Summary Polyploidy is an important evolutionary force, yet epigenetic mechanisms, such as DNA methylation, that regulate genome‐wide expression of duplicated genes remain largely unknown. Here, we use Tragopogon (Asteraceae) as a model system to discover patterns and temporal dynamics of DNA methylation in recently formed polyploids. The naturally occurring allotetraploid Tragopogon miscellus formed in the last 95–100 yr from parental diploids Tragopogon dubius and T. pratensis. We profiled the DNA methylomes of these three species using whole‐genome bisulfite sequencing. Genome‐wide methylation levels in T. miscellus were intermediate between its diploid parents. However, nonadditive CG and CHG methylation occurred in transposable elements (TEs), with variation among TE types. Most differentially methylated regions (DMRs) showed parental legacy, but some novel DMRs were detected in the polyploid. Differentially methylated genes (DMGs) were also identified and characterized. This study provides the first assessment of both overall and locus‐specific patterns of DNA methylation in a recent natural allopolyploid and shows that novel methylation variants can be generated rapidly after polyploid formation. Together, these results demonstrate that mechanisms to regulate duplicate gene expression may arise soon after allopolyploid formation and that these mechanisms vary among genes.
The nervous system plays an important role in human health and disease, and the unique morphologies of the neurons underlie its ability to interface with tissues and organs throughout the entire body. In vitro, neurons can be grown alone or with other cell types to gain insight into how they communicate with other cell types in a more controlled experimental setup. To measure neuron growth and to study neuronal connectivity in vitro, neurite identification is an essential readout. However, non-specific binding of fluorescence probes, a fundamental issue of fluorescence imaging, impairs neurite identification through conventional mathematical morphology-based methods, especially in neuron and other cell type co-culture imaging conditions. Here, we utilized a deep learning algorithm and developed a computational tool called DeepNeurite (TM), to overcome this challenge. We demonstrated that DeepNeurite (TM) can accurately identify neurite structure in images acquired from microfluidic compartmentalized chambers where neurons were co-cultured, such as with a human prostate cancer cell line, PC3. We further validated that the model can be generalized to handle a direct co-culture in which neurons and lung cancer cells (DMS273) are grown intermingled in the same well. Using this method, we observed more neurite growth into PC3 containing chambers in microfluidic compartmentalized chambers, which could be blocked by an NGF antibody. Finally, we applied DeepNeurite (TM) coupled with functional calcium imaging to study the communication of primary sensory neurons and cancer cells. We showed that the cancer cells closer to neurites exhibit greater calcium activity in response to neuronal stimulation. This method opens lots of opportunities to study the effect of neurons on various other cell types. This model could further tackle the off-target labeling of the fluorescence probe in other subcellular structures or cell types.
Solid tumours are innervated by nerve fibres that arise from the autonomic and sensory peripheral nervous systems 1 – 5 . Whether the neo-innervation of tumours by pain-initiating sensory neurons affects cancer immunosurveillance remains unclear. Here we show that melanoma cells interact with nociceptor neurons, leading to increases in their neurite outgrowth, responsiveness to noxious ligands and neuropeptide release. Calcitonin gene-related peptide (CGRP)—one such nociceptor-produced neuropeptide—directly increases the exhaustion of cytotoxic CD8 + T cells, which limits their capacity to eliminate melanoma. Genetic ablation of the TRPV1 lineage, local pharmacological silencing of nociceptors and antagonism of the CGRP receptor RAMP1 all reduced the exhaustion of tumour-infiltrating leukocytes and decreased the growth of tumours, nearly tripling the survival rate of mice that were inoculated with B16F10 melanoma cells. Conversely, CD8 + T cell exhaustion was rescued in sensory-neuron-depleted mice that were treated with local recombinant CGRP. As compared with wild-type CD8 + T cells, Ramp1 −/ − CD8 + T cells were protected against exhaustion when co-transplanted into tumour-bearing Rag1 -deficient mice. Single-cell RNA sequencing of biopsies from patients with melanoma revealed that intratumoral RAMP1 -expressing CD8 + T cells were more exhausted than their RAMP1 -negative counterparts, whereas overexpression of RAMP1 correlated with a poorer clinical prognosis. Overall, our results suggest that reducing the release of CGRP from tumour-innervating nociceptors could be a strategy to improve anti-tumour immunity by eliminating the immunomodulatory effects of CGRP on cytotoxic CD8 + T cells.
