Research Interests

Metals are considered by many as toxic to humans and therefore unsuitable to be used in medicine. In the Frei Lab we are working towards changing this perception by developing novel metal-based antimicrobials to fight the global antibiotic resistance crisis.

  • In the Frei Lab we are exploring new classes of metal complexes for their antimicrobial potential.

  • One focus is the elucidation of the Mode of Action of these compounds. Understanding this will help us design even better metalloantibiotics

  • We are exploring metal-based photosensitizers for aPDT and investigating their potential to avoid resistance in bacteria

  • To efficiently explore the vast metal-complex space we are adapting machine-learning based solutions to coordination compounds

The Antimicrobial Resistance (AMR) Crisis

The WHO warns that “without urgent, coordinated action“, 10 million people will die each year due to antimicrobial resistance (AMR) by 2050. If this becomes reality, AMR would surpass cancer as the leading cause of death in the western world and become deadlier than the current COVID-19 pandemic. COVID-19 is likely to have significantly accelerated the spread of AMR as the use of antibiotics has skyrocketed in the last 18 months with some reports describing indiscriminate prescription of broad spectrum antibiotics to all hospitalized patients.

Despite this urgency, there are currently only 43 antibiotics in clinical trials, with a minority representing new compound classes, none of which are effective against critical Gram-negative pathogens. In comparison, there are currently over 1000 compounds in clinical trials as cancer treatments and over 5000 clinical trials have been initiated for potential COVID-19 treatment since 2020.

Why Metals?

The vast majority of drugs today are purely organic molecules consisting of elements that make up less than 10% of the periodic table. Transition metals can form coordination compounds with organic ligands, forming highly diverse three-dimensional structures, exceeding the covalent limitations of a typical carbon atom. The use of metal complexes as drugs was initiated by the discovery and application of the anticancer drug cisplatin in 1978, with analogues still used in the majority of chemotherapeutic treatments today. Since then, several human clinical trials have been conducted with drugs containing metals such as titanium, iron, copper, gallium, ruthenium, palladium, silver, gold, or bismuth (with several more in development), proving that metal complexes are viable as non-cytotoxic drug candidates. One of the unique characteristics of metal complex drugs is their access to many different and unique modes of actions, ranging from redox reactions, generation of reactive oxygen or catalytic generation of other active species, ligand exchange or triggered ligand release, to general competitive or covalent inhibition of enzymes or binding to proteins. Many of these are difficult or even impossible to achieve with organic compounds alone.

Schematic representation of modes of action accessible by metal complexes: A Ligand exchange. B Catalytic generation of toxic species or depletion of essential substrates. C Singlet oxygen generation (PDT). D Redox reactions E CO-release.
Schematic representation of modes of action accessible by metal complexes: A Ligand exchange. B Catalytic generation of toxic species or depletion of essential substrates. C Singlet oxygen generation (PDT). D Redox reactions E CO-release.

Metalloantibiotics

In recent studies we have established that metal complexes are potentially better candidates for antibiotics than purely organic compounds. A comparative analysis of a library containing antimicrobial data on 300'000 compounds, including ~1000 metal complexes showed that the latter had a 10x higher hit-rate. At the same time we could show that the metal complexes did not display higher in vitro toxicity rates compared to organic molecules, contradicting the notion of general metal toxicity.

Since then we have started to investigate several metal complex classes more closely, gathering more data on their activity against a broader panel of drug-resistant bacteria, as well as preliminary in vivo data. In our current work we are both exploring new metal complexes for their antimicrobial potential as well as investigating the Mode of Action of our lead compounds to guide further development.

