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1.
Mol Cell ; 73(1): 166-182.e7, 2019 01 03.
Article in English | MEDLINE | ID: mdl-30609389

ABSTRACT

Subcellular localization is a main determinant of protein function; however, a global view of cellular proteome organization remains relatively unexplored. We have developed a robust mass spectrometry-based analysis pipeline to generate a proteome-wide view of subcellular localization for proteins mapping to 12,418 individual genes across five cell lines. Based on more than 83,000 unique classifications and correlation profiling, we investigate the effect of alternative splicing and protein domains on localization, complex member co-localization, cell-type-specific localization, as well as protein relocalization after growth factor inhibition. Our analysis provides information about the cellular architecture and complexity of the spatial organization of the proteome; we show that the majority of proteins have a single main subcellular location, that alternative splicing rarely affects subcellular location, and that cell types are best distinguished by expression of proteins exposed to the surrounding environment. The resource is freely accessible via www.subcellbarcode.org.


Subject(s)
Chromatography, Liquid , Mass Spectrometry , Proteins/metabolism , Proteome , Proteomics/methods , Subcellular Fractions/metabolism , Biomarkers/metabolism , Cell Fractionation , Computational Biology , ErbB Receptors/antagonists & inhibitors , ErbB Receptors/metabolism , Gefitinib/pharmacology , Humans , Isoelectric Focusing , MCF-7 Cells , Protein Kinase Inhibitors/pharmacology , Protein Transport , Proteins/antagonists & inhibitors , Proteins/classification , Proteins/genetics , Reproducibility of Results , Subcellular Fractions/classification , Subcellular Fractions/drug effects
2.
Circ Res ; 126(5): 571-585, 2020 02 28.
Article in English | MEDLINE | ID: mdl-31893970

ABSTRACT

RATIONALE: PCSKs (Proprotein convertase subtilisins/kexins) are a protease family with unknown functions in vasculature. Previously, we demonstrated PCSK6 upregulation in human atherosclerotic plaques associated with smooth muscle cells (SMCs), inflammation, extracellular matrix remodeling, and mitogens. OBJECTIVE: Here, we applied a systems biology approach to gain deeper insights into the PCSK6 role in normal and diseased vessel wall. METHODS AND RESULTS: Genetic analyses revealed association of intronic PCSK6 variant rs1531817 with maximum internal carotid intima-media thickness progression in high-cardiovascular risk subjects. This variant was linked with PCSK6 mRNA expression in healthy aortas and plaques but also with overall plaque SMA+ cell content and pericyte fraction. Increased PCSK6 expression was found in several independent human cohorts comparing atherosclerotic lesions versus healthy arteries, using transcriptomic and proteomic datasets. By immunohistochemistry, PCSK6 was localized to fibrous cap SMA+ cells and neovessels in plaques. In human, rat, and mouse intimal hyperplasia, PCSK6 was expressed by proliferating SMA+ cells and upregulated after 5 days in rat carotid balloon injury model, with positive correlation to PDGFB (platelet-derived growth factor subunit B) and MMP (matrix metalloprotease) 2/MMP14. Here, PCSK6 was shown to colocalize and cointeract with MMP2/MMP14 by in situ proximity ligation assay. Microarrays of carotid arteries from Pcsk6-/- versus control mice revealed suppression of contractile SMC markers, extracellular matrix remodeling enzymes, and cytokines/receptors. Pcsk6-/- mice showed reduced intimal hyperplasia response upon carotid ligation in vivo, accompanied by decreased MMP14 activation and impaired SMC outgrowth from aortic rings ex vivo. PCSK6 silencing in human SMCs in vitro leads to downregulation of contractile markers and increase in MMP2 expression. Conversely, PCSK6 overexpression increased PDGFBB (platelet-derived growth factor BB)-induced cell proliferation and particularly migration. CONCLUSIONS: PCSK6 is a novel protease that induces SMC migration in response to PDGFB, mechanistically via modulation of contractile markers and MMP14 activation. This study establishes PCSK6 as a key regulator of SMC function in vascular remodeling. Visual Overview: An online visual overview is available for this article.


