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1.
Sci Rep ; 12(1): 11830, 2022 07 12.
Article in English | MEDLINE | ID: mdl-35821263

ABSTRACT

Rheumatoid arthritis (RA) is characterized by joint infiltration of immune cells and synovial inflammation which leads to progressive disability. Current treatments improve the disease outcome, but the unmet medical need is still high. New discoveries over the last decade have revealed the major impact of cellular metabolism on immune cell functions. So far, a comprehensive understanding of metabolic changes during disease development, especially in the diseased microenvironment, is still limited. Therefore, we studied the longitudinal metabolic changes during the development of murine arthritis by integrating metabolomics and transcriptomics data. We identified an early change in macrophage pathways which was accompanied by oxidative stress, a drop in NAD+ level and induction of glucose transporters. We discovered inhibition of SIRT1, a NAD-dependent histone deacetylase and confirmed its dysregulation in human macrophages and synovial tissues of RA patients. Mining this database should enable the discovery of novel metabolic targets and therapy opportunities in RA.


Subject(s)
Arthritis, Experimental , Arthritis, Rheumatoid , Sirtuin 1 , Animals , Arthritis, Experimental/metabolism , Arthritis, Rheumatoid/metabolism , Humans , Inflammation/metabolism , Mice , Sirtuin 1/metabolism , Synovial Membrane/metabolism
2.
Comput Math Methods Med ; 2021: 9932729, 2021.
Article in English | MEDLINE | ID: mdl-34608400

ABSTRACT

In this paper, a statistical simulation algorithm for the power series distribution, called the Max Erlang Binomial distribution, is proposed, analyzed, and tested for bladder cancer remission time data. In order to present the simulation technique, the EM algorithm for statistical estimation aimed at estimating the model parameters is described.


Subject(s)
Algorithms , Neoplasms/therapy , Remission Induction , Binomial Distribution , Computational Biology , Computer Simulation , Humans , Likelihood Functions , Models, Statistical , Neoplasms/mortality , Probability , Systems Analysis , Time Factors , Urinary Bladder Neoplasms/mortality , Urinary Bladder Neoplasms/therapy
4.
Anal Chem ; 92(21): 14484-14493, 2020 11 03.
Article in English | MEDLINE | ID: mdl-33138378

ABSTRACT

MALDI mass spectrometry imaging (MSI) enables label-free, spatially resolved analysis of a wide range of analytes in tissue sections. Quantitative analysis of MSI datasets is typically performed on single pixels or manually assigned regions of interest (ROIs). However, many sparse, small objects such as Alzheimer's disease (AD) brain deposits of amyloid peptides called plaques are neither single pixels nor ROIs. Here, we propose a new approach to facilitate the comparative computational evaluation of amyloid plaque-like objects by MSI: a fast PLAQUE PICKER tool that enables a statistical evaluation of heterogeneous amyloid peptide composition. Comparing two AD mouse models, APP NL-G-F and APP PS1, we identified distinct heterogeneous plaque populations in the NL-G-F model but only one class of plaques in the PS1 model. We propose quantitative metrics for the comparison of technical and biological MSI replicates. Furthermore, we reconstructed a high-accuracy 3D-model of amyloid plaques in a fully automated fashion, employing rigid and elastic MSI image registration using structured and plaque-unrelated reference ion images. Statistical single-plaque analysis in reconstructed 3D-MSI objects revealed the Aß1-42Arc peptide to be located either in the core of larger plaques or in small plaques without colocalization of other Aß isoforms. In 3D, a substantially larger number of small plaques were observed than that indicated by the 2D-MSI data, suggesting that quantitative analysis of molecularly diverse sparsely-distributed features may benefit from 3D-reconstruction. Data are available via ProteomeXchange with identifier PXD020824.


