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1.
RNA ; 29(7): 889-897, 2023 07.
Article in English | MEDLINE | ID: mdl-36990512

ABSTRACT

RNA sequencing has spurred a significant number of research areas in recent years. Most protocols rely on synthesizing a more stable complementary DNA (cDNA) copy of the RNA molecule during the reverse transcription reaction. The resulting cDNA pool is often wrongfully assumed to be quantitatively and molecularly similar to the original RNA input. Sadly, biases and artifacts confound the resulting cDNA mixture. These issues are often overlooked or ignored in the literature by those that rely on the reverse transcription process. In this review, we confront the reader with intra- and intersample biases and artifacts caused by the reverse transcription reaction during RNA sequencing experiments. To fight the reader's despair, we also provide solutions to most issues and inform on good RNA sequencing practices. We hope the reader can use this review to their advantage, thereby contributing to scientifically sound RNA studies.


Subject(s)
Artifacts , Reverse Transcription , DNA, Complementary/genetics , RNA/genetics , Sequence Analysis, RNA/methods , Bias
2.
Nano Lett ; 24(10): 2961-2971, 2024 Mar 13.
Article in English | MEDLINE | ID: mdl-38477058

ABSTRACT

The delivery of RNA across biological barriers can be achieved by encapsulation in lipid nanoparticles (LNPs). Cationic amphiphilic drugs (CADs) are pharmacologically diverse compounds with ionizable lipid-like features. In this work, we applied CADs as a fifth component of state-of-the-art LNPs via microfluidic mixing. Improved cytosolic delivery of both siRNA and mRNA was achieved by partly replacing the cholesterol fraction of LNPs with CADs. The LNPs could cross the mucus layer in a mucus-producing air-liquid interface model of human primary bronchial epithelial cells following nebulization. Moreover, CAD-LNPs demonstrated improved epithelial and endothelial targeting following intranasal administration in mice, without a marked pro-inflammatory signature. Importantly, quantification of the CAD-LNP molar composition, as demonstrated for nortriptyline, revealed a gradual leakage of the CAD from the formulation during LNP dialysis. Altogether, these data suggest that the addition of a CAD prior to the rapid mixing process might have an impact on the composition, structure, and performance of LNPs.


Subject(s)
Liposomes , Nanoparticles , Mice , Animals , Humans , Nanoparticles/chemistry , RNA, Small Interfering/genetics , Cholesterol/chemistry
3.
Nat Methods ; 18(11): 1294-1303, 2021 11.
Article in English | MEDLINE | ID: mdl-34725485

ABSTRACT

Spheroids are three-dimensional cellular models with widespread basic and translational application across academia and industry. However, methodological transparency and guidelines for spheroid research have not yet been established. The MISpheroID Consortium developed a crowdsourcing knowledgebase that assembles the experimental parameters of 3,058 published spheroid-related experiments. Interrogation of this knowledgebase identified heterogeneity in the methodological setup of spheroids. Empirical evaluation and interlaboratory validation of selected variations in spheroid methodology revealed diverse impacts on spheroid metrics. To facilitate interpretation, stimulate transparency and increase awareness, the Consortium defines the MISpheroID string, a minimum set of experimental parameters required to report spheroid research. Thus, MISpheroID combines a valuable resource and a tool for three-dimensional cellular models to mine experimental parameters and to improve reproducibility.


Subject(s)
Biomarkers, Tumor/genetics , Cell Proliferation , Knowledge Bases , Neoplasms/pathology , Software , Spheroids, Cellular/pathology , Tumor Microenvironment , Cell Culture Techniques/methods , Gene Expression Regulation, Neoplastic , Humans , Neoplasms/classification , Neoplasms/metabolism , RNA-Seq , Reproducibility of Results , Spheroids, Cellular/immunology , Spheroids, Cellular/metabolism , Tumor Cells, Cultured
4.
Biol Proced Online ; 25(1): 7, 2023 Mar 08.
Article in English | MEDLINE | ID: mdl-36890441

