14 research outputs found
Intrinsic and extrinsic factors underlying β-cell quiescence during development and aging
Aging is a universal process that is accompanied by the loss of proliferative potential of cells. However, factors governing this age-dependent decline in proliferation remain largely undefined. The pancreatic β-cells of the islets of Langerhans serve as a unique model to explore the effect of cellular age on proliferation and function within the same organ. During early juvenile stage, the zebrafish islet is rapidly expanding and newly differentiated β-cells are added to the pool of older β-cells that were formed during embryogenesis. In this thesis, using accurate reporters for cell-cycle stages and intra-cellular calcium sensors, it was shown that younger β-cells are more proliferative but less functional compared to older β-cells. Furthermore, as the animal ages, the overall rate of β-cell proliferation declines. Transcriptomic analysis of β-cells from young adult and older adult islets revealed that older cells display an inflammatory signature. Transgenic reporter line for inflammatory NF-kB activity showed that β-cells of younger islets display varying levels of NF-kB activity, which becomes homogenous in older β-cells. Furthermore, the cells with higher NF-kB-activity proliferate less compared to their neighbors with lower activity. Specifically, younger NF-kBhigh cells upregulate socs2, a negative regulator of proliferation that is also enriched in older β-cells. Interestingly, activated macrophages were observed infiltrating the islet during late juvenile stages, thus pointing to an important role of the microenvironment in activation of inflammatory signature in the islet. Overall, this study shows that cells of different ages co-exist within the same micro-organ. This age-related cellular heterogeneity governs the rate of proliferation of the tissue. The loss of cellular heterogeneity with age reduces the proliferative pool of the tissue. Finally, the expression of inflammatory NF-kB activity acts as a marker of this loss of proliferative heterogeneity
Predicting base editing outcomes with an attention-based deep learning algorithm trained on high-throughput target library screens
Base editors are chimeric ribonucleoprotein complexes consisting of a DNA-targeting CRISPR-Cas module and a single-stranded DNA deaminase. They enable transition of C•G into T•A base pairs and vice versa on genomic DNA. While base editors have great potential as genome editing tools for basic research and gene therapy, their application has been hampered by a broad variation in editing efficiencies on different genomic loci. Here we perform an extensive analysis of adenine- and cytosine base editors on a library of 28,294 lentivirally integrated genetic sequences and establish BE-DICT, an attention-based deep learning algorithm capable of predicting base editing outcomes with high accuracy. BE-DICT is a versatile tool that in principle can be trained on any novel base editor variant, facilitating the application of base editing for research and therapy
Loss of Rnf31 and Vps4b sensitizes pancreatic cancer to T cell-mediated killing
Pancreatic ductal adenocarcinoma (PDA) is an inherently immune cell deprived tumor, characterized by desmoplastic stroma and suppressive immune cells. Here we systematically dissect PDA intrinsic mechanisms of immune evasion by in vitro and in vivo CRISPR screening, and identify Vps4b and Rnf31 as essential factors required for escaping CD8+ T cell killing. For Vps4b we find that inactivation impairs autophagy, resulting in increased accumulation of CD8+ T cell-derived granzyme B and subsequent tumor cell lysis. For Rnf31 we demonstrate that it protects tumor cells from TNF-mediated caspase 8 cleavage and subsequent apoptosis induction, a mechanism that is conserved in human PDA organoids. Orthotopic transplantation of Vps4b- or Rnf31 deficient pancreatic tumors into immune competent mice, moreover, reveals increased CD8+ T cell infiltration and effector function, and markedly reduced tumor growth. Our work uncovers vulnerabilities in PDA that might be exploited to render these tumors more susceptible to the immune system
Predicting base editing outcomes with an attention-based deep learning algorithm trained on high-throughput target library screens
Base editors are chimeric ribonucleoprotein complexes consisting of a DNA-targeting CRISPR-Cas module and a single-stranded DNA deaminase. They enable conversion of C•G into T•A base pairs and vice versa on genomic DNA. While base editors have vast potential as genome editing tools for basic research and gene therapy, their application has been hampered by a broad variation in editing efficiencies on different genomic loci. Here we perform an extensive analysis of adenine- and cytosine base editors on thousands of lentivirally integrated genetic sequences and establish BE-DICT, an attention-based deep learning algorithm capable of predicting base editing outcomes with high accuracy. BE-DICT is a versatile tool that in principle can be trained on any novel base editor variant, facilitating the application of base editing for research and therapy
