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1.
Cell ; 177(5): 1330-1345.e18, 2019 05 16.
Article in English | MEDLINE | ID: mdl-30982598

ABSTRACT

Breast cancer is a heterogeneous disease. Tumor cells and associated healthy cells form ecosystems that determine disease progression and response to therapy. To characterize features of breast cancer ecosystems and their associations with clinical data, we analyzed 144 human breast tumor and 50 non-tumor tissue samples using mass cytometry. The expression of 73 proteins in 26 million cells was evaluated using tumor and immune cell-centric antibody panels. Tumors displayed individuality in tumor cell composition, including phenotypic abnormalities and phenotype dominance. Relationship analyses between tumor and immune cells revealed characteristics of ecosystems related to immunosuppression and poor prognosis. High frequencies of PD-L1+ tumor-associated macrophages and exhausted T cells were found in high-grade ER+ and ER- tumors. This large-scale, single-cell atlas deepens our understanding of breast tumor ecosystems and suggests that ecosystem-based patient classification will facilitate identification of individuals for precision medicine approaches targeting the tumor and its immunoenvironment.


Subject(s)
Breast Neoplasms , Immune Tolerance , Lymphocytes, Tumor-Infiltrating , Macrophages , Tumor Microenvironment/immunology , B7-H1 Antigen/immunology , Breast Neoplasms/immunology , Breast Neoplasms/mortality , Breast Neoplasms/pathology , Cell Line, Tumor , Disease-Free Survival , Female , Humans , Lymphocytes, Tumor-Infiltrating/immunology , Lymphocytes, Tumor-Infiltrating/pathology , Macrophages/immunology , Macrophages/pathology , Neoplasm Proteins/immunology , Survival Rate
2.
Immunity ; 53(3): 597-613.e6, 2020 09 15.
Article in English | MEDLINE | ID: mdl-32735846

ABSTRACT

CD4+ T helper (Th) cells are fundamental players in immunity. Based on the expression of signature cytokines and transcription factors, several Th subsets have been defined. Th cells are thought to be far more heterogeneous and multifunctional than originally believed, but characterization of the full diversity has been hindered by technical limitations. Here, we employ mass cytometry to analyze the diversity of Th cell responses generated in vitro and in animal disease models, revealing a vast heterogeneity of effector states with distinct cytokine footprints. The diversities of cytokine responses established during primary antigen encounters in Th1- and Th2-cell-polarizing conditions are largely maintained after secondary challenge, regardless of the new inflammatory environment, highlighting many of the identified states as stable Th cell sublineages. We also find that Th17 cells tend to upregulate Th2-cell-associated cytokines upon challenge, indicating a closer developmental connection between Th17 and Th2 cells than previously anticipated.


Subject(s)
Cytokines/metabolism , Th1 Cells/immunology , Th17 Cells/immunology , Th2 Cells/immunology , Animals , Asthma/immunology , Cell Differentiation/immunology , Cells, Cultured , Humans , Lymphocyte Activation/immunology , Mice , Mice, Inbred C57BL , Mice, Knockout , Pyroglyphidae/immunology , Th1 Cells/cytology , Th17 Cells/cytology , Th2 Cells/cytology
3.
J Chem Inf Model ; 62(11): 2737-2743, 2022 06 13.
Article in English | MEDLINE | ID: mdl-35559614

ABSTRACT

CAS Common Chemistry (https://commonchemistry.cas.org/) is an open web resource that provides access to reliable chemical substance information for the scientific community. Having served millions of visitors since its creation in 2009, the resource was extensively updated in 2021 with significant enhancements. The underlying dataset was expanded from 8000 to 500,000 chemical substances and includes additional associated information, such as basic properties and computer-readable chemical structure information. New use cases are supported with enhanced search capabilities and an integrated application programming interface. Reusable licensing of the content is provided through a Creative Commons Attribution-Non-Commercial (CC-BY-NC 4.0) license allowing other public resources to integrate the data into their systems. This paper provides an overview of the enhancements to data and functionality, discusses the benefits of the contribution to the chemistry community, and summarizes recent progress in leveraging this resource to strengthen other information sources.


