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1.
Proc Natl Acad Sci U S A ; 121(29): e2313851121, 2024 Jul 16.
Article in English | MEDLINE | ID: mdl-38976734

ABSTRACT

Mass spectrometry-based omics technologies are increasingly used in perturbation studies to map drug effects to biological pathways by identifying significant molecular events. Significance is influenced by fold change and variation of each molecular parameter, but also by multiple testing corrections. While the fold change is largely determined by the biological system, the variation is determined by experimental workflows. Here, it is shown that memory effects of prior subculture can influence the variation of perturbation profiles using the two colon carcinoma cell lines SW480 and HCT116. These memory effects are largely driven by differences in growth states that persist into the perturbation experiment. In SW480 cells, memory effects combined with moderate treatment effects amplify the variation in multiple omics levels, including eicosadomics, proteomics, and phosphoproteomics. With stronger treatment effects, the memory effect was less pronounced, as demonstrated in HCT116 cells. Subculture homogeneity was controlled by real-time monitoring of cell growth. Controlled homogeneous subculture resulted in a perturbation network of 321 causal conjectures based on combined proteomic and phosphoproteomic data, compared to only 58 causal conjectures without controlling subculture homogeneity in SW480 cells. Some cellular responses and regulatory events were identified that extend the mode of action of arsenic trioxide (ATO) only when accounting for these memory effects. Controlled prior subculture led to the finding of a synergistic combination treatment of ATO with the thioredoxin reductase 1 inhibitor auranofin, which may prove useful in the management of NRF2-mediated resistance mechanisms.


Subject(s)
Proteomics , Humans , Proteomics/methods , Cell Line, Tumor , HCT116 Cells , Cell Culture Techniques/methods , Colonic Neoplasms/metabolism , Colonic Neoplasms/drug therapy , Colonic Neoplasms/pathology , Arsenic Trioxide/pharmacology , Auranofin/pharmacology , Cell Proliferation/drug effects , Mass Spectrometry/methods
2.
Chembiochem ; 24(17): e202300178, 2023 09 01.
Article in English | MEDLINE | ID: mdl-37345897

ABSTRACT

During recent years, accumulating evidence suggested that metal-based candidate drugs are promising modulators of cytoskeletal and cytoskeleton-associated proteins. This was substantiated by the identification and validation of actin, vimentin and plectin as targets of distinct ruthenium(II)- and platinum(II)-based modulators. Despite this, structural information about molecular interaction is scarcely available. Here, we compile the scattered reports about metal-based candidate molecules that influence the cytoskeleton, its associated proteins and explore their potential to interfere in cancer-related processes, including proliferation, invasion and the epithelial-to-mesenchymal transition. Advances in this field depend crucially on determining binding sites and on gaining comprehensive insight into molecular drug-target interactions. These are key steps towards establishing yet elusive structure-activity relationships.


Subject(s)
Cytoskeleton , Microtubules , Cytoskeleton/metabolism , Intermediate Filaments/chemistry , Intermediate Filaments/metabolism , Actins
3.
Nat Commun ; 14(1): 3620, 2023 06 26.
Article in English | MEDLINE | ID: mdl-37365178

ABSTRACT

Metastasis is the major cause of cancer-related deaths. Neuroblastoma (NB), a childhood tumor has been molecularly defined at the primary cancer site, however, the bone marrow (BM) as the metastatic niche of NB is poorly characterized. Here we perform single-cell transcriptomic and epigenomic profiling of BM aspirates from 11 subjects spanning three major NB subtypes and compare these to five age-matched and metastasis-free BM, followed by in-depth single cell analyses of tissue diversity and cell-cell interactions, as well as functional validation. We show that cellular plasticity of NB tumor cells is conserved upon metastasis and tumor cell type composition is NB subtype-dependent. NB cells signal to the BM microenvironment, rewiring via macrophage mgration inhibitory factor and midkine signaling specifically monocytes, which exhibit M1 and M2 features, are marked by activation of pro- and anti-inflammatory programs, and express tumor-promoting factors, reminiscent of tumor-associated macrophages. The interactions and pathways characterized in our study provide the basis for therapeutic approaches that target tumor-to-microenvironment interactions.


Subject(s)
Bone Marrow Neoplasms , Neuroblastoma , Humans , Child , Bone Marrow/pathology , Monocytes/metabolism , Transcriptome , Epigenomics , Bone Marrow Neoplasms/genetics , Bone Marrow Neoplasms/metabolism , Bone Marrow Neoplasms/pathology , Neuroblastoma/metabolism , Tumor Microenvironment/genetics
4.
Curr Opin Chem Biol ; 73: 102257, 2023 04.
Article in English | MEDLINE | ID: mdl-36599256

ABSTRACT

Metal-based anticancer agents occupy a distinct chemical space due to their particular coordination geometry and reactivity. Despite the initial DNA-targeting paradigm for this class of compounds, it is now clear that they can also be tuned to target proteins in cells, depending on the metal and ligand scaffold. Since metallodrug discovery is dominated by phenotypic screenings, tailored proteomics strategies were crucial to identify and validate protein targets of several investigative and clinically advanced metal-based drugs. Here, such experimental approaches are discussed, which showed that metallodrugs based on ruthenium, gold, rhenium and even platinum, can selectively and specifically target proteins with clear-cut down-stream effects. Target identification strategies are expected to support significantly the mechanism-driven clinical translation of metal-based drugs.