Populus has a wide ecogeographical range spanning the Northern Hemisphere, and exhibits abundant distinct species and hybrids globally. Populus tomentosa Carr. is widely distributed and cultivated in the eastern region of Asia, where it plays multiple important roles in forestry, agriculture, conservation, and urban horticulture. Reference genomes are available for several Populus species, however, our goals were to produce a very high quality de novo, chromosome-level genome assembly in P. tomentosa genome that could serve as a reference for evolutionary and ecological studies of hybrid speciation. Here, combining long-read sequencing and Hi-C scaffolding, we present a high-quality, haplotype-resolved genome assembly. The genome size was 740.2 Mb, with a contig N50 size of 5.47 Mb and a scaffold N50 size of 46.68 Mb, consisting of 38 chromosomes, as expected with the known diploid chromosome number (2n=2x=38). A total of 59,124 protein-coding genes were identified. Phylogenomic analyses revealed that P. tomentosa is comprised of two distinct subgenomes, which we deomonstrate is likely to have resulted from hybridization between Populus adenopoda as the female parent and Populus alba var. pyramidalis as the male parent, approximately 3.93 Mya. Although highly colinear, significant structural variation was also found between the two subgenomes. Our study provides a valuable resource for ecological genetics and forest biotechnology.
Transcriptomics and sequencing analyses of tumors from patients provide invaluable information about the cells present in the tumor microenvironment (TME); however, nerves, whose cell bodies are absent from most peripheral TMEs, have eluded such approaches. Recent emerging data highlight the functional importance of innervation in the TME and its contribution to tumor progression, metastasis, and treatment resistance. The Exoneural Platform developed at Cygnal Therapeutics allows for investigation of complex biology in the context of multi-cell culture conditions in vitro and in vivo. As part of this platform, we have developed tools for rapid and selective manipulation of different cell types with the ability to monitor multiple cell specific read-outs. Here, we used a combination of approaches including RNA-seq, bioinformatics, immunohistochemistry, and microscopy to investigate the role of synaptic function in cancer biology. Transcriptomics analyses on co-cultures revealed a direct interaction between nerves and cancer cells based on cell type specific gene expression and ligand - receptor interaction assessment. Both neurons and cancer cells showed a profound shift in their gene expression profile when cultured together. This differential gene expression was reversed if neurons were ablated, pointing to the reversibility of this change and, potentially, the disease state itself. Examination for presence and function of synaptic proteins showed that synaptic proteins, such as PSD95 and synapsin1, were expressed in co-cultures, and in many cases, a co-localization of pre - and post - synaptic markers was observed. Selective stimulation of dorsal ganglion root (DRG) neurons, co-cultured with cancer cells, resulted in a robust and acute increase of cytosolic calcium in cancer cells. Bioinformatic image analysis confirmed that this calcium influx in cancer cells directly correlated with proximity and density of neurites to cancer cells. A calcium response was not observed if DRGs and cancer cells were cultured in two separate chambers between which media can freely travel, confirming that close proximity is required for this interaction. Pharmacological and genetic knock down of key synaptic proteins resulted in changes in cancer cell calcium influx and affected proliferation and gene expression. Bioinformatics analyses, based on public and proprietary data, have identified the synaptic pathway as a major contributing node that influences cancer cell biology in the context of several cancer types. These data collectively point to the importance of exoneural biology, and more specifically, synaptic biology in cancer. More importantly, these results are likely to suggest new oncology targets that have not been identified or pursued previously. Citation Format: Monica Thanawala, Chih-Chieh Wang, Jesse G. Turner, Kai-Chih Huang, Lexiang Ji, Alison Miller, Alexandria Fink, Shan Lou, Alexandra B. Lantermann, Hongyue Dai, John A. Wagner, Grazia Piizi, Jonathan B. Hurov, Pearl Huang, Amir M. Sadaghiani. Neural communication to peripheral tumors regulates cancer cell activity [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2021; 2021 Apr 10-15 and May 17-21. Philadelphia (PA): AACR; Cancer Res 2021;81(13_Suppl):Abstract nr 1450.