Subject(s)
Myocytes, Smooth Muscle/metabolism , Proprotein Convertases/genetics , Serine Endopeptidases/genetics , Vascular Remodeling , Animals , Carotid Arteries/metabolism , Carotid Arteries/pathology , Cell Movement , Cell Proliferation , Cells, Cultured , Male , Matrix Metalloproteinases/genetics , Matrix Metalloproteinases/metabolism , Mice , Mice, Inbred C57BL , Myocytes, Smooth Muscle/physiology , Polymorphism, Single Nucleotide , Proprotein Convertases/metabolism , Proto-Oncogene Proteins c-sis/metabolism , Rats , Rats, Sprague-Dawley , Serine Endopeptidases/metabolism , Transcriptome
3.
Mol Cell Proteomics ; 19(4): 608-623, 2020 04.
Article in English | MEDLINE | ID: mdl-32051232

ABSTRACT

The cell cycle is a highly conserved process involving the coordinated separation of a single cell into two daughter cells. To relate transcriptional regulation across the cell cycle with oscillatory changes in protein abundance and activity, we carried out a proteome- and phospho-proteome-wide mass spectrometry profiling. We compared protein dynamics with gene transcription, revealing many transcriptionally regulated G2 mRNAs that only produce a protein shift after mitosis. Integration of CRISPR/Cas9 survivability studies further highlighted proteins essential for cell viability. Analyzing the dynamics of phosphorylation events and protein solubility dynamics over the cell cycle, we characterize predicted phospho-peptide motif distributions and predict cell cycle-dependent translocating proteins, as exemplified by the S-adenosylmethionine synthase MAT2A. Our study implicates this enzyme in translocating to the nucleus after the G1/S-checkpoint, which enables epigenetic histone methylation maintenance during DNA replication. Taken together, this data set provides a unique integrated resource with novel insights on cell cycle dynamics.


Subject(s)
Cell Cycle/genetics , Gene Expression Profiling , Neoplasm Proteins/genetics , Cell Nucleus/metabolism , HeLa Cells , Humans , Neoplasm Proteins/metabolism , Phosphorylation , Protein Transport , Proteome/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism , Subcellular Fractions/metabolism , Transcriptome/genetics
4.
Am J Hematol ; 96(5): 580-588, 2021 05 01.
Article in English | MEDLINE | ID: mdl-33625756

ABSTRACT

Molecular classification of acute myeloid leukemia (AML) aids prognostic stratification and clinical management. Our aim in this study is to identify transcriptome-wide mRNAs that are specific to each of the molecular subtypes of AML. We analyzed RNA-sequencing data of 955 AML samples from three cohorts, including the BeatAML project, the Cancer Genome Atlas, and a cohort of Swedish patients to provide a comprehensive transcriptome-wide view of subtype-specific mRNA expression. We identified 729 subtype-specific mRNAs, discovered in the BeatAML project and validated in the other two cohorts. Using unique proteomics data, we also validated the presence of subtype-specific mRNAs at the protein level, yielding a rich collection of potential protein-based biomarkers for the AML community. To enable the exploration of subtype-specific mRNA expression by the broader scientific community, we provide an interactive resource to the public.


Subject(s)
Leukemia, Myeloid, Acute/genetics , RNA, Messenger/biosynthesis , RNA, Neoplasm/biosynthesis , Transcriptome , Biomarkers, Tumor , Genes, Neoplasm , Humans , Leukemia, Myeloid, Acute/classification , Leukemia, Myeloid, Acute/metabolism , Neoplasm Proteins/biosynthesis , Neoplasm Proteins/genetics , Oncogene Proteins, Fusion/biosynthesis , Oncogene Proteins, Fusion/genetics , Proteome , RNA, Messenger/genetics , RNA, Neoplasm/genetics , RNA-Seq , Retrospective Studies , Sweden
5.
Stem Cells ; 34(3): 601-13, 2016 Mar.
Article in English | MEDLINE | ID: mdl-26782178

ABSTRACT

Mesenchymal stem cells (MSC) are known to facilitate healing of ischemic tissue related diseases through proangiogenic secretory proteins. Recent studies further show that MSC derived exosomes function as paracrine effectors of angiogenesis, however, the identity of which components of the exosome proteome responsible for this effect remains elusive. To address this we used high-resolution isoelectric focusing coupled liquid chromatography tandem mass spectrometry, an unbiased high throughput proteomics approach to comprehensively characterize the proteinaceous contents of MSCs and MSC derived exosomes. We probed the proteome of MSCs and MSC derived exosomes from cells cultured under expansion conditions and under ischemic tissue simulated conditions to elucidate key angiogenic paracrine effectors present and potentially differentially expressed in these conditions. In total, 6,342 proteins were identified in MSCs and 1,927 proteins in MSC derived exosomes, representing to our knowledge the first time these proteomes have been probed comprehensively. Multilayered analyses identified several putative paracrine effectors of angiogenesis present in MSC exosomes and increased in expression in MSCs exposed to ischemic tissue-simulated conditions; these include platelet derived growth factor, epidermal growth factor, fibroblast growth factor, and most notably nuclear factor-kappaB (NFkB) signaling pathway proteins. NFkB signaling was identified as a key mediator of MSC exosome induced angiogenesis in endothelial cells by functional in vitro validation using a specific inhibitor. Collectively, the results of our proteomic analysis show that MSC derived exosomes contain a robust profile of angiogenic paracrine effectors, which have potential for the treatment of ischemic tissue-related diseases.


