scholarly journals Single Cell RNA-Seq Characterises Pre-Leukemic Transformation Driven By CEBPA N321D in the Hoxb8-FL Cell Line

Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 3887-3887
Author(s):  
Moosa Qureshi ◽  
Fernando Calero-Nieto ◽  
Iwo Kucinski ◽  
Sarah Kinston ◽  
George Giotopoulos ◽  
...  

Abstract The C/EBPα transcription factor plays a pivotal role in myeloid differentiation and E2F-mediated cell cycle regulation. Although CEBPA mutations are common in acute myeloid leukaemia (AML), little is known regarding pre-leukemic alterations caused by mutated CEBPA. Here, we investigated early events involved in pre-leukemic transformation driven by CEBPA N321D in the LMPP-like cell line Hoxb8-FL (Redecke et al., Nat Methods 2013), which can be maintained in vitro as a self-renewing LMPP population using Flt3L and estradiol, as well as differentiated both in vitro and in vivo into myeloid and lymphoid cell types. Hoxb8-FL cells were retrovirally transduced with Empty Vector (EV), wild-type CEBPA (CEBPA WT) or its N321D mutant form (CEBPA N321D). CEBPA WT-transduced cells showed increased expression of cd11b and SIRPα and downregulation of c-kit, suggesting that wild-type CEBPA was sufficient to promote differentiation even under LMPP growth conditions. Interestingly, we did not observe the same phenotype in CEBPA N321D-transduced cells. Upon withdrawal of estradiol, both EV and CEBPA WT-transduced cells differentiated rapidly into a conventional dendritic cell (cDC) phenotype by day 7 and died within 12 days. By contrast, CEBPA N321D-transduced cells continued to grow for in excess of 56 days, with an initial cDC phenotype but by day 30 demonstrating a plasmacytoid dendritic cell precursor phenotype. CEBPA N321D-transduced cells were morphologically distinct from EV-transduced cells. To test leukemogenic potential in vivo, we performed transplantation experiments in lethally irradiated mice. Serial monitoring of peripheral blood demonstrated that Hoxb8-FL derived cells had disappeared by 4 weeks, and did not reappear. However, at 6 months CEBPA N321D-transduced cells could still be detected in bone marrow in contrast to EV-transduced cells but without any leukemic phenotype. To identify early events involved in pre-leukemic transformation, the differentiation profiles of EV, CEBPA WT and CEBPA N321D-transduced cells were examined with single cell RNA-seq (scRNA-seq). 576 single cells were taken from 3 biological replicates at days 0 and 5 post-differentiation, and analysed using the Automated Single-Cell Analysis Pipeline (Gardeux et al., Bioinformatics 2017). Visualisation by t-SNE (Fig 1) demonstrated: (i) CEBPA WT-transduced cells formed a distinct cluster at day 0 before withdrawal of estradiol; (ii) CEBPA N321D-transduced cells separated from EV and CEBPA WT-transduced cells after 5 days of differentiation, (iii) two subpopulations could be identified within the CEBPA N321D-transduced cells at day 5, with a cluster of five CEBPA N321D-transduced single cells distributed amongst or very close to the day 0 non-differentiated cells. Differential expression analysis identified 224 genes upregulated and 633 genes downregulated specifically in the CEBPA N321D-transduced cells when compared to EV cells after 5 days of differentiation. This gene expression signature revealed that CEBPA N321D-transduced cells switched on a HSC/MEP/CMP transcriptional program and switched off a myeloid dendritic cell program. Finally, in order to further dissect the effect of the N321D mutation, the binding profile of endogenous and CEBPA N321D was compared by ChIP-seq before and after 5 days of differentiation. Integration with scRNA-seq data identified 160 genes specifically downregulated in CEBPA N321D-transduced cells which were associated with the binding of the mutant protein. This list of genes included genes previously implicated in dendritic cell differentiation (such as NOTCH2, JAK2), as well as a number of genes not previously implicated in the evolution of AML, representing potentially novel therapeutic targets. Disclosures No relevant conflicts of interest to declare.

2021 ◽  
Author(s):  
Xiaozhong Shen ◽  
Gangcai Xie

AbstractN(6)-methyladenosine (m(6)a) is the most common internal modification of messenger RNA (mRNA) in higher eukaryotes. According to previous literature reports, alkbh5, as another demethylase in mammals, can reverse the expression of m(6)a gene in vivo and in vitro. In order to reveal the effect of Alkbh5 deletion on the level of single cells in the testis during spermatogenesis in mice, the data were compared using single-cell sequencing. In this article, we discussed the transcription profile and cell type identification of mouse testis, the expression of mitochondrial and ribosomal genes in mice, the analysis of differential gene expression, and the effects of Alkbh5 deletion, and try to explain the role and influence of Alkbh5 on reproduction at the level of single-cell sequencing.