Subject(s)
Antineoplastic Agents , Coordination Complexes , Ruthenium , Antineoplastic Agents/pharmacology , Antineoplastic Agents/chemistry , Platinum/chemistry , Ruthenium/pharmacology , Ruthenium/chemistry , Gold , DNA , Coordination Complexes/chemistry
5.
iScience ; 26(1): 105717, 2023 Jan 20.
Article in English | MEDLINE | ID: mdl-36507225

ABSTRACT

To investigate long COVID-19 syndrome (LCS) pathophysiology, we performed an exploratory study with blood plasma derived from three groups: 1) healthy vaccinated individuals without SARS-CoV-2 exposure; 2) asymptomatic recovered patients at least three months after SARS-CoV-2 infection and; 3) symptomatic patients at least 3 months after SARS-CoV-2 infection with chronic fatigue syndrome or similar symptoms, here designated as patients with long COVID-19 syndrome (LCS). Multiplex cytokine profiling indicated slightly elevated pro-inflammatory cytokine levels in recovered individuals in contrast to patients with LCS. Plasma proteomics demonstrated low levels of acute phase proteins and macrophage-derived secreted proteins in LCS. High levels of anti-inflammatory oxylipins including omega-3 fatty acids in LCS were detected by eicosadomics, whereas targeted metabolic profiling indicated high levels of anti-inflammatory osmolytes taurine and hypaphorine, but low amino acid and triglyceride levels and deregulated acylcarnitines. A model considering alternatively polarized macrophages as a major contributor to these molecular alterations is presented.

6.
Sci Rep ; 11(1): 23397, 2021 12 03.
Article in English | MEDLINE | ID: mdl-34862437

ABSTRACT

Pharmacovigilance aims at a better understanding of the molecular events triggered by medications to prevent adverse effects, which despite significant advances in our analytical repertoire plague the use of drugs until today. In this study, we find that clinically prescribed and commercially available pirenzepine may not be the correct compound. Pirenzepine can undergo an unexpected scaffold rearrangement from the pharmaceutical active ingredient (API) to a previously uncharacterized benzimidazole. The rearrangement occurs under highly acidic conditions, which were believed to favour the dihydrochloride formation of pirenzepine. The rearranged products of pirenzepine and the structurally related telenzepine have significantly decreased affinity for the muscarinic acetylcholine receptor, the pharmacological target of these compounds. Fortunately, in situ rearrangement after oral application is no safety issue, as we show that reaction kinetics in gastric acid prevent rearrangement. The research community should consider appropriate measures to perform reliable receiving inspections in the commercial supply of well described and frequently used chemicals, in particular if experiments yield unexpected results.


Subject(s)
Gastric Acid/chemistry , Pirenzepine/analogs & derivatives , Pirenzepine/chemistry , Receptors, Muscarinic/metabolism , Animals , Chromatography, High Pressure Liquid , Humans , Magnetic Resonance Spectroscopy , Molecular Conformation , Molecular Structure , Pharmacovigilance , Pirenzepine/pharmacology , Structure-Activity Relationship
7.
Biomolecules ; 11(8)2021 08 17.
Article in English | MEDLINE | ID: mdl-34439896

ABSTRACT

Endometriosis is a benign disease affecting one in ten women of reproductive age worldwide. Although the pain level is not correlated to the extent of the disease, it is still one of the cardinal symptoms strongly affecting the patients' quality of life. Yet, a molecular mechanism of this pathology, including the formation of pain, remains to be defined. Recent studies have indicated a close interaction between newly generated nerve cells and macrophages, leading to neurogenic inflammation in the pelvic area. In this context, the responsiveness of an endometriotic cell culture model was characterized upon inflammatory stimulation by employing a multi-omics approach, including proteomics, metabolomics and eicosanoid analysis. Differential proteomic profiling of the 12-Z endometriotic cell line treated with TNFα and IL1ß unexpectedly showed that the inflammatory stimulation was able to induce a protein signature associated with neuroangiogenesis, specifically including neuropilins (NRP1/2). Untargeted metabolomic profiling in the same setup further revealed that the endometriotic cells were capable of the autonomous production of 7,8-dihydrobiopterin (BH2), 7,8-dihydroneopterin, normetanephrine and epinephrine. These metabolites are related to the development of neuropathic pain and the former three were found up-regulated upon inflammatory stimulation. Additionally, 12-Z cells were found to secrete the mono-oxygenated oxylipin 16-HETE, a known inhibitor of neutrophil aggregation and adhesion. Thus, inflammatory stimulation of endometriotic 12-Z cells led to specific protein and metabolite expression changes suggesting a direct involvement of these epithelial-like cells in endometriosis pain development.


Subject(s)
Cell Line , Endometriosis/metabolism , Epithelial Cells/metabolism , Macrophages/metabolism , Neurons/metabolism , Pain/metabolism , Cell Culture Techniques , Cell Cycle , Eicosanoids/chemistry , Female , Humans , Inflammation , Metabolome , Metabolomics , Phenotype , Proteome , Proteomics/methods , Tumor Necrosis Factor-alpha/metabolism
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