Subject(s)
Software
4.
Allergy ; 76(9): 2866-2881, 2021 09.
Article in English | MEDLINE | ID: mdl-33884644

ABSTRACT

BACKGROUND: Coronavirus disease 2019 (COVID-19) is caused by infection with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and shows a broad clinical presentation ranging from asymptomatic infection to fatal disease. A very prominent feature associated with severe COVID-19 is T cell lymphopenia. However, homeostatic and functional properties of T cells are ill-defined in COVID-19. METHODS: We prospectively enrolled individuals with mild and severe COVID-19 into our multicenter cohort and performed a cross-sectional analysis of phenotypic and functional characteristics of T cells using 40-parameter mass cytometry, flow cytometry, targeted proteomics, and functional assays. RESULTS: Compared with mild disease, we observed strong perturbations of peripheral T cell homeostasis and function in severe COVID-19. Individuals with severe COVID-19 showed T cell lymphopenia and redistribution of T cell populations, including loss of naïve T cells, skewing toward CD4+ T follicular helper cells and cytotoxic CD4+ T cells, and expansion of activated and exhausted T cells. Extensive T cell apoptosis was particularly evident with severe disease and T cell lymphopenia, which in turn was accompanied by impaired T cell responses to several common viral antigens. Patients with severe disease showed elevated interleukin-7 and increased T cell proliferation. Furthermore, patients sampled at late time points after symptom onset had higher T cell counts and improved antiviral T cell responses. CONCLUSION: Our study suggests that severe COVID-19 is characterized by extensive T cell dysfunction and T cell apoptosis, which is associated with signs of homeostatic T cell proliferation and T cell recovery.


Subject(s)
COVID-19 , Cross-Sectional Studies , Homeostasis , Humans , Lymphocyte Activation , SARS-CoV-2
5.
Nat Methods ; 11(4): 417-22, 2014 Apr.
Article in English | MEDLINE | ID: mdl-24584193

ABSTRACT

Mass cytometry enables high-dimensional, single-cell analysis of cell type and state. In mass cytometry, rare earth metals are used as reporters on antibodies. Analysis of metal abundances using the mass cytometer allows determination of marker expression in individual cells. Mass cytometry has previously been applied only to cell suspensions. To gain spatial information, we have coupled immunohistochemical and immunocytochemical methods with high-resolution laser ablation to CyTOF mass cytometry. This approach enables the simultaneous imaging of 32 proteins and protein modifications at subcellular resolution; with the availability of additional isotopes, measurement of over 100 markers will be possible. We applied imaging mass cytometry to human breast cancer samples, allowing delineation of cell subpopulations and cell-cell interactions and highlighting tumor heterogeneity. Imaging mass cytometry complements existing imaging approaches. It will enable basic studies of tissue heterogeneity and function and support the transition of medicine toward individualized molecularly targeted diagnosis and therapies.


Subject(s)
Breast Neoplasms/metabolism , Image Cytometry/methods , Neoplasm Proteins/metabolism , Cell Line , Epithelial Cells/cytology , Epithelial Cells/metabolism , Female , Gene Expression Regulation, Neoplastic/physiology , Humans , Neoplasm Proteins/genetics
6.
Curr Top Microbiol Immunol ; 377: 95-109, 2014.
Article in English | MEDLINE | ID: mdl-23918170

ABSTRACT

Recent advances in inductively coupled plasma mass spectrometry (ICP-MS) as applied in mass cytometry, enabled its broad applicability to life science research. Mass cytometry enables the high-dimensional characterization of cellular systems by simultaneously measuring dozens of metal isotope reporter labeled antibodies bound to cell components. With the ability to simultaneously interrogate an unprecedented number of molecular components on a per cell basis, it offers the possibility to gain better understanding of single cell biology in heterogeneous samples. To upscale this single cell information to screening approaches by mass cytometry, a cell-based multiplexing technique, called mass-tag cellular barcoding (MCB), was developed. MCB enables the simultaneous analysis of multiple cell samples by using n metal ion tags to multiplex up to 2 (n) samples. Different mass tag combinations are used to label individual cell samples with a unique mass barcode that allows multiple samples to be combined and immunostained together for a single analysis on the mass cytometer. Taken together, MCB enables increased sample throughput, reduces antibody consumption, and increases the overall data quality. In this chapter, we describe the MCB to array the samples in a 96-well format that allows for medium-scale profiling/screening experiments to be run on a standard mass cytometer.