2017 ◽  
Author(s):  
Yohei Sasagawa ◽  
Hiroki Danno ◽  
Hitomi Takada ◽  
Masashi Ebisawa ◽  
Kaori Tanaka ◽  
...  

AbstractHigh-throughput single-cell RNA-seq methods assign limited unique molecular identifier (UMI) counts as gene expression values to single cells from shallow sequence reads and detect limited gene counts. We thus developed a high-throughput single-cell RNA-seq method, Quartz-Seq2, to overcome these issues. Our improvements in the reaction steps make it possible to effectively convert initial reads to UMI counts (at a rate of 30%–50%) and detect more genes. To demonstrate the power of Quartz-Seq2, we analyzed approximately 10,000 transcriptomes in total from in vitro embryonic stem cells and an in vivo stromal vascular fraction with a limited number of reads.


2021 ◽  
Vol 22 (3) ◽  
pp. 1407
Author(s):  
Hongxia Liu ◽  
Wang Zheng ◽  
Qianping Chen ◽  
Yuchuan Zhou ◽  
Yan Pan ◽  
...  

Nasopharyngeal carcinoma (NPC) is one of the most frequent head and neck malignant tumors and is majorly treated by radiotherapy. However, radiation resistance remains a serious obstacle to the successful treatment of NPC. The aim of this study was to discover the underlying mechanism of radioresistance and to elucidate novel genes that may play important roles in the regulation of NPC radiosensitivity. By using RNA-seq analysis of NPC cell line CNE2 and its radioresistant cell line CNE2R, lncRNA CASC19 was screened out as a candidate radioresistance marker. Both in vitro and in vivo data demonstrated that a high expression level of CASC19 was positively correlated with the radioresistance of NPC, and the radiosensitivity of NPC cells was considerably enhanced by knockdown of CASC19. The incidence of autophagy was enhanced in CNE2R in comparison with CNE2 and another NPC cell line HONE1, and silencing autophagy with LC3 siRNA (siLC3) sensitized NPC cells to irradiation. Furthermore, CASC19 siRNA (siCASC19) suppressed cellular autophagy by inhibiting the AMPK/mTOR pathway and promoted apoptosis through the PARP1 pathway. Our results revealed for the first time that lncRNA CASC19 contributed to the radioresistance of NPC by regulating autophagy. In significance, CASC19 might be a potential molecular biomarker and a new therapeutic target in NPC.


2019 ◽  
Author(s):  
Ugur M. Ayturk ◽  
Joseph P. Scollan ◽  
Alexander Vesprey ◽  
Christina M. Jacobsen ◽  
Paola Divieti Pajevic ◽  
...  

ABSTRACTSingle cell RNA-seq (scRNA-seq) is emerging as a powerful technology to examine transcriptomes of individual cells. We determined whether scRNA-seq could be used to detect the effect of environmental and pharmacologic perturbations on osteoblasts. We began with a commonly used in vitro system in which freshly isolated neonatal mouse calvarial cells are expanded and induced to produce a mineralized matrix. We used scRNA-seq to compare the relative cell type abundances and the transcriptomes of freshly isolated cells to those that had been cultured for 12 days in vitro. We observed that the percentage of macrophage-like cells increased from 6% in freshly isolated calvarial cells to 34% in cultured cells. We also found that Bglap transcripts were abundant in freshly isolated osteoblasts but nearly undetectable in the cultured calvarial cells. Thus, scRNA-seq revealed significant differences between heterogeneity of cells in vivo and in vitro. We next performed scRNA-seq on freshly recovered long bone endocortical cells from mice that received either vehicle or Sclerostin-neutralizing antibody for 1 week. Bone anabolism-associated transcripts were also not significantly increased in immature and mature osteoblasts recovered from Sclerostin-neutralizing antibody treated mice; this is likely a consequence of being underpowered to detect modest changes in gene expression, since only 7% of the sequenced endocortical cells were osteoblasts, and a limited portion of their transcriptomes were sampled. We conclude that scRNA-seq can detect changes in cell abundance, identity, and gene expression in skeletally derived cells. In order to detect modest changes in osteoblast gene expression at the single cell level in the appendicular skeleton, larger numbers of osteoblasts from endocortical bone are required.


