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1.
Nature ; 630(8015): 149-157, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38778096

ABSTRACT

Accessing the natural genetic diversity of species unveils hidden genetic traits, clarifies gene functions and allows the generalizability of laboratory findings to be assessed. One notable discovery made in natural isolates of Saccharomyces cerevisiae is that aneuploidy-an imbalance in chromosome copy numbers-is frequent1,2 (around 20%), which seems to contradict the substantial fitness costs and transient nature of aneuploidy when it is engineered in the laboratory3-5. Here we generate a proteomic resource and merge it with genomic1 and transcriptomic6 data for 796 euploid and aneuploid natural isolates. We find that natural and lab-generated aneuploids differ specifically at the proteome. In lab-generated aneuploids, some proteins-especially subunits of protein complexes-show reduced expression, but the overall protein levels correspond to the aneuploid gene dosage. By contrast, in natural isolates, more than 70% of proteins encoded on aneuploid chromosomes are dosage compensated, and average protein levels are shifted towards the euploid state chromosome-wide. At the molecular level, we detect an induction of structural components of the proteasome, increased levels of ubiquitination, and reveal an interdependency of protein turnover rates and attenuation. Our study thus highlights the role of protein turnover in mediating aneuploidy tolerance, and shows the utility of exploiting the natural diversity of species to attain generalizable molecular insights into complex biological processes.


Subject(s)
Aneuploidy , Proteasome Endopeptidase Complex , Proteolysis , Proteome , Saccharomyces cerevisiae Proteins , Saccharomyces cerevisiae , Dosage Compensation, Genetic , Genetic Variation , Proteasome Endopeptidase Complex/metabolism , Proteasome Endopeptidase Complex/genetics , Proteome/metabolism , Proteome/genetics , Proteomics , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae Proteins/genetics , Ubiquitination , Gene Expression Profiling , Genomics
2.
Cell ; 186(9): 2018-2034.e21, 2023 04 27.
Article in English | MEDLINE | ID: mdl-37080200

ABSTRACT

Functional genomic strategies have become fundamental for annotating gene function and regulatory networks. Here, we combined functional genomics with proteomics by quantifying protein abundances in a genome-scale knockout library in Saccharomyces cerevisiae, using data-independent acquisition mass spectrometry. We find that global protein expression is driven by a complex interplay of (1) general biological properties, including translation rate, protein turnover, the formation of protein complexes, growth rate, and genome architecture, followed by (2) functional properties, such as the connectivity of a protein in genetic, metabolic, and physical interaction networks. Moreover, we show that functional proteomics complements current gene annotation strategies through the assessment of proteome profile similarity, protein covariation, and reverse proteome profiling. Thus, our study reveals principles that govern protein expression and provides a genome-spanning resource for functional annotation.


Subject(s)
Proteome , Proteomics , Proteomics/methods , Proteome/metabolism , Genomics/methods , Genome , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae/metabolism
3.
J Proteome Res ; 22(3): 951-966, 2023 03 03.
Article in English | MEDLINE | ID: mdl-36763818

ABSTRACT

Proteomics and metabolomics are essential in systems biology, and simultaneous proteo-metabolome liquid-liquid extraction (SPM-LLE) allows isolation of the metabolome and proteome from the same sample. Since the proteome is present as a pellet in SPM-LLE, it must be solubilized for quantitative proteomics. Solubilization and proteome extraction are critical factors in the information obtained at the proteome level. In this study, we investigated the performance of two surfactants (sodium deoxycholate (SDC), sodium dodecyl sulfate (SDS)) and urea in terms of proteome coverage and extraction efficiency of an interphase proteome pellet generated by methanol-chloroform based SPM-LLE. We also investigated how the performance differs when the proteome is extracted from the interphase pellet or by direct cell lysis. We quantified 12 lipids covering triglycerides and various phospholipid classes, and 25 polar metabolites covering central energy metabolism in chloroform and methanol extracts. Our study reveals that the proteome coverages between the two surfactants and urea for the SPM-LLE interphase pellet were similar, but the extraction efficiencies differed significantly. While SDS led to enrichment of basic proteins, which were mainly ribosomal and ribonuclear proteins, urea was the most efficient extraction agent for simultaneous proteo-metabolome analysis. The results of our study also show that the performance of surfactants for quantitative proteomics is better when the proteome is extracted through direct cell lysis rather than an interphase pellet. In contrast, the performance of urea for quantitative proteomics was significantly better when the proteome was extracted from an interphase pellet than by direct cell lysis. We demonstrated that urea is superior to surfactants for proteome extraction from SPM-LLE interphase pellets, with a particularly good performance for the extraction of proteins associated with metabolic pathways. Data are available via ProteomeXchange with identifier PXD027338.


