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Machine-Learning-Based Identification of Tumor Entities, Tumor Subgroups, and Therapy Options
(2023)
Molecular genetic analyses, such as mutation analyses, are becoming increasingly important in the tumor field, especially in the context of therapy stratification. The identification of the underlying tumor entity is crucial, but can sometimes be difficult, for example in the case of metastases or the so-called Cancer of Unknown Primary (CUP) syndrome. In recent years, methylome and transcriptome utilizing machine learning (ML) approaches have been developed to enable fast and reliable tumor and tumor subtype identification. However, so far only methylome analysis have become widely used in routine diagnostics.
The present work addresses the utility of publicly available RNA-sequencing data to determine the underlying tumor entity, possible subgroups, and potential therapy options. Identification of these by ML - in particular random forest (RF) models - was the first task. The results with test accuracies of up to 99% provided new, previously unknown insights into the trained models and the corresponding entity prediction. Reducing the input data to the top 100 mRNA transcripts resulted in a minimal loss of prediction quality and could potentially enable application in clinical or real-world settings.
By introducing the ratios of these top 100 genes to each other as a new database for RF models, a novel method was developed enabling the use of trained RF models on data from other sources.
Further analysis of the transcriptomic differences of metastatic samples by visual clustering showed that there were no differences specific for the site of metastasis. Similarly, no distinct clusters were detectable when investigating primary tumors and metastases of cutaneous skin melanoma (SKCM).
Subsequently, more than half of the validation datasets had a prediction accuracy of at least 80%, with many datasets even achieving a prediction accuracy of – or close to – 100%.
To investigate the applicability of the used methods for subgroup identification, the TCGA-KIPAN dataset, consisting of the three major kidney cancer subgroups, was used. The results revealed a new, previously unknown subgroup consisting of all histopathological groups with clinically relevant characteristics, such as significantly different survival. Based on significant differences in gene expression, potential therapeutic options of the identified subgroup could be proposed.
Concludingly, in exploring the potential applicability of RNA-sequencing data as a basis for therapy prediction, it was shown that this type of data is suitable to predict entities as well as subgroups with high accuracy. Clinical relevance was also demonstrated for a novel subgroup in renal cell carcinoma. The reduction of the number of genes required for entity prediction to 100 genes, enables panel sequencing and thus demonstrates potential applicability in a real-life setting.
Allogenic hematopoietic stem cell transplantation (allo-HCT) is a curative therapy for the treatment of malignant and non-malignant bone marrow diseases. The major complication of this treatment is a highly inflammatory reaction known as Graft-versus-Host Disease (GvHD). Cyclosporin A (CsA) and tacrolimus are used to treat GvHD which limits inflammation but also interferes with the anticipated Graft-versus-Leukemia (GvL) effect. These drugs repress conventional T cells (Tcon) along with regulatory T cells (Treg), which are important for both limiting GvHD and supporting GvL. Both of these drugs inhibit calcineurin (CN), which dephosphorylates and activates the nuclear factor of activated T-cells (NFAT) family of transcription factors. Here, we make use of our Cd4cre.Cas9+ mice and developed a highly efficient non-viral CRISPR/Cas9 gene editing method by gRNA-only nucleofection. Utilizing this technique, we demonstrated that unstimulated mouse T cells upon NFATc1 or NFATc2 ablation ameliorated GvHD in a major mismatch mouse model. However, in vitro pre-stimulated mouse T cells could not achieve long-term protection from GvHD upon NFAT single-deficiency. This highlights the necessity of gene editing and transferring unstimulated human T cells during allo-HCT. Indeed, we established a highly efficient ribonucleoprotein (RNP)-mediated CRISPR/Cas9 gene editing for NFATC1 and/or NFATC2 in pre-stimulated as well as unstimulated primary human T cells. In contrast to mouse T cells, not NFATC1 but NFATC2 deficiency in human T cells predominantly affected proinflammatory cytokine production. However, either NFAT single-knockout kept cytotoxicity of human CD3+ T cells untouched against tumor cells in vitro. Furthermore, mouse and human Treg were unaffected upon the loss of a single NFAT member. Lastly, NFATC1 or NFATC2-deficient anti-CD19 CAR T cells, generated with our non-viral ‘one-step nucleofection’ method validated our observations in mouse and human T cells. Proinflammatory cytokine production was majorly dependent on NFATC2 expression, whereas, in vitro cytotoxicity against CD19+ tumor cells was undisturbed in the absence of either of the NFAT members. Our findings emphasize that NFAT single-deficiency in donor T cells is superior to CN-inhibitors as therapy during allo-HCT to prevent GvHD while preserving GvL in patients.
