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2.
Nat Commun ; 14(1): 5011, 2023 08 17.
Article in English | MEDLINE | ID: mdl-37591845

ABSTRACT

In multiple myeloma spatial differences in the subclonal architecture, molecular signatures and composition of the microenvironment remain poorly characterized. To address this shortcoming, we perform multi-region sequencing on paired random bone marrow and focal lesion samples from 17 newly diagnosed patients. Using single-cell RNA- and ATAC-seq we find a median of 6 tumor subclones per patient and unique subclones in focal lesions. Genetically identical subclones display different levels of spatial transcriptional plasticity, including nearly identical profiles and pronounced heterogeneity at different sites, which can include differential expression of immunotherapy targets, such as CD20 and CD38. Macrophages are significantly depleted in the microenvironment of focal lesions. We observe proportional changes in the T-cell repertoire but no site-specific expansion of T-cell clones in intramedullary lesions. In conclusion, our results demonstrate the relevance of considering spatial heterogeneity in multiple myeloma with potential implications for models of cell-cell interactions and disease progression.


Subject(s)
Multiple Myeloma , Humans , Multiple Myeloma/genetics , Cell Communication , Chromatin Immunoprecipitation Sequencing , Clone Cells , Disease Progression , Tumor Microenvironment/genetics
3.
Blood ; 142(19): 1633-1646, 2023 11 09.
Article in English | MEDLINE | ID: mdl-37390336

ABSTRACT

Intratumor heterogeneity as a clinical challenge becomes most evident after several treatment lines, when multidrug-resistant subclones accumulate. To address this challenge, the characterization of resistance mechanisms at the subclonal level is key to identify common vulnerabilities. In this study, we integrate whole-genome sequencing, single-cell (sc) transcriptomics (scRNA sequencing), and chromatin accessibility (scATAC sequencing) together with mitochondrial DNA mutations to define subclonal architecture and evolution for longitudinal samples from 15 patients with relapsed or refractory multiple myeloma. We assess transcriptomic and epigenomic changes to resolve the multifactorial nature of therapy resistance and relate it to the parallel occurrence of different mechanisms: (1) preexisting epigenetic profiles of subclones associated with survival advantages, (2) converging phenotypic adaptation of genetically distinct subclones, and (3) subclone-specific interactions of myeloma and bone marrow microenvironment cells. Our study showcases how an integrative multiomics analysis can be applied to track and characterize distinct multidrug-resistant subclones over time for the identification of molecular targets against them.


Subject(s)
Multiple Myeloma , Humans , Multiple Myeloma/drug therapy , Multiple Myeloma/genetics , Multiomics , Mutation , Transcriptome , Tumor Microenvironment/genetics
4.
Nucleic Acids Res ; 50(11): e61, 2022 06 24.
Article in English | MEDLINE | ID: mdl-35188570

ABSTRACT

Alternative lengthening of telomeres (ALT) occurs in ∼10% of cancer entities. However, little is known about the heterogeneity of ALT activity since robust ALT detection assays with high-throughput in situ readouts are lacking. Here, we introduce ALT-FISH, a method to quantitate ALT activity in single cells from the accumulation of single-stranded telomeric DNA and RNA. It involves a one-step fluorescent in situ hybridization approach followed by fluorescence microscopy imaging. Our method reliably identified ALT in cancer cell lines from different tumor entities and was validated in three established models of ALT induction and suppression. Furthermore, we successfully applied ALT-FISH to spatially resolve ALT activity in primary tissue sections from leiomyosarcoma and neuroblastoma tumors. Thus, our assay provides insights into the heterogeneity of ALT tumors and is suited for high-throughput applications, which will facilitate screening for ALT-specific drugs.