Subject(s)
Cells/cytology , Flow Cytometry/methods , Mass Spectrometry/methods , Single-Cell Analysis/methods , Staining and Labeling/methods , Animals , Cells/chemistry , Humans , Metals/chemistry
7.
Proc Natl Acad Sci U S A ; 109(50): 20714-9, 2012 Dec 11.
Article in English | MEDLINE | ID: mdl-23185000

ABSTRACT

Stressor exposure biases decision-making strategies from those based on the relationship between actions and their consequences to others restricted by stimulus-response associations. Chronic stressor exposure also desensitizes glucocorticoid receptors (GR) and diminishes motivation to acquire food reinforcement, although causal relationships are largely not established. We show that a history of chronic exposure to the GR ligand corticosterone or acute posttraining GR blockade with RU38486 makes rodents less able to perform actions based on their consequences. Thus, optimal GR binding is necessary for the consolidation of new response-outcome learning. In contrast, medial prefrontal (but not striatal) BDNF can account for stress-related amotivation, in that selective medial prefrontal cortical Bdnf knockdown decreases break-point ratios in a progressive-ratio task. Knockdown also increases vulnerability to RU38486. Despite the role of BDNF in dendritic spine reorganization, deep-layer spine remodeling does not obviously parallel progressive-ratio response patterns, but treatment with the Na(+)-channel inhibitor riluzole reverses corticosteroid-induced motivational deficits and restores prefrontal BDNF expression after corticosterone. We argue that when prefrontal neurotrophin systems are compromised, and GR-mediated hypothalamic-pituitary-adrenal axis feedback is desensitized (as in the case of chronic stress hormone exposure), amotivation and inflexible maladaptive response strategies that contribute to stress-related mood disorders result.


Subject(s)
Behavior, Animal/physiology , Brain-Derived Neurotrophic Factor/physiology , Prefrontal Cortex/physiology , Receptors, Glucocorticoid/physiology , Affect/drug effects , Affect/physiology , Amitriptyline/pharmacology , Animals , Antidepressive Agents, Tricyclic/pharmacology , Behavior, Animal/drug effects , Brain-Derived Neurotrophic Factor/antagonists & inhibitors , Brain-Derived Neurotrophic Factor/genetics , Conditioning, Psychological/drug effects , Conditioning, Psychological/physiology , Corticosterone/pharmacology , Corticosterone/physiology , Dendritic Spines/drug effects , Dendritic Spines/physiology , Gene Knockdown Techniques , Male , Mice , Mice, Inbred C57BL , Mice, Transgenic , Mifepristone/pharmacology , Motivation/drug effects , Motivation/physiology , Prefrontal Cortex/drug effects , Rats , Rats, Sprague-Dawley , Receptors, Glucocorticoid/antagonists & inhibitors , Stress, Physiological
8.
J Biol Chem ; 287(37): 31527-39, 2012 Sep 07.
Article in English | MEDLINE | ID: mdl-22807449

ABSTRACT

The natural cytotoxicity receptors are a unique set of activating proteins expressed mainly on the surface of natural killer (NK) cells. The human natural cytotoxicity receptor family comprises the three type I membrane proteins NKp30, NKp44, and NKp46. Especially NKp30 is critical for the cytotoxicity of NK cells against different targets including tumor, virus-infected, and immature dendritic cells. Although the crystal structure of NKp30 was recently solved (Li, Y., Wang, Q., and Mariuzza, R. A. (2011) J. Exp. Med. 208, 703-714; Joyce, M. G., Tran, P., Zhuravleva, M. A., Jaw, J., Colonna, M., and Sun, P. D. (2011) Proc. Natl. Acad. Sci. U.S.A. 108, 6223-6228), a key question, how NKp30 recognizes several non-related ligands, remains unclear. Therefore, we investigated the parameters that impact ligand recognition of NKp30. Based on various NKp30-hIgG1-Fc fusion proteins, which were optimized for minimal background binding to cellular Fcγ receptors, we identified the flexible stalk region of NKp30 as an important but so far neglected module for ligand recognition and related signaling of the corresponding full-length receptor proteins. Moreover, we found that the ectodomain of NKp30 is N-linked glycosylated at three different sites. Mutational analyses revealed differential binding affinities and signaling capacities of mono-, di-, or triglycosylated NKp30, suggesting that the degree of glycosylation could provide a switch to modulate the ligand binding properties of NKp30 and NK cell cytotoxicity.


