Dysfunctional CMML-MSCs do not carry genetic mutations or chromosomal abnormalities that detected in paired MNC samples
While the dysregulated functional and transcriptomic signatures were characterized in primary un-cultured CMML-MSCs in our previous report(16), the mutational and chromosomal profiles remained uninvestigated. To address this issue, we first performed genotyping on paired MNC and primary CMML-MSCs at P0 using a targeted exon sequence method (Exon-seq) to detect exon loci covering the 130 most frequently mutated genes in myeloid malignancies (Figure 1A)(Supplemental Table 1). Clinical characteristics of enrolled CMML patients and healthy BM donors (HD) were displayed (Supplemental File 1). In brief, 52 somatic mutations (corresponding to 44 genes) were identified in all 21 CMML-MNC samples, with at least one mutation detected in each sample. In accordance with the genetic features of CMML(2), the high frequency of mutated TET2 (52.4%), ASXL1 (42.9%), SRSF2 (28.6%) and DNMT3A (28.6%) was identified, further validating the CMML nature of our study cohort (Supplemental Figure 1). Interestingly, 11 mutations with VAF range from 2.26% to 90.1% were also identified in 5/8 CMML-MSC samples (Figure 1C). These mutated loci were strictly consistent with those identified in paired CMML-MNC samples. After excluding three germline mutations confirmed by oral mucosal epithelium detections in three patients (Pt#9, Pt#11, Pt#15), the VAF of recurrent mutations in CMML-MSCs was significantly lower than that in the CMML-MNCs (39.04 vs. 4.47, P< 0.0001) (Figure 1B). Thus, these detected mutations with low VAF (<10%) in primary CMML-MSCs are more likely to derive from the contamination of mutation-bearing malignant cells during adherent culture. For chromosomal evaluation, the fluorescence in situ hybridization (FISH) assay revealed the existence of chromosomal abnormalities in 33.3% of CMML-MNC samples (7/21), including +8 (n=3), aneuploidy (n=2) and complex karyotype (n=2) (Supplemental File 1). However, no chromosomal abnormalities seen identified in CMML-MNCs were simultaneously detected in paired CMML-MSC samples (Figure 1D, E). Thus, demonstrated by the absence of mutations/chromosomal abnormalities, these data suggested CMML-MSCs do not carry cytogenetic abnormalities consistent with those in malignant cells.
CMML-MSCs exhibit distinct signatures of DNA methylome compared with HD-MSCs
DNA methylation represents one of the central epigenetic modifications controlling the transcription and expression of genes(26). Emerging evidence suggests that BM-MSCs from patients with myeloid malignancies exhibited a disorganized DNA methylome(19, 27) along with certain functional sensitivity to de-methylating treatment(20, 25). In order to elucidate the regulatory effects of HMA on CMML-MSCs at both molecular and functional levels. In brief, MSCs from CMML patients (n=10) and age-matched healthy BM donors (n=5) were expanded to passages 2-3 and pairwisely treated with 10 μM (AZA+) or DMSO (AZA-) for 48h in vitro. Afterward, AZA+/- MSCs were harvested and subjected to DNA methylation profiling (n=30) and parallel RNA-seq (n=30)(Figure 2A).
After quality control and normalization processes, a total of 742212 methylation probes with quantified β values were identified from 865918 methylation probes (Supplemental Figure 2). We first determined the baseline DNA methylome of untreated CMML-MSCs. According to genomic locations and CpG island (CGI) features, CMML-MSCs exhibited similar DNA methylation levels to HD-MSCs among most genomic regions. Higher methylation levels could be seen only in the “gene body” and “opensea” regions of CGI of CMML-MSCs (Figure 2B). In the context of similar global DNA methylation, the principal component analysis (PCA) revealed separated clusters between primary CMML-MSCs and HD-MSCs, indicating potential differential methylation at specific loci (Figur 2C).
To further characterize the differentially methylated DNA loci between CMML-MSCs and HD-MSCs, differentially methylated probes (DMPs) were calculated with a |Δβ|≥0.10 (in CMML-MSCs vs. HD-MSCs) and adjusted P value ≤0.05 as a threshold of statistical significance(28). In general, a total of 62064 DMPs were identified in CMML-MSCs compared with HD-MSCs, of which 61.0% were hyper-methylated, and 39.0% were hypo-methylated (Figure 2D). After aligning the DMPs to the corresponding genes, these DMPs were involved in a series of fundamental pathways regulating functions of MSC, including the PI3K-Akt signaling and MAPK signaling pathway and WNT signaling (Supplemental Figure 3). Distinct methylome patterns became more apparent through hierarchical clustering and heatmap of the 500 most differentially methylated DMPs (Supplemental Figure 4A). At last, similar genomic distributions of the hyper-/hypo-methylated were seen in these identified DMPs (Supplemental Figure 4B).
