Discoveries

See the impact of SIRIUS firsthand! This archive showcases exciting discoveries and major breakthroughs made by research groups worldwide using SIRIUS for mass spectrometry-based small molecule identification. Explore how the power of SIRIUS is elevating metabolomics and small molecule data analysis across diverse fields, including drug discovery, human health, diagnostics, food industry, monitoring, microbiomics, environmental toxicology, archeology, and materials science. For an extensive list of publications by independent research groups using the SIRIUS software framework, click here.

A variety of crispy fried food dishes served together
Discoveries

SIRIUS-ly Toxic: Mapping Unknown Urinary Biomarkers Derived from Deep-Fried Foods

Every day, our bodies encounter millions of foreign chemical compounds. Among the most dangerous are reactive electrophilic species—unstable molecules that can bind to DNA and proteins, potentially leading to chronic diseases. Fortunately, our bodies fight back using glutathione conjugation, excreting these toxins as urinary mercapturic acid conjugates (MACs). But until now, checking urine to see exactly what toxins we’ve been exposed to was incredibly difficult because standard tracking methods miss highly unstable chemical structures. Researchers developed an analytical strategy that dramatically expands our ability to profile the urinary “adductome”. By pairing high-resolution mass spectrometry with customized database construction and automated computational annotation using SIRIUS, this workflow uncovers hundreds of previously untraceable biomarkers.

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Assorted colorful prescription pills, capsules, and tablets spilled out of an open glass medicine bottle
Discoveries

SIRIUS 🤝 BioTransformer: A Dream Team for Unraveling Drug Metabolism

Understanding the metabolic fate of pharmaceutical drugs is a critical component of modern drug discovery and safety testing. Tracking these metabolic changes is notoriously difficult. Identifying the precise structures of drug metabolites within complex mixtures remains a massive analytical bottleneck. To overcome this hurdle, we have integrated BioTransformer in SIRIUS. Researchers have benchmarked this approach using six diverse model drugs and found that it not only bypasses the need for exhaustive manual identification but actively expands our structural coverage of the metabolome.

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An offshore platform with lots of cranes. The sea and mountains can be seen in the background
Discoveries

Revealing the Hidden Burden of Offshore Discharges with SIRIUS

Offshore produced water discharges introduce over 240 billion liters of complex chemical mixtures into the marine environment annually. In a case study using produced water from North Sea offshore oil platforms, researchers demonstrated that traditional monitoring significantly underestimates the persistence of discharged chemicals. They introduce a novel analytical framework using advanced non-target analysis and computational workflows, including SIRIUS to highlight a significant “hidden burden” of persistent pollutants.

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A non-stick frying pan in which a fried egg is being cooked
Discoveries

Reducing PFAS Emissions: Efficacy of Abatement Systems at Fluoropolymer Plants Investigated Using SIRIUS

Fluoropolymer production plants are an obvious source for PFAS emission into our environment. They have invested in abatement systems to curtail the emission of PFAS but their efficacy has not been reported in peer-reviewed literature. A recent study investigates their efficacy and reveals a more complex emission profile than previously understood. In a suspect screening approach using SIRIUS, they detected a homologous series of previously overlooked polymerization byproducts.

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Discoveries

Uncovering Hidden Contaminants in Human Milk: Non-Targeted Biomonitoring with SIRIUS

Human milk is the ideal source of nutrition for infants, but growing concerns exist about the presence of chemical contaminants that can find their way into it. For years, scientists have relied on targeted analysis, a method that can only find what they are already looking for. In this non-targeted approach utilizing SIRIUS, researcher successfully identify common and previously unreported chemical contaminants and gain a more comprehensive understanding of the chemical exposures mothers and infants face.

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Tutorials

How to… Screen for Transformation Products with SIRIUS

Detecting transformation products is crucial for environmental monitoring, as these byproducts can be more toxic and persistent than their precursor compounds. This tutorial walks you through using SIRIUS for a non-targeted combined precursor and transformation product screening, from generating a transformation product database to analysing LC-HRMS data in SIRIUS and validating results.

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Wooden pipe in the forest from which spring water flows
Application Notes

Detecting pharmaceuticals and their transformation products with SIRIUS

Pharmaceutical pollution poses risks to ecosystems and human health, yet traditional annotation methods often miss transformation products—drug breakdown compounds that may be even more persistent. We demonstrate how SIRIUS enhances annotation of pharmaceuticals in Luxembourgish rivers, from precursor drug screening to transformation product screening. Our approach for environmental monitoring is relevant not only for pharmaceuticals but also for pesticides and industrial chemicals, whose degradation products may have significant environmental impacts.

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Two hands full of soil.
Collaborations

Unlocking a Greater Perspective: Mapping the Chemical Space of Biomes Using SIRIUS

Untargeted mass spectrometry is a powerful tool for analyzing the immense chemical complexity of natural environments. However, interpreting such large datasets remains a significant challenge. To overcome this, researchers have developed an innovative approach using SIRIUS that prioritizes chemical profiling over exhaustive identification. This method allows for more effective comparisons of (micro-)biomes, providing deeper insights into biochemical diversity across different environments.

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Assorted liquor bottles in a bar. Plastic-related contaminants in liquor products were even found in glass packaging.
Discoveries

Screening extractables and leachables with SIRIUS: Plastic-related contaminants in liquor products

In a world where we’re becoming increasingly conscious of what we consume, understanding the potential presence of unexpected extractables and leachables in our food and drinks is paramount. Alcoholic beverages are of particular concern due to their increased affinity and extended storage periods. A non-targeted approach to analysis is essential for uncovering both known and unknown contaminants in our drinks. By analysing fragmentation patterns, SIRIUS predicts chemical structures of unknowns to identify unexpected contaminants and ensure safety of our food.

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