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Analysis of biological small molecule mixtures using multiple modes of mass spectrometric fragmentation coupled with new bioinformatics workflows

Lead Research Organisation: University of Aberdeen
Department Name: Chemistry

Abstract

Liquid chromatography-mass spectrometry (LC-MS) is an essential technique in the chemical, biological and biomedical sciences. To start with, a mixture of small molecules is separated (LC) followed by ionisation. After this, they enter the MS and are accelerated followed by separation according to their mass and detection of the ions. If additional energy is provided, the molecules will fragment into ions which are diagnostic of their structure. Modern systems have very high resolution to determine the molecular formulas with high accuracy. Fragments can be generated at different levels of energy and their formulas can also be determined.
We are bidding for a LC-MS system to enable the profiling and identification of small molecule components in complex biological mixtures. Small molecules have important roles in biology such as communication within or between organisms or interacting with receptors with important biological effects. Fundamental questions in biology, ecology, physiology, biochemistry, biosynthesis and human disease can only be answered by studying these complex molecular mixtures and understanding how they work. The proposed system will enable efficient fast separation of complex biological mixtures followed by the accurate determination of the molecular formulas of each of the components. As there are many molecular structures possible for each molecular formula, the ability to fragment molecules with different levels of energy is essential to increase confidence in molecular identification. Applications include discovery and synthesis of small bioactive natural products, the understanding of biological synthesis of small molecules, understanding of microbial processes in soil and the chemical communication between sponges and molluscs, the understanding of disease causation as well as pharmaceutical discovery.
Parameters for selecting the equipment are: high mass accuracy at low molecular weights; a range of separation and fragmentation modes and a high dynamic range including the possibility of fragmenting peaks differing in intensity by 3-5 orders of magnitude. The critical factor is the ability to accurately and quickly identify compounds present at very low abundance. We have selected the Thermo Scientific Orbitrap IQ-X Tribrid Mass Spectrometer which has a quadrupole analyser, ultra-high field orbitrap and an ion trap analyser and is promoted specifically for small molecule analysis. Our previous experience of systems from this manufacturer is that they have a very high dynamic range, are very robust with a long lifetime and have excellent service support.
To demonstrate the utility of this system we have chosen 6 different projects: discovery of new bioactive compounds from deep-sea and gut bacteria; discovery of new enzymes that can be used in industrial biotechnology and synthetic biology; the discovery, biosynthesis and automated analysis of cyclic peptides which are becoming of major importance in drug discovery; to study variations in metabolism in marine invertebrates and barley; to understand the role of modified peptides in the causation of human disease; analysis of traditional medicine use in archaeological artefacts.
The new MS will also enable us to train the next generation of scientists on the most advanced MS, which will allow them to gain hands-on experience that will be extremely beneficial for their future career development. Our research-led teaching means that even undergraduate students can benefit from the access to a state-of-the art facility. The proposed instrument will be incorporated into and will complement and significantly enhance our existing MS facility though the addition of new capabilities. The new LC-MS will not only benefit our students and staff in Aberdeen, but our academic and industrial collaborators will also benefit from receiving training and having access to the most advanced MS technologies.

Technical Summary

Since the commercial introduction of soft ionisation techniques, mass spectrometry has become one of the most important research tools not only for chemists, but also for a wide range of other research fields including environmental research and biomedicine. We propose to buy a Thermo Scientific Orbitrap IQ-X Tribrid Mass Spectrometer which has quadrupole analyser, ultra-high field orbitrap and an ion trap analyser and is promoted specifically for small molecule analysis. It has high mass accuracy at low molecular weights; a range of separation and fragmentation modes and a high dynamic range including the possibility of fragmenting peaks differing in intensity by 3-5 orders of magnitude. This system can obtain accurate masses of fragments up to MS10 and has a maximum resolution of 500,000 at lower scan rates. These specifications mean we can obtain deep ion trees on minor components in complex biological mixtures so they can be identified reliably.
This system will complement our existing MS facilities, providing new capabilities to significantly enhance research outcomes in several UKRI funded projects. The new instrument will be incorporated into our existing MS facility in the Department of Chemistry. Once it is fully operational, the technician and superusers will receive training from the vendor on method development, operation and maintenance of the new instrument. Full training will be provided to all future users by the technician and superusers. Instrument access will be managed using our existing booking system, and trained users can book and use the instrument 24/7. Project prioritisation and future research development will be managed by academics and overseen by the management committee. Through Aberdeen Core Facilities Services and existing academic and industrial collaborations, external users can receive access to the new facility.