The DNA methylome of CMML-MSCs exhibit higher amenability to AZA than that of HD-MSCs
Next, we sought to elucidate the regulatory effects of AZA on MSCs from both functional and molecular levels. At the standard treatment schedule of 75 mg/m2, the plasma concentration of AZA achieved in myelodysplastic syndromes (MDS) patients ranges between 3 to 11 μM(29). Thus a concentration of 10 μM AZA was utilized for subsequent experiments. Similar to our previous observations, CMML-MSCs were associated with significantly diminished proliferative potential compared with HD-MSCs (16). The treatment of AZA at 10 μM for 48h did not alter the morphology, viability and proliferation of CMML-MSCs and HD-MSCs (Figure 3A-C). By comparing the DNA methylome of AZA+ and AZA- MSCs samples, our results revealed that AZA readily induced prominent global de-methylation on both CMML-MSCs and HD-MSCs. The methylation β value was significantly down-regulated across genomic and CGI regions in AZA+ CMML-MSC and AZA+ HD-MSC samples (Figure 3D, E). Interestingly, the spectrums of DMPs differed greatly between the CMML and HD groups after AZA treatment. In brief, AZA exerted prominent de-methylation effects on HD-MSCs. Among the 20775 DMPs identified in AZA+ HD-MSCs (Figure 3F), 99.98% displayed down-regulated methylation β value. Only 0.02% exhibited higher methylation β values and were aligned to SLC44A4, DLGAP2, SMU1, TSACC and TNF genes (Figure 3H). However, AZA exerted more comprehensive regulations at specific sites in CMML-MSC samples. AZA induced 106561 DMPs in AZA+ HD-MSCs (Figure 3G), and up to 15.48% exhibited increased methylation levels after AZA treatment (Figure 3I). Furthermore, only 4.2% of the hypo-methylated DMPs and 0.6% of hyper-methylated DMPs induced by AZA were shared between the CMML and HD groups (Supplemental Figure 5). These results suggest that AZA may exert more complex, bidirectional regulations in a disordered DNA methylome context.
We next focused on the AZA-mediated regulations on CMML-MSCs. Differentially methylated regions (DMRs) are genomic regions with prominently enriched DMPs and are regarded as possible functional regions involved in transcriptional regulations(30). A total of 855 DMRs aligning for 867 genes were identified in AZA+ CMML-MSCs (Supplemental File 2). As demonstrated by a cicos plot, the genomic distribution of these DMRs highly correlated with the enrichment of DMPs (Figure 4A). However, according to the Kyoto Encyclopedia of Genes and Genomes (KEGG) database, the 867 aligned genes of identified DMRs failed to enrich for any signature (data not shown) significantly. Among these aligned genes, the molecules TET1, SFRP1 and SFPR2 play a central role in maintaining normal hematopoiesis(31-33). Visualization of individual DMR of these genes revealed that AZA readily de-methylated their CpGs at the promoter regions (Figure 4B-D). By combining data from parallel RNA-seq, our results confirm that the transcriptomic levels negatively correlated with the CpG methylation (Figure 4E-G), thus further suggesting AZA-mediated regulations on the transcriptome through modification of DNA methylome on certain genomic regions.
AZA modulates diverse biological functions through selective targeting series of AZA-sensitive genes in CMML-MSCs
In order to identify the regulatory targets of the AZA-mediated regulations on CMML-MSCs, we performed a multi-omics integrated analysis by combining data from DNA methylation profiling and parallel RNA-seq. The identified DMPs (AZA+ vs. AZA-) in CMML-MSCs aligned to a total of 20438 genes. Simultaneously, the parallel RNA-seq on CMML-MSC samples identified 2487 differentially expressed genes (DEGs) in AZA+ CMML-MSC samples. Among these DEGs, 1064 up-regulated DEGs (66.3%) and 331 down-regulated DEGs (37.5%) exhibited negatively correlated expression levels with their DNA methylation levels. The expression of these genes was considered to be regulated by AZA-mediated modification on DNA methylome, thus defined as AZA-sensitive genes (Figure 5A)(Supplemental File 3). By referring to the KEGG database, the up-regulated AZA-sensitive genes enriched 46 KEGG entries, while the down-regulated AZA-sensitive genes only enriched 2 KEGG entries (Supplemental Files 4 and 5). The 20 top-listed signatures showed that AZA up-regulated diverse functions in CMML-MSCs, such as hematopoietic support (Hematopoietic cell lineage), cell adhesion-related functions (Cell adhesion molecules; ECM−receptor interaction, Focal adhesion) and immune activation (Th1 and Th2 cell differentiation; Th17 cell differentiation). AZA also up-regulates multiple pathways such as TGF-β signaling, PI3K-Akt signaling and Wnt signaling (Figure 5B).