Subject(s)
Exosomes/genetics , Mesenchymal Stem Cells/metabolism , NF-kappa B/genetics , Neovascularization, Physiologic/genetics , Bone Marrow Cells/metabolism , Gene Expression Regulation, Developmental , Humans , Male , Paracrine Communication/genetics , Proteome/genetics , Signal Transduction , Young Adult
6.
Arterioscler Thromb Vasc Biol ; 36(9): 1947-61, 2016 09.
Article in English | MEDLINE | ID: mdl-27470516

ABSTRACT

OBJECTIVE: Key augmented processes in atherosclerosis have been identified, whereas less is known about downregulated pathways. Here, we applied a systems biology approach to examine suppressed molecular signatures, with the hypothesis that they may provide insight into mechanisms contributing to plaque stability. APPROACH AND RESULTS: Muscle contraction, muscle development, and actin cytoskeleton were the most downregulated pathways (false discovery rate=6.99e-21, 1.66e-6, 2.54e-10, respectively) in microarrays from human carotid plaques (n=177) versus healthy arteries (n=15). In addition to typical smooth muscle cell (SMC) markers, these pathways also encompassed cytoskeleton-related genes previously not associated with atherosclerosis. SYNPO2, SYNM, LMOD1, PDLIM7, and PLN expression positively correlated to typical SMC markers in plaques (Pearson r>0.6, P<0.0001) and in rat intimal hyperplasia (r>0.8, P<0.0001). By immunohistochemistry, the proteins were expressed in SMCs in normal vessels, but largely absent in human plaques and intimal hyperplasia. Subcellularly, most proteins localized to the cytoskeleton in cultured SMCs and were regulated by active enhancer histone modification H3K27ac by chromatin immunoprecipitation-sequencing. Functionally, the genes were downregulated by PDGFB (platelet-derived growth factor beta) and IFNg (interferron gamma), exposure to shear flow stress, and oxLDL (oxidized low-density lipoprotein) loading. Genetic variants in PDLIM7, PLN, and SYNPO2 loci associated with progression of carotid intima-media thickness in high-risk subjects without symptoms of cardiovascular disease (n=3378). By eQTL (expression quantitative trait locus), rs11746443 also associated with PDLIM7 expression in plaques. Mechanistically, silencing of PDLIM7 in vitro led to downregulation of SMC markers and disruption of the actin cytoskeleton, decreased cell spreading, and increased proliferation. CONCLUSIONS: We identified a panel of genes that reflect the altered phenotype of SMCs in vascular disease and could be early sensitive markers of SMC dedifferentiation.


Subject(s)
Adaptor Proteins, Signal Transducing/metabolism , Autoantigens/metabolism , Calcium-Binding Proteins/metabolism , Carotid Artery Diseases/metabolism , Cytoskeletal Proteins/metabolism , Intermediate Filament Proteins/metabolism , LIM Domain Proteins/metabolism , Microfilament Proteins/metabolism , Muscle, Smooth, Vascular/metabolism , Myocytes, Smooth Muscle/metabolism , Plaque, Atherosclerotic , Actin Cytoskeleton/metabolism , Adaptor Proteins, Signal Transducing/genetics , Animals , Apolipoproteins E/deficiency , Apolipoproteins E/genetics , Atherosclerosis/genetics , Atherosclerosis/metabolism , Atherosclerosis/pathology , Autoantigens/genetics , Calcium-Binding Proteins/genetics , Carotid Arteries/metabolism , Carotid Arteries/pathology , Carotid Arteries/physiopathology , Carotid Artery Diseases/genetics , Carotid Artery Diseases/pathology , Carotid Artery Diseases/physiopathology , Carotid Artery Injuries/genetics , Carotid Artery Injuries/metabolism , Case-Control Studies , Cell Dedifferentiation , Cells, Cultured , Cytoskeletal Proteins/genetics , Disease Models, Animal , Down-Regulation , Genetic Association Studies , Humans , Intermediate Filament Proteins/genetics , LIM Domain Proteins/genetics , Male , Mice, Knockout , Microfilament Proteins/genetics , Middle Aged , Muscle, Smooth, Vascular/pathology , Muscle, Smooth, Vascular/physiopathology , Myocytes, Smooth Muscle/pathology , Neointima , Phenotype , RNA Interference , Rats, Sprague-Dawley , Signal Transduction , Time Factors , Transfection , Vasoconstriction
7.
Water Sci Technol ; 76(2): 294-301, 2017 Jul.
Article in English | MEDLINE | ID: mdl-28726696

ABSTRACT

The burial of sewer and water pipes below the maximum ground frost depth can be very costly and laborious in regions with cold winters. If a freeze protection measure is applied, the utility lines can be installed in a shallower trench to reduce the excavation needs. One freeze protection measure, so called heat tracing, consists of supplying heat along the pipes. In this work, the use of 4th generation district heating as a heat tracing solution was investigated at a pilot site in Kiruna, Sweden. The influence of the system on sewer and water pipe temperatures was studied at a snow-free and snow-covered cross section. To this end, five heat tracing temperatures were tested and the corresponding sewer and water pipe temperatures were measured. The field experiment was also simulated with a two dimensional finite volume model. The study showed that, under the climatic conditions of the experiment, a heat tracing temperature of 25 °C allowed prevention of freezing of the pipes while keeping drinking water pipes in a safe temperature range at both cross sections. The other main result was that the developed finite volume model of the sections showed a good fitting to the experimental data.