Subject(s)
Killer Cells, Natural/pathology , Natural Cytotoxicity Triggering Receptor 3/metabolism , Animals , CHO Cells , COS Cells , Chlorocebus aethiops , Cricetinae , Cricetulus , Glycosylation , HEK293 Cells , Humans , Immunity, Cellular/physiology , K562 Cells , Killer Cells, Natural/cytology , Killer Cells, Natural/immunology , Mutation , Natural Cytotoxicity Triggering Receptor 3/genetics , Natural Cytotoxicity Triggering Receptor 3/immunology , Oligosaccharides/genetics , Oligosaccharides/metabolism , Protein Structure, Tertiary/physiology , Receptors, IgG/genetics , Receptors, IgG/metabolism
9.
Vaccines (Basel) ; 11(12)2023 Nov 30.
Article in English | MEDLINE | ID: mdl-38140193

ABSTRACT

We previously reported a protective antibody response in mice immunized with synthetic microparticle vaccines made using layer-by-layer fabrication (LbL-MP) and containing the conserved T1BT* epitopes from the P. falciparum circumsporozoite protein. To further optimize the vaccine candidate, a benchtop tangential flow filtration method (LbL-by-TFF) was developed and utilized to produce vaccine candidates that differed in the status of base layer crosslinking, inclusion of a TLR2 ligand in the antigenic peptide, and substitution of serine or alanine for an unpaired cysteine residue in the T* epitope. Studies in mice revealed consistent superiority of the Pam3Cys-modified candidates and a modest benefit of base layer crosslinking, as evidenced by higher and more persistent antibody titers (up to 18 months post-immunization), a qualitative improvement of T-cell responses toward a Th1 phenotype, and greater protection from live parasite challenges compared to the unmodified prototype candidate. Immunogenicity was also tested in a non-human primate model, the rhesus macaque. Base layer-crosslinked LbL-MP loaded with T1BT* peptide with or without covalently linked Pam3Cys elicited T1B-specific antibody responses and T1BT*-specific T-cell responses dominated by IFNγ secretion with lower levels of IL-5 secretion. The Pam3Cys-modified construct was more potent, generating antibody responses that neutralized wild-type P. falciparum in an in vitro hepatocyte invasion assay. IgG purified from individual macaques immunized with Pam3Cys.T1BT* LbL-MP protected naïve mice from challenges with transgenic P. berghei sporozoites that expressed the full-length PfCS protein, with 50-88% of passively immunized mice parasite-free for ≥15 days. Substitution of serine for an unpaired cysteine in the T* region of the T1BT* subunit did not adversely impact immune potency in the mouse while simplifying the manufacture of the antigenic peptide. In a Good Laboratory Practices compliant rabbit toxicology study, the base layer-crosslinked, Pam3Cys-modified, serine-substituted candidate was shown to be safe and immunogenic, eliciting parasite-neutralizing antibody responses and establishing the dose/route/regimen for a clinical evaluation of this novel synthetic microparticle pre-erythrocytic malaria vaccine candidate.