Results from GSEA further confirmed that AZA led to a prominently enriched signature supporting hematopoietic stem cell differentiation (Figure 5C), along with 20 other enriched gene sets, most of which indicate signatures of immune activation (Supplemental file 6). Stroma-derived cytokines play a vital role in maintaining the quiescence of HSPCs and controlling normal hematopoietic differentiation(34). AZA de-methylated the CpGs of genes encoding for a range of hematopoietic supportive factors, including ANGPT1, CXCL14 and SCF. However, the CpG methylation levels of CXCL12 showed a slight but significant increase after AZA treatment (Figure 5D). Further RT-qPCR assays confirmed the significantly elevated expression of ANGPT1 and CXCL14 in AZA+ CMML-MSCs. The relative expression of SCF and CXCL12 was not significantly changed (Figure 5E).
AZA partially restored the protective/supportive functions of CMML-MSCs to healthy HSPCs and normal hematopoiesis
Under a damaged stromal niche, HSPCs colonized in it will lose their quiescent state and undergo reactive intracellular accumulation of reactive oxygen species (ROS)(35). In this case, ROS impairs the genome stability of HSPCs and induces double-strand break (DSB), which can be localized by γH2AX staining(36). Given that AZA up-regulated the expression of hematopoiesis supportive pathways and cytokines at the transcriptomic level, we sought to explore whether AZA truly restored the protective/supportive effects of CMML-MSCs to healthy HSPCs and hematopoiesis. To this end, we established a 7-day co-culture assay to evaluate the protective effect of MSCs on healthy HSPCs. Magnetically-sorted CD34+ HSPCs were co-cultured with AZA+ or AZA- CMML/HD-MSCs for 7 days, then their intracellular ROS levels and DSB were then detected (Figure 6A). Our data showed that HSPCs co-cultured with AZA- CMML-MSCs produced significantly higher ROS than those with AZA- HD-MSCs. Interestingly, this elevated ROS production was significantly rescued when co-cultured with AZA+ CMML-MSCs, while still higher than those of HSPCs after co-cultured with AZA+/- HD-MSCs (Figure 6B). Consistent with these observations, after co-culture with AZA+ CMML-MSCs, HSPCs displayed significantly lower γH2AX fluorescence intensity than those with AZA- CMML-MSCs, reaching a level close to that co-cultured with HD-MSCs (Figure 6C-D). These results showed that AZA improved the protective effects of functionally impaired CMML-MSCs on healthy HSPCs under a short-term co-culture condition.
Finally, we investigated whether the reconstitution of hematopoiesis-supportive genes and functions by AZA would impact the ability to support healthy hematopoiesis in CMML-MSCs. Being a validation of the restored expression of hematopoietic support factors in CMML-MSCs (Figure 7B), the protein concentration of ANGPT1 and SCF were also significantly elevated in the supernatant of CMML-MSCs after AZA treatment (Figure 7C). Next, the hematopoietic differentiation potential of healthy HSPCs was evaluated by CFC assays after culturing on AZA+/- MSC feeder layers. After 14 days of culture in the semi-solid methylcellulose medium, the number of CFU colonies was counted (Figure 7A). CFC colonies were successfully induced on both AZA+/- CMML-MSC feeder layers (Figure 7D). Similar to previous reports on MDS-MSCs(13, 19), the number of CFU-E, BFU-E, CFU-GM, and CFU-GEMM formed by healthy HSPCs was significantly lower following co-culture on AZA- CMML-MSCs than that on AZA- HD-MSCs (Figure 7E). Surprisingly, the number of colony-forming unit-erythroid (CFU-E), burst-forming unit-erythroid(BFU-E), granulocyte-macrophage colony-forming unit (CFU-GM), and colony-forming unit-granulocyte, erythroid, macrophage, megakaryocyte (CFU-GEMM) formed on the AZA+ CMML-MSC feeder layer was significantly higher than on the AZA- CMML-MSCs. The number of CFC colonies formed by HSPCs co-cultured on AZA+ CMML-MSC feeder layer recovered to a level close to the HD-MSC group. Demonstrated by the increased number of BFU-E and CFU-E in the AZA+ HD-MSC group, our data show that AZA also promotes the hematopoiesis-supportive effect of HD-MSCs to a certain extent.
In summary, data from our multi-omics analysis and functional experiments suggest that AZA partially restores the hematopoiesis-supportive abilities through modulating the DNA methylation in CMML-MSCs (Figure 8).