Subject(s)
Drainage, Sanitary/methods , Models, Chemical , Waste Disposal, Fluid/methods , Cold Temperature , Temperature
8.
NPJ Precis Oncol ; 8(1): 38, 2024 Feb 19.
Article in English | MEDLINE | ID: mdl-38374206

ABSTRACT

Consistent handling of samples is crucial for achieving reproducible molecular and functional testing results in translational research. Here, we used 229 acute myeloid leukemia (AML) patient samples to assess the impact of sample handling on high-throughput functional drug testing, mass spectrometry-based proteomics, and flow cytometry. Our data revealed novel and previously described changes in cell phenotype and drug response dependent on sample biobanking. Specifically, myeloid cells with a CD117 (c-KIT) positive phenotype decreased after biobanking, potentially distorting cell population representations and affecting drugs targeting these cells. Additionally, highly granular AML cell numbers decreased after freezing. Secondly, protein expression levels, as well as sensitivity to drugs targeting cell proliferation, metabolism, tyrosine kinases (e.g., JAK, KIT, FLT3), and BH3 mimetics were notably affected by biobanking. Moreover, drug response profiles of paired fresh and frozen samples showed that freezing samples can lead to systematic errors in drug sensitivity scores. While a high correlation between fresh and frozen for the entire drug library was observed, freezing cells had a considerable impact at an individual level, which could influence outcomes in translational studies. Our study highlights conditions where standardization is needed to improve reproducibility, and where validation of data generated from biobanked cohorts may be particularly important.

9.
FASEB J ; 26(8): 3282-91, 2012 Aug.
Article in English | MEDLINE | ID: mdl-22562833

ABSTRACT

Hepatic steatosis is a prominent feature in patients with growth hormone (GH) deficiency. The ubiquitin ligase SOCS2 attenuates hepatic GH signaling by inhibiting the Janus kinase 2 (JAK2)-signal transducer and activator of transcription 5b (STAT5b) axis. Here, we investigated the role of SOCS2 in the development of diet-induced hepatic steatosis and insulin resistance. SOCS2-knockout (SOCS2(-/-)) mice and wild-type littermates were fed for 4 mo with control or high-fat diet, followed by assessment of insulin sensitivity, hepatic lipid content, and expression of inflammatory cytokines. SOCS2(-/-) mice exhibited increased hepatic TG secretion by 77.6% (P<0.001) as compared with wild-type control mice and were protected from high-fat-diet (HFD)-induced hepatic steatosis, showing 49.3% (P<0.01) reduction in liver TG levels compared to HFD-fed wild-type littermates. In contrast, we found that HFD-triggered attenuation of systemic insulin sensitivity was more marked in SOCS2(-/-) mice. Livers from the HFD-fed SOCS2(-/-) mice showed increased NF-κB activity as well as elevated expression of genes for the inflammatory cytokines IFN-γ and IL-6. An inhibitory role of SOCS2 on Toll-like receptor 4 signaling was demonstrated in macrophages obtained from the SOCS2(-/-) and wild-type mice. This study identified SOCS2 as an important regulator of hepatic homeostasis under conditions of high-fat dietary stress.


Subject(s)
Diet, High-Fat , Fatty Liver/prevention & control , Insulin Resistance/physiology , Suppressor of Cytokine Signaling Proteins/deficiency , Suppressor of Cytokine Signaling Proteins/physiology , Animals , Interferon-gamma/metabolism , Interleukin-6/metabolism , Lipid Metabolism , Liver/metabolism , Male , Mice , Mice, Knockout , NF-kappa B/metabolism , Toll-Like Receptor 4/antagonists & inhibitors , Triglycerides/metabolism
10.
Leukemia ; 37(3): 550-559, 2023 03.
Article in English | MEDLINE | ID: mdl-36572751