Blood ◽  
2005 ◽  
Vol 106 (11) ◽  
pp. 202-202
Author(s):  
Takafumi Nakao ◽  
Amy E Geddis ◽  
Norma E. Fox ◽  
Kenneth Kaushansky

Abstract Thrombopoietin (TPO), the primary regulator of megakaryocyte (MK) and platelet formation, modulates the activity of multiple signal transduction molecules, including those in the Jak/STAT, p42/p44 MAPK, and phosphatidylinositol 3-kinase (PI3K)/Akt pathways. In the previous study, we reported that PI3K and Akt are necessary for TPO-induced cell cycle progression of primary MK progenitors. The absence of PI3K activity results in a block of transition from G1 to S phase in these cells (Geddis AE et al. JBC2001276:34473–34479). However, the molecular events secondary to the activation of PI3K/Akt responsible for MK proliferation remain unclear. In this study we show that FOXO3a and its downstream target p27Kip1 play an important role in TPO-induced proliferation of MK progenitors. TPO induces phosphorylation of Akt and FOXO3a in both UT-7/TPO, a megakaryocytic cell line, and primary murine MKs in a PI3K dependent fashion. Cell cycle progression of UT-7/TPO cells is blocked in G1 phase by inhibition of PI3K. We found that TPO down-modulates p27Kip1 expression at both the mRNA and protein levels in UT-7/TPO cells and primary MKs in a PI3K dependent fashion. UT-7/TPO stably expressing constitutively active Akt or a dominant-negative form of FOXO3a failed to induce p27Kip1 expression after TPO withdrawal. Induced expression of an active form of FOXO3a resulted in increased p27Kip1 expression in this cell line. In an attempt to assess whether FOXO3a has an effect of MK proliferation in vivo, we compared the number of MKs in Foxo3a-deficient mice and in wild type controls. Although peripheral blood cell counts of erythrocytes, neutrophils, monocytes and platelets were normal in the Foxo3a-deficient mice, total nucleated marrow cell count of Foxo3a-deficient mice were 60% increased compared with wild type controls. In addition, the increase of MKs was more profound than that of total nucleated marrow cells; CD41+ MKs from Foxo3a-deficient mice increased 2.1-fold, and mature MKs with 8N and greater ploidy increased 2.5-fold, compared with wild type controls. Taken together with the previous observation that p27Kip1-deficient mice also display increased numbers of MK progenitors, our findings strongly suggest that the effect of TPO on MK proliferation is mediated by PI3K/Akt-induced FOXO3a inactivation and subsequent p27Kip1 down-regulation in vitro and in vivo.


2021 ◽  
Vol 3 (2) ◽  
Author(s):  
Xin Wang ◽  
Jane Frederick ◽  
Hongbin Wang ◽  
Sheng Hui ◽  
Vadim Backman ◽  
...  

Abstract The transcriptional plasticity of cancer cells promotes intercellular heterogeneity in response to anticancer drugs and facilitates the generation of subpopulation surviving cells. Characterizing single-cell transcriptional heterogeneity after drug treatments can provide mechanistic insights into drug efficacy. Here, we used single-cell RNA-seq to examine transcriptomic profiles of cancer cells treated with paclitaxel, celecoxib and the combination of the two drugs. By normalizing the expression of endogenous genes to spike-in molecules, we found that cellular mRNA abundance shows dynamic regulation after drug treatment. Using a random forest model, we identified gene signatures classifying single cells into three states: transcriptional repression, amplification and control-like. Treatment with paclitaxel or celecoxib alone generally repressed gene transcription across single cells. Interestingly, the drug combination resulted in transcriptional amplification and hyperactivation of mitochondrial oxidative phosphorylation pathway linking to enhanced cell killing efficiency. Finally, we identified a regulatory module enriched with metabolism and inflammation-related genes activated in a subpopulation of paclitaxel-treated cells, the expression of which predicted paclitaxel efficacy across cancer cell lines and in vivo patient samples. Our study highlights the dynamic global transcriptional activity driving single-cell heterogeneity during drug response and emphasizes the importance of adding spike-in molecules to study gene expression regulation using single-cell RNA-seq.