T lymphocytes (T cells) represent one of the major cell populations of the immune system. Named by the place of their development, the thymus, several types can be distinguished as the αβ T cells, the γδ T cells, the mucosa-associated invariant T cells (MAIT), and the natural killer T (NKT) cells. The αβ lineages of CD4+ THelper and the CD8+ T cytotoxic cells with the T cell receptor (TCR) composed of α- and β-chain are major players of the adaptive immune system. In the thymus, CD4+ and CD8+ single positive (SP) αβ cells represent the ultimate result of positive and negative selection of CD4+CD8+ double positive (DP) thymocytes. The DP population derives from the double negative (DN) thymocytes that develop from bone marrow-derived progenitors through different stages (DN1-DN4) that are characterized by CD25 and CD44 surface expression.
NFATc1, a member of the Nuclear Factor of Activated T cells (NFAT) transcription factors family, is critically involved in the differentiation and function of T cells. During thymocyte development, the nuclear expression of NFATc1 reaches the highest level at the DN3 (CD44-CD25+) stage. The hematopoietic cell-specific ablation of NFATc1 activity results in an arrest of thymocyte differentiation at the DN1 (CD44+CD25-) stage. On the other hand, over-expression of a constitutively active version of NFATc1 results in an impaired transition of DN3 cells to the DN4 (CD44-CD25-) stage, suggesting that a certain threshold level of NFATc1 activity is critical at this point.
ChIP-seq and RNA-seq analysis allowed us the identification of NFATc1/A target genes involved in lineage development as the Tcra and Tcrb gene loci. Furthermore, we identified multiple NFATc1-regulated genes that are involved in γδ T cell development. In the mouse models, Rag1Cre-Nfatc1fl/fl and Rag1Cre-E2fl/fl, in which the activity of NFATc1 or inducible NFATc1 in the latter is impaired during the early stages of thymocyte development, we observed increased numbers of γδ T cells. These γδ T cells showed an unusual overexpression of CD4, a lack of CD24 expression, and overexpression of the anti-apoptotic gene Bcl2a1a.
We hypothesize that during the DN stages NFATc1 plays an important role in regulating crucial steps of αβ thymocyte development and when NFATc1 activity is missing this may disturb αβ development resulting in alternative cell fates like γδ T cells.
The defense against invading pathogens is, amongst other things, mediated via the action of antibodies. Class-switched antibodies and antibodies of high affinity are produced by plasma cells descending from germinal center B (GCB) cells. GCB cells develop in the germinal center (GC), a specialized microstructure found in the B-cell follicle of secondary lymphoid organs. GCB-cell maturation and proliferation are supported by follicular T- helper (Tfh) cells. On the other hand, follicular regulatory T (Tfr) cells control this process in quantity and quality preventing, for instance, the formation of autoantibodies directed against endogenous structures. The development of GCB, Tfh and Tfr cells essentially depends on the migration into the GC, which is mediated via the expression of the chemokine receptor CXCR5.
