scholarly journals Conbase: a software for unsupervised discovery of clonal somatic mutations in single cells through read phasing

2018 ◽  
Author(s):  
Joanna Hård ◽  
Ezeddin Al Håkim ◽  
Marie Kindblom ◽  
Åsa K. Björklund ◽  
Ilke Demirci ◽  
...  

AbstractHere we report the development of Conbase, a software application for the identification of somatic mutations in single cell DNA sequencing data with high rates of allelic dropout and at low read depth. Conbase leverages data from multiple samples in a dataset and utilizes read phasing to call somatic single nucleotide variants and to accurately predict genotypes in whole genome amplified single cells in somatic variant loci. We demonstrate the accuracy of Conbase on simulated datasets, in vitro expanded fibroblasts and clonally in vivo expanded lymphocyte populations isolated directly from a healthy human donor.

2020 ◽  
Vol 26 (Supplement_1) ◽  
pp. S36-S37
Author(s):  
Akihiko Oka ◽  
Yoshiyuki Mishima ◽  
Gerold Bongers ◽  
Andrew Baltus ◽  
Bo Liu ◽  
...  

Abstract Background 17 human-derived Clostridium strains (VE202), belonging to a bacterial cluster under-represented in active IBD, induce colonic IL-10-producing FOXP3+ regulatory T cells and prevent colitis in murine IBD models (Nature 2013). The VE202 consortium is a promising live biotherapeutic product for clinical application. However, its 1) therapeutic benefit on established colitis and 2) effect on intestinal microbiota composition remain unclear. Methods Models: We established colitis in ex-germ-free (exGF) Rag2−/− mice with naïve T cell transfer (Hu-nT) and Il10−/− (Hu-Il10−/−) mice colonized with healthy human fecal microbiota, using stool with low abundance of Clostridiales. In Hu-Il10−/−, we tested two other healthy donor stools (one with low Clostridiales and another with Fusobacteria, which is a potential pathobiont in IBD). For a selected bacteria-colonized model, we selected three aggressive Enterobacteriaceae strains cultured from the human donor stool used for the previous studies, based on colonic Th1 response and colitis in monoassociated exGF-Il10−/−. We then established an aggressive Klebsiella (K), Enterobacter (E) and E. coli (E) strain -colonized exGF Il10−/− colitis model (KEE-colitis). In addition, we established a human IBD-derived E.coli and Fusobacterium varium consortium-colonized Il10−/− (EF-colitis) model. In vitro, we anaerobically co-cultured human stools with VE202 and analyzed bacterial composition. Therapy: We treated mice by oral administration of VE202 or vehicle twice weekly for 2–4 weeks. Evaluation: Colitis severity was assessed by blinded histological score, fecal lipocalin-2, stool consistency score and colonic IFNγ +CD4+ T cells. Bacteria profiles in cecal contents were analyzed by metagenomics or qPCR. Results Hu-nT and Hu-Il10−/− (Fig.1A, B): VE202 significantly reversed histological colitis and other inflammatory endpoints compared to vehicle. Consistently VE202 attenuated colitis induced by three different donor stools. Bacteria profiling revealed that VE202 attenuated the colitis-associated bloom of Enterobacteriaceae and Fusobacteria. In KEE-colitis (Fig.1C) VE202 reversed colitis with reduction of all Enterobacteriaceae strains. In EF-colitis (Fig.1D) VE202 reversed colitis with reduction of E. coli and F. varium. Co-culture (Fig.1E): VE202 reduced abundance of Enterobacteriaceae in a dose dependent manner. Conclusion Our findings suggest a novel IL-10-independent protective mechanism for human Clostridium VE202 strains, i.e. correction of dysbiosis with reduction of levels of Enterobacteriaceae and Fusobacteria. In addition, VE202 treatment is consistently effective for different human donor microbiota in vivo and in vitro. These results provide a rationale and target for therapeutic use of rationally selected resident protective bacterial cocktails in IBD patients.