ABSTRACT

Despite improvement of current treatment strategies and novel targeted drugs, relapse and treatment resistance largely determine the outcome for acute myeloid leukemia (AML) patients. To identify the underlying molecular characteristics, numerous studies have been aimed to decipher the genomic- and transcriptomic landscape of AML. Nevertheless, further molecular changes allowing malignant cells to escape treatment remain to be elucidated. Mass spectrometry is a powerful tool enabling detailed insights into proteomic changes that could explain AML relapse and resistance. Here, we investigated AML samples from 47 adult and 22 pediatric patients at serial time-points during disease progression using mass spectrometry-based in-depth proteomics. We show that the proteomic profile at relapse is enriched for mitochondrial ribosomal proteins and subunits of the respiratory chain complex, indicative of reprogrammed energy metabolism from diagnosis to relapse. Further, higher levels of granzymes and lower levels of the anti-inflammatory protein CR1/CD35 suggest an inflammatory signature promoting disease progression. Finally, through a proteogenomic approach, we detected novel peptides, which present a promising repertoire in the search for biomarkers and tumor-specific druggable targets. Altogether, this study highlights the importance of proteomic studies in holistic approaches to improve treatment and survival of AML patients.


Subject(s)
Leukemia, Myeloid, Acute , Proteogenomics , Humans , Child , Adult , Proteomics/methods , Leukemia, Myeloid, Acute/drug therapy , Leukemia, Myeloid, Acute/genetics , Leukemia, Myeloid, Acute/pathology , Recurrence , Disease Progression
11.
NPJ Precis Oncol ; 7(1): 32, 2023 Mar 24.
Article in English | MEDLINE | ID: mdl-36964195

ABSTRACT

Despite some encouraging successes, predicting the therapy response of acute myeloid leukemia (AML) patients remains highly challenging due to tumor heterogeneity. Here we aim to develop and validate MDREAM, a robust ensemble-based prediction model for drug response in AML based on an integration of omics data, including mutations and gene expression, and large-scale drug testing. Briefly, MDREAM is first trained in the BeatAML cohort (n = 278), and then validated in the BeatAML (n = 183) and two external cohorts, including a Swedish AML cohort (n = 45) and a relapsed/refractory acute leukemia cohort (n = 12). The final prediction is based on 122 ensemble models, each corresponding to a drug. A confidence score metric is used to convey the uncertainty of predictions; among predictions with a confidence score >0.75, the validated proportion of good responders is 77%. The Spearman correlations between the predicted and the observed drug response are 0.68 (95% CI: [0.64, 0.68]) in the BeatAML validation set, -0.49 (95% CI: [-0.53, -0.44]) in the Swedish cohort and 0.59 (95% CI: [0.51, 0.67]) in the relapsed/refractory cohort. A web-based implementation of MDREAM is publicly available at https://www.meb.ki.se/shiny/truvu/MDREAM/ .

12.
J Biol Chem ; 286(1): 480-90, 2011 Jan 07.
Article in English | MEDLINE | ID: mdl-21030588

ABSTRACT

The c-KIT receptor tyrosine kinase mediates the cellular response to stem cell factor (SCF). Whereas c-KIT activity is important for the proliferation of hematopoietic cells, melanocytes and germ cells, uncontrolled c-KIT activity contributes to the growth of diverse human tumors. Suppressor of cytokine signaling 6 (SOCS6) is a member of the SOCS family of E3 ubiquitin ligases that can interact with c-KIT and suppress c-KIT-dependent pathways. Here, we analyzed the molecular mechanisms that determine SOCS6 substrate recognition. Our results show that the SH2 domain of SOCS6 is essential for its interaction with c-KIT pY568. The 1.45-Å crystal structure of SOCS6 SH2 domain bound to the c-KIT substrate peptide (c-KIT residues 564-574) revealed a highly complementary and specific interface giving rise to a high affinity interaction (K(d) = 0.3 µm). Interestingly, the SH2 binding pocket extends to substrate residue position pY+6 and envelopes the c-KIT phosphopeptide with a large BG loop insertion that contributes significantly to substrate interaction. We demonstrate that SOCS6 has ubiquitin ligase activity toward c-KIT and regulates c-KIT protein turnover in cells. Our data support a role of SOCS6 as a feedback inhibitor of SCF-dependent signaling and provides molecular data to account for target specificity within the SOCS family of ubiquitin ligases.


Subject(s)
Proto-Oncogene Proteins c-kit/antagonists & inhibitors , Suppressor of Cytokine Signaling Proteins/chemistry , Suppressor of Cytokine Signaling Proteins/metabolism , Amino Acid Sequence , HEK293 Cells , Humans , Models, Molecular , Molecular Sequence Data , Phosphopeptides/metabolism , Protein Tyrosine Phosphatase, Non-Receptor Type 11/chemistry , Protein Tyrosine Phosphatase, Non-Receptor Type 11/metabolism , Proto-Oncogene Proteins c-kit/metabolism , Signal Transduction , Stem Cell Factor/metabolism , Substrate Specificity , Suppressor of Cytokine Signaling 3 Protein , Ubiquitination , src Homology Domains
13.
Phytother Res ; 26(2): 259-64, 2012 Feb.
Article in English | MEDLINE | ID: mdl-21656602