Publications

10 25 50
 
Description Instrument Tendering, Purchase and Installation
Following purchasing rules, we prepared a tender for the system and received two responses. Only one met all the requirements and we negotiated the instrument specifications and service contract. We were able to specify several add-ons within budget including the UV-PD laser fragmentation module and a MALDI sprayer to enable us to use the MALDI imaging source at very high resolution. The MALDI source was previously purchased by another department at the University of Aberdeen, and we have facilitated a sharing arrangement to ensure efficient use. In addition, we were able to specify a large range of software for data processing within the purchase as well as a 5-year complete service contract and sufficient training for primary users. The system was delivered in March/April 2024 after which it was installed and commissioned with the final payment made after this. To date we have developed an affordable costing structure taking into account that service is already covered. This costing includes solvents and small consumables such as calibrant solutions and spare parts.

Staff Training
To date 3 staff have been trained as primary users how to operate the instrument and they are disseminating this information to other users. At the moment secondary users are mainly being shown how to handle, process and interpret data, but a larger pool of secondary users that can operate the instrument is planned. Current staff are two postdoctoral researchers (one of whom was a researcher-co-investigator on the grant application) and a technician from our School of Biological Sciences (SBS) who has been running the majority of the SBS samples.

Staff Recruitment
Unfortunately, the technician who was mentioned in the grant application left the University before the instrument was installed. Due to financial issues within the University, we are only now (Feb 2025) recruiting a replacement specifically to run the new mass spectrometer. We hope to have the new person in place in the spring of 2025 to receive the relevant training for the current primary users.

Workshop
As planned in the grant application, we planned and ran a 3-day Computational Mass Spectrometry Workshop in our Science Teaching Hub, 19-21 June 2024. This was attended by more than 80 participants, mainly from the UK, but some came from Europe.
Presenters came from the UK, Germany and the Netherlands and topics covered metabolomics, molecular networking (GNPS), sample prioritisation (FERMO) and compound annotation (SIRIUS) with hands-on exercises for these open-source software packages.

Outreach
As we are becoming familiar with the new system, we have been engaging in outreach to encourage new users to use the system. To date we have presented the system's capabilities to our School of Biological Sciences, a University-wide facilities showcase and the University newsletter (https://www.abdn.ac.uk/staffnet/news-events/newsletter/gtk-cgd/). The two primary users, postdocs on EU projects, have attended a metabolomics symposium in Liverpool to publicise the unique capabilities of the system and have linked up with other teams in the UK that have the same instrument.

Projects to date
P1. Discovery of new compounds derived from deep-sea and gut bacteria with activity against human disease focused screens including infection, inflammation, neurodegenerative and parasitic diseases.
The majority of samples run to date fall under this category. There are some established funded projects such as EU-MARBLES which aims to discover new antibacterials for human and aquaculture use, and EU-BlueRemediomics which aims to tailor antimicrobial peptides to modulate selectivity and activity. Two PhD students (funded by the Egyptian Government) have been using the IQ-X to identify complex natural products from extremophile bacteria. Similarly, a Ugandan student has used the system to study the potential of arid environment bacteria to produce antibacterials. These projects will all lead to publications which will be reported in subsequent ResearchFish returns.
Several projects can be regarded as 'pump-priming' UK or international collaborations, and these include working with Sunderland University to prioritise bacterial strains with antibacterial potential, investigating Indonesian sponge metabolites for antibiofilm agents and analysing conotoxin disulfide bonding patterns using the UV-PD fragmentation capability.
As an example Nick Allenby from the University of Sunderland has been conducting 2 projects - Harnessing Soil Metagenomics for the Discovery of Novel Antibiotics (John and Sam Dawson PhD Scholarship Programme) an internal University of Sunderland fund created through a donation from John and Sam Dawson. A second project is Development of antibiotic producing strains from the Atacama Desert funded through the UKRI/MRC Impact Acceleration Account.