ABSTRACT

BACKGROUND: RNA sequencing has become the gold standard for transcriptome analysis but has an inherent limitation of challenging quantification of low-abundant transcripts. In contrast to microarray technology, RNA sequencing reads are proportionally divided in function of transcript abundance. Therefore, low-abundant RNAs compete against highly abundant - and sometimes non-informative - RNA species. RESULTS: We developed an easy-to-use strategy based on high-affinity RNA-binding oligonucleotides to block reverse transcription and PCR amplification of specific RNA transcripts, thereby substantially reducing their abundance in the final sequencing library. To demonstrate the broad application potential of our method, we applied it to different transcripts and library preparation strategies, including YRNAs in small RNA sequencing of human blood plasma, mitochondrial rRNAs in both 3' end sequencing and long-read sequencing, and MALAT1 in single-cell 3' end sequencing. We demonstrate that the blocking strategy is highly efficient, reproducible, specific, and generally results in better transcriptome coverage and complexity. CONCLUSION: Our method does not require modifications of the library preparation procedure apart from simply adding blocking oligonucleotides to the RT reaction and can thus be easily integrated into virtually any RNA sequencing library preparation protocol.

5.
Mol Ther ; 30(3): 1119-1134, 2022 03 02.
Article in English | MEDLINE | ID: mdl-34998954

ABSTRACT

Neuroblastoma is a deadly childhood cancer arising in the developing sympathetic nervous system. High-risk patients are currently treated with intensive chemotherapy, which is curative in only 50% of children and leaves some surviving patients with life-long side effects. microRNAs (miRNAs) are critical regulators of neural crest development and are deregulated during neuroblastoma tumorigenesis, making miRNA-based drugs an attractive therapeutic avenue. A functional screen of >1,200 miRNA mimics was conducted in neuroblastoma cell lines to discover miRNAs that sensitized cells to low doses (30% inhibitory concentration [IC30]) of doxorubicin and vincristine chemotherapy used in the treatment of the disease. Three miRNAs, miR-99b-5p, miR-380-3p, and miR-485-3p, had potent chemosensitizing activity with doxorubicin in multiple models of high-risk neuroblastoma. These miRNAs underwent genomic loss in a subset of neuroblastoma patients, and low expression predicted poor survival outcome. In vitro functional assays revealed each of these miRNAs enhanced the anti-proliferative and pro-apoptotic effects of doxorubicin. We used RNA sequencing (RNA-seq) to show that miR-99b-5p represses neuroblastoma dependency genes LIN28B and PHOX2B both in vitro and in patient-derived xenograft (PDX) tumors. Luciferase reporter assays demonstrate that PHOX2B is a direct target of miR-99b-5p. We anticipate that restoring the function of the tumor-suppressive miRNAs discovered here may be a valuable therapeutic strategy for the treatment of neuroblastoma patients.


Subject(s)
MicroRNAs , Neuroblastoma , Child , Doxorubicin/pharmacology , Doxorubicin/therapeutic use , Gene Expression Regulation, Neoplastic , Humans , MicroRNAs/genetics , MicroRNAs/metabolism , Neuroblastoma/drug therapy , Neuroblastoma/genetics
6.
Cell Mol Life Sci ; 79(1): 23, 2022 Jan 04.
Article in English | MEDLINE | ID: mdl-34984553

ABSTRACT

Vapor nanobubble (VNB) photoporation is a physical method for intracellular delivery that has gained significant interest in the past decade. It has successfully been used to introduce molecular cargo of diverse nature into different cell types with high throughput and minimal cytotoxicity. For translational purposes, it is important to understand whether and how photoporation affects cell homeostasis. To obtain a comprehensive view on the transcriptional rewiring that takes place after VNB photoporation, we performed a longitudinal shotgun RNA-sequencing experiment. Six hours after photoporation, we found a marked upregulation of LMNA transcripts as well as their protein products, the A-type lamins. At the same time point, we observed a significant increase in several heterochromatin marks, suggesting a global stiffening of the nucleus. These molecular features vanished 24 h after photoporation. Since VNB-induced chromatin condensation was prolonged in LMNA knockout cells, A-type lamins may be required for restoring the nucleus to its original state. Selective depletion of A-type lamins reduced cell viability after VNB photoporation, while pharmacological stimulation of LMNA transcription increased the percentage of successfully transfected cells that survived after photoporation. Therefore, our results suggest that cells respond to VNB photoporation by temporary upregulation of A-type lamins to facilitate their recovery.