ABSTRACT

Extracts from Serenoa repens are widely used for the treatment of benign prostatic hyperplasia (BPH) and traditionally for prostatitis. In the present study we evaluated the biological effects of Serenoa repens extract (Prostasan®) on prostate cells beyond its known antiandrogenic actions. Prostasan® inhibited epidermal growth factor (EGF) and lipopolysaccharide (LPS) induced proliferation of the prostatic epithelial, androgen independent cell line PC-3. At effective concentrations of 50 µg/mL, Prostasan® partly displaced EGF from EGF receptor (EGFR) but fully blocked EGF-induced cell proliferation of PC-3 cells. Similarly, Prostasan® inhibited LPS-induced proliferation of PC-3 cells without affecting LPS activation of the NFĸB pathway via toll-like receptor-4 (TLR-4). Additionally, Prostasan® reduced the constitutive secretion of monocyte chemotactic protein-1 (MCP-1), the LPS-induced secretion of IL-12 and inhibited MCP-1 and granulocyte-macrophage colony-stimulating factor (GM-CSF) production in the presence of LPS on PC-3 cells. Taken together, our results suggest that S. repens extracts, in addition to other reported effects on BPH development and prostatitis, inhibits EGF-dependent growth and proinflammatory responses of the prostate epithelial cells.


Subject(s)
Cell Proliferation/drug effects , Epithelial Cells/drug effects , Inflammation/pathology , Plant Extracts/pharmacology , Prostate/cytology , Serenoa/chemistry , Cell Line/drug effects , Cytokines/metabolism , Epidermal Growth Factor/antagonists & inhibitors , ErbB Receptors/metabolism , Humans , Inflammation/drug therapy , Lipopolysaccharides , Male
14.
Nat Protoc ; 17(8): 1832-1867, 2022 08.
Article in English | MEDLINE | ID: mdl-35732783

ABSTRACT

The molecular functions of a protein are defined by its inherent properties in relation to its environment and interaction network. Within a cell, this environment and network are defined by the subcellular location of the protein. Consequently, it is crucial to know the localization of a protein to fully understand its functions. Recently, we have developed a mass spectrometry- (MS) and bioinformatics-based pipeline to generate a proteome-wide resource for protein subcellular localization across multiple human cancer cell lines ( www.subcellbarcode.org ). Here, we present a detailed wet-lab protocol spanning from subcellular fractionation to MS-sample preparation and analysis. A key feature of this protocol is that it includes all generated cell fractions without discarding any material during the fractionation process. We also describe the subsequent quantitative MS-data analysis, machine learning-based classification, differential localization analysis and visualization of the output. For broad applicability, we evaluated the pipeline by using MS data generated by two different peptide pre-fractionation approaches, namely high-resolution isoelectric focusing and high-pH reverse-phase fractionation, as well as direct analysis without pre-fractionation by using long-gradient liquid chromatography-MS. Moreover, an R package covering the dry-lab part of the method was developed and made available through Bioconductor. The method is straightforward and robust, and the entire protocol, from cell harvest to classification output, can be performed within 1-2 weeks. The protocol enables accurate classification of proteins to 15 compartments and 4 neighborhoods, visualization of the output data and differential localization analysis including treatment-induced protein relocalization, condition-dependent localization or cell type-specific localization. The SubCellBarCode package is freely available at https://bioconductor.org/packages/devel/bioc/html/SubCellBarCode.html .


Subject(s)
Proteome , Proteomics , Chromatography, Liquid , Humans , Mass Spectrometry/methods , Proteome/analysis , Proteomics/methods , Workflow
15.
Nat Commun ; 13(1): 1691, 2022 03 30.
Article in English | MEDLINE | ID: mdl-35354797

ABSTRACT

Acute lymphoblastic leukemia (ALL) is the most common childhood cancer. Although standard-of-care chemotherapeutics are sufficient for most ALL cases, there are subsets of patients with poor response who relapse in disease. The biology underlying differences between subtypes and their response to therapy has only partially been explained by genetic and transcriptomic profiling. Here, we perform comprehensive multi-omic analyses of 49 readily available childhood ALL cell lines, using proteomics, transcriptomics, and pharmacoproteomic characterization. We connect the molecular phenotypes with drug responses to 528 oncology drugs, identifying drug correlations as well as lineage-dependent correlations. We also identify the diacylglycerol-analog bryostatin-1 as a therapeutic candidate in the MEF2D-HNRNPUL1 fusion high-risk subtype, for which this drug activates pro-apoptotic ERK signaling associated with molecular mediators of pre-B cell negative selection. Our data is the foundation for the interactive online Functional Omics Resource of ALL (FORALL) with navigable proteomics, transcriptomics, and drug sensitivity profiles at https://proteomics.se/forall .