Subject(s)
Alzheimer Disease/complications , Elasticity , Imaging, Three-Dimensional/methods , Molecular Imaging , Plaque, Amyloid/complications , Plaque, Amyloid/diagnostic imaging , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Animals , Mice
5.
Mol Cell Proteomics ; 18(1): 151-161, 2019 01.
Article in English | MEDLINE | ID: mdl-30293968

ABSTRACT

Aberrant protease activity has been implicated in the etiology of various prevalent diseases including neurodegeneration and cancer, in particular metastasis. Matrix-assisted laser desorption/ionization (MALDI) mass spectrometry imaging (MSI) has recently been established as a key technology for bioanalysis of multiple biomolecular classes such as proteins, lipids, and glycans. However, it has not yet been systematically explored for investigation of a tissue's endogenous protease activity. In this study, we demonstrate that different tissues, spray-coated with substance P as a tracer, digest this peptide with different time-course profiles. Furthermore, we reveal that distinct cleavage products originating from substance P are generated transiently and that proteolysis can be attenuated by protease inhibitors in a concentration-dependent manner. To show the translational potential of the method, we analyzed protease activity of gastric carcinoma in mice. Our MSI and quantitative proteomics results reveal differential distribution of protease activity - with strongest activity being observed in mouse tumor tissue, suggesting the general applicability of the workflow in animal pharmacology and clinical studies.


Subject(s)
Peptide Hydrolases/metabolism , Proteomics/methods , Stomach Neoplasms/metabolism , Animals , Mice , Neoplasms, Experimental/metabolism , Proteolysis , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
6.
Front Mol Neurosci ; 11: 206, 2018.
Article in English | MEDLINE | ID: mdl-29973867

ABSTRACT

Alzheimer's disease (AD) is characterized by progressive neurodegeneration and a concomitant loss of synapses and cognitive abilities. Recently, we have proposed that an alteration of neuronal membrane lipid microdomains increases neuronal resistance toward amyloid-ß stress in cultured neurons and protects from neurodegeneration in a mouse model of AD. Lipid microdomains are highly enriched in a specific subclass of glycosphingolipids, termed gangliosides. The enzyme glucosylceramide synthase (GCS) catalyzes the rate-limiting step in the biosynthesis of these gangliosides. The present work now demonstrates that genetic GCS deletion in subsets of adult forebrain neurons significantly improves the spatial memory and counteracts the loss of dendritic spines in the hippocampal dentate gyrus of 5x familial AD mice (5xFAD//Ugcgf/f//Thy1-CreERT2//EYFP mice), when compared to 5xFAD//Ugcgf/f littermates (5xFAD mice). Aberrantly activated glial cells and their expression of pro-inflammatory cytokines have emerged as the major culprits for synaptic loss in AD. Typically, astrocytic activation is accompanied by a thickening of astrocytic processes, which impairs astrocytic support for neuronal synapses. In contrast to 5xFAD mice, 5xFAD//Ugcgf/f//Thy1-CreERT2//EYFP display a less pronounced thickening of astrocytic processes and a lower expression of tumor necrosis factor-α and interleukin 1-α in the hippocampus. Thus, this work further emphasizes that GCS inhibition may constitute a potential therapeutic target against AD.

7.
Sci Rep ; 8(1): 11260, 2018 07 26.
Article in English | MEDLINE | ID: mdl-30050068

ABSTRACT

Recent advances in matrix-assisted laser desorption/ionization (MALDI) mass spectrometry have enabled whole cell-MALDI mass spectrometry biotyping of drug-treated cultured cells for rapid monitoring of known abundant pharmacodynamic protein markers such as polyacetylated histones. In contrast, generic and automated analytical workflows for discovery of such pharmacodynamic markers, in particular lipid markers, and their use in cellular tests of drug-like compounds are still lacking. Here, we introduce such a workflow and demonstrate its utility for cellular drug-response monitoring of BCR-ABL tyrosine kinase inhibitors in K562 leukemia cells: First, low-molecular mass features indicating drug responses are computationally extracted from groups of MALDI-TOF mass spectra. Then, the lipids/metabolites corresponding to these features are identified by MALDI-Fourier transformation mass spectrometry. To demonstrate utility of the method, we identify the potassium adduct of phosphatidylcholine PC(36:1) as well as heme B, a marker for erythroid differentiation, as markers for a label-free MALDI MS-based test of cellular responses to BCR-ABL inhibitors. Taken together, these results suggest that MALDI-TOF mass spectrometry of lipids and other low molecular mass metabolites could support cell-based drug profiling.