Blood ◽  
2016 ◽  
Vol 128 (22) ◽  
pp. 1539-1539
Author(s):  
Deborah Ingenhag ◽  
Franziska Auer ◽  
Arndt Borkhardt ◽  
Julia Hauer

Abstract Introduction: HB9 is a transcription factor encoded by homeobox gene B9 (HLXB9). It is physiologically expressed during early embryonic development as well as in pancreatic beta- and motor neuronal cell development. Ectopic HB9 expression is found in infant acute myeloid leukemia with translocation t(7;12), accounting for up to one third of infant AML cases with a poor 3-year EFS of 0% irrespective of the treatment approach. We previously showed that HB9 regulates cell-cell interaction/adhesion (Wildenhain et al. Leukemia, 2010) in hematopoietic cells and influences the prostaglandin signalling pathway (Wildenhain & Ingenhag et al. JBC, 2012). In this study we focussed on the oncogenic potential of HB9 in hematopoiesis. Methods: To investigate the oncogenic influence of HB9 expression on hematopoiesis, we developed an in vivo murine transplantation model. HB9-transduced lineage negative (Lin-) murine HSCs were transplanted into lethally irradiated wild-type mice and we monitored hematopoietic reconstitution and leukemia emergence by serial retroorbital bleedings for up to one year. Final analysis included comprehensive flow cytometric analysis of all hematopoietic compartments, with respect to dissemination of blast cells and cellular distribution. In vitro studies included proliferation as well as cell cycle analysis. Senescent phenotype was characterized by senescence-associated beta-galactosidase staining and cellular morphology. Knockdown of p53 was obtained via transfection of siRNA. Results: Transplantation of HB9- or mock-transduced murine Lin- cells into lethally irradiated wild-type recipient mice (n=10) showed >80% donor chimerism and HB9-transduced Lin- cells gave rise to all hematopoietic lineages (B-lineage: CD19+, T-lineage: CD3+, NK-lineage: Nk1.1+, granulocytic lineage: Gr-1+, Monocytic lineage: CD11b+) in the peripheral blood, indicating no lineage-related preference of HB9-expressing HSCs. Reconstitution of peripheral blood cell compartments in HB9 transplanted mice, however, was significantly decreased in all three lineages (CD3+: 9.5-fold, CD19+: 34.7-fold , Gr+: 1.8-fold) compared to the control group with respect to copy number, mRNA and protein expression. We did not observe an accumulation of hematopoietic stem (LT-HSC, ST-HSC, MPP) and precursor cells subsets (CLP, MEP, CMP, GMP) in the bone marrow of mice transplanted with HB9-positive Lin- cells. Finally, mice transplanted with HB9-transduced Lin- cells did not develop leukemia after 12 months follow-up. The decreased reconstitution capacity of HB9 expressing HSCs led us to the assumption that HB9 represses cellular proliferation in vivo. Thus we performed proliferation studies in vitro. Ectopic expression of HB9 in the murine NIH3T3 cell line revealed a complete inhibition of cell proliferation compared to mock control (n=3). The same effect was observed in human HT1080 cell line. Cell cycle analysis revealed a significant decrease of the S-phase (2-fold, p<0.05), stalling the cells in G1 and G2 phase of the cell cycle. In both cell line models HB9-transduced cells developed a senescent phenotype being multinuclear, flattened and enlarged. Staining for senescence-associated β-galactosidase activity was positive in HB9-transduced cells in contrast to complete absence in mock-transduced cells. Immunoblot analysis revealed that the HB9 dependent cell cycle arrest was mediated via p53-induced upregulation of p21. Knockdown experiments using p53-targeting siRNAs confirmed that the p53-signalling is responsible for the growth arrest because p53-knockdown was able to reverse the effect. Conclusion:In our study HB9 represses hematopoietic stem cell proliferation in vivo and induces a senescent phenotype in vitro. Senescence is an evasion mechanism in response to aberrant oncogene expression and induction of senescence is the first evidence for an oncogenic potential of HB9. Future studies elucidating the signal pattern of HB9-induced senescence will shed new light on the pathomechanism and potential therapeutic targets in the treatment of translocation t(7;12) positive AML. Disclosures No relevant conflicts of interest to declare.


2019 ◽  
Vol 97 (5) ◽  
pp. 526-535 ◽  
Author(s):  
Shanmukha K. Doddi ◽  
Githavani Kummari ◽  
Jagannadham M.V. ◽  
Arunasree M. Kalle