2020 ◽  
Vol 37 (5) ◽  
pp. 1535-1542 ◽  
Author(s):  
David Posada

Abstract Our capacity to study individual cells has enabled a new level of resolution for understanding complex biological systems such as multicellular organisms or microbial communities. Not surprisingly, several methods have been developed in recent years with a formidable potential to investigate the somatic evolution of single cells in both healthy and pathological tissues. However, single-cell sequencing data can be quite noisy due to different technical biases, so inferences resulting from these new methods need to be carefully contrasted. Here, I introduce CellCoal, a software tool for the coalescent simulation of single-cell sequencing genotypes. CellCoal simulates the history of single-cell samples obtained from somatic cell populations with different demographic histories and produces single-nucleotide variants under a variety of mutation models, sequencing read counts, and genotype likelihoods, considering allelic imbalance, allelic dropout, amplification, and sequencing errors, typical of this type of data. CellCoal is a flexible tool that can be used to understand the implications of different somatic evolutionary processes at the single-cell level, and to benchmark dedicated bioinformatic tools for the analysis of single-cell sequencing data. CellCoal is available at https://github.com/dapogon/cellcoal.


2021 ◽  
Vol 9 (7) ◽  
pp. e002383
Author(s):  
Jin-Li Wei ◽  
Si-Yu Wu ◽  
Yun-Song Yang ◽  
Yi Xiao ◽  
Xi Jin ◽  
...  

PurposeRegulatory T cells (Tregs) heavily infiltrate triple-negative breast cancer (TNBC), and their accumulation is affected by the metabolic reprogramming in cancer cells. In the present study, we sought to identify cancer cell-intrinsic metabolic modulators correlating with Tregs infiltration in TNBC.Experimental designUsing the RNA-sequencing data from our institute (n=360) and the Molecular Taxonomy of Breast Cancer International Consortium TNBC cohort (n=320), we calculated the abundance of Tregs in each sample and evaluated the correlation between gene expression levels and Tregs infiltration. Then, in vivo and in vitro experiments were performed to verify the correlation and explore the underlying mechanism.ResultsWe revealed that GTP cyclohydrolase 1 (GCH1) expression was positively correlated with Tregs infiltration and high GCH1 expression was associated with reduced overall survival in TNBC. In vivo and in vitro experiments showed that GCH1 increased Tregs infiltration, decreased apoptosis, and elevated the programmed cell death-1 (PD-1)-positive fraction. Metabolomics analysis indicated that GCH1 overexpression reprogrammed tryptophan metabolism, resulting in L-5-hydroxytryptophan (5-HTP) accumulation in the cytoplasm accompanied by kynurenine accumulation and tryptophan reduction in the supernatant. Subsequently, aryl hydrocarbon receptor, activated by 5-HTP, bound to the promoter of indoleamine 2,3-dioxygenase 1 (IDO1) and thus enhanced the transcription of IDO1. Furthermore, the inhibition of GCH1 by 2,4-diamino-6-hydroxypyrimidine (DAHP) decreased IDO1 expression, attenuated tumor growth, and enhanced the tumor response to PD-1 blockade immunotherapy.ConclusionsTumor-cell-intrinsic GCH1 induced immunosuppression through metabolic reprogramming and IDO1 upregulation in TNBC. Inhibition of GCH1 by DAHP serves as a potential immunometabolic strategy in TNBC.


2021 ◽  
Vol 18 (1) ◽  
Author(s):  
Zhicheng Zheng ◽  
Peiyu Liang ◽  
Baohua Hou ◽  
Xin Lu ◽  
Qianwen Ma ◽  
...  