Subject(s)
Methanol , Proteome , Proteome/analysis , Chloroform , Metabolome , Surface-Active Agents , Liquid-Liquid Extraction/methods , Urea
4.
Anal Chem ; 94(24): 8580-8587, 2022 06 21.
Article in English | MEDLINE | ID: mdl-35678765

ABSTRACT

Additive manufacturing (3D printing) has greatly revolutionized the way researchers approach certain technical challenges. Despite its outstanding print quality and resolution, stereolithography (SLA) printing is cost-effective and relatively accessible. However, applications involving mass spectrometry (MS) are few due to residual oligomers and additives leaching from SLA-printed devices that interfere with MS analyses. We identified the crosslinking agent urethane dimethacrylate as the main contaminant derived from SLA prints. A stringent washing and post-curing protocol mitigated sample contamination and rendered SLA prints suitable for MS hyphenation. Thereafter, SLA printing was used to produce 360 µm I.D. microcolumn chips with excellent structural properties. By packing the column with polystyrene microspheres and covalently immobilizing pepsin, an exceptionally effective microscale immobilized enzyme reactor (µIMER) was created. Implemented in an online liquid chromatography-MS/MS setup, the protease microcolumn enabled reproducible protein digestion and peptide mapping with 100% sequence coverage obtained for three different recombinant proteins. Additionally, when assessing the µIMER digestion efficiency for complex proteome samples, it delivered a 144-fold faster and significantly more efficient protein digestion compared to 24 h for bulk digestion. The 3D-printed µIMER withstands remarkably high pressures above 130 bar and retains its activity for several weeks. This versatile platform will enable researchers to produce tailored polymer-based enzyme reactors for various applications in analytical chemistry and beyond.


Subject(s)
Enzymes, Immobilized , Tandem Mass Spectrometry , Chromatography, Liquid , Enzymes, Immobilized/chemistry , Peptide Mapping/methods , Printing, Three-Dimensional
5.
Nat Microbiol ; 7(4): 542-555, 2022 04.
Article in English | MEDLINE | ID: mdl-35314781

ABSTRACT

Microbial communities are composed of cells of varying metabolic capacity, and regularly include auxotrophs that lack essential metabolic pathways. Through analysis of auxotrophs for amino acid biosynthesis pathways in microbiome data derived from >12,000 natural microbial communities obtained as part of the Earth Microbiome Project (EMP), and study of auxotrophic-prototrophic interactions in self-establishing metabolically cooperating yeast communities (SeMeCos), we reveal a metabolically imprinted mechanism that links the presence of auxotrophs to an increase in metabolic interactions and gains in antimicrobial drug tolerance. As a consequence of the metabolic adaptations necessary to uptake specific metabolites, auxotrophs obtain altered metabolic flux distributions, export more metabolites and, in this way, enrich community environments in metabolites. Moreover, increased efflux activities reduce intracellular drug concentrations, allowing cells to grow in the presence of drug levels above minimal inhibitory concentrations. For example, we show that the antifungal action of azoles is greatly diminished in yeast cells that uptake metabolites from a metabolically enriched environment. Our results hence provide a mechanism that explains why cells are more robust to drug exposure when they interact metabolically.


Subject(s)
Microbial Interactions , Microbiota , Drug Tolerance , Metabolic Networks and Pathways , Metabolome
6.
Anal Bioanal Chem ; 413(30): 7333-7340, 2021 Dec.
Article in English | MEDLINE | ID: mdl-34705077

ABSTRACT

Stable isotope labelling in combination with high-resolution mass spectrometry approaches are increasingly used to analyze both metabolite and protein modification dynamics. To enable correct estimation of the resulting dynamics, it is critical to correct the measured values for naturally occurring stable isotopes, a process commonly called isotopologue correction or deconvolution. While the importance of isotopologue correction is well recognized in metabolomics, it has received far less attention in proteomics approaches. Although several tools exist that enable isotopologue correction of mass spectrometry data, the majority is tailored for the analysis of low molecular weight metabolites. We here present PICor which has been developed for isotopologue correction of complex isotope labelling experiments in proteomics or metabolomics and demonstrate the importance of appropriate correction for accurate determination of protein modifications dynamics, using histone acetylation as an example.