Subject(s)
Cell Membrane Permeability , Cell Membrane/metabolism , Cell Nucleus/metabolism , Lamin Type A/metabolism , Nanoparticles/chemistry , Gene Expression Profiling , HeLa Cells , Humans , Light , Microtubules/metabolism , Polymerization , Protein Biosynthesis , Temperature , Transcription, Genetic , Transcriptome/genetics , Up-Regulation/genetics , Volatilization
7.
Thorax ; 77(5): 514-522, 2022 05.
Article in English | MEDLINE | ID: mdl-35246486

ABSTRACT

Asthma is a very heterozygous disease, divided in subtypes, such as eosinophilic and neutrophilic asthma. Phenotyping and endotyping of patients, especially patients with severe asthma who are refractory to standard treatment, are crucial in asthma management and are based on a combination of clinical and biological features. Nevertheless, the quest remains to find better biomarkers that distinguish asthma subtypes in a more clear and objective manner and to find new therapeutic targets to treat people with therapy-resistant asthma. In the past, research to identify asthma subtypes mainly focused on expression profiles of protein-coding genes. However, advances in RNA-sequencing technologies and the discovery of non-coding RNAs as important post-transcriptional regulators have provided an entire new field of research opportunities in asthma. This review focusses on long non-coding RNAs (lncRNAs) in asthma; these are non-coding RNAs with a length of more than 200 nucleotides. Many lncRNAs are differentially expressed in asthma, and several have been associated with asthma severity or inflammatory phenotype. Moreover, in vivo and in vitro functional studies have identified the mechanisms of action of specific lncRNAs. Although lncRNAs remain not widely studied in asthma, the current studies show the potential of lncRNAs as biomarkers and therapeutic targets as well as the need for further research.


Subject(s)
Asthma , RNA, Long Noncoding , Asthma/genetics , Asthma/metabolism , Biomarkers , Humans , RNA, Long Noncoding/genetics , RNA, Long Noncoding/metabolism , Sequence Analysis, RNA
8.
Respir Res ; 23(1): 287, 2022 Oct 17.
Article in English | MEDLINE | ID: mdl-36253785

ABSTRACT

BACKGROUND: Two opposing B cell subsets have been defined based on their cytokine profile: IL-6 producing effector B cells (B-effs) versus IL-10 producing regulatory B cells (B-regs) that respectively positively or negatively regulate immune responses. B-regs are decreased and/or impaired in many autoimmune diseases and inflammatory conditions. Since there is increasing evidence that links B cells and B cell-rich lymphoid follicles to the pathogenesis of COPD, the aim of this study was to investigate the presence and function of B-regs in COPD. METHODS: First, presence of IL-10 producing regulatory B cells in human lung tissue was determined by immunohistochemistry. Secondly, quantification of IL-10 + B-regs and IL-6 + B-effs in peripheral blood mononuclear cells (PBMCs) from healthy controls, smokers without airflow limitation, and COPD patients (GOLD stage I-IV) was performed by flow cytometry. Thirdly, we exposed blood-derived B cells from COPD patients in vitro to cigarette smoke extract (CSE) and quantified IL-10 + B-regs and IL-6 + B-effs. Furthermore, we aimed at restoring the perturbed IL10 production by blocking BAFF. Fourthly, we determined mRNA expression of transcription factors involved in IL-10 production in FACS sorted memory- and naive B cells upon exposure to medium or CSE. RESULTS: The presence of IL-10 producing regulatory B cells in parenchyma and lymphoid follicles in lungs was confirmed by immunohistochemistry. The percentage of IL-10 + B-regs was significantly decreased in blood-derived memory B cell subsets from smokers without airflow limitation and patients with COPD, compared to never smokers. Furthermore, the capacity of B cells to produce IL-10 was reduced upon in vitro exposure to CSE and this could not be restored by BAFF-blockade. Finally, upon CSE exposure, mRNA levels of the transcription factors IRF4 and HIF-1α, were decreased in memory B cells. CONCLUSION: Decreased numbers and impaired function of B-regs in smokers and patients with COPD might contribute to the initiation and progression of the disease.