Loss of Rnf31 and Vps4b sensitizes pancreatic cancer to T cell-mediated killing
Pancreatic ductal adenocarcinoma (PDA) is an inherently immune cell deprived tumor, characterized by desmoplastic stroma and suppressive immune cells. Here we systematically dissected PDA intrinsic mechanisms of immune evasion by in vitro and in vivo CRISPR screening, and identified Rnf31 and Vps4b as essential factors required for escaping CD8+ T cell-killing. Using murine PDA cells and human PDA organoids, we demonstrate that Rnf31 protects from TNF-mediated caspase 8 cleavage and subsequent apoptosis induction. For Vps4b we found that inactivation impairs autophagy, resulting in increased accumulation of CD8+ T cell-derived granzyme B and subsequent tumor cell lysis. Orthotopic transplantation of Rnf31− or Vps4b deficient pancreatic tumors, moreover, revealed increased CD8+ T cell infiltration and effector function, and markedly reduced tumor growth in mice. Our work uncovers vulnerabilities in PDA that might be exploited to render these tumors more susceptible to the immune system
Loss of Rnf31 and Vps4b sensitizes pancreatic cancer to T cell-mediated killing
Pancreatic ductal adenocarcinoma (PDA) is an inherently immune cell deprived tumor, characterized by desmoplastic stroma and suppressive immune cells. Here we systematically dissect PDA intrinsic mechanisms of immune evasion by in vitro and in vivo CRISPR screening, and identify Vps4b and Rnf31 as essential factors required for escaping CD8+ T cell killing. For Vps4b we find that inactivation impairs autophagy, resulting in increased accumulation of CD8+ T cell-derived granzyme B and subsequent tumor cell lysis. For Rnf31 we demonstrate that it protects tumor cells from TNF-mediated caspase 8 cleavage and subsequent apoptosis induction, a mechanism that is conserved in human PDA organoids. Orthotopic transplantation of Vps4b- or Rnf31 deficient pancreatic tumors into immune competent mice, moreover, reveals increased CD8+ T cell infiltration and effector function, and markedly reduced tumor growth. Our work uncovers vulnerabilities in PDA that might be exploited to render these tumors more susceptible to the immune system.ISSN:2041-172
Genome-scale CRISPR screening in human intestinal organoids identifies drivers of TGF-β resistance
Forward genetic screens with genome-wide CRISPR libraries are powerful tools for resolving cellular circuits and signaling pathways. Applying this technology to organoids, however, has been hampered by technical limitations. Here we report improved accuracy and robustness for pooled-library CRISPR screens by capturing sgRNA integrations in single organoids, substantially reducing required cell numbers for genome-scale screening. We applied our approach to wild-type and APC mutant human intestinal organoids to identify genes involved in resistance to TGF-β-mediated growth restriction, a key process during colorectal cancer progression, and validated hits including multiple subunits of the tumor-suppressive SWI/SNF chromatin remodeling complex. Mutations within these genes require concurrent inactivation of APC to promote TGF-β resistance and attenuate TGF-β target gene transcription. Our approach can be applied to a variety of assays and organoid types to facilitate biological discovery in primary 3D tissue models
In vivo cytidine base editing of hepatocytes without detectable off-target mutations in RNA and DNA
Base editors are RNA-programmable deaminases that enable precise single-base conversions in genomic DNA. However, off-target activity is a concern in the potential use of base editors to treat genetic diseases. Here, we report unbiased analyses of transcriptome-wide and genome-wide off-target modifications effected by cytidine base editors in the liver of mice with phenylketonuria. The intravenous delivery of intein-split cytidine base editors by dual adeno-associated viruses led to the repair of the disease-causing mutation without generating off-target mutations in the RNA and DNA of the hepatocytes. Moreover, the transient expression of a cytidine base editor mRNA and a relevant single-guide RNA intravenously delivered by lipid nanoparticles led to ~21% on-target editing and to the reversal of the disease phenotype; there were also no detectable transcriptome-wide and genome-wide off-target edits. Our findings support the feasibility of therapeutic cytidine base editing to treat genetic liver diseases.ISSN:2157-846