Subject(s)
Isotope Labeling/methods , Proteins/chemistry , Acetyl Coenzyme A/analysis , Acetylation , Animals , Chromatography, Liquid/methods , HEK293 Cells , Humans , Mice , Molecular Weight , Protein Processing, Post-Translational , Proteomics , RAW 264.7 Cells , Tandem Mass Spectrometry/methods
7.
Anal Chem ; 93(38): 12872-12880, 2021 09 28.
Article in English | MEDLINE | ID: mdl-34519498

ABSTRACT

Histone acetylation is an important, reversible post-translational protein modification and a hallmark of epigenetic regulation. However, little is known about the dynamics of this process, due to the lack of analytical methods that can capture site-specific acetylation and deacetylation reactions. We present a new approach that combines metabolic and chemical labeling (CoMetChem) using uniformly 13C-labeled glucose and stable isotope-labeled acetic anhydride. Thereby, chemically equivalent, fully acetylated histone species are generated, enabling accurate relative quantification of site-specific lysine acetylation dynamics in tryptic peptides using high-resolution mass spectrometry. We show that CoMetChem enables site-specific quantification of the incorporation or loss of lysine acetylation over time, allowing the determination of reaction rates for acetylation and deacetylation. Thus, the CoMetChem methodology provides a comprehensive description of site-specific acetylation dynamics.


Subject(s)
Epigenesis, Genetic , Histones , Acetylation , Chromatography, Liquid , Histones/metabolism , Isotopes , Protein Processing, Post-Translational , Tandem Mass Spectrometry
8.
Nat Biotechnol ; 39(7): 846-854, 2021 07.
Article in English | MEDLINE | ID: mdl-33767396

ABSTRACT

Accurate quantification of the proteome remains challenging for large sample series and longitudinal experiments. We report a data-independent acquisition method, Scanning SWATH, that accelerates mass spectrometric (MS) duty cycles, yielding quantitative proteomes in combination with short gradients and high-flow (800 µl min-1) chromatography. Exploiting a continuous movement of the precursor isolation window to assign precursor masses to tandem mass spectrometry (MS/MS) fragment traces, Scanning SWATH increases precursor identifications by ~70% compared to conventional data-independent acquisition (DIA) methods on 0.5-5-min chromatographic gradients. We demonstrate the application of ultra-fast proteomics in drug mode-of-action screening and plasma proteomics. Scanning SWATH proteomes capture the mode of action of fungistatic azoles and statins. Moreover, we confirm 43 and identify 11 new plasma proteome biomarkers of COVID-19 severity, advancing patient classification and biomarker discovery. Thus, our results demonstrate a substantial acceleration and increased depth in fast proteomic experiments that facilitate proteomic drug screens and clinical studies.


Subject(s)
Proteomics/methods , Tandem Mass Spectrometry , Arabidopsis/metabolism , Biomarkers/metabolism , COVID-19/blood , COVID-19/diagnosis , Cell Line , Humans , Peptides/analysis , Proteome/analysis , Saccharomyces cerevisiae/metabolism , Saccharomyces cerevisiae Proteins/metabolism , Severity of Illness Index
9.
Acta Ophthalmol ; 99(3): e336-e345, 2021 May.
Article in English | MEDLINE | ID: mdl-33377611

ABSTRACT

PURPOSE: To evaluate the efficacy and safety of monthly and pro re nata (PRN, guided by visual acuity stabilization and disease activity criteria) ranibizumab regimens in Chinese patients with neovascular age-related macular degeneration (nAMD) and polypoidal choroidal vasculopathy (PCV). METHODS: This double-masked study randomized nAMD patients (1:1) to ranibizumab monthly from baseline to Month (M) 11 to a PRN regimen from M12 to M23 (monthly group, n = 167) versus ranibizumab three monthly doses followed by a PRN regimen up to M23 (PRN group, n = 166). Subgroups were assessed based on the presence/absence of PCV (indicated by indocyanine green angiography). RESULTS: Of 334 randomized patients, 41.7% had PCV at baseline. Mean average best-corrected visual acuity (BCVA) change from M3 to M4 through M12 was 3.3 letters with monthly and 1.7 letters with PRN (mean difference: 1.6; 95% CI: -2.95, -0.20, primary end-point). Mean change in BCVA from baseline (monthly/PRN, 53.8/53.7) to M12 and M24 was 12.3 and 11.3 letters in monthly and 9.6 and 9.3 letters in PRN group. Corresponding values for patients with PCV/without PCV were 12.7/12.1 letters (M12) and 12.3/10.6 letters (M24) in monthly and 9.4/9.4 letters (M12) and 9.7/8.7 letters (M24) in PRN groups. The mean number of injections was 11.4 (monthly) and 8.2 (PRN) from Day 1 to M11 and 4.8 (monthly) and 5.0 (PRN) from M12 to M23. No new safety findings were reported. CONCLUSIONS: The study results support the use of either ranibizumab monthly or PRN regimens in Chinese patients with nAMD, regardless of presence of PCV.