Subject(s)
Telomere/metabolism , Cell Line , DNA, Single-Stranded/genetics , Humans , In Situ Hybridization, Fluorescence , Neoplasms/genetics , Telomerase/genetics , Telomere/genetics , Telomere Homeostasis
5.
Cancer Res ; 82(2): 210-220, 2022 01 15.
Article in English | MEDLINE | ID: mdl-34737213

ABSTRACT

Colorectal cancer is among the leading causes of cancer-associated deaths worldwide. Treatment failure and tumor recurrence due to survival of therapy-resistant cancer stem/initiating cells represent major clinical issues to overcome. In this study, we identified lysine methyltransferase 9 (KMT9), an obligate heterodimer composed of KMT9α and KMT9ß that monomethylates histone H4 at lysine 12 (H4K12me1), as an important regulator in colorectal tumorigenesis. KMT9α and KMT9ß were overexpressed in colorectal cancer and colocalized with H4K12me1 at promoters of target genes involved in the regulation of proliferation. Ablation of KMT9α drastically reduced colorectal tumorigenesis in mice and prevented the growth of murine as well as human patient-derived tumor organoids. Moreover, loss of KMT9α impaired the maintenance and function of colorectal cancer stem/initiating cells and induced apoptosis specifically in this cellular compartment. Together, these data suggest that KMT9 is an important regulator of colorectal carcinogenesis, identifying KMT9 as a promising therapeutic target for the treatment of colorectal cancer. SIGNIFICANCE: The H4K12 methyltransferase KMT9 regulates tumor cell proliferation and stemness in colorectal cancer, indicating that targeting KMT9 could be a useful approach for preventing and treating this disease.


Subject(s)
Carcinogenesis/genetics , Cell Proliferation/genetics , Colorectal Neoplasms/genetics , Colorectal Neoplasms/metabolism , Gene Expression Regulation, Neoplastic , Site-Specific DNA-Methyltransferase (Adenine-Specific)/genetics , Site-Specific DNA-Methyltransferase (Adenine-Specific)/metabolism , Aged , Aged, 80 and over , Animals , Apoptosis/genetics , Case-Control Studies , Colorectal Neoplasms/pathology , Female , Humans , Male , Mice , Mice, Inbred C57BL , Mice, Knockout , Middle Aged , Neoplastic Stem Cells/metabolism , Organoids/metabolism , Protein Multimerization , RNA, Messenger/genetics , Site-Specific DNA-Methyltransferase (Adenine-Specific)/chemistry
6.
Nat Commun ; 12(1): 6960, 2021 11 29.
Article in English | MEDLINE | ID: mdl-34845188

ABSTRACT

Virtually all patients with multiple myeloma become unresponsive to treatment over time. Relapsed/refractory multiple myeloma (RRMM) is accompanied by the clonal evolution of myeloma cells with heterogeneous genomic aberrations and profound changes of the bone marrow microenvironment (BME). However, the molecular mechanisms that drive drug resistance remain elusive. Here, we analyze the heterogeneous tumor cell population and its complex interaction network with the BME of 20 RRMM patients by single cell RNA-sequencing before/after treatment. Subclones with chromosome 1q-gain express a specific transcriptomic signature and frequently expand during treatment. Furthermore, RRMM cells shape an immune suppressive BME by upregulation of inflammatory cytokines and close interaction with the myeloid compartment. It is characterized by the accumulation of PD1+ γδ T-cells and tumor-associated macrophages as well as the depletion of hematopoietic progenitors. Thus, our study resolves transcriptional features of subclones in RRMM and mechanisms of microenvironmental reprogramming with implications for clinical decision-making.


Subject(s)
Drug Resistance, Neoplasm/genetics , Gene Expression Regulation, Neoplastic , Multiple Myeloma/genetics , Transcriptome , Tumor Microenvironment/genetics , Antineoplastic Agents/therapeutic use , Bone Marrow/drug effects , Bone Marrow/immunology , Bone Marrow/pathology , Cytokines/genetics , Cytokines/immunology , Drug Resistance, Neoplasm/immunology , Gene Expression Profiling , Gene Regulatory Networks , Hematopoietic Stem Cells/immunology , Hematopoietic Stem Cells/pathology , Humans , Intraepithelial Lymphocytes/immunology , Intraepithelial Lymphocytes/pathology , Multiple Myeloma/drug therapy , Multiple Myeloma/immunology , Multiple Myeloma/pathology , Programmed Cell Death 1 Receptor/genetics , Programmed Cell Death 1 Receptor/immunology , Receptors, Antigen, T-Cell, gamma-delta/genetics , Receptors, Antigen, T-Cell, gamma-delta/immunology , Recurrence , Sequence Analysis, RNA , Signal Transduction , Single-Cell Analysis , Tumor Microenvironment/drug effects , Tumor Microenvironment/immunology
7.
Cancers (Basel) ; 13(5)2021 Mar 04.
Article in English | MEDLINE | ID: mdl-33806447