One transcription factor highly expressed in follicular T cells, comprising Tfh and Tfr cells, is NFATc1. Tfr cells additionally express the transcriptional repressor Blimp-1, which is not expressed in Tfh cells. We found that NFATc1 is transactivating Cxcr5 via response elements in the promoter and enhancer in vitro. Blimp-1 binds to the same elements, transactivating Cxcr5 expression in cooperation with NFATc1, whilst mediating Cxcr5- repression on its own. In Tfr cells Blimp-1 suppresses CXCR5 expression in the absence of NFATc1. Blimp-1 itself is necessary to restrict Tfr-cell frequencies and to mediate Tfr- cell function as in mice with Blimp-1-ablated Tregs high frequencies of Tfr cells do not reduce GCB- or Tfh cell frequencies. NFATc1 and Blimp-1 double deficient Tfr cells show additional loss of function, which becomes visible in clearly expanded antibody titers.
To evaluate the function of NFATc1 in Tfr cells, we not only deleted it, but also overexpressed a constitutive active form of NFATc1/aA (caNFATc1/aA) in regulatory T cells (Tregs). The latter is leading to an upregulation of CXCR5 per cell, without changing Tfh or Tfr-cell frequencies. However, the high density of surface CXCR5 enhances the migration of Tfr cells deep into the GC, which results in a tighter control of the antigen- specific humoral immune response. Additionally, caNFATc1/aA increases the expression of genes coding for Tfr effector molecules like Il1rn, Il10, Tigit and Ctla4. Interestingly, this part of the transcriptional change is dependent on the presence of Blimp-1. Furthermore, Blimp-1 regulates the expression of multiple chemokine receptor genes on the background of caNFATc1/aA.
In contrast, when caNFATc1/aA is overexpressed in all T cells, the frequencies of Tfh- and GCB cells are dominantly reduced. This effect seems to stem from the conventional T- cell (Tcon) side, most probably originating from increased secretion of interleukin-2 (IL- 2) via the caNFATc1/aA overexpressing Tcons. IL-2 is known to hinder the germinal center reaction (GCR) and it might in its abundance not be neutralizable by Tfr cells.
Taken together, NFATc1 and Blimp-1 cooperate to control the migration of Tfr cells into the GC. Tfr cells in the GC depend on NFATc1 and Blimp-1 to perform their proper function. Overexpression of caNFATc1 in Tregs strengthens Tfr function in a Blimp-1-dependent manner, whilst overexpression of caNFATc1 in all T cells dominantly diminishes the GCR.
Multiple myeloma (MM) is a disease of terminally differentiated B-cells which accumulate in the bone marrow leading to bone lesions, hematopoietic insufficiency and hypercalcemia. Genetically, MM is characterized by a great heterogeneity. A recent next-generation sequencing approach resulted in the identification of a signaling network with an accumulation of mutations in receptor-tyrosine kinases (RTKs), adhesion molecules and downstream effectors. A deep-sequencing amplicon approach of the coding DNA sequence of the six RTKs EPHA2, EGFR, ERBB3, IGF1R, NTRK1 and NTRK2 was conducted in a patient cohort (75 MM samples and 68 corresponding normal samples) of the “Deutsche Studiengruppe Multiples Myelom (DSMM)” to further elucidate the role of RTKs in MM. As an initial approach the detected mutations were correlated with cytogenetic abnormalities and clinical data in the course of this thesis. RTK mutations were present in 13% of MM patients of the DSMM XI trial and accumulated in the ligand-binding and tyrosine-kinase domain. The newly identified mutations were associated with an adverse patient survival, but not with any cytogenetic abnormality common in MM. Especially rare patient-specific SNPs (single nucleotide polymorphism) had a negative impact on patient survival. For a more comprehensive understanding of the role of rare RTK SNPs in MM, a second amplicon sequencing approach was performed in a patient cohort of the DSMM XII trial that included 75 tumor and 184 normal samples. This approach identified a total of 23 different mutations in the six RTKs EPHA2, EGFR, ERBB3, IGF1R, NTRK1 and NTRK2 affecting 24 patients. These mutations could furthermore be divided into 20 rare SNPs and 3 SNVs (single nucleotide variant). In contrast to the first study, the rare SNPs were significantly associated with the adverse prognostic factor del17p.