Subject(s)
B-Lymphocytes, Regulatory , Pulmonary Disease, Chronic Obstructive , B-Lymphocytes, Regulatory/metabolism , Humans , Interleukin-10 , Interleukin-6/metabolism , Pulmonary Disease, Chronic Obstructive/metabolism , RNA, Messenger , Smokers , Nicotiana , Transcription Factors
9.
EMBO Rep ; 21(5): e49006, 2020 05 06.
Article in English | MEDLINE | ID: mdl-32255245

ABSTRACT

γδ and αß T cells have unique roles in immunity and both originate in the thymus from T-lineage committed precursors through distinct but unclear mechanisms. Here, we show that Notch1 activation is more stringently required for human γδ development compared to αß-lineage differentiation and performed paired mRNA and miRNA profiling across 11 discrete developmental stages of human T cell development in an effort to identify the potential Notch1 downstream mechanism. Our data suggest that the miR-17-92 cluster is a Notch1 target in immature thymocytes and that miR-17 can restrict BCL11B expression in these Notch-dependent T cell precursors. We show that enforced miR-17 expression promotes human γδ T cell development and, consistently, that BCL11B is absolutely required for αß but less for γδ T cell development. This study suggests that human γδ T cell development is mediated by a stage-specific Notch-driven negative feedback loop through which miR-17 temporally restricts BCL11B expression and provides functional insights into the developmental role of the disease-associated genes BCL11B and the miR-17-92 cluster in a human context.


Subject(s)
Receptors, Antigen, T-Cell, alpha-beta , Receptors, Antigen, T-Cell, gamma-delta , Cell Differentiation , Cell Lineage/genetics , Humans , Receptor, Notch1/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Receptors, Antigen, T-Cell, gamma-delta/genetics , Repressor Proteins , Signal Transduction , Thymus Gland , Tumor Suppressor Proteins
10.
Nature ; 531(7595): 518-22, 2016 Mar 24.
Article in English | MEDLINE | ID: mdl-27008969

ABSTRACT

Focal amplifications of chromosome 3p13-3p14 occur in about 10% of melanomas and are associated with a poor prognosis. The melanoma-specific oncogene MITF resides at the epicentre of this amplicon. However, whether other loci present in this amplicon also contribute to melanomagenesis is unknown. Here we show that the recently annotated long non-coding RNA (lncRNA) gene SAMMSON is consistently co-gained with MITF. In addition, SAMMSON is a target of the lineage-specific transcription factor SOX10 and its expression is detectable in more than 90% of human melanomas. Whereas exogenous SAMMSON increases the clonogenic potential in trans, SAMMSON knockdown drastically decreases the viability of melanoma cells irrespective of their transcriptional cell state and BRAF, NRAS or TP53 mutational status. Moreover, SAMMSON targeting sensitizes melanoma to MAPK-targeting therapeutics both in vitro and in patient-derived xenograft models. Mechanistically, SAMMSON interacts with p32, a master regulator of mitochondrial homeostasis and metabolism, to increase its mitochondrial targeting and pro-oncogenic function. Our results indicate that silencing of the lineage addiction oncogene SAMMSON disrupts vital mitochondrial functions in a cancer-cell-specific manner; this silencing is therefore expected to deliver highly effective and tissue-restricted anti-melanoma therapeutic responses.


Subject(s)
Melanoma/genetics , Melanoma/pathology , Oncogenes/genetics , RNA, Long Noncoding/genetics , Animals , Carcinogenesis/genetics , Carcinogenesis/pathology , Carrier Proteins , Cell Lineage , Cell Proliferation , Cell Survival , Chromosomes, Human, Pair 3/genetics , Clone Cells/metabolism , Clone Cells/pathology , Female , Gene Amplification/genetics , Gene Knockdown Techniques , Humans , Melanoma/therapy , Mice , Microphthalmia-Associated Transcription Factor/genetics , Mitochondria/genetics , Mitochondria/metabolism , Mitochondria/pathology , Mitochondrial Proteins/metabolism , Mitogen-Activated Protein Kinases/antagonists & inhibitors , Mitogen-Activated Protein Kinases/metabolism , Molecular Targeted Therapy , RNA, Long Noncoding/therapeutic use , SOXE Transcription Factors/metabolism , Xenograft Model Antitumor Assays
11.
Genes Chromosomes Cancer ; 60(4): 272-281, 2021 04.
Article in English | MEDLINE | ID: mdl-33336840

ABSTRACT

Human embryonic stem cells (hESCs) and embryonal tumors share a number of common features, including a compromised G1/S checkpoint. Consequently, these rapidly dividing hESCs and cancer cells undergo elevated levels of replicative stress, inducing genomic instability that drives chromosomal imbalances. In this context, it is of interest that long-term in vitro cultured hESCs exhibit a remarkable high incidence of segmental DNA copy number gains, some of which are also highly recurrent in certain malignancies such as 17q gain (17q+). The selective advantage of DNA copy number changes in these cells has been attributed to several underlying processes including enhanced proliferation. We hypothesized that these recurrent chromosomal imbalances become rapidly embedded in the cultured hESCs through a replicative stress driven Darwinian selection process. To this end, we compared the effect of hydroxyurea-induced replicative stress vs normal growth conditions in an equally mixed cell population of isogenic euploid and 17q + hESCs. We could show that 17q + hESCs rapidly overtook normal hESCs. Our data suggest that recurrent chromosomal segmental gains provide a proliferative advantage to hESCs under increased replicative stress, a process that may also explain the highly recurrent nature of certain imbalances in cancer.