Subject(s)
Biological Factors/analysis , Fusion Proteins, bcr-abl/antagonists & inhibitors , Protein Kinase Inhibitors/metabolism , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Humans , K562 Cells , Spectroscopy, Fourier Transform Infrared/methods
8.
Sci Rep ; 8(1): 6361, 2018 Apr 18.
Article in English | MEDLINE | ID: mdl-29670167

ABSTRACT

A correction to this article has been published and is linked from the HTML and PDF versions of this paper. The error has been fixed in the paper.

9.
Sci Rep ; 8(1): 313, 2018 01 10.
Article in English | MEDLINE | ID: mdl-29321555

ABSTRACT

Multimodal imaging combines complementary platforms for spatially resolved tissue analysis that are poised for application in life science and personalized medicine. Unlike established clinical in vivo multimodality imaging, automated workflows for in-depth multimodal molecular ex vivo tissue analysis that combine the speed and ease of spectroscopic imaging with molecular details provided by mass spectrometry imaging (MSI) are lagging behind. Here, we present an integrated approach that utilizes non-destructive Fourier transform infrared (FTIR) microscopy and matrix assisted laser desorption/ionization (MALDI) MSI for analysing single-slide tissue specimen. We show that FTIR microscopy can automatically guide high-resolution MSI data acquisition and interpretation without requiring prior histopathological tissue annotation, thus circumventing potential human-annotation-bias while achieving >90% reductions of data load and acquisition time. We apply FTIR imaging as an upstream modality to improve accuracy of tissue-morphology detection and to retrieve diagnostic molecular signatures in an automated, unbiased and spatially aware manner. We show the general applicability of multimodal FTIR-guided MALDI-MSI by demonstrating precise tumor localization in mouse brain bearing glioma xenografts and in human primary gastrointestinal stromal tumors. Finally, the presented multimodal tissue analysis method allows for morphology-sensitive lipid signature retrieval from brains of mice suffering from lipidosis caused by Niemann-Pick type C disease.


Subject(s)
Brain Neoplasms/diagnostic imaging , Glioma/diagnostic imaging , Multimodal Imaging/methods , Neoplasms, Experimental/diagnostic imaging , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Spectroscopy, Fourier Transform Infrared/methods , Animals , Cell Line, Tumor , Female , Humans , Mice , Mice, Nude
10.
Cell ; 170(3): 443-456.e14, 2017 Jul 27.
Article in English | MEDLINE | ID: mdl-28753424

ABSTRACT

Alzheimer's disease (AD)-linked mutations in Presenilins (PSEN) and the amyloid precursor protein (APP) lead to production of longer amyloidogenic Aß peptides. The shift in Aß length is fundamental to the disease; however, the underlying mechanism remains elusive. Here, we show that substrate shortening progressively destabilizes the consecutive enzyme-substrate (E-S) complexes that characterize the sequential γ-secretase processing of APP. Remarkably, pathogenic PSEN or APP mutations further destabilize labile E-S complexes and thereby promote generation of longer Aß peptides. Similarly, destabilization of wild-type E-S complexes by temperature, compounds, or detergent promotes release of amyloidogenic Aß. In contrast, E-Aßn stabilizers increase γ-secretase processivity. Our work presents a unifying model for how PSEN or APP mutations enhance amyloidogenic Aß production, suggests that environmental factors may increase AD risk, and provides the theoretical basis for the development of γ-secretase/substrate stabilizing compounds for the prevention of AD.