IGF1R was among the most commonly mutated RTKs in the first amplicon sequencing approach and is known to play an important role in diverse cellular processes such as cell proliferation and survival. To study the role of IGF1R mutations in the hard-to-transfect MM cells, stable IGF1R-knockdown MM cell lines were established. One of the knockdown cell lines (L363-C/C9) as well as a IGF1R-WT MM cell line (AMO1) were subsequently used for the stable overexpression of WT IGF1R and mutant IGF1R (N1129S, D1146N). Overall, an impact on the MAPK and PI3K/AKT signaling pathways was observed upon the IGF1R knockdown as well as upon WT and mutant IGF1R overexpression. The resulting signaling pattern, however, differed between different MM cell lines used in this thesis as well as in a parallel performed master thesis which further demonstrates the great heterogeneity described in MM.
Taken together, the conducted sequencing and functional studies illustrate the importance of RTKs and especially of IGF1R and its mutants in the pathogenesis of MM. Moreover, the results support the potential role of IGF1R as a therapeutic target for a subset of MM patients with mutated IGF1R and/or IGF1R overexpression.
Acetylcholine (ACh) mediates transmission at vertebrate neuromuscular junctions and many other synapses. The postsynaptic ACh receptors at neuromuscular junctions are of the nicotinic subtype (nAChRs). They are among the best studied receptor channels and often serve as models or receptor prototypes. Despite a wealth of information on muscle type nAChRs so far little is known about species specific functional differences. In this work, mouse and human adult muscle type nAChRs are investigated.
Cell attached recordings in the HEK293T heterologous expression system provided evidence that the ACh affinity of recombinant mouse and human adult muscle type nAChRs are different. To clarify this, I compared these receptors in outside-out patches employing a system for fast agonist application. Thus, the individual membrane patches with receptors can be exposed to various ligand concentrations. In response to 10 and 30 µM ACh normalized peak currents (î) were significantly larger and current rise-time (tr) shorter in human than in mouse receptors. Analyzing dose-response curves of î and tr and fitting them with a two-step equivalent binding-site kinetic mechanism revealed a two-fold higher ACh association rate constant in human compared to mouse receptors. Furthermore, human nAChRs were blocked faster in outside-out patches by superfusion of 300 nM α-Bungarotoxin (α-Bgtx) than mouse nAChRs. Finally, human nAChRs in outside-out patches showed higher affinity at 3 µM ACh than chimeric receptors consisting of mouse α- and human β-, γ- and ε-subunits. The higher affinity of human than mouse receptors for ACh and α-Bgtx is thus at least in part due to sequence difference in their α-subunits.
While numerous experiments on NFAT were already performed with CD4+ T cells showing defective cytokine release and a reduced T helper cell development, no detailed studies existed for CD8+ T cells. From this point, we wanted to examine the impact of NFATc1 and c2 on the physiological functions of CD8+ T cells in vitro and in vivo. Therefore, we used a murine infection model with the bacteria Listeria monocytogenes and mice in which NFATc1 was specifically depleted in the T cell compartment.
Our first in vitro studies showed a typical NFATc1 and c2 nuclear translocation and changes on mRNA levels upon T cell activation similarly in CD4+ as well as in CD8+ T cells extracted from wild type mice. NFAT nuclear translocation is important for target gene activation and generation of effector functions. Stimulated T cell populations lacking NFATc1 and/or NFATc2 showed a markedly decreased expression of Th1/Tc1 cytokines, as e.g. IL 2 and IFNγ being important for the clearance of intracellular pathogens. From our in vitro model for the generation of allogenically reactive cytotoxic CD8+ T cells, we revealed a decreased killing and lytic granule-release capacity in Nfatc1 inactivated CD8+ T cells whereas NFATc2-/- cytotoxic T cells did not show an altered cytotoxic response compared to wild type cells.