10.
J Proteome Res ; 11(10): 4885-93, 2012 Oct 05.
Article in English | MEDLINE | ID: mdl-22909291

ABSTRACT

Glioblastoma is the most common primary brain tumor in adults with low average survival time after diagnosis. In order to improve glioblastoma treatment, new drug-accessible targets need to be identified. Cell surface glycoproteins are prime drug targets due to their accessibility at the surface of cancer cells. To overcome the limited availability of suitable antibodies for cell surface protein detection, we performed a comprehensive mass spectrometric investigation of the glioblastoma surfaceome. Our combined cell surface capturing analysis of primary ex vivo glioblastoma cell lines in combination with established glioblastoma cell lines revealed 633 N-glycoproteins, which vastly extends the known data of surfaceome drug targets at subcellular resolution. We provide direct evidence of common glioblastoma cell surface glycoproteins and an approximate estimate of their abundances, information that could not be derived from genomic and/or transcriptomic glioblastoma studies. Apart from our pharmaceutically valuable repertoire of already and potentially drug-accessible cell surface glycoproteins, we built a mass-spectrometry-based toolbox enabling directed, sensitive, and repetitive glycoprotein measurements for clinical follow-up studies. The included Skyline Glioblastoma SRM assay library provides an elevated starting point for parallel testing of the abundance level of the detected glioblastoma surfaceome members in future drug perturbation experiments.


Subject(s)
Brain Neoplasms/metabolism , Glioblastoma/metabolism , Membrane Glycoproteins/metabolism , Proteome/metabolism , Aged , Amino Acid Sequence , Brain Neoplasms/drug therapy , Glioblastoma/drug therapy , Glycosylation , Humans , Male , Membrane Glycoproteins/chemistry , Middle Aged , Molecular Sequence Data , Molecular Targeted Therapy , Peptide Fragments/chemistry , Protein Processing, Post-Translational , Proteome/chemistry , Proteomics , Staining and Labeling , Tumor Cells, Cultured
11.
Sci Data ; 9(1): 44, 2022 02 09.
Article in English | MEDLINE | ID: mdl-35140234

ABSTRACT

Epithelial-mesenchymal transition (EMT) equips breast cancer cells for metastasis and treatment resistance. However, detection, inhibition, and elimination of EMT-undergoing cells is challenging due to the intrinsic heterogeneity of cancer cells and the phenotypic diversity of EMT programs. We comprehensively profiled EMT transition phenotypes in four non-cancerous human mammary epithelial cell lines using a flow cytometry surface marker screen, RNA sequencing, and mass cytometry. EMT was induced in the HMLE and MCF10A cell lines and in the HMLE-Twist-ER and HMLE-Snail-ER cell lines by prolonged exposure to TGFß1 or 4-hydroxytamoxifen, respectively. Each cell line exhibited a spectrum of EMT transition phenotypes, which we compared to the steady-state phenotypes of fifteen luminal, HER2-positive, and basal breast cancer cell lines. Our data provide multiparametric insights at single-cell level into the phenotypic diversity of EMT at different time points and in four human cellular models. These insights are valuable to better understand the complexity of EMT, to compare EMT transitions between the cellular models used here, and for the design of EMT time course experiments.


Subject(s)
Breast Neoplasms , Epithelial-Mesenchymal Transition , Transcriptome , Breast Neoplasms/genetics , Cell Line , Epithelial-Mesenchymal Transition/genetics , Female , Gene Expression Profiling , Humans
12.
Cell Rep Med ; 3(4): 100604, 2022 04 19.
Article in English | MEDLINE | ID: mdl-35492239

ABSTRACT

Localized prostate cancer exhibits multiple genomic alterations and heterogeneity at the proteomic level. Single-cell technologies capture important cell-to-cell variability responsible for heterogeneity in biomarker expression that may be overlooked when molecular alterations are based on bulk tissue samples. This study aims to identify prognostic biomarkers and describe the heterogeneity of prostate cancer and the associated microenvironment by simultaneously quantifying 36 proteins using single-cell mass cytometry analysis of over 1.6 million cells from 58 men with localized prostate cancer. We perform this task, using a high-dimensional clustering pipeline named Franken to describe subpopulations of immune, stromal, and prostate cells, including changes occurring in tumor tissues and high-grade disease that provide insights into the coordinated progression of prostate cancer. Our results further indicate that men with localized disease already harbor rare subpopulations that typically occur in castration-resistant and metastatic disease.