Abstract Background Accumulating evidence suggests that disease-associated microglia (DAM), a recently discovered subset of microglia, plays a protective role in neurological diseases. Targeting DAM phenotypic transformation may provide new therapeutic options. However, the relationship between DAM and epilepsy remains unknown. Methods Analysis of public RNA-sequencing data revealed predisposing factors (such as dipeptidyl peptidase IV; DPP4) for epilepsy related to DAM conversion. Anti-epileptic effect was assessed by electroencephalogram recordings and immunohistochemistry in a kainic acid (KA)-induced mouse model of epilepsy. The phenotype, morphology and function of microglia were assessed by qPCR, western blotting and microscopic imaging. Results Our results demonstrated that DPP4 participated in DAM conversion and epilepsy. The treatment of sitagliptin (a DPP4 inhibitor) attenuated KA-induced epilepsy and promoted the expression of DAM markers (Itgax and Axl) in both mouse epilepsy model in vivo and microglial inflammatory model in vitro. With sitagliptin treatment, microglial cells did not display an inflammatory activation state (enlarged cell bodies). Furthermore, these microglia exhibited complicated intersections, longer processes and wider coverage of parenchyma. In addition, sitagliptin reduced the activation of NF-κB signaling pathway and inhibited the expression of iNOS, IL-1β, IL-6 and the proinflammatory DAM subset gene CD44. Conclusion The present results highlight that the DPP4 inhibitor sitagliptin can attenuate epilepsy and promote DAM phenotypic transformation. These DAM exhibit unique morphological features, greater migration ability and better surveillance capability. The possible underlying mechanism is that sitagliptin can reduce the activation of NF-κB signaling pathway and suppress the inflammatory response mediated by microglia. Thus, we propose DPP4 may act as an attractive direction for DAM research and a potential therapeutic target for epilepsy.


Cancers ◽  
2021 ◽  
Vol 13 (10) ◽  
pp. 2487
Author(s):  
Chao Gao ◽  
Guangxu Jin ◽  
Elizabeth Forbes ◽  
Lingegowda S. Mangala ◽  
Yingmei Wang ◽  
...  

IK is a mitotic factor that promotes cell cycle progression. Our previous investigation of 271 endometrial cancer (EC) samples from the Cancer Genome Atlas (TCGA) dataset showed IK somatic mutations were enriched in a cluster of patients with high-grade and high-stage cancers, and this group had longer survival. This study provides insight into how IK somatic mutations contribute to EC pathophysiology. We analyzed the somatic mutational landscape of IK gene in 547 EC patients using expanded TCGA dataset. Co-immunoprecipitation and mass spectrometry were used to identify protein interactions. In vitro and in vivo experiments were used to evaluate IK’s role in EC. The patients with IK-inactivating mutations had longer survival during 10-year follow-up. Frameshift and stop-gain were common mutations and were associated with decreased IK expression. IK knockdown led to enrichment of G2/M phase cells, inactivation of DNA repair signaling mediated by heterodimerization of Ku80 and Ku70, and sensitization of EC cells to cisplatin treatment. IK/Ku80 mutations were accompanied by higher mutation rates and associated with significantly better overall survival. Inactivating mutations of IK gene and loss of IK protein expression were associated with weakened Ku80/Ku70-mediated DNA repair, increased mutation burden, and better response to chemotherapy in patients with EC.


Author(s):  
Michel Haagdorens ◽  
Elle Edin ◽  
Per Fagerholm ◽  
Marc Groleau ◽  
Zvi Shtein ◽  
...  

Abstract Purpose To determine feasibility of plant-derived recombinant human collagen type I (RHCI) for use in corneal regenerative implants Methods RHCI was crosslinked with 1-ethyl-3-(3-dimethyl aminopropyl) carbodiimide (EDC) and N-hydroxysuccinimide (NHS) to form hydrogels. Application of shear force to liquid crystalline RHCI aligned the collagen fibrils. Both aligned and random hydrogels were evaluated for mechanical and optical properties, as well as in vitro biocompatibility. Further evaluation was performed in vivo by subcutaneous implantation in rats and corneal implantation in Göttingen minipigs. Results Spontaneous crosslinking of randomly aligned RHCI (rRHCI) formed robust, transparent hydrogels that were sufficient for implantation. Aligning the RHCI (aRHCI) resulted in thicker collagen fibrils forming an opaque hydrogel with insufficient transverse mechanical strength for surgical manipulation. rRHCI showed minimal inflammation when implanted subcutaneously in rats. The corneal implants in minipigs showed that rRHCI hydrogels promoted regeneration of corneal epithelium, stroma, and nerves; some myofibroblasts were seen in the regenerated neo-corneas. Conclusion Plant-derived RHCI was used to fabricate a hydrogel that is transparent, mechanically stable, and biocompatible when grafted as corneal implants in minipigs. Plant-derived collagen is determined to be a safe alternative to allografts, animal collagens, or yeast-derived recombinant human collagen for tissue engineering applications. The main advantage is that unlike donor corneas or yeast-produced collagen, the RHCI supply is potentially unlimited due to the high yields of this production method. Lay Summary A severe shortage of human-donor corneas for transplantation has led scientists to develop synthetic alternatives. Here, recombinant human collagen type I made of tobacco plants through genetic engineering was tested for use in making corneal implants. We made strong, transparent hydrogels that were tested by implanting subcutaneously in rats and in the corneas of minipigs. We showed that the plant collagen was biocompatible and was able to stably regenerate the corneas of minipigs comparable to yeast-produced recombinant collagen that we previously tested in clinical trials. The advantage of the plant collagen is that the supply is potentially limitless.