Interestingly, we found lytic granules accumulated and mitochondria not getting translocated to the immunological synapse upon re-stimulation in NFATc1-deficient CD8+ T cells. Together with results showing the CsA insensitivity of the CTL killing/degranulation capacities, we assume that some major cellular processes are affected by NFATc1 which are not directly linked to the TCR-induced signal transduction cascade.
We also showed the importance of NFATc1 in T cells during intracellular infections with the bacteria Listeria monocytogenes in an in vivo mouse model. After five days, only few bacteria were detected in wt mice whereas high amounts of Listeria particles were extracted from livers of Nfatc1fl/fl x Cd4 cre mice. Although the reactivity towards the pathogen was similar in both groups, a decreased cytokine expression in NFATc1-/- CD8+ T cells was observed together with an altered memory cell generation.
Our results show the importance of NFATc1 in CD8+ T cells and give some clue for a possible connection to other basal cellular functions, as e.g. the formation of an immunological synapse.
Burkitt's lymphoma (BL) is a very aggressive, germinal center-derived B cell lymphoma. It mostly occurs in children from equatorial Africa who carry both the Epstein-Barr virus and the pathogens for malaria. Aside from this endemic form, there are also sporadic and immunosuppressive forms of BL. The most important characteristics are both the “starry sky” macrophages - from a histological point of view - and the translocation of MYC to one of the immunoglobulin enhancers at the molecular level. In addition to MYC overexpression several mutations, e.g. in p53 or cyclin D3, or constitutive active PI3-kinase signaling contribute to lymphoma genesis.
Furthermore, NFAT factors seem also to play a crucial role. In human BL cell lines and murine Myc-driven tumors, the pro survival factor NFATc1 is highly expressed and present in the nuclei. To interfere with the NFAT pathway in lymphoma formation, I tested the “classical” way by inhibition of calcineurin (CN) with CsA, FK506 or VIVIT. Surprisingly, CN inhibition was not sufficient to induce a complete cytoplasmic translocation of NFATc1. Furthermore, CN inhibitors affected cellular survival and proliferation only at atypical high concentrations. Investigation of other pathways, like the PI3-kinase or JAK3, excluded the possibility that they promote NFATc1 activity. Finally, I treated NFATc1 over-expressing BL and pancreatic cancer cell lines with gallium nitrate that turned out to be a very potent inhibitor of cell survival. Gallium nitrate suppressed NFATc1 and MYC transcription though protein stability was not affected.
Regarding the regulation of NFATc1 by MYC-overexpression, the data obtained in my work suggested that (1) NFATc1 mRNA level is down-regulated in murine cells, (2) NFATc1 protein level is up-regulated in both human and murine cells, and (3) MYC supports NFATc1’s nuclear residence.
Finally, I discovered Myc-driven tumor cells as potential “starry sky” macrophages. Under certain conditions, mainly concerning calcium signaling, they change their outward appearance, surface marker expression, and gain the ability for phagocytosis.
For the future, the discovery that gallium acts through NFATc1 in BL and probably numerous other cancer types opens up new strategies for therapeutic interventions.
Peritonitis is a common disease in man, frequently caused by fungi, such as Candida albicans; however, in seldom cases opportunistic infections with Saccharomyces cerevisiae are described. Resident peritoneal macrophages (prMΦ) are the major group of phagocytic cells in the peritoneum. They express a broad range of surface pattern recognition receptors (PRR) to recognize invaders. Yeast infections are primarily detected by the Dectin-1 receptor, which triggers activation of NFAT and NF-κB pathways.
The transcription of the Nfatc1 gene is directed by the two alternative promoters, inducible P1 and relatively constitutive P2 promoter. While the role of P1-directed NFATc1α-isoforms to promote survival and proliferation of activated lymphocytes is well-established, the relevance of constitutively generated NFATc1β-isoforms, mainly expressed in resting lymphocytes, myeloid and non-lymphoid cells, remains unclear. Moreover, former work at our department indicated different roles for NFATc1α- and NFATc1β-proteins in lymphocytes.