Subject(s)
Alzheimer Disease/enzymology , Alzheimer Disease/genetics , Amyloid beta-Protein Precursor/metabolism , Membrane Proteins/metabolism , Peptide Hydrolases/metabolism , Presenilin-1/metabolism , Amyloid beta-Protein Precursor/chemistry , Animals , Brain/metabolism , Brain/pathology , Cell Line , Endopeptidases , Enzyme Stability , Female , HEK293 Cells , Humans , Membrane Proteins/chemistry , Membrane Proteins/genetics , Mice , Models, Molecular , Mutation , Peptide Hydrolases/chemistry , Peptide Hydrolases/genetics , Presenilin-1/chemistry , Presenilin-1/genetics
11.
Langmuir ; 33(9): 2444-2453, 2017 03 07.
Article in English | MEDLINE | ID: mdl-28219008

ABSTRACT

In vivo lipid membranes interact with rough supramolecular structures such as protein clusters and fibrils. How these features whose size ranges from a few nanometers to a few tens of nanometers impact lipid and protein mobility is still being investigated. Here, we study supported phospholipid bilayers, a unique biomimetic model, deposited on etched surfaces bearing nanometric corrugations. The surface roughness and mean curvature are carefully characterized by AFM imaging using ultrasharp tips. Neutron specular reflectivity supplements this surface characterization and indicates that the bilayers follow the large-scale corrugations of the substrate. We measure the lateral mobility of lipids in both the fluid and gel phases by fluorescence recovery after patterned photobleaching. Although the mobility is independent of the roughness in the gel phase, it exhibits a 5-fold decrease in the fluid phase when the roughness increases from 0.2 to 10 nm. These results are interpreted with a two-phase model allowing for a strong decrease in the lipid mobility in highly curved or defect-induced gel-like nanoscale regions. This suggests a strong link between membrane curvature and fluidity, which is a key property for various cell functions such as signaling and adhesion.


Subject(s)
Lipid Bilayers/chemistry , Phospholipids/chemistry , Microscopy, Atomic Force , Particle Size , Surface Properties
12.
Neoplasia ; 18(8): 500-11, 2016 08.
Article in English | MEDLINE | ID: mdl-27566106

ABSTRACT

Gastric cancer (GC) remains a malignant disease with high mortality. Patients are frequently diagnosed in advanced stages where survival prognosis is poor. Thus, there is high medical need to find novel drug targets and treatment strategies. Recently, the comprehensive molecular characterization of GC subtypes revealed mutations in the small GTPase RHOA as a hallmark of diffuse-type GC. RHOA activates RHO-associated protein kinases (ROCK1/2) which regulate cell contractility, migration and growth and thus may play a role in cancer. However, therapeutic benefit of RHO-pathway inhibition in GC has not been shown so far. The ROCK1/2 inhibitor 1-(5-isoquinoline sulfonyl)-homopiperazine (HA-1077, fasudil) is approved for cerebrovascular bleeding in patients. We therefore investigated whether fasudil (i.p., 10 mg/kg per day, 4 times per week, 4 weeks) inhibits tumor growth in a preclinical model of GC. Fasudil evoked cell death in human GC cells and reduced the tumor size in the stomach of CEA424-SV40 TAg transgenic mice. Small animal PET/CT confirmed preclinical efficacy. Mass spectrometry imaging identified a translatable biomarker for mouse GC and suggested rapid but incomplete in situ distribution of the drug to gastric tumor tissue. RHOA expression was increased in the neoplastic murine stomach compared with normal non-malignant gastric tissue, and fasudil reduced (auto) phosphorylation of ROCK2 at THR249 in vivo and in human GC cells in vitro. In sum, our data suggest that RHO-pathway inhibition may constitute a novel strategy for treatment of GC and that enhanced distribution of future ROCK inhibitors into tumor tissue may further improve efficacy.


Subject(s)
Protein Kinase Inhibitors/pharmacology , Stomach Neoplasms/metabolism , Stomach Neoplasms/pathology , rho-Associated Kinases/antagonists & inhibitors , Animals , Cell Line, Tumor , Female , Gene Expression , Humans , Male , Mice , Mice, Transgenic , Positron Emission Tomography Computed Tomography , Protein Kinase Inhibitors/pharmacokinetics , Signal Transduction/drug effects , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization , Stomach Neoplasms/diagnostic imaging , Stomach Neoplasms/drug therapy , rho-Associated Kinases/genetics , rho-Associated Kinases/metabolism , rhoA GTP-Binding Protein/genetics , rhoA GTP-Binding Protein/metabolism
13.
Oncoimmunology ; 5(12): e1240858, 2016.
Article in English | MEDLINE | ID: mdl-28123877