Solid tumors are innervated by nerve fibers that arise from the autonomic and sensory peripheral nervous systems. In prostate cancer, doublecortin-expressing neural progenitors initiate autonomic adrenergic neurogenesis1 which facilitates tumor development and dissemination2, via an angiogenic switch that fuels cancer growth3,4. Similarly, a loss of TP53 drives the reprogramming of tumor-innervating sensory nerves into adrenergic neurons in head and neck tumors, which promotes tumor growth5. However, the impact of tumor neo-innervation by pain-initiating sensory neurons remains unclear. We show that melanoma cells interact with nociceptors, increasing neurite outgrowth, responsiveness to noxious ligands, and neuropeptide release. In turn, CGRP, a nociceptor-produced neuropeptide, directly increases exhaustion of cytotoxic CD8+ T-cells (PD1+Lag3+Tim3+IFNγ-), limiting their capacity to eliminate melanoma. Genetic NaV1.8 or TRPV1 lineage ablation, local pharmacological silencing or blockade of neuropeptide release from tumor-innervating nociceptors, and the antagonism of the CGRP receptor RAMP1, all blunt tumor-infiltrating leukocyte exhaustion, and tumor growth, nearly tripling survival of B16F10-inoculated mice. Inversely, CD8+ T-cell exhaustion increased following optogenetic activation of tumor-innervating NaV1.8 neurons+ and was rescued in sensory neuron depleted mice treated with recombinant CGRP. In comparison to wild-type CD8+ T-cells, RAMP1-/- CD8+ T-cells were protected from undergoing exhaustion when co-transplanted into tumor-bearing Rag1 deficient mice. Single-cell RNA sequencing of patient tumors revealed that intratumoral RAMP1-expressing CD8+ T-cells are more exhausted than their RAMP1 negative counterparts. RAMP1 expression in intratumoral CD8+ T-cells was also associated with resistance to immune checkpoint inhibitor treatment, while RAMP1 overexpression within the tumor correlated with a worse clinical prognosis. We conclude that reducing CGRP release from tumor-innervating nociceptors, by eliminating its immunomodulatory action on cytotoxic CD8+ T-cells, constitutes a useful strategy to safeguard anti-tumor immunity.
Tumor innervation has recently been documented and characterized in various settings and tumor types. However, the role that nerves innervating tumors play in the pathogenesis of cancer has not been clarified. In this study, we searched for neural signaling from bulk RNA sequencing from The Cancer Genome Atlas (TCGA) dataset and looked for patterns of interactions between different cell types within the tumor environment. Using a presynapse signature (PSS) as a probe, we showed that multiple stromal cell types crosstalk and/or contribute to neural signals. Based on the correlation and linear regression, we hypothesized that neural signals contribute to an immune-suppressive tumor microenvironment (TME). To test this hypothesis, we performed in vitro dorsal root ganglion (DRG)/macrophage coculture experiments. Compared to the M2 macrophage monoculture, the DRG/M2 macrophage coculture prevented anti-inflammatory M2 to pro-inflammatory M1 polarization by LPS stimulation. Finally, a survey of different TCGA tumor types indicated that higher RNA neural signature is predictive of poor patient outcomes in multiple tumor types.
Populus tomentosa is widely distributed and cultivated in the Northern and Central China, where it is of great economic and ecological importance. However, the origin of P. tomentosa remains controversial. Here, we used a PacBio+Hi-C+Illumina strategy to sequence and assemble its 740.2 Mb (2n) genome. The assembly accounts for greater than 92.1% of the 800-megabase genome, comprises 38 chromosomes, and contains 59,124 annotated protein-coding genes. Phylogenomic analyses elucidated dynamic genome evolution events among its closely related white poplars, and revealed that tomentosa is comprised of two subgenomes, which we deomonstrate is likely to have resulted from hybridization between Populus adenopoda as the female, and Populus alba var. pyramidalis as the male, around 3.93 Mya. We also detected structural variations and allele-indels across genome. Our study presents a high quality and well assembled genome, unveils the origin of the widely distributed and planted P. tomentosa, and provides a powerful resource for comparative plant biology, breeding, and biotechnology.
AbstractPopulus tomentosais widely distributed and cultivated in the Northern and Central China, where it is of great economic and ecological importance. However, the origin ofP. tomentosaremains controversial. Here, we used a PacBio+Hi-C+Illumina strategy to sequence and assemble its 740.2 Mb (2n) genome. The assembly accounts for greater than 92.1% of the 800-megabase genome, comprises 38 chromosomes, and contains 59,124 annotated protein-coding genes. Phylogenomic analyses elucidated dynamic genome evolution events among its closely related white poplars, and revealed thattomentosais comprised of two subgenomes, which we deomonstrate is likely to have resulted from hybridization betweenPopulus adenopodaas the female, andPopulus albavar.pyramidalisas the male, around 3.93 Mya. We also detected structural variations and allele-indels across genome. Our study presents a high quality and well assembled genome, unveils the origin of the widely distributed and plantedP. tomentosa, and provides a powerful resource for comparative plant biology, breeding, and biotechnology.