Subject(s)
Cell Division , Chromosome Aberrations , Human Embryonic Stem Cells/cytology , Selection, Genetic , Cell Cycle/genetics , Cell Line, Tumor , Cell Proliferation , Chromosomes, Human, Pair 17 , DNA Copy Number Variations , Humans , Hydroxyurea , Stress, Physiological , Transcriptome
12.
BMC Cancer ; 21(1): 514, 2021 May 07.
Article in English | MEDLINE | ID: mdl-33962592

ABSTRACT

BACKGROUND: While the introduction of checkpoint inhibitors (CPIs) as standard of care treatment for various tumor types has led to considerable improvements in clinical outcome, the majority of patients still fail to respond. Preclinical data suggest that stereotactic body radiotherapy (SBRT) could work synergistically with CPIs by acting as an in situ cancer vaccine, thus potentially increasing response rates and prolonging disease control. Though SBRT administered concurrently with CPIs has been shown to be safe, evidence of its efficacy from large randomized trials is still lacking. The aim of this multicenter randomized phase II trial is to assess whether SBRT administered concurrently with CPIs could prolong progression-free survival as compared to standard of care in patients with advanced solid tumors. METHODS/DESIGN: Ninety-eight patients with locally advanced or metastatic disease will be randomized in a 1:1 fashion to receive CPI treatment combined with SBRT (Arm A) or CPI monotherapy (Arm B). Randomization will be stratified according to tumor histology (melanoma, renal, urothelial, head and neck squamous cell or non-small cell lung carcinoma) and disease burden (≤ or > 3 cancer lesions). The recommended SBRT dose is 24Gy in 3 fractions, which will be administered to a maximum of 3 lesions and is to be completed prior to the second or third CPI cycle (depending on CPI treatment schedule). The study's primary endpoint is progression-free survival as per iRECIST. Secondary endpoints include overall survival, objective response, local control, quality of life and toxicity. Translational analyses will be performed using blood, fecal and tissue samples. DISCUSSION: The CHEERS trial will provide further insights into the clinical and immunological impact of SBRT when combined with CPIs in patients with advanced solid tumors. Furthermore, study results will inform the design of future immuno-radiotherapy trials. TRIAL REGISTRATION: Clinicaltrials.gov identifier: NCT03511391 . Registered 17 April 2018.


Subject(s)
Immune Checkpoint Inhibitors/therapeutic use , Neoplasms/therapy , Radiosurgery/methods , Randomized Controlled Trials as Topic , Combined Modality Therapy , Humans , Neoplasms/mortality
13.
Gynecol Oncol ; 160(2): 633-642, 2021 02.
Article in English | MEDLINE | ID: mdl-33257015

ABSTRACT

Ovarian cancer is often diagnosed in an advanced stage and is associated with a high mortality rate. It is assumed that early detection of ovarian cancer could improve patient outcomes. Unfortunately, effective screening methods for early diagnosis of ovarian cancer are still lacking. Extracellular RNAs circulating in human biofluids can reliably be measured and are emerging as potential biomarkers in cancer. In this systematic review, we present 75 RNA biomarkers detectable in human biofluids that have been studied for early diagnosis of ovarian cancer. The majority of these markers are microRNAs identified using RT-qPCR or microarrays in blood-based fluids. A handful of studies used RNA-sequencing and explored alternative fluids, such as urine and ascites. Candidate RNA biomarkers that were more abundant in biofluids of ovarian cancer patients compared to controls in at least two independent studies include miR-21, the miR-200 family, miR-205, miR-10a and miR-346. Amongst the markers confirmed to be lower in at least two studies are miR-122, miR-193a, miR-223, miR-126 and miR-106b. While these biomarkers show promising diagnostic potential, further validation is required before implementation in routine clinical care. Challenges related to biomarker validation and reflections on future perspectives to accelerate progress in this field are discussed.