Subject(s)
Gene Expression Profiling , Precursor Cell Lymphoblastic Leukemia-Lymphoma , Cell Line , Humans , Precursor Cell Lymphoblastic Leukemia-Lymphoma/drug therapy , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Proteomics , Transcriptome
16.
Nat Commun ; 13(1): 6226, 2022 10 20.
Article in English | MEDLINE | ID: mdl-36266272

ABSTRACT

Cancer heterogeneity at the proteome level may explain differences in therapy response and prognosis beyond the currently established genomic and transcriptomic-based diagnostics. The relevance of proteomics for disease classifications remains to be established in clinically heterogeneous cancer entities such as chronic lymphocytic leukemia (CLL). Here, we characterize the proteome and transcriptome alongside genetic and ex-vivo drug response profiling in a clinically annotated CLL discovery cohort (n = 68). Unsupervised clustering of the proteome data reveals six subgroups. Five of these proteomic groups are associated with genetic features, while one group is only detectable at the proteome level. This new group is characterized by accelerated disease progression, high spliceosomal protein abundances associated with aberrant splicing, and low B cell receptor signaling protein abundances (ASB-CLL). Classifiers developed to identify ASB-CLL based on its characteristic proteome or splicing signature in two independent cohorts (n = 165, n = 169) confirm that ASB-CLL comprises about 20% of CLL patients. The inferior overall survival in ASB-CLL is also independent of both TP53- and IGHV mutation status. Our multi-omics analysis refines the classification of CLL and highlights the potential of proteomics to improve cancer patient stratification beyond genetic and transcriptomic profiling.


Subject(s)
Leukemia, Lymphocytic, Chronic, B-Cell , Proteogenomics , Humans , Leukemia, Lymphocytic, Chronic, B-Cell/genetics , Leukemia, Lymphocytic, Chronic, B-Cell/metabolism , Proteomics , Proteome/genetics , Mutation , Receptors, Antigen, B-Cell/metabolism
17.
Front Immunol ; 12: 642173, 2021.
Article in English | MEDLINE | ID: mdl-33815395

ABSTRACT

The suppressor of cytokine signaling 3 (SOCS3) is a major regulator of immune responses and inflammation as it negatively regulates cytokine signaling. Here, the role of SOCS3 in thymic T cell formation was studied in Socs3fl/flActin-creER mice (Δsocs3) with a tamoxifen inducible and ubiquitous Socs3 deficiency. Δsocs3 thymi showed a 90% loss of cellularity and altered cortico-medullary organization. Thymocyte differentiation and proliferation was impaired at the early double negative (CD4-CD8-) cell stage and apoptosis was increased during the double positive (CD4+CD8+) cell stage, resulting in the reduction of recent thymic emigrants in peripheral organs. Using bone marrow chimeras, transplanting thymic organoids and using mice deficient of SOCS3 in thymocytes we found that expression in thymic stromal cells rather than in thymocytes was critical for T cell development. We found that SOCS3 in thymic epithelial cells (TECs) binds to the E3 ubiquitin ligase TRIM 21 and that Trim21-/- mice showed increased thymic cellularity. Δsocs3 TECs showed alterations in the expression of genes involved in positive and negative selection and lympho-stromal interactions. SOCS3-dependent signal inhibition of the common gp130 subunit of the IL-6 receptor family was redundant for T cell formation. Together, SOCS3 expression in thymic stroma cells is critical for T cell development and for maintenance of thymus architecture.


Subject(s)
Cell Differentiation/immunology , Stromal Cells/immunology , Suppressor of Cytokine Signaling 3 Protein/immunology , T-Lymphocytes/immunology , Thymus Gland/immunology , Animals , Mice , Stromal Cells/metabolism , Suppressor of Cytokine Signaling 3 Protein/metabolism , Thymus Gland/metabolism
18.
Front Immunol ; 10: 2708, 2019.
Article in English | MEDLINE | ID: mdl-31849937

ABSTRACT

We have curated an in-depth subcellular proteomic map of primary human CD4+ T cells, divided into cytosolic, nuclear and membrane fractions generated by an optimized fractionation and HiRIEF-LC-MS/MS workflow for limited amounts of primary cells. The subcellular proteome of T cells was mapped under steady state conditions, as well as upon 15 min and 1 h of T cell receptor (TCR) stimulation, respectively. We quantified the subcellular distribution of 6,572 proteins and identified a subset of 237 potentially translocating proteins, including both well-known examples and novel ones. Microscopic validation confirmed the localization of selected proteins with previously known and unknown localization, respectively. We further provide the data in an easy-to-use web platform to facilitate re-use, as the data can be relevant for basic research as well as for clinical exploitation of T cells as therapeutic targets.