In plants and mammals, DNA methylation plays a critical role in transcriptional silencing by delineating heterochromatin from transcriptionally active euchromatin. A homeostatic balance between heterochromatin and euchromatin is essential to genomic stability. This is evident in many diseases and mutants for heterochromatin maintenance, which are characterized by global losses of DNA methylation coupled with localized ectopic gains of DNA methylation that alter transcription. Furthermore, we have shown that genome-wide methylation patterns in Arabidopsis thaliana are highly stable over generations, with the exception of rare epialleles. However, the extent to which natural variation in the robustness of targeting DNA methylation to heterochromatin exists, and the phenotypic consequences of such variation, remain to be fully explored. Here we describe the finding that heterochromatin and genic DNA methylation are highly variable among 725 A. thaliana accessions. We found that genic DNA methylation is inversely correlated with that in heterochromatin, suggesting that certain methylation pathway(s) may be redirected to genes upon the loss of heterochromatin. This redistribution likely involves a feedback loop involving the DNA methyltransferase, CHROMOMETHYLASE 3 (CMT3), H3K9me2, and histone turnover, as highly expressed, long genes with a high density of CMT3-preferred CWG sites are more likely to be methylated. Importantly, although the presence of CG methylation in genes alone may not affect transcription, genes containing CG methylation are more likely to become methylated at non-CG sites and silenced. These findings are consistent with the hypothesis that natural variation in DNA methylation homeostasis may underlie the evolution of epialleles that alter phenotypes.
In many plant species, a subset of transcribed genes are characterized by strictly CG-context DNA methylation, referred to as gene body methylation (gbM). The mechanisms that establish gbM are unclear, yet flowering plant species naturally without gbM lack the DNA methyltransferase, CMT3, which maintains CHG (H = A, C, or T) and not CG methylation at constitutive heterochromatin. Here, we identify the mechanistic basis for gbM establishment by expressing CMT3 in a species naturally lacking CMT3. CMT3 expression reconstituted gbM through a progression of de novo CHG methylation on expressed genes, followed by the accumulation of CG methylation that could be inherited even following loss of the CMT3 transgene. Thus, gbM likely originates from the simultaneous targeting of loci by pathways that promote euchromatin and heterochromatin, which primes genes for the formation of stably inherited epimutations in the form of CG DNA methylation.
DNA methylation and epigenetic silencing play important roles in the regulation of transposable elements (TEs) in many eukaryotic genomes. A majority of the maize genome is derived from TEs that can be classified into different orders and families based on their mechanism of transposition and sequence similarity, respectively. TEs themselves are highly methylated and it can be tempting to view them as a single uniform group. However, the analysis of DNA methylation profiles in flanking regions provides evidence for distinct groups of chromatin properties at different TE families. These differences among TE families are reproducible in different tissues and different inbred lines. TE families with varying levels of DNA methylation in flanking regions also show distinct patterns of chromatin accessibility and modifications within the TEs. The differences in the patterns of DNA methylation flanking TE families arise from a combination of non-random insertion preferences of TE families, changes in DNA methylation triggered by the insertion of the TE and subsequent selection pressure. A set of nearly 70,000 TE polymorphisms among four assembled maize genomes were used to monitor the level of DNA methylation at haplotypes with and without the TE insertions. In many cases, TE families with high levels of DNA methylation in flanking sequence are enriched for insertions into highly methylated regions. The majority of the >2,500 TE insertions into unmethylated regions result in changes in DNA methylation in haplotypes with the TE, suggesting the widespread potential for TE insertions to condition altered methylation in conserved regions of the genome. This study highlights the interplay between TEs and the methylome of a major crop species.
Duplication and divergence of primary pathway genes underlie the evolution of plant specialized metabolism; however, mechanisms partitioning parallel hormone and defence pathways are often speculative. For example, the primary pathway intermediate ent -kaurene is essential for gibberellin biosynthesis and is also a proposed precursor for maize antibiotics. By integrating transcriptional coregulation patterns, genome-wide association studies, combinatorial enzyme assays, proteomics and targeted mutant analyses, we show that maize kauralexin biosynthesis proceeds via the positional isomer ent -isokaurene formed by a diterpene synthase pair recruited from gibberellin metabolism. The oxygenation and subsequent desaturation of ent -isokaurene by three promiscuous cytochrome P450s and a new steroid 5α reductase indirectly yields predominant ent -kaurene-associated antibiotics required for Fusarium stalk rot resistance. The divergence and differential expression of pathway branches derived from multiple duplicated hormone-metabolic genes minimizes dysregulation of primary metabolism via the circuitous biosynthesis of ent -kaurene-related antibiotics without the production of growth hormone precursors during defence.