Subject(s)
Prostatic Neoplasms , Proteomics , Genomics , Humans , Male , Orchiectomy , Prostate/metabolism , Prostatic Neoplasms/genetics , Proteomics/methods , Tumor Microenvironment/genetics
13.
Vaccines (Basel) ; 10(12)2022 Dec 05.
Article in English | MEDLINE | ID: mdl-36560488

ABSTRACT

Layer-by-layer microparticle (LbL-MP) fabrication was used to produce synthetic vaccines presenting a fusion peptide containing RSV G protein CX3C chemokine motif and a CD8 epitope of the RSV matrix protein 2 (GM2) with or without a covalently linked TLR2 agonist (Pam3.GM2). Immunization of BALB/c mice with either GM2 or Pam3.GM2 LbL-MP in the absence of adjuvant elicited G-specific antibody responses and M2-specific CD8+ T-cell responses. Following challenge with RSV, mice immunized with the GM2 LbL-MP vaccine developed a Th2-biased immune response in the lungs with elevated levels of IL-4, IL-5, IL-13, and eotaxin in the bronchoalveolar lavage (BAL) fluid and a pulmonary influx of eosinophils. By comparison, mice immunized with the Pam3.GM2 LbL-MP vaccine had considerably lower to non-detectable levels of the Th2 cytokines and chemokines and very low numbers of eosinophils in the BAL fluid post-RSV challenge. In addition, mice immunized with the Pam3.GM2 LbL-MP also had higher levels of RSV G-specific IgG2a and IgG2b in the post-challenge BAL fluid compared to those immunized with the GM2 LbL-MP vaccine. While both candidates protected mice from infection following challenge, as evidenced by the reduction or elimination of RSV plaques, the inclusion of the TLR2 agonist yielded a more potent antibody response, greater protection, and a clear shift away from Th2/eosinophil responses. Since the failure of formalin-inactivated RSV (FI-RSV) vaccines tested in the 1960s has been hypothesized to be partly due to the ablation of host TLR engagement by the vaccine and inappropriate Th2 responses upon subsequent viral infection, these findings stress the importance of appropriate engagement of the innate immune response during initial exposure to RSV G CX3C.

14.
Cell Rep Med ; 2(1): 100166, 2021 01 19.
Article in English | MEDLINE | ID: mdl-33521697

ABSTRACT

Coronavirus disease 2019 (COVID-19) manifests with a range of severities, but immune signatures of mild and severe disease are still not fully understood. Here, we use mass cytometry and targeted proteomics to profile the innate immune response of patients with mild or severe COVID-19 and of healthy individuals. Sampling at different stages allows us to reconstruct a pseudo-temporal trajectory of the innate response. A surge of CD169+ monocytes associated with an IFN-γ+MCP-2+ signature rapidly follows symptom onset. At later stages, we observe a persistent inflammatory phenotype in patients with severe disease, dominated by high CCL3 and CCL4 abundance correlating with the re-appearance of CD16+ monocytes, whereas the response of mild COVID-19 patients normalizes. Our data provide insights into the dynamic nature of inflammatory responses in COVID-19 patients and identify sustained innate immune responses as a likely mechanism in severe patients, thus supporting the investigation of targeted interventions in severe COVID-19.


Subject(s)
COVID-19/immunology , Immunity, Innate , Adult , C-Reactive Protein/analysis , COVID-19/pathology , COVID-19/virology , Cytokines/blood , Female , Humans , Male , Mass Spectrometry , Middle Aged , Monocytes/cytology , Monocytes/metabolism , Myeloid Cells/cytology , Myeloid Cells/metabolism , Proteomics/methods , SARS-CoV-2/isolation & purification , Severity of Illness Index , Sialic Acid Binding Ig-like Lectin 1/metabolism
15.
Nat Cancer ; 2(8): 853-864, 2021 08.
Article in English | MEDLINE | ID: mdl-34423310