Subject(s)
CD4-Positive T-Lymphocytes/immunology , Cell Nucleus/metabolism , Cytosol/metabolism , Proteomics/methods , Subcellular Fractions/metabolism , Cells, Cultured , Humans , Lymphocyte Activation , Protein Transport , Proteome , Tandem Mass Spectrometry
19.
Oncogene ; 38(43): 6881-6897, 2019 10.
Article in English | MEDLINE | ID: mdl-31406256

ABSTRACT

Patients with small intestinal neuroendocrine tumors (SI-NETs) frequently develop spread disease; however, the underlying molecular mechanisms of disease progression are not known and effective preventive treatment strategies are lacking. Here, protein expression profiling was performed by HiRIEF-LC-MS in 14 primary SI-NETs from patients with and without liver metastases detected at the time of surgery and initial treatment. Among differentially expressed proteins, overexpression of the ubiquitin-like protein NEDD8 was identified in samples from patients with liver metastasis. Further, NEDD8 correlation analysis indicated co-expression with RBX1, a key component in cullin-RING ubiquitin ligases (CRLs). In vitro inhibition of neddylation with the therapeutic agent pevonedistat (MLN4924) resulted in a dramatic decrease of proliferation in SI-NET cell lines. Subsequent mass spectrometry-based proteomics analysis of pevonedistat effects and effects of the proteasome inhibitor bortezomib revealed stabilization of multiple targets of CRLs including p27, an established tumor suppressor in SI-NET. Silencing of NEDD8 and RBX1 using siRNA resulted in a stabilization of p27, suggesting that the cellular levels of NEDD8 and RBX1 affect CRL activity. Inhibition of CRL activity, by either NEDD8/RBX1 silencing or pevonedistat treatment of cells resulted in induction of apoptosis that could be partially rescued by siRNA-based silencing of p27. Differential expression of both p27 and NEDD8 was confirmed in a second cohort of SI-NET using immunohistochemistry. Collectively, these findings suggest a role for CRLs and the ubiquitin proteasome system in suppression of p27 in SI-NET, and inhibition of neddylation as a putative therapeutic strategy in SI-NET.


Subject(s)
Intestinal Neoplasms/drug therapy , Intestinal Neoplasms/metabolism , Intestine, Small/drug effects , Intestine, Small/metabolism , Neuroendocrine Tumors/drug therapy , Neuroendocrine Tumors/metabolism , Aged , Apoptosis/drug effects , Carrier Proteins/metabolism , Cell Line, Tumor , Cyclopentanes/pharmacology , Cyclopentanes/therapeutic use , Female , Humans , Male , Middle Aged , NEDD8 Protein/metabolism , Proliferating Cell Nuclear Antigen/metabolism , Proteomics/methods , Pyrimidines/pharmacology , Pyrimidines/therapeutic use , RNA, Small Interfering/metabolism , Ubiquitins/metabolism
20.
Nat Commun ; 10(1): 1519, 2019 04 03.
Article in English | MEDLINE | ID: mdl-30944321

ABSTRACT

Hyperdiploidy, i.e. gain of whole chromosomes, is one of the most common genetic features of childhood acute lymphoblastic leukemia (ALL), but its pathogenetic impact is poorly understood. Here, we report a proteogenomic analysis on matched datasets from genomic profiling, RNA-sequencing, and mass spectrometry-based analysis of >8,000 genes and proteins as well as Hi-C of primary patient samples from hyperdiploid and ETV6/RUNX1-positive pediatric ALL. We show that CTCF and cohesin, which are master regulators of chromatin architecture, display low expression in hyperdiploid ALL. In line with this, a general genome-wide dysregulation of gene expression in relation to topologically associating domain (TAD) borders were seen in the hyperdiploid group. Furthermore, Hi-C of a limited number of hyperdiploid childhood ALL cases revealed that 2/4 cases displayed a clear loss of TAD boundary strength and 3/4 showed reduced insulation at TAD borders, with putative leukemogenic effects.


Subject(s)
Gene Expression Regulation, Leukemic , Precursor Cell Lymphoblastic Leukemia-Lymphoma/genetics , Transcription, Genetic , Adolescent , Aneuploidy , CCCTC-Binding Factor/genetics , Cell Cycle Proteins/genetics , Child , Child, Preschool , Chromatin/genetics , Chromosomal Proteins, Non-Histone/genetics , Chromosome Aberrations , Core Binding Factor Alpha 2 Subunit/genetics , Female , Gene Dosage , Gene Expression Profiling , Genome, Human , Genome-Wide Association Study , Humans , Infant , Infant, Newborn , Male , Proteogenomics/methods , Proteome/genetics , Proto-Oncogene Proteins c-ets/genetics , Repressor Proteins/genetics , Sequence Analysis, RNA , Cohesins , ETS Translocation Variant 6 Protein
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