Cross-Tissue Identification of Somatic Stem and Progenitor Cells Using a Single-Cell RNA-Sequencing Derived Gene Signature

A long-standing question in biology is whether multipotent somatic stem and progenitor cells (SSPCs) feature molecular properties that could guide their system-independent identification. Population-based transcriptomic studies have so far not been able to provide a definite answer, given the rarity and heterogeneous nature of these cells. Here, we exploited the resolving power of single-cell RNA-sequencing to develop a computational model that is able to accurately distinguish SSPCs from differentiated cells across tissues. The resulting classifier is based on the combined expression of 23 genes including known players in multipotency, proliferation, and tumorigenesis, as well as novel ones, such as Lcp1 and Vgll4 that we functionally validate in intestinal organoids. We show how this approach enables the identification of stem-like cells in still ambiguous systems such as the pancreas and the epidermis as well as the exploration of lineage commitment hierarchies, thus facilitating the study of biological processes such as cellular differentiation, tissue regeneration, and cancer. Stem Cells2017;35:2390-2402

Roles of Epigenetic Dysregulation in Cancer Progression and Metastasis

Mohammad Sadegh Saghafinia

Nearly all the cells of an organism share the same DNA sequence or genome, and yet they show different phenotypes and carry out different functions. This diversity is made possible by a verity of molecular modifications acting on the DNA sequence that collectively define the cell's epigenome. Failure in the proper regulation of epigenome can lead to abnormal activation or inhibition of vital signaling pathways, which contributes to the initiation and progression of multiple diseases, including cancer. In this thesis, I used a combination of in silico, in vitro, and in vivo techniques to explore the roles of epigenetic dysregulation in tumor progression and metastasis. In the first part, I performed a systematic and unbiased investigation of cancer-associated DNA methylation and gene expression changes across human cancers. I designed a novel algorithmic approach (RESET) to identify aberrant DNA methylation and associated gene expression changes across >6,000 human tumors. We identified a DNA Methylation Instability (DMI) phenotype in tumors acquiring numerous hyper and hypomethylated transcription start sites, which is associated with mutations of chromatin remodeling factors and Wnt-signaling. We showed that silenced genes coalesced in specific pathways including apoptosis, transcriptional regulation, and cell metabolism. The majority of the enhanced genes belonged to cancer-germline antigens (CG), whose expression correlated with response to anti-PD-1 in melanoma patients. Finally, we demonstrated the potential of RESET to explore aberrant DNA methylation in pediatric tumors; pediatric Wilms tumors with diffuse anaplasia exhibit DMI, and specific silencing events predict a worse outcome in cases with favorable histology. These results established a new approach to explore pan-cancer epigenetic modifications and provided a resource of candidate oncogenic events for future functional and therapeutic studies. In the second part, I studied the dynamics of cancer progression and metastasis in Pancreatic Neuroendocrine Tumors (PanNET). This rare tumor is the second most common form of pancreatic cancer. Two principal subtypes of PanNET has been identified: insulinomas (IT) and metastasis-like primaries (MLP), corresponding to the low and high grade of human PanNETs, respectively. From the mouse model of PanNET (RT2), we profiled the single-cell, bulk mRNA and miRNA transcriptomes, and the proteomes of primary and metastasis specimens. We demonstrated that the tumor progression from IT to MLP follows the reverse embryonic and postnatal developmental path. Transcriptomic data from human patients showed that aggressive human PanNETs also follow the same reverse developmental trajectory of dedifferentiation. We established one possible mechanism underlying IT-to-MLP transition. Over-expression of the miR-181cd cluster in IT-like cancer cell-lines resulted in acquisition of the MLP phenotypes. miR-181cd mediated its effect through suppressing the expression of Meis2 and, indirectly, inducing the expression of Hmgb3 and Mycn transcription factors. Inhibiting the expression of Hmgb3 in MLP-like cancer cell-lines resulted in a significant growth decrease both in vitro and in vivo, demonstrating the importance of Hmgb3 in the maintenance of MLP-like cell state. These data presented dedifferentiation as a mechanism by which malignant neuroendocrine cancer cells acquire progenitor-like features, enabling them to become more aggressive and metastatic.