ABSTRACT

Tryptophan metabolism is a key process that shapes the immunosuppressive tumor microenvironment. The two rate-limiting enzymes that mediate tryptophan depletion, indoleamine-2,3-dioxygenase (IDO) and tryptophan-2,3-dioxygenase (TDO), have moved into the focus of research and inhibitors targeting IDO and TDO have entered clinical trials. Local tryptophan depletion is generally viewed as the crucial immunosuppressive mechanism. In T cells, the kinase general control non-derepressible 2 (GCN2) has been identified as a molecular sensor of tryptophan deprivation. GCN2 activation by tryptophan depletion induces apoptosis and mitigates T cell proliferation. Here, we investigated whether GCN2 attenuates tumor rejection in experimental B16 melanoma using T cell-specific Gcn2 knockout mice. Our data demonstrate that GCN2 in T cells did not affect immunity to B16 tumors even when animals were treated with antibodies targeting cytotoxic T lymphocyte antigen-4 (CTLA4). GCN2-deficient gp100 TCR-transgenic T cells were equally effective as wild-type pmel T cells against gp100-expressing B16 melanomas after adoptive transfer and gp100 peptide vaccination. Even augmentation of tumoral tryptophan metabolism in B16 tumors by lentiviral overexpression of Tdo did not differentially affect GCN2-proficient vs. GCN2-deficient T cells in vivo. Importantly, GCN2 target genes were not upregulated in tumor-infiltrating T cells. MALDI-TOF MS imaging of B16 melanomas demonstrated maintenance of intratumoral tryptophan levels despite high tryptophan turnover, which prohibits a drop in tryptophan sufficient to activate GCN2 in tumor-infiltrating T cells. In conclusion, our results do not suggest that suppression of antitumor immune responses by tryptophan metabolism is driven by local tryptophan depletion and subsequent GCN2-mediated T cell anergy.

14.
Anal Chem ; 86(10): 4642-7, 2014 May 20.
Article in English | MEDLINE | ID: mdl-24559101

ABSTRACT

Measurements of target activation in cells or tissues are key indicators of efficacy during drug development. In contrast to established methods that require reagents and multiple preprocessing steps, reagent-free in situ analysis of engaged drug targets or target-proximal pharmacodynamic signatures in solid tumors remains challenging. Here, we demonstrate that label-free quantification of histone acetylation-specific mass shifts by matrix-assisted laser desorption ionization (MALDI) mass spectrometry biotyping can be used for measurement of cellular potency of histone deacetylase inhibitors in intact cells. Furthermore, we employ MALDI mass spectrometry imaging of these mass shifts to visualize the spatiotemporal distribution of acetylated histones and thus the tumor-selective pharmacodynamic responses in a mouse model of gastrointestinal cancer. Taken together, our study suggests that the monitoring of drug-induced mass shifts in protein ion intensity fingerprints or images may be a powerful analytical tool in pharmacology and drug discovery.


Subject(s)
Histone Deacetylase Inhibitors/pharmacology , Histone Deacetylases/drug effects , Animals , Cells/enzymology , Drug Discovery/methods , Gastrointestinal Neoplasms/drug therapy , Histone Deacetylase Inhibitors/therapeutic use , Mice , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization
15.
J Biotechnol ; 168(4): 452-61, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24148184

ABSTRACT

Mammalian cells, especially CHO (Chinese Hamster Ovary), are an important host for the production of biopharmaceuticals. Early detection of cellular stress and the onset of apoptosis, ultimately leading to a reduced viability of the culture, are important with respect to process development and monitoring. In this work, intact cell MALDI mass spectrometry (ICM MS) biotyping was used to rapidly and sensitively detect cell stress and the onset of apoptosis at line in CHO cell cultures. We describe the identification of specific and highly reproducible stress and apoptosis related changes in m/z signal intensities that allowed prediction of upcoming cell viability changes approximately 24h earlier than standard culture monitoring. Furthermore, early identification of apoptosis onset was comparable to that using a sensitive, albeit offline, detection method. By comparison with ICM MS analysis of apoptosis induced cultures, many of the m/z values were identified as apoptosis-specific. A classification model for discrimination of unknown samples regarding their cellular viability/apoptosis status was developed based on a condensed set of 51 m/z values. The fast, robust and automated acquisition of cell state specific MS signatures could become a promising tool for CHO culture monitoring.