Given the well-established diversified signaling pathways for histone deacetylase 4 (HDAC4) and the regulation of HDAC4 by several post-translational modifications (PTMs), including phosphorylation, sumoylation, and ubiquitination, an unbiased and detailed analysis of HDAC4 PTMs is needed. In this study, we used matrix-assisted laser desorption/ionization time of flight (MALDI-TOF/TOF) to describe phosphorylation at serine 584 (Ser584) along with already-known dual phosphorylation at serines 265 and 266 (Ser265/266), that together regulate HDAC4 activity. Overexpression of site-specific HDAC4 mutants (S584A, S265/266A) in HEK 293T cells, followed by HDAC activity assays, revealed the mutants to be less active than the wild-type protein. In vitro kinase assays have established that Ser584 and Ser265/266 are phosphorylated by protein kinase A (PKA). Luciferase assays driven by the myocyte enhancer factor 2 (MEF2) promoter and real-time PCR analysis of the MEF2 target genes show that the S584A and S265/266A mutants are less repressive than the wild-type. Furthermore, treatment with PKA activators such as 8-Bromo-cAMP and forskolin, and silencing either by shRNA or its inhibitor H-89 in a mouse myoblast cell line (C2C12) and in a non-muscle human cell line (K562), confirmed in vivo phosphorylation of HDAC4 in C2C12 but not in K562 cells, indicating the specific functional significance of HDAC4 phosphorylation in muscle cells. Thus, we identified PKA-induced Ser584 phosphorylation of HDAC4 as a yet unknown regulatory mechanism of the HDAC4–MEF2 axis.


2017 ◽  
Vol 35 (15_suppl) ◽  
pp. 3077-3077
Author(s):  
Davis Yuri Torrejon ◽  
Jesse Meir Zaretsky ◽  
Daniel Sanghoon Shin ◽  
Mykola Onyshchenko ◽  
Gabriel Abril-Rodriguez ◽  
...  

3077 Background: We tested the biological significance of the loss of function (LOF) mutations in JAK1 or JAK2 within the IFN-receptor-pathway and in beta-2-microglobulin (B2M), which had been found in patient biopsies with resistance to anti-PD-1 therapy. Methods: We used CRISPR/Cas9 genome editing to generate JAK1, JAK2 and B2M knockout (KO) sublines of HLA-A*02:01 MART-1 or NY-ESO-1 positive human melanoma cell lines, tested using in-vitro T cell co-culture systems and in a syngeneic mouse model (MC38) to analyze the in-vivo antitumor activity with anti-PD1 therapy. Results: The JAK2-KO cell line was insensitive to IFN-gamma induced signaling and growth arrest (p < 0.001 compared with IFN-alpha or beta), while the JAK1-KO cell line was insensitive to all three IFNs. Baseline MHC class I expression after JAK1-KO was unaffected (baseline-MFI 1230 JAK1-KO vs 1570 parental, p = 0.66), but the magnitude of change was lower upon IFN-gamma exposure compared to the parental (MFI change with IFN-gamma, 26% decrease for JAK1-KO vs 50% increase for parental). There was no difference in in-vitro cytotoxicity by NY-ESO-1-TCR transgenic T-cells against JAK1-KO-NY-ESO-1+ melanoma cells compared to the parental (78% vs 82% cytotoxicity at 10:1 E:T ratio, p NS). However, B2M-KO was resistant to killing by MART-1 specific T-cells (2% vs 96% cytotoxicity at 10:1 E:T ratio, p < 0.0001). On the other hand, in the MC38 model the significant antitumor activity of anti-PD-1 against the wild type cells was lost in both JAK2-KO and B2M-KO. The percentage of CD8+ T cells has a trend of increase with anti-PD1 compared to untreated in the MC38 wild type (p = 0.1 d12), and a trend of decrease in MC38 B2M-KO (p = 0.2 d12), but no change in JAK2-KO tumors (p = 0.7 d12). Conclusions: JAK1/2 LOF mutations result in insensitivity to IFN induced antitumor effects, but does not impair T cell recognition and cytotoxicity, while B2M LOF results in lack of antigen presentation to T cells and loss of antitumor activity. However both lead to in-vivo resistance to anti-PD-1 therapy, suggesting they do so by independent mechanisms.


Author(s):  
Ling-Ling Zheng ◽  
Jing-Hua Xiong ◽  
Wu-Jian Zheng ◽  
Jun-Hao Wang ◽  
Zi-Liang Huang ◽  
...  

Abstract Although long noncoding RNAs (lncRNAs) have significant tissue specificity, their expression and variability in single cells remain unclear. Here, we developed ColorCells (http://rna.sysu.edu.cn/colorcells/), a resource for comparative analysis of lncRNAs expression, classification and functions in single-cell RNA-Seq data. ColorCells was applied to 167 913 publicly available scRNA-Seq datasets from six species, and identified a batch of cell-specific lncRNAs. These lncRNAs show surprising levels of expression variability between different cell clusters, and has the comparable cell classification ability as known marker genes. Cell-specific lncRNAs have been identified and further validated by in vitro experiments. We found that lncRNAs are typically co-expressed with the mRNAs in the same cell cluster, which can be used to uncover lncRNAs’ functions. Our study emphasizes the need to uncover lncRNAs in all cell types and shows the power of lncRNAs as novel marker genes at single cell resolution.


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