Subject(s)
Angiogenesis Inhibitors/administration & dosage , Macular Degeneration/drug therapy , Ranibizumab/administration & dosage , Aged , Angiogenesis Inhibitors/adverse effects , China , Choroid Diseases/complications , Double-Blind Method , Drug Administration Schedule , Female , Humans , Injections, Intraocular , Macular Degeneration/complications , Male , Middle Aged , Ranibizumab/adverse effects , Vascular Endothelial Growth Factor A/antagonists & inhibitors
10.
Cell Syst ; 11(1): 11-24.e4, 2020 07 22.
Article in English | MEDLINE | ID: mdl-32619549

ABSTRACT

The COVID-19 pandemic is an unprecedented global challenge, and point-of-care diagnostic classifiers are urgently required. Here, we present a platform for ultra-high-throughput serum and plasma proteomics that builds on ISO13485 standardization to facilitate simple implementation in regulated clinical laboratories. Our low-cost workflow handles up to 180 samples per day, enables high precision quantification, and reduces batch effects for large-scale and longitudinal studies. We use our platform on samples collected from a cohort of early hospitalized cases of the SARS-CoV-2 pandemic and identify 27 potential biomarkers that are differentially expressed depending on the WHO severity grade of COVID-19. They include complement factors, the coagulation system, inflammation modulators, and pro-inflammatory factors upstream and downstream of interleukin 6. All protocols and software for implementing our approach are freely available. In total, this work supports the development of routine proteomic assays to aid clinical decision making and generate hypotheses about potential COVID-19 therapeutic targets.


Subject(s)
Blood Proteins/metabolism , Coronavirus Infections/blood , Pneumonia, Viral/blood , Proteomics/methods , Adult , Aged , Aged, 80 and over , Betacoronavirus/isolation & purification , Biomarkers/blood , Blood Proteins/analysis , COVID-19 , Coronavirus Infections/classification , Coronavirus Infections/pathology , Coronavirus Infections/virology , Female , Humans , Male , Middle Aged , Pandemics/classification , Pneumonia, Viral/classification , Pneumonia, Viral/pathology , Pneumonia, Viral/virology , SARS-CoV-2 , Young Adult
11.
Retina ; 39(10): 1985-1994, 2019 Oct.
Article in English | MEDLINE | ID: mdl-30204730

ABSTRACT

PURPOSE: To evaluate the efficacy and safety of 2 dosing regimens of ranibizumab 0.5 mg versus verteporfin photodynamic therapy in Asian patients with visual impairment due to myopic choroidal neovascularization. METHODS: Eligible patients (aged ≥18 years) were randomized 2:2:1 to Group I (n = 182; ranibizumab treatment guided by visual acuity stabilization criteria); Group II (n = 184; ranibizumab treatment guided by disease activity); or Group III (n = 91; verteporfin photodynamic therapy on Day 1; from Month 3, ranibizumab/verteporfin photodynamic therapy/both treatment guided by disease activity). RESULTS: The mean average best-corrected visual acuity change from baseline to Month 1 through Month 3 was significantly higher in Groups I/II versus Group III (Group I/II: +9.5/+9.8 letters vs. Group III: +4.5 letters; both P < 0.001). Group II was statistically noninferior to Group I for the mean average best-corrected visual acuity change from baseline to Month 1 through Month 6 (10.7 vs. 10.4 letters; P < 0.001). Over 12 months, the mean number of ranibizumab injections received by Groups I/II/III was 4.6/3.9/3.2. CONCLUSION: In Asian patients, ranibizumab treatments demonstrated superior efficacy versus verteporfin photodynamic therapy at Month 3, and the beneficial treatment effects persisted at Month 12. Ranibizumab was well-tolerated and demonstrated a good safety profile.