ABSTRACT

Intra-tumor heterogeneity of tumor-initiating cell (TIC) activity drives colorectal cancer (CRC) progression and therapy resistance. Here, we used single-cell RNA-sequencing of patient-derived CRC models to decipher distinct cell subpopulations based on their transcriptional profiles. Cell type-specific expression modules of stem-like, transit amplifying-like, and differentiated CRC cells resemble differentiation states of normal intestinal epithelial cells. Strikingly, identified subpopulations differ in proliferative activity and metabolic state. In summary, we here show at single-cell resolution that transcriptional heterogeneity identifies functional states during TIC differentiation. Furthermore, identified expression signatures are linked to patient prognosis. Targeting transcriptional states associated to cancer cell differentiation might unravel novel vulnerabilities in human CRC.

8.
Neuro Oncol ; 22(8): 1138-1149, 2020 08 17.
Article in English | MEDLINE | ID: mdl-32297954

ABSTRACT

BACKGROUND: Glioblastoma (GBM) consists of devastating neoplasms with high invasive capacity, which have been difficult to study in vitro in a human-derived model system. Therapeutic progress is also limited by cellular heterogeneity within and between tumors, among other factors such as therapy resistance. To address these challenges, we present an experimental model using human cerebral organoids as a scaffold for patient-derived GBM cell invasion. METHODS: This study combined tissue clearing and confocal microscopy with single-cell RNA sequencing of GBM cells before and after co-culture with organoid cells. RESULTS: We show that tumor cells within organoids extend a network of long microtubes, recapitulating the in vivo behavior of GBM. Transcriptional changes implicated in the invasion process are coherent across patient samples, indicating that GBM cells reactively upregulate genes required for their dispersion. Potential interactions between GBM and organoid cells identified by an in silico receptor-ligand pairing screen suggest functional therapeutic targets. CONCLUSIONS: Taken together, our model has proven useful for studying GBM invasion and transcriptional heterogeneity in vitro, with applications for both pharmacological screens and patient-specific treatment selection on a time scale amenable to clinical practice.


Subject(s)
Brain Neoplasms , Glioblastoma , Organoids , Brain Neoplasms/genetics , Brain Neoplasms/pathology , Cell Line, Tumor , Glioblastoma/genetics , Glioblastoma/pathology , Humans , Neoplasm Invasiveness , Organoids/pathology , Transcriptome , Tumor Cells, Cultured
9.
Sci Rep ; 9(1): 12367, 2019 08 26.
Article in English | MEDLINE | ID: mdl-31451731

ABSTRACT

Patient-derived 3D cell culture systems are currently advancing cancer research since they potentiate the molecular analysis of tissue-like properties and drug response under well-defined conditions. However, our understanding of the relationship between the heterogeneity of morphological phenotypes and the underlying transcriptome is still limited. To address this issue, we here introduce "pheno-seq" to directly link visual features of 3D cell culture systems with profiling their transcriptome. As prototypic applications breast and colorectal cancer (CRC) spheroids were analyzed by pheno-seq. We identified characteristic gene expression signatures of epithelial-to-mesenchymal transition that are associated with invasive growth behavior of clonal breast cancer spheroids. Furthermore, we linked long-term proliferative capacity in a patient-derived model of CRC to a lowly abundant PROX1-positive cancer stem cell subtype. We anticipate that the ability to integrate transcriptome analysis and morphological patho-phenotypes of cancer cells will provide novel insight on the molecular origins of intratumor heterogeneity.