ABSTRACT

Chronic Lymphocytic Leukemia (CLL) has a complex pattern of driver mutations and much of its clinical diversity remains unexplained. We devised a method for simultaneous subgroup discovery across multiple data types and applied it to genomic, transcriptomic, DNA methylation and ex-vivo drug response data from 217 Chronic Lymphocytic Leukemia (CLL) cases. We uncovered a biological axis of heterogeneity strongly associated with clinical behavior and orthogonal to the known biomarkers. We validated its presence and clinical relevance in four independent cohorts (n=547 patients). We find that this axis captures the proliferative drive (PD) of CLL cells, as it associates with lymphocyte doubling rate, global hypomethylation, accumulation of driver aberrations and response to pro-proliferative stimuli. CLL-PD was linked to the activation of mTOR-MYC-oxidative phosphorylation (OXPHOS) through transcriptomic, proteomic and single cell resolution analysis. CLL-PD is a key determinant of disease outcome in CLL. Our multi-table integration approach may be applicable to other tumors whose inter-individual differences are currently unexplained.


Subject(s)
Leukemia, Lymphocytic, Chronic, B-Cell , DNA Methylation/genetics , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Oxidative Phosphorylation , Proteomics , TOR Serine-Threonine Kinases/genetics
16.
Cancer Cell ; 39(3): 288-293, 2021 03 08.
Article in English | MEDLINE | ID: mdl-33482122

ABSTRACT

The application and integration of molecular profiling technologies create novel opportunities for personalized medicine. Here, we introduce the Tumor Profiler Study, an observational trial combining a prospective diagnostic approach to assess the relevance of in-depth tumor profiling to support clinical decision-making with an exploratory approach to improve the biological understanding of the disease.


Subject(s)
Neoplasms/genetics , Neoplasms/metabolism , Clinical Decision-Making/methods , Computational Biology/methods , Decision Support Systems, Clinical , Humans , Precision Medicine/methods , Prospective Studies
17.
F1000Res ; 9: 1263, 2020.
Article in English | MEDLINE | ID: mdl-36072920

ABSTRACT

Mass cytometry (CyTOF) has become a method of choice for in-depth characterization of tissue heterogeneity in health and disease, and is currently implemented in multiple clinical trials, where higher quality standards must be met. Currently, preprocessing of raw files is commonly performed in independent standalone tools, which makes it difficult to reproduce. Here, we present an R pipeline based on an updated version of CATALYST that covers all preprocessing steps required for downstream mass cytometry analysis in a fully reproducible way. This new version of CATALYST is based on Bioconductor's SingleCellExperiment class and fully unit tested. The R-based pipeline includes file concatenation, bead-based normalization, single-cell deconvolution, spillover compensation and live cell gating after debris and doublet removal. Importantly, this pipeline also includes different quality checks to assess machine sensitivity and staining performance while allowing also for batch correction. This pipeline is based on open source R packages and can be easily be adapted to different study designs. It therefore has the potential to significantly facilitate the work of CyTOF users while increasing the quality and reproducibility of data generated with this technology.

18.
Genome Biol ; 17(1): 142, 2016 06 29.
Article in English | MEDLINE | ID: mdl-27356760

ABSTRACT

Single-cell analysis technologies are essential tools in research and clinical diagnostics. These methods include flow cytometry, mass cytometry, and other microfluidics-based technologies. Most laboratories that employ these methods maintain large repositories of antibodies. These ever-growing collections of antibodies, their multiple conjugates, and the large amounts of data generated in assays using specific antibodies and conditions makes a dedicated software solution necessary. We have developed AirLab, a cloud-based tool with web and mobile interfaces, for the organization of these data. AirLab streamlines the processes of antibody purchase, organization, and storage, antibody panel creation, results logging, and antibody validation data sharing and distribution. Furthermore, AirLab enables inventory of other laboratory stocks, such as primers or clinical samples, through user-controlled customization. Thus, AirLab is a mobile-powered and flexible tool that harnesses the capabilities of mobile tools and cloud-based technology to facilitate inventory and sharing of antibody and sample collections and associated validation data.