2009 ◽  
Vol 59 (1) ◽  
pp. 15-30 ◽  
Author(s):  
Pramod Kumar ◽  
Sanjay Singh ◽  
Brahmeshwar Mishra

Development and biopharmaceutical evaluation of extended release formulation of tramadol hydrochloride based on osmotic technologyExtended release formulation of tramadol hydrochloride (TRH) based on osmotic technology was developed and evaluated. Target release profile was selected and different variables were optimized to achieve it. Formulation variables such as the level of swellable polymer, plasticizer and the coat thickness of semipermeable membrane (SPM) were found to markedly affect drug release. TRH release was directly proportional to the levels of plasticizer but inversely proportional to the levels of swellable polymer and coat thickness of SPM. Drug release from developed formulations was independent of pH and agitation intensity but dependent on osmotic pressure of the release media.In vivostudy was also performed on six healthy human volunteers and various pharmacokinetic parameters (cmax,tmax,AUC0-24,MRT) and relative bioavailability were calculated. Thein vitroandin vivoresults were compared with the performance of two commercial TRH tablets. The developed formulation provided more prolonged and controlled TRH release compared to the marketed formulation.In vitro-in vivocorrelation (IVIVC) was analyzed according to the Wagner-Nelson method. The optimized formulation (batch IVB) exhibited good IVIV correlation (R= 0.9750). The manufacturing procedure was found to be reproducible and formulations were stable over 6 months of accelerated stability testing.


2021 ◽  
Vol 23 (Supplement_6) ◽  
pp. vi5-vi5
Author(s):  
Robert Suter ◽  
Vasileios Stathias ◽  
Anna Jermakowicz ◽  
Hari Pradhyumnan ◽  
Maurizio Affer ◽  
...  

Abstract Glioblastoma (GBM) remains the most common adult brain cancer, with a dismal average patient survival of less than two years. No new treatments have been approved for GBM since the introduction of the alkylating agent temozolomide in 2005. Even then, temozolomide treatment only increases the average survival of GBM patients by a few months. Thus, novel therapeutic options are direly needed. The aurora kinases A and B are targetable and overexpressed in GBM, and their expression is highly correlated with patient survival outcomes. Our lab has found that small molecule aurora kinase inhibition reduces GBM tumor growth in vitro and in vivo, however, eventually tumors still grow. Computational analysis integrating compound transcriptional response signatures from the LINCS L1000 dataset with the single-cell RNA-sequencing data of patient GBM tumors resected at the University of Miami predicts that aurora inhibition targets a subset of cells present within any GBM tumor. Results of in vivo single-cell perturbation experiments with the aurora kinase inhibitor alisertib coincide with our predictions and reveal a cellular transcriptional phenotype resistant to aurora kinase inhibition, characterized by a mesenchymal expression program. We find that small molecules that are predicted to target different cell populations from alisertib, including this resistant mesenchymal population, synergize with alisertib to kill GBM cells. As a whole, we have identified the cellular population resistant to aurora kinase inhibition and have developed an analytical framework that identifies synergistic small molecule combinations by identifying compounds that target transcriptionally distinct cellular populations within GBM tumors.


Blood ◽  
2019 ◽  
Vol 134 (Supplement_1) ◽  
pp. 3827-3827
Author(s):  
Francesca Ferraro ◽  
Christopher A Miller ◽  
Amy Abdalla ◽  
Nichole Helton ◽  
Nathan Salomonis ◽  
...  