Our data revealed the functional role of NFATc1 in peritoneal resident macrophages. We demonstrated that the expression of NFATc1β is required for a proper immune response of prMΦ during fungal infection-induced acute peritonitis. We identified Ccl2, a major chemokine produced in response to fungal infections by prMΦ, as a novel NFATc1 target gene which is cooperatively regulated through the NFAT- and canonical NF-κB pathways. Consequently, we showed that NFATc1β deficiency in prMΦ results in a decreased infiltration of inflammatory monocytes, leading to a delayed clearance of peritoneal fungal infection.
We could further show that the expression of NFATc1β-isoforms is irrelevant for homeostasis of myeloid and adaptive immune system cells and that NFATc1α- (but not β-) isoforms are required for a normal development of peritoneal B1a cells. In contrast to the situation in myeloid cells, NFATc1β deficiency is compensated by increased expression of NFATc1α-isoforms in lymphoid cells. As a consequence, NFATc1ß is dispensable for activation of the adaptive immune system.
Taken together our results illustrate the redundancy and indispensability of NFATc1-isoforms in the adaptive and innate immune system, indicating a complex regulatory system for Nfatc1 gene expression in different compartments of the immune system and likely beyond that.
The transcription factor NFATc1 has been shown to regulate the activation and differentiation of T-cells and B-cells, of DCs and megakaryocytes. Dysregulation of NFAT signaling was shown to be associated with the generation of autoimmune diseases, malignant transformation and the development of cancer [71]. The primary goal of this work was to gain insights on Nfatc1 induction and regulation in lymphocytes and to find new direct NFATc1 target genes. Three new BAC -transgenic reporter mouse strains (tgNfatc1/Egfp, tgNfatc1/DE1 and tgNfatc1/DE2) were applied to analyze Nfatc1 induction and regulation in primary murine B- and T-cells. As a result, we were able to show the persistent requirement of immunoreceptor-signaling for constant Nfatc1 induction, particularly, for NFATc1/αA expression. Furthermore, we showed that NF-κB inducing agents, such as LPS, CpG or CD40 receptor engagement, in combination with primary receptor-signals, positively contributed to Nfact1 induction in B-cells [137]. We sought to establish a new system which could help to identify direct NFATc1 target genes by means of ChIP and NGS in genom-wide approaches. We were able to successfully generate a new BAC-transgene encoding a biotinylatable short isoform of NFATc1, which is currently injected into mice oocyte at the TFM in Mainz. In addition, in vivo biotinylatable NFATc1–isoforms were cloned and stably expressed in the murine B-cell lymphoma line WEHI-231. The successful use of these cells stably overexpressing either the short NFATc1/αA or the long NFATc1/βC isoform along with the bacterial BirA biotin ligase was confirmed by intracellular stainings, FACS analysis, confocal microscopy and protein IP. By NGS, we detected 2185 genes which are specifically controlled by NFATc1/αA, and 1306 genes which are exclusively controlled by NFATc1/βC. This shows that the Nfatc1 locus encodes “two genes” which exhibit alternate, in part opposite functions. Studies on the induction of apoptosis and cell-death revealed opposed roles for the highly inducible short isoform NFATc1/αA and the constantly expressed long isoform NFATc1/βC. These findings were confirmed by whole transcriptome-sequencing performed with cells overexpressing NFATc1/αA and NFATc1/βC. Several thousand genes were found to be significantly altered in their expression profile, preferentially genes involved in apoptosis and PCD for NFATc1/βC or genes involved in transcriptional regulation and cell-cycle processes for NFATc1/αA. In addition we were able to perform ChIP-seq for NFATc1/αA and NFATc1/βC in an ab-independent approach. We found potential new target-sites, but further studies will have to address this ambitious goal in the future. In individual ChIP assays, we showed direct binding of NFATc1/αA and NFATc1/βC to the Prdm1 and Aicda promoter regions which are individually controlled by the NFATc1 isoforms.