Subject(s)
Biomarkers, Tumor/analysis , Carcinoma, Ovarian Epithelial/diagnosis , Early Detection of Cancer/methods , MicroRNAs/analysis , Ovarian Neoplasms/diagnosis , Ascitic Fluid/chemistry , Ascitic Fluid/pathology , Biomarkers, Tumor/genetics , Carcinoma, Ovarian Epithelial/blood , Carcinoma, Ovarian Epithelial/genetics , Carcinoma, Ovarian Epithelial/urine , Female , Humans , Liquid Biopsy/methods , MicroRNAs/genetics , Ovarian Neoplasms/blood , Ovarian Neoplasms/genetics , Ovarian Neoplasms/urine , RNA-Seq
14.
RNA Biol ; 18(sup1): 215-222, 2021 10 15.
Article in English | MEDLINE | ID: mdl-34470578

ABSTRACT

Long non-coding RNAs (lncRNAs) are a heterogeneous group of transcripts that lack protein coding potential and display regulatory functions in various cellular processes. As a result of their cell- and cancer-specific expression patterns, lncRNAs have emerged as potential diagnostic and therapeutic targets. The accurate characterization of lncRNAs in bulk transcriptome data remains challenging due to their low abundance compared to protein coding genes. To tackle this issue, we describe a unique short-read custom lncRNA capture sequencing approach that relies on a comprehensive set of 565,878 capture probes for 49,372 human lncRNA genes. This custom lncRNA capture approach was evaluated on various sample types ranging from artificial high-quality RNA mixtures to more challenging formalin-fixed paraffin-embedded tissue and biofluid material. The custom enrichment approach allows the detection of a more diverse repertoire of lncRNAs, with better reproducibility and higher coverage compared to classic total RNA-sequencing.


Subject(s)
Body Fluids/chemistry , High-Throughput Nucleotide Sequencing/methods , Paraffin Embedding/methods , RNA, Long Noncoding/analysis , RNA, Long Noncoding/isolation & purification , Reverse Transcriptase Polymerase Chain Reaction/methods , Body Fluids/metabolism , Humans , RNA, Long Noncoding/metabolism
15.
Nucleic Acids Res ; 47(D1): D135-D139, 2019 01 08.
Article in English | MEDLINE | ID: mdl-30371849

ABSTRACT

While long non-coding RNA (lncRNA) research in the past has primarily focused on the discovery of novel genes, today it has shifted towards functional annotation of this large class of genes. With thousands of lncRNA studies published every year, the current challenge lies in keeping track of which lncRNAs are functionally described. This is further complicated by the fact that lncRNA nomenclature is not straightforward and lncRNA annotation is scattered across different resources with their own quality metrics and definition of a lncRNA. To overcome this issue, large scale curation and annotation is needed. Here, we present the fifth release of the human lncRNA database LNCipedia (https://lncipedia.org). The most notable improvements include manual literature curation of 2482 lncRNA articles and the use of official gene symbols when available. In addition, an improved filtering pipeline results in a higher quality reference lncRNA gene set.


Subject(s)
Computational Biology/methods , Databases, Nucleic Acid , RNA, Long Noncoding/genetics , Genomics/methods , Humans , Molecular Sequence Annotation , Web Browser
16.
Nucleic Acids Res ; 47(16): e93, 2019 09 19.
Article in English | MEDLINE | ID: mdl-31216024

ABSTRACT

Single cell RNA sequencing methods have been increasingly used to understand cellular heterogeneity. Nevertheless, most of these methods suffer from one or more limitations, such as focusing only on polyadenylated RNA, sequencing of only the 3' end of the transcript, an exuberant fraction of reads mapping to ribosomal RNA, and the unstranded nature of the sequencing data. Here, we developed a novel single cell strand-specific total RNA library preparation method addressing all the aforementioned shortcomings. Our method was validated on a microfluidics system using three different cancer cell lines undergoing a chemical or genetic perturbation and on two other cancer cell lines sorted in microplates. We demonstrate that our total RNA-seq method detects an equal or higher number of genes compared to classic polyA[+] RNA-seq, including novel and non-polyadenylated genes. The obtained RNA expression patterns also recapitulate the expected biological signal. Inherent to total RNA-seq, our method is also able to detect circular RNAs. Taken together, SMARTer single cell total RNA sequencing is very well suited for any single cell sequencing experiment in which transcript level information is needed beyond polyadenylated genes.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , RNA, Circular/analysis , RNA, Messenger/analysis , RNA, Ribosomal/analysis , Single-Cell Analysis/methods , Benchmarking , Cell Line, Tumor , Gene Library , Humans , Microfluidic Analytical Techniques , Poly A/genetics , Poly A/metabolism , RNA, Circular/genetics , RNA, Messenger/genetics , RNA, Ribosomal/genetics , Sequence Analysis, RNA/statistics & numerical data
17.
BMC Bioinformatics ; 21(1): 58, 2020 Feb 17.
Article in English | MEDLINE | ID: mdl-32066370