Subject(s)
Choroidal Neovascularization/drug therapy , Myopia/complications , Photochemotherapy/methods , Ranibizumab/administration & dosage , Verteporfin/administration & dosage , Visual Acuity , Angiogenesis Inhibitors/administration & dosage , China , Choroidal Neovascularization/diagnosis , Choroidal Neovascularization/etiology , Dose-Response Relationship, Drug , Double-Blind Method , Female , Fluorescein Angiography/methods , Follow-Up Studies , Fundus Oculi , Humans , Intravitreal Injections , Male , Middle Aged , Photosensitizing Agents/administration & dosage , Retrospective Studies , Treatment Outcome , Vascular Endothelial Growth Factor A/antagonists & inhibitors
12.
PLoS One ; 7(2): e31272, 2012.
Article in English | MEDLINE | ID: mdl-22348062

ABSTRACT

The peroxisome proliferator-activated receptor γ coactivator 1 (PGC-1) proteins are key regulators of cellular bioenergetics and are accordingly expressed in tissues with a high energetic demand. For example, PGC-1α and PGC-1ß control organ function of brown adipose tissue, heart, brain, liver and skeletal muscle. Surprisingly, despite their prominent role in the control of mitochondrial biogenesis and oxidative metabolism, expression and function of the PGC-1 coactivators in the retina, an organ with one of the highest energy demands per tissue weight, are completely unknown. Moreover, the molecular mechanisms that coordinate energy production with repair processes in the damaged retina remain enigmatic. In the present study, we thus investigated the expression and function of the PGC-1 coactivators in the healthy and the damaged retina. We show that PGC-1α and PGC-1ß are found at high levels in different structures of the mouse retina, most prominently in the photoreceptors. Furthermore, PGC-1α knockout mice suffer from a striking deterioration in retinal morphology and function upon detrimental light exposure. Gene expression studies revealed dysregulation of all major pathways involved in retinal damage and apoptosis, repair and renewal in the PGC-1α knockouts. The light-induced increase in apoptosis in vivo in the absence of PGC-1α was substantiated in vitro, where overexpression of PGC-1α evoked strong anti-apoptotic effects. Finally, we found that retinal levels of PGC-1 expression are reduced in different mouse models for retinitis pigmentosa. We demonstrate that PGC-1α is a central coordinator of energy production and, importantly, all of the major processes involved in retinal damage and subsequent repair. Together with the observed dysregulation of PGC-1α and PGC-1ß in retinitis pigmentosa mouse models, these findings thus imply that PGC-1α might be an attractive target for therapeutic approaches aimed at retinal degeneration diseases.


Subject(s)
Light/adverse effects , Retina/radiation effects , Transcription Factors/physiology , Animals , Apoptosis , Disease Models, Animal , Energy Metabolism , Gene Expression Profiling , Mice , Photoreceptor Cells/chemistry , Retina/chemistry , Retina/injuries , Retina/pathology , Retinitis , Transcription Factors/analysis , Wound Healing
13.
Gerontology ; 57(1): 37-43, 2011.
Article in English | MEDLINE | ID: mdl-20134150

ABSTRACT

Aging is associated with far-reaching changes in physiological functions resulting in morbidity and ultimately death. Age-related frailty, insecurity and reduced physical activity contribute to a progressive loss of muscle mass and function, commonly referred to as sarcopenia. Due to the increase in life expectancy in many countries, loss of muscle mass and its consequences gain in relevance for public health. At the same time, the molecular mechanisms that underlie sarcopenia are poorly understood and therefore, therapeutic approaches are limited. Interestingly though, endurance, strength and stretching exercise is significantly superior to all known pharmacological, nutritional and hormonal interventions for stabilizing, alleviating and reversing sarcopenia. Thus, increased knowledge about the plastic changes of skeletal muscle after physical activity and the signaling factors that mediate the beneficial effects of exercise on other organs might yield a better understanding of the disease and open new avenues for treatment. Here, we discuss how current discoveries about the peroxisome proliferator-activated receptor γ coactivator-1α (PGC-1α), a key exercise factor in muscle, and myokines, factors produced and secreted by active muscle fibers, expand our view of the pathological changes and the therapeutic options for sarcopenia.


Subject(s)
Aging/physiology , Heat-Shock Proteins/physiology , Muscle Proteins/physiology , Muscle, Skeletal/physiology , Transcription Factors/physiology , Aged , Exercise Therapy , Humans , Models, Biological , Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha , Sarcopenia/etiology , Sarcopenia/physiopathology , Sarcopenia/therapy
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