EPFL2020

The role and transcriptional regulation of FAM46A in adipocyte differentiation

Ann-Kristin Hov

Obesity is currently a leading global health concern. Treatments include undergoing a weight-loss regimen. However, successful weight-loss is variable, where the heritability of obesity is considered part of the cause. This patient variability to weight-loss was addressed by Carayol et al. (2017), where protein plasma level changes was associated to genetic variability and changes in BMI under a low-calorie diet intervention. A highly significant association region was found to regulate downstream gene FAM46A; coding for a nucleotidyl-transferase protein. Loss of function mutations in FAM46A have previously been discovered in multiple human diseases, such as osteogenesis imperfecta. However, there is a lack of understanding of FAM46Aâs function, especially in the context of adipose tissue and metabolism. This thesis aimed to follow up on the Carayol et al. study by investigating the transcriptional regulation of FAM46A and how the associated region is influencing this regulation, as well as how FAM46A is involved in adipose tissue function. When mapping the physical DNA interaction network around the associated region using chromosome conformation capture (3C) in human subcutaneous adipocytes (SGBS cells), no interactions between the FAM46A promoter and selected loci of the associated region were found. Interestingly, significant interaction peaks downstream of the promoter overlapped with regions of open chromatin and were enriched for transcription factor (TF) motifs that are involved in stem cell differentiation and TGFÎ² signalling. SMAD4, part of the TGFÎ² signalling pathway, binds to this region, indicating a potential regulator of FAM46A. To address FAM46Aâs potential role in adipocyte function, FAM46A expression was disrupted in vitro in differentiating adipocytes. Reduction of FAM46A expression in SGBS cells resulted in decreased expression of PPARG and CEBPA, the master regulators of adipogenesis, complemented by a reduction in lipid accumulation. Follow up studies in murine mesenchymal stem cells where Fam46a was over-expressed were controversial as this led to a decrease in adipogenic markers (Adipoq and PPARðŸ). Overall, disruption of FAM46A expression led to opposing changes in adipogenic potential, suggesting the requirement for a more stable cell system to study FAM46A in vitro. To further characterise the role of Fam46a, metabolic phenotyping of a Fam46a knockout (KO) mouse model under hyper-caloric stress was performed in collaboration with the IMG in Prague. This model revealed a significantly smaller mouse, and increased plasma alkaline phosphatase, as previously observed. When fed a high-fat diet, KO mice had reduced overall fat mass, improved glucose clearance and reduced adipocyte size in both subcutaneous and visceral white adipose tissue (subWAT/visWAT) depots. Transcriptomic analysis of these two depots revealed an up-regulation of genes expressed in ribosome related pathways in the subWAT, whereas the visWAT showed the up-regulation of fatty acid metabolism pathways, suggesting that the KO adipose tissue is more metabolically active. Other down-regulated pathways involved stem cell differentiation and BMP/TGFÎ²-signalling. In conclusion, this study found the possible regulation of the FAM46A promoter by TFs involved in adipogenesis regulation, such as SMAD proteins, as well as strengthening its possible functional involvement in TGFÎ² signalling by enrichment of this pathway in KO studies.

EPFL2021

A Tale of Two Tumors: Unraveling the Complexities of Epigenetic Dysregulation in Cancer

Maria Christine Donaldson

Epigenetics plays an important role in cancer development and progression. Cancer cells hijack the epigenome by modifying the histone protein units responsible for packaging DNA, or by modifying the DNA itself, resulting in changes to chromatin topology and transcriptional programming within the cell. In this thesis, I report our investigation to uncover the mechanisms of epigenetic regulation and how epigenetic control of transcriptional programming goes awry in cancer. We investigate these processes in two separate contexts. In our first study, we investigate the mechanisms by which EZH2 oncogenic mutations alter structure and function of topologically associating domains in non-Hodgkin lymphoma. The process of chromatin folding leads to a systematic arrangement of hierarchical structural and regulatory elements found within the nucleus. A topologically associating domain (TAD) is a regulatory unit of self interacting DNA, where the transcription of the genes within a TAD is usually dictated by the presence of active (H3K36me3) or inactive (H3K27me3) histone marks. In cancer, the somatic point mutation in EZH2Y646X leads to a genome wide increase in H3K27me3, associated with transcriptional repression. While this alteration leads to changes in the global epigenetic status of the cell, its impact on chromatin organization and TAD-related function remain unclear. By combining transcriptomics and epigenetics with analyses of chromatin structure, we demonstrate a functional interplay between TADs and the epigenetic and transcriptional program of the genes found within them. This balance is altered by EZH2Y646X, leading to the synergistic silencing of entire domains directly targeting cell differentiation and tumor suppressive programs. A closer look reveals that the silencing of tumor suppressive TADs are coupled with structural modifications and changes in promoter interactions within EZH2Y646X target TAD6.139. Impressively, the TADâs transcriptional and epigenetic programs are restored by pharmacological inhibition of EZH2Y646X. Our results indicate that EZH2Y646X alters the topology and function of chromatin domains to promote synergistic oncogenic programs. In our second study, we dissect the epigenetic, transcriptomic, and metabolic signaling dependencies using a novel model of central nervous system primitive neural ectodermal tumors (CNS-PNETs). Central nervous system (CNS) tumors are the leading cause of cancer-associated death in children. Primitive neural-ectodermal tumors (CNS-PNETs) are a particularly aggressive subtype of embryonal CNS-tumor, with a five-year overall survival rate in less than 50% of patients. Despite sharing a similar cell of origin of other CNS tumors, CNS-PNETs have a different anatomical location, unique genetic and epigenetic features, and significantly worse clinical outcome. In addition, a lack of in vivo models for studying CNS tumors challenges the opportunity to dissect the genetic variables that underlie the origin of these tumors. We developed a novel CNS-PNET mouse model, called CNS-NPCs, using neural progenitor cells derived from human-iPS cells. Through histological, DNA methylation, and RNA sequencing analyses, we find that the CNS-NPC model recapitulates the the morphologic, epigenetic, and transcriptomic features of primary CNS-PNETs. In addition, through in vivo metabolic analyses of CNS-NPCs and the patient derived cell line, PFSK-1, we identified dysregulation in the neurotransmitter...

EPFL2019