ABSTRACT

BACKGROUND: To understand biology and differences among various tissues or cell types, one typically searches for molecular features that display characteristic abundance patterns. Several specificity metrics have been introduced to identify tissue-specific molecular features, but these either require an equal number of replicates per tissue or they can't handle replicates at all. RESULTS: We describe a non-parametric specificity score that is compatible with unequal sample group sizes. To demonstrate its usefulness, the specificity score was calculated on all GTEx samples, detecting known and novel tissue-specific genes. A webtool was developed to browse these results for genes or tissues of interest. An example python implementation of SPECS is available at https://github.com/celineeveraert/SPECS. The precalculated SPECS results on the GTEx data are available through a user-friendly browser at specs.cmgg.be. CONCLUSIONS: SPECS is a non-parametric method that identifies known and novel specific-expressed genes. In addition, SPECS could be adopted for other features and applications.


Subject(s)
Software , Gene Expression Profiling , Sample Size , Sequence Analysis, RNA , Statistics, Nonparametric
18.
Nat Methods ; 14(3): 228-232, 2017 02 28.
Article in English | MEDLINE | ID: mdl-28245209

ABSTRACT

We argue that the field of extracellular vesicle (EV) biology needs more transparent reporting to facilitate interpretation and replication of experiments. To achieve this, we describe EV-TRACK, a crowdsourcing knowledgebase (http://evtrack.org) that centralizes EV biology and methodology with the goal of stimulating authors, reviewers, editors and funders to put experimental guidelines into practice.


Subject(s)
Biomedical Research , Databases, Bibliographic , Extracellular Vesicles/physiology , Internationality
20.
Eur Arch Otorhinolaryngol ; 277(1): 261-268, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31602525

ABSTRACT

PURPOSE: Recurrent head and neck squamous cell carcinoma (HNSCC) after chemoradiation is a challenging clinical problem. Salvage surgery (SS) is often extensive and mutilating. Oncological outcomes of SS are relatively well known, but little is published about the course of disease after the first recurrence, especially in patients without salvage possibilities. The aim of this study was to analyze the course of disease in patients with recurrent HNSCC after chemoradiation. METHODS: We retrospectively analyzed and descriptively reported the disease course in 198 patients with recurrent HNSCC after chemoradiation in the time period after the first recurrence. We scored any type of event, salvage treatment, systemic treatment and overall survival (OS). RESULTS: Of the 198 patients with recurrent HNSCC, salvage surgery was attempted in 104 (53%). SS was more frequently given in patients with recurrent laryngeal cancer, isolated regional failure (p < 0.001) and HPV-positive disease (p = 0.09). The 2-year OS of the whole group was 31% and was significantly different by tumor site, type of failure and SS. HPV-positive disease and salvaged recurrences were significantly predictive for better survival. One third of that salvaged patients was still alive without second recurrence. Median survival in patients that received any palliative systemic treatment without surgery, compared to those were no treatment was given, was 6 and 3 months, respectively (p = 0.006). CONCLUSIONS: Main factors influencing the course of disease in recurrent HNSCC are the possibilities for SS and HPV-status. Therefore, SS should always be considered and discussed. In patients without possibilities for SS, overall survival is 3-6 months.


Subject(s)
Chemoradiotherapy , Head and Neck Neoplasms/therapy , Neoplasm Recurrence, Local/mortality , Squamous Cell Carcinoma of Head and Neck/therapy , Adult , Aged , Aged, 80 and over , Disease Progression , Female , Head and Neck Neoplasms/mortality , Humans , Male , Middle Aged , Palliative Care , Papillomavirus Infections/complications , Retrospective Studies , Salvage Therapy/methods , Salvage Therapy/mortality , Squamous Cell Carcinoma of Head and Neck/mortality
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