Subject(s)
Cell Culture Techniques/methods , Gene Expression Regulation, Neoplastic , Breast Neoplasms/pathology , Cell Line, Tumor , Cell Lineage/genetics , Cell Proliferation , Colorectal Neoplasms/genetics , Colorectal Neoplasms/pathology , Female , Genes, Neoplasm , Humans , Neoplastic Stem Cells/pathology , Phenotype , Single-Cell Analysis
10.
Proc Natl Acad Sci U S A ; 111(7): E758-65, 2014 Feb 18.
Article in English | MEDLINE | ID: mdl-24550320

ABSTRACT

Streptococcus pneumoniae is a major human pathogen that successfully adapts to the host environment via an efficient uptake system for free DNA liberated from other organisms in the upper respiratory tract, facilitating immune evasion and drug resistance. Although the initial signaling events leading to pneumococcal competence for DNA transformation and the fate of DNA when it has been taken up have been extensively studied, the actual mechanism by which DNA in the environment may traverse the thick capsular and cell wall layers remains unknown. Here we visualize that induction of competence results in the formation of a native morphologically distinct pilus structure on the bacterial surface. This plaited pilus is encoded by the competence (com)G locus, and, after assembly, it is rapidly released into the surrounding medium. Heterologous pneumococcal pilus expression in Escherichia coli was obtained by replacing the pulE-K putative pilin genes of the Klebsiella oxytoca type II secretion system with the complete comG locus. In the pneumococcus, the coordinated secretion of pili from the cells correlates to DNA transformation. A model for DNA transformation is proposed whereby pilus assembly "drills" a channel across the thick cell wall that becomes transiently open by secretion of the pilus, providing the entry port for exogenous DNA to gain access to DNA receptors associated with the cytoplasmic membrane.


Subject(s)
Bacterial Secretion Systems/physiology , DNA Transformation Competence/genetics , DNA/metabolism , Fimbriae, Bacterial/metabolism , Streptococcus pneumoniae/metabolism , Transformation, Bacterial/physiology , Electrophoresis, Polyacrylamide Gel , Fimbriae, Bacterial/ultrastructure , Microscopy, Electron, Transmission , Transformation, Bacterial/genetics , Trichloroacetic Acid
11.
Proc Natl Acad Sci U S A ; 111(4): E501-10, 2014 Jan 28.
Article in English | MEDLINE | ID: mdl-24474799

ABSTRACT

Phase variation of hypermutable simple sequence repeats (SSRs) is a widespread and stochastic mechanism to generate phenotypic variation within a population and thereby contributes to host adaptation of bacterial pathogens. Although several examples of SSRs that affect transcription or coding potential have been reported, we now show that a SSR also impacts small RNA-mediated posttranscriptional regulation. Based on in vitro and in vivo analyses, we demonstrate that a variable homopolymeric G-repeat in the leader of the TlpB chemotaxis receptor mRNA of the human pathogen Helicobacter pylori is directly targeted by a small RNA (sRNA), RepG (Regulator of polymeric G-repeats). Whereas RepG sRNA is highly conserved, the tlpB G-repeat length varies among diverse H. pylori strains, resulting in strain-specific RepG-mediated tlpB regulation. Based on modification of the G-repeat length within one strain, we demonstrate that the G-repeat length determines posttranscriptional regulation and can mediate both repression and activation of tlpB through RepG. In vitro translation assays show that this regulation occurs at the translational level and that RepG influences tlpB translation dependent on the G-repeat length. In contrast to the digital ON-OFF switches through frame-shift mutations within coding sequences, such modulation of posttranscriptional regulation allows for a gradual control of gene expression. This connection to sRNA-mediated posttranscriptional regulation might also apply to other genes with SSRs, which could be targeting sites of cis- or trans-encoded sRNAs, and thereby could facilitate host adaptation through sRNA-mediated fine-tuning of virulence gene expression.


Subject(s)
Chemotaxis/genetics , Gene Expression Regulation, Bacterial , Helicobacter pylori/genetics , RNA Processing, Post-Transcriptional , Repetitive Sequences, Nucleic Acid , Base Sequence , DNA, Bacterial , Genes, Bacterial , Molecular Sequence Data , Sequence Homology, Amino Acid
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