Subject(s)
Antibodies, Monoclonal , Cloud Computing , Information Dissemination , Research , Single-Cell Analysis , Database Management Systems , Humans , Internet , Single-Cell Analysis/methods , Software
19.
Oncotarget ; 6(9): 6776-93, 2015 Mar 30.
Article in English | MEDLINE | ID: mdl-25686827

ABSTRACT

Multidrug resistance (MDR) in cancer cells is a challenging phenomenon often associated with P-glycoprotein (Pgp) surface expression. Finding new ways to bypass Pgp-mediated MDR still remains a daunting challenge towards the successful treatment of malignant neoplasms such as colorectal cancer.We applied the Cell Surface Capture technology to chemosensitive and chemoresistant human colon cancer to explore the cell surface proteome of Pgp-expressing cells in a discovery-driven fashion. Comparative quantitative analysis of identified cell surface glycoproteins revealed carbonic anhydrase type XII (CAXII) to be up-regulated on the surface of chemoresistant cells, similarly to Pgp. In cellular models showing an acquired MDR phenotype due to the selective pressure of chemotherapy, the progressive increase of the transcription factor hypoxia-inducible factor-1 alpha was paralleled by the simultaneous up-regulation of Pgp and CAXII. CAXII and Pgp physically interacted at the cell surface. CAXII silencing or pharmacological inhibition with acetazolamide decreased the ATPase activity of Pgp by altering the optimal pH at which Pgp operated and promoted chemosensitization to Pgp substrates in MDR cells.We propose CAXII as a new secondary marker of the MDR phenotype that influences Pgp activity directly and can be used as a pharmacological target for MDR research and potential treatment.


Subject(s)
Antineoplastic Agents/pharmacology , Carbonic Anhydrase Inhibitors/pharmacology , Carbonic Anhydrases/metabolism , Colonic Neoplasms/drug therapy , Drug Resistance, Multiple , Drug Resistance, Neoplasm , Lung Neoplasms/drug therapy , Molecular Targeted Therapy , ATP Binding Cassette Transporter, Subfamily B/genetics , ATP Binding Cassette Transporter, Subfamily B/metabolism , Apoptosis/drug effects , Carbonic Anhydrases/genetics , Cell Membrane/drug effects , Cell Membrane/enzymology , Cell Proliferation/drug effects , Cell Surface Display Techniques , Cellular Senescence/drug effects , Colonic Neoplasms/enzymology , Colonic Neoplasms/genetics , Colonic Neoplasms/pathology , Doxorubicin/metabolism , Doxorubicin/pharmacology , Gene Expression Regulation, Neoplastic , HT29 Cells , Humans , Hydrogen-Ion Concentration , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Lung Neoplasms/enzymology , Lung Neoplasms/genetics , Lung Neoplasms/pathology , Phenotype , Proteomics/methods , RNA Interference , Signal Transduction/drug effects , Transfection
20.
PLoS One ; 10(3): e0121314, 2015.
Article in English | MEDLINE | ID: mdl-25894527

ABSTRACT

Cell surface proteins are major targets of biomedical research due to their utility as cellular markers and their extracellular accessibility for pharmacological intervention. However, information about the cell surface protein repertoire (the surfaceome) of individual cells is only sparsely available. Here, we applied the Cell Surface Capture (CSC) technology to 41 human and 31 mouse cell types to generate a mass-spectrometry derived Cell Surface Protein Atlas (CSPA) providing cellular surfaceome snapshots at high resolution. The CSPA is presented in form of an easy-to-navigate interactive database, a downloadable data matrix and with tools for targeted surfaceome rediscovery (http://wlab.ethz.ch/cspa). The cellular surfaceome snapshots of different cell types, including cancer cells, resulted in a combined dataset of 1492 human and 1296 mouse cell surface glycoproteins, providing experimental evidence for their cell surface expression on different cell types, including 136 G-protein coupled receptors and 75 membrane receptor tyrosine-protein kinases. Integrated analysis of the CSPA reveals that the concerted biological function of individual cell types is mainly guided by quantitative rather than qualitative surfaceome differences. The CSPA will be useful for the evaluation of drug targets, for the improved classification of cell types and for a better understanding of the surfaceome and its concerted biological functions in complex signaling microenvironments.


Subject(s)
Mass Spectrometry/methods , Membrane Proteins/chemistry , Proteomics/methods , Animals , Cell Line , Databases, Protein , Humans , Mice
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