Somatic embryogenesis is an important tissue culture technique that sometimes leads to phenotypic variation via genetic and/or epigenetic changes. To understand the genomic and epigenomic impacts of somatic embryogenesis, we characterized soybean (Glycine max) epigenomes sampled from embryos at 10 different stages ranging from 6 weeks to 13 years of continuous culture. We identified genome-wide increases in DNA methylation from cultured samples, especially at CHH sites. The hypermethylation almost exclusively occurred in regions previously possessing non-CG methylation and was accompanied by increases in the expression of genes encoding the RNA-directed DNA methylation (RdDM) machinery. The epigenomic changes were similar between somatic and zygotic embryogenesis. Following the initial global wave of hypermethylation, rare decay events of maintenance methylation were observed, and the extent of the decay increased with time in culture. These losses in DNA methylation were accompanied by downregulation of genes encoding the RdDM machinery and transcriptome reprogramming reminiscent of transcriptomes during late-stage seed development. These results reveal a process for reinforcing already silenced regions to maintain genome integrity during somatic embryogenesis over the short term, which eventually decays at certain loci over longer time scales.
An amendment to this paper has been published and can be accessed via a link at the top of the paper.
A major barrier to both metabolic engineering and fundamental biological studies is the lack of genetic tools in most microorganisms. One example is Clostridium thermocellum ATCC 27405T, where genetic tools are not available to help validate decades of hypotheses. A significant barrier to DNA transformation is restriction-modification systems, which defend against foreign DNA methylated differently than the host. To determine the active restriction-modification systems in this strain, we performed complete methylome analysis via single-molecule, real-time sequencing to detect 6-methyladenine and 4-methylcytosine and the rarely used whole-genome bisulfite sequencing to detect 5-methylcytosine. Multiple active systems were identified, and corresponding DNA methyltransferases were expressed from the Escherichia coli chromosome to mimic the C. thermocellum methylome. Plasmid methylation was experimentally validated and successfully electroporated into C. thermocellum ATCC 27405. This combined approach enabled genetic modification of the C. thermocellum-type strain and acts as a blueprint for transformation of other non-model microorganisms.
DNA methylation in the promoters of plant genes sometimes leads to transcriptional repression, and the wholesale removal of DNA methylation as seen in methyltransferase mutants results in drastic changes in gene expression and severe developmental defects. However, many cases of naturally-occurring DNA methylation variations have been reported, whereby the altered expression of differentially methylated genes is responsible for agronomically important traits. The ability to manipulate plant methylomes to generate populations of epigenetically distinct individuals could provide invaluable resources for breeding and research purposes. Here we describe “epimutagenesis”, a novel method to rapidly generate variation of DNA methylation through random demethylation of the Arabidopsis thaliana genome. This method involves the expression of a human Ten-eleven translocation (TET) enzyme, and results in widespread hypomethylation that can be inherited to subsequent generations, mimicking mutants in the maintenance DNA methyltransferase met1 . Application of TET-mediated epimutagenesis to agriculturally significant plants may result in differential expression of alleles normally silenced by DNA methylation, uncovering previously hidden phenotypic variations.
Behaviour is often a front line response to changing environments. Recent studies show behavioural changes are associated with changes of gene expression; however, these studies have primarily focused on discrete behavioural states. We build on these studies by addressing additional contexts that produce qualitatively similar behavioural changes. We measured levels of gene expression and cytosine methylation, which is hypothesized to regulate the transcriptional architecture of behavioural transitions, within the brain during male parental care of the burying beetle Nicrophorus vespilloides in a factorial design. Male parenting is a suitably plastic behaviour because although male N. vespilloides typically do not provide direct care (i.e. feed offspring) when females are present, levels of feeding by a male equivalent to the female can be induced by removing the female. We examined three different factors: behavioural state (caring versus non-caring), social context (with or without a female mate) and individual flexibility (if a male switched to direct care after his mate was removed). The greatest number of differentially expressed genes were associated with behavioural state, followed by social context and individual flexibility. Cytosine methylation was not associated with changes of gene expression in any of the factors. Our results suggest a hierarchical association between gene expression and the different factors, but that this process is not controlled by cytosine methylation. Our results further suggest that the extent a behaviour is transient plays an underappreciated role in determining its underpinning molecular mechanisms.