P2. Discovery of new enzyme homologues with the aim of finding those with the broadest substrate specificity through MS analysis in our BBSRC-funded industrial biotechnology/synthetic biology projects
This work is being carried out by a BBSRC IBIOIC funded PhD student and an EU funded postdoc. The initial work has been on an established RiPP pathway with the next stage being the identification of heterocycle containing RiPPs biosynthetic gene clusters from a large database of metagenome assembled genomes (MGnify) with a view to producing them via gene synthesis and heterologous expression.

P3. Discovery of bioactive cyclic peptides, their biosynthetic enzymes, and the analysis of highly modified cyclic peptides using automated MSn fragmentation analysis.
A BBSRC PhD funded student has been working on code to analyse highly modified cyclic peptides using automated MSn fragmentation analysis. This code will be deposited on GitHub in the near future.

P4. Using MS/MS networking data and metabolomics approaches to study the variation of primary and secondary metabolites in several different systems including barley plants, deep-sea bacteria, molluscs and marine invertebrates.
The MS work outlined in the BBSRC project BB/Y00633X/1 to discover new biological nitrification inhibitors (BNI) has been scheduled but is awaiting the cultivation of the plant materials. However, we have been working on other related projects (barley BNIs - BBSRC EastBio PhD to Jack Henderson) and Rice BNIs (Xiaoping Fan) to develop methods to ensure consistent extraction of metabolites from root exudates and their LC-MS analysis for metabolomics.
Xiaoping Fan: This project, funded by the Novo Nordisk Foundation, aims to study biological nitrification inhibitors (BNIs) in wheat. We primarily use metabolomics analysis to identify potential inhibitors and analyse the metabolic profiles to understand how plant growth stages and growing conditions influence BNI-related metabolites, ultimately contributing to optimizing plant-based strategies for improving nitrogen use efficiency and reducing nitrogen losses.
Jack Henderson: Nitrogen loss in modern agricultural systems is driven by nitrification, a microbial process. Biological Nitrification Inhibition (BNI) is the plant mediated inhibition of Nitrification by exudation of bioactive metabolites. BNI has been discovered in many major crop varieties but not yet in barley. This project will utilise LC-MS to untangle the chemistry of BNI in barley.
This relationship with the plant scientists in Biological Sciences led to an additional funded PhD studentship (funded by a charitable donation) to investigate the systematics and chemical ecology of the plant genus Syzygium (clove genus).
A second EASTBio PhD student working on the chemical ecology of cold-water sponges has used the system to discover that depth drives variation in the chemical composition of the sponge species Phakellia ventilabrum. This work has been submitted for publication and the published work will be included in the next ResearchFish return.

P5. Understanding the role of modified peptides in human diseases such as sickle cell disease and breast cancer.
This work has not commenced to date.

P6. Additional projects through recruitment of other users - an example being the identification of traditional medicine usage from archaeological artefacts.
We have been working with researchers in our School of Engineering to discover sustainable anticorrosion compounds with a potential for further work. Similarly, we are assisting the NERC funded British Antarctic Survey in a funded project to look at the causes of the rapid biological induced corrosion of the wharf in the UK's Rothera Antarctic Base. Finally, the IQ-X system has been used to support an undergraduate research project - the student is looking at the variation in the fragmentation patterns of related compounds using all three fragmentation capabilities.
Exploitation Route This is to be determined
Sectors Agriculture

Food and Drink

Chemicals

Environment

Healthcare

Manufacturing

including Industrial Biotechology

Pharmaceuticals and Medical Biotechnology

 
Description Multi-level exploration of biological nitrification inhibition in rice for improved sustainability of crop production
Amount £1,336,253 (GBP)
Funding ID BB/Y00633X/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 02/2024 
End 05/2028
 
