie | 0,001 | 0,001 |
| Études des sciences et des technologies | 0,000 | 0,000 |
| Communication savante | 0,000 | 0,000 |
| Science ouverte | 0,000 | 0,001 |
| Intégrité de la recherche | 0,000 | 0,000 |
| Charge utile insuffisante (le modèle a refusé de juger) | 0,004 | 0,000 |
Scores machine (provisoires)
Les deux têtes enseignantes du modèle étudiant, lues sur ce travail. Un score ordonne la base pour la relecture; il n'affirme jamais une catégorie, et le statut de validation accompagne chaque rangée tel quel.
Scores de référence d'un modèle non mature (critères de maturité non atteints, 7 itérations). Un score ordonne; il n'affirme jamais une catégorie.
score_only:v0-immature-baseline · tel quel depuis la passe de notation : score_only signifie que le nombre peut ordonner les travaux, et qu'aucune étiquette de catégorie n'en découleClassification
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