Currently, it is not clear why some patients with acute myeloid leukemia (AML) can be "cured" with chemotherapy alone; are they living with small amounts of disease that is held in check by immunologic (or other) mechanisms, or is their disease really eradicated? The percentage of cytogenetically normal AML patients who have long (>5 years) first remissions (LFRs) after chemotherapy alone is low (about 9.1% in patients <60 years and 1.6% in >60 years1). For this reason, most intermediate risk patients are offered allogeneic transplantation to decrease their risk for relapse. To better understand mechanisms of chemotherapy sensitivity in AML, we performed an analysis of the mutation landscape and persistence, using samples from 8 normal karyotype LFR patients (without CEBPA mutations) who received standard "7+3" induction and high dose cytarabine consolidation as their only therapy. The mean age at diagnosis was 43.5 years, and the mean follow up in first remission is 7.6 years; none of these patients has relapsed to date. For each case, we performed enhanced exome sequencing at diagnosis (235x coverage of the entire exome, and ~1008x coverage of recurrently mutated AML genes). Each case had at least one documented AML driver mutation, with a median of 29 somatic mutations in the exome space. We created probes for 225 mutations (mean 28 per case), and performed error-corrected sequencing (Haloplex) for all available remission samples. The mean depth of Haloplex coverage was 1607x, and each sample had at least one AML-specific mutation assayed, with a sensitivity of 1 cell in 1,750 (0.06%). 7/8 patients demonstrated complete clearance of all mutations in all remission samples tested, which was confirmed with digital droplet PCR for 5 cases, with a sensitivity of detection of 1 cell in 100,000. In one case, we detected a persistent ancestral clone harboring DNMT3AR882H, which can be associated with long first remissions for some patients2. Strikingly, the founding clone in all 8 cases had one or more somatic mutations in genes known to drive cell proliferation (e.g. MYC, FLT3, NRAS, PTPN11, Figure 1 top panel). These are usually subclonal mutations that occur late during leukemic progression, suggesting that the presence of a "proliferative hit" in the founding clone might be important for chemotherapy clearance of all the AML cells in a given patient. To support this hypothesis, we analyzed the mutational clearance of 82 AML cases with paired diagnosis and day 30 post-chemotherapy bone marrow samples. We observed that, whether present in the founding clone or in subclones, mutations in MYC, CEBPA, FLT3, NRAS, and PTPN11 cleared after induction chemotherapy in all samples, while other mutations were often persistent at day 30 (e.g. DNMT3A, IDH1, IDH2, NPM1, TET2; Figure 1 bottom panel). Compared to other published sequencing studies of AML, MYC and NRAS mutations were significantly enriched in this small cohort (MYC p= 0.002, and NRAS p= 0.034), with MYC enrichment being particularly striking (37.5% versus 1.8%). All MYC mutations were canonical single base substitutions occurring in the highly conserved MYC Box 2 domain at the N-terminus of MYC (p.P74Q or p.T73N). Overexpression of MYCP74Q in murine hematopoietic progenitors prolonged MYC half life (89 min vs. 44 min for wild type), and enhanced cytarabine sensitivity at all concentrations tested (range 10-1000 nM, p=0.0003), both in vitro and in a MYC-driven leukemia model in vivo. MYC expression measured with flow cytometry in the blasts of the LFR samples was significantly higher (p=0.045) compared to unfavorable risk (complex karyotype) or other intermediate risk categories, but similar to good risk AML (biallelic CEBPA mutations, core binding factor fusion-associated AML, and AML with isolated NPMc), suggesting that activation of the MYC pathway may represent a shared feature of chemosensitive patients. Taken together, these data suggest that some intermediate patients who are effectively "cured" with chemotherapy alone may not have persistent subclinical disease, nor retained ancestral clones that could potentially contribute to relapse. Importantly, these patients often have mutations driving cell proliferation in the founding clone, indicating that the presence of specific mutations in all malignant cells may be critical for complete AML cell clearance with chemotherapy. 1. Blood Adv. 2018 Jul 10; 2(13): 1645-1650 2. N Engl J Med 2018; 378:1189-1199 Disclosures No relevant conflicts of interest to declare.


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