Title Mass spectrometry and NMR data for comparative metabolomics of Phakellia ventilabrum 
Description Mass spectrometry and NMR data collected from crude and partially purified extracts from the deep-sea sponge Phakellia ventilabrum. Mzxml converted spectra and Mzmine batch file for data processing. HPCA-F were collected using a Bruker MAXIS II Q-ToF mass spectrometer, coupled to an Agilent 1290 UHPLC. HPC85/b were collected using a ThermoScientific Orbitrap IQ-X MS connected to Thermo Instruments UPLC system. NMR spectra were recorded on a Bruker AVANCE III spectrometer (Thermo Fisher Scientific, Geel, Belgium) at 400 MHz for 24 cycles with H2O suppression. 
Type Of Material Database/Collection of data 
Year Produced 2025 
Provided To Others? Yes  
Impact The role of bioactive compounds within sponges is significantly under-investigated in comparison to their pharmaceutical potential. Whilst it is often difficult to definitively determine the ecological function of secondary metabolites, studying their variation within a given species can allow preliminary suggestions to be made. Thus far, the chemical composition of the common deep-sea sponge Phakellia ventilabrum (Linnaeus, 1767) has predominantly been explored through investigation of its lipid metabolism. In this study, variation in the metabolic profiles of 6 P. ventilabrum individuals, sampled at different locations and depths, was investigated. Multivariate statistics and molecular networking were used to determine the characteristic compounds of this species and any patterns that may relate to their ecological functions. In total, 14 'core' compounds were found in all 6 sponges, and sponge metabolic profiles appeared to vary with depth. All sampled sponges contained a sesquiterpenoid from the halichonadin family, thought to aid in chemical defence. Only 3 of the sponges contained a yet uncharacterised brominated analogue of halichonadin A/I. 
URL https://zenodo.org/doi/10.5281/zenodo.14825949
 
Title Mass spectrometry and NMR data for comparative metabolomics of Phakellia ventilabrum 
Description Mass spectrometry and NMR data collected from crude and partially purified extracts from the deep-sea sponge Phakellia ventilabrum. Mzxml converted spectra and Mzmine batch file for data processing. HPCA-F were collected using a Bruker MAXIS II Q-ToF mass spectrometer, coupled to an Agilent 1290 UHPLC. HPC85/b were collected using a ThermoScientific Orbitrap IQ-X MS connected to Thermo Instruments UPLC system. NMR spectra were recorded on a Bruker AVANCE III spectrometer (Thermo Fisher Scientific, Geel, Belgium) at 400 MHz for 24 cycles with H2O suppression. 
Type Of Material Database/Collection of data 
Year Produced 2025 
Provided To Others? Yes  
Impact The role of bioactive compounds within sponges is significantly under-investigated in comparison to their pharmaceutical potential. Whilst it is often difficult to definitively determine the ecological function of secondary metabolites, studying their variation within a given species can allow preliminary suggestions to be made. Thus far, the chemical composition of the common deep-sea sponge Phakellia ventilabrum (Linnaeus, 1767) has predominantly been explored through investigation of its lipid metabolism. In this study, variation in the metabolic profiles of 6 P. ventilabrum individuals, sampled at different locations and depths, was investigated. Multivariate statistics and molecular networking were used to determine the characteristic compounds of this species and any patterns that may relate to their ecological functions. In total, 14 'core' compounds were found in all 6 sponges, and sponge metabolic profiles appeared to vary with depth. All sampled sponges contained a sesquiterpenoid from the halichonadin family, thought to aid in chemical defence. Only 3 of the sponges contained a yet uncharacterised brominated analogue of halichonadin A/I. 
URL https://zenodo.org/doi/10.5281/zenodo.14825950
 
Description Computational Mass Spectrometry Workshop 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact As planned in the grant application, we planned and ran a 3-day Computational Mass Spectrometry Workshop in our Science Teaching Hub, 19-21 June 2024. This was attended by more than 80 participants, mainly from the UK, but some came from Europe.
Presenters came from the UK, Germany and the Netherlands and topics covered metabolomics, molecular networking (GNPS), sample prioritisation (FERMO) and compound annotation (SIRIUS) with hands-on exercises for these open-source software packages.
Year(s) Of Engagement Activity 2024
URL https://blueremediomics.eu/workshop-on-computational-mass-spectrometry-university-of-aberdeen/