Subject(s)
Apoptosis/genetics , CHO Cells/cytology , Cell Culture Techniques , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Animals , CHO Cells/physiology , Cell Survival , Cricetinae , Cricetulus
16.
Bioanalysis ; 5(8): 885-93, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23590472

ABSTRACT

Since their inception in the 1970s, methods for classification of microorganisms based on mass spectral fingerprints obtained by MALDI-TOF MS have become a mainstay in environmental as well as in clinical microbiology. Recently, related whole-cell MALDI-TOF fingerprinting workflows have been adopted for the classification of mammalian cells. In this report we summarize this work and discuss the challenges of adapting whole-cell MS fingerprinting methods for the successful classification of mammalian cells. We highlight current limitations as well as opportunities and emerging applications of this technology in industrial and clinical settings, such as cell-line authentication, clinical diagnostics, and quality and productivity control in bioprocesses.


Subject(s)
Cell Separation/methods , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods , Animals , Cell Line , Humans , Mammals
17.
Anal Bioanal Chem ; 404(8): 2277-86, 2012 Nov.
Article in English | MEDLINE | ID: mdl-22955673

ABSTRACT

Intact cell mass spectrometry biotyping, a collection of methods for classification of cells based on mass spectrometric fingerprints, is an established method in clinical and environmental microbiology. It has recently also been applied to the investigation of mammalian cells including primary blood cells and cultured cells. However, few automated procedures suitable for higher throughput and little analytical standardization of mammalian biotyping approaches have been reported so far. Here, we present a novel automated method that robustly classifies as few as 250 cells per spot. Automatically acquired cell fingerprints from cultured and primary cells show high technical (R > 0.95) and biological reproducibility (R = 0.83-0.96), with a median peak variance below 12 %. Ion suppression is shown to be a major concern at higher cell numbers and needs to be carefully monitored. We demonstrate that intact cell mass spectrometric signatures of different cell lines start to resemble each other at higher trifluoroacetic acid (TFA) concentrations and that therefore low concentrations of TFA in the matrix solution are preferred. We show that in vitro differentiation of HL-60 cells into a neutrophil-like phenotype can be rapidly and robustly monitored. We utilize the method for global analysis of person-to-person differences in mass spectral signatures of intact polymorphonuclear neutrophils and monocytes obtained from healthy volunteers. Our data suggest that automated MALDI mass spectrometry cell biotyping could be a useful complementary approach in clinical cell analysis.


Subject(s)
Blood Cells/chemistry , Blood Cells/cytology , Cell Differentiation , Proteins/analysis , Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/standards , Automation , Blotting, Western , Cell Lineage , Electrophoresis, Polyacrylamide Gel , Genotyping Techniques , HL-60 Cells , Humans , Proteins/chemistry , Reproducibility of Results , Sensitivity and Specificity
18.
J Zhejiang Univ Sci B ; 13(4): 244-7, 2012 Apr.
Article in English | MEDLINE | ID: mdl-22467364

ABSTRACT

QuickChange mutagenesis is the method of choice for site-directed mutagenesis (SDM) of target sequences in a plasmid. It can be applied successfully to small plasmids (up to 10 kb). However, this method cannot efficiently mutate bigger plasmids. Using KOD Hot Start polymerase in combination with high performance liquid chromatography (HPLC) purified primers, we were able to achieve SDM in big plasmids (up to 16 kb) involving not only a single base change but also multiple base changes. Moreover, only six polymerase chain reaction (PCR) cycles and 0.5 µl of polymerase (instead of 18 PCR cycles and 1.0 µl of enzyme in the standard protocol) were sufficient for the reaction.


Subject(s)
Mutagenesis, Site-Directed/methods , Plasmids/genetics , Polymerase Chain Reaction/methods , Base Sequence , Molecular Sequence Data
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