Antimicrobial Photodynamic Therapy (aPDT)

Almost all antibiotics are optimised to hit a single molecular target within a bacterium and hit it effectively. While this makes them potent, this is also their Achilles’s heel, as it applies strong selective pressure for mutations that alter the target or remove the antibiotic from inside the bacterial cell. Photodynamic therapy (PDT) functions via the localized generation of reactive oxygen species (ROS) by a photosensitizer (PS) when it is irradiated with specific wavelengths of light. Precise targeting of the PS to diseased tissue ensures that the irradiation event delivers ROS to a tightly defined area, leading to promiscuous damage of multiple cellular targets. PDT is already successfully used in cancer therapy in clinics today. The application of these principles in the design of next-generation antimicrobial agents (antimicrobial PDT; aPDT) is a nascent research area with exciting potential.

We are working towards the preparation of targeted and efficient metal-based photosensitizers for aPDT against localized bacterial infections.

Machine Learning Guided Metal-Complex Space Exploration

Chemical space is incredibly vast. Estimates put the number of “drug-like” organic molecules at around 1060, while excluding all transition metals. It is easy to see that if one iterates all possible ligands over all possible metals the permutations are nearly endless. Given this daunting uncharted space of metal complexes, an efficient and strategically guided approach to its exploration is required. Machine Learning algorithms have enabled many advances in the fields of chemical exploration and medicine but have only sparingly been applied to metal complexes and barely at all in the field of inorganic medicinal chemistry. We aim to use state-of-the art machine learning algorithms together with newly developed representations for metal complexes to efficiently explore the metal complex space for antimicrobial activity.

Further Reading

Metals in Medicine

Metal-based Antimicrobials

aPDT

Machine Learning in Antibiotic Research

Team

Group Leader

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Dr. Angelo Frei

SNSF Ambizione Fellow

Grad Students

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Çağri Özsan

PhD Student

Lab Dog

Publications

  1. A. Frei, A. D. Verderosa, A. G. Elliott, J. Zuegg, , M. A. T. Blaskovich ”Metals to combat antimicrobial resistance” Nat. Rev. Chem. 2023, DOI: 10.1038/s41570-023-00463-4
  2. A. Frei, A. G. Elliott, A. Kan, H. Dinh, S. Bräse, A. E. Bruce, M. R. Bruce, F. Chen, D. Humaidy, N. Jung, A. P. King, P. G. Lye, H. K. Maliszewska, A. M. Mansour, D. Matiadis, M. P. Muñoz, T.-Y. Pai, S. Pokhrel, P. J. Sadler, M. Sagnou, M. Taylor, J. J. Wilson, D. Woods, J. Zuegg, W. Meyer, A. K. Cain, M. A. Cooper, M. A. T. Blaskovich ”Metal Complexes as Antifungals? – From a Crowd-Sourced Compound Library to First In Vivo Experiments” JACS Au, 2022, DOI: 10.1021/jacsau.2c00308
  3. M. Krenn, Q. Ai, S. Barthel, N. Carson, A. Frei, N. C. Frey, P. Friederich, T. Gaudin, A. A. Gayle, K. M. Jablonka, R. F. Lameiro, D. Lemm, A. Lo, S. M. Moosavi, J. M. Nápoles-Duarte, A. K. Nigam, R. Pollice, K. Rajan, U. Schatzschneider, P. Schwaller, M. Skreta, B. Smit, F. Strieth-Kalthoff, C. Sun, G. Tom, G. F. von Rudorff, A. Wang, A. White, A. Young, R. Yu, A. Aspuru-Guzik “SELFIES and the future of molecular string representations” Patterns, 2022, DOI: 10.1016/j.patter.2022.100588
  4. S. M. Cooper, C. Siakalli, A. J. P. White, A. Frei, P. W. Miller, N. J. Long “Synthesis and anti-microbial activity of a new series of bis(diphosphine) rhenium(V) dioxo complexes”, Dalton Trans., 2022, DOI: 10.1039/D2DT02157A
  5. A. Frei, A. Rigby, . Thomas T. C. Yue, G. Firth, M. T. Ma, N. J. Long "To chelate thallium(I) – synthesis and evaluation of Kryptofix-based chelators for 201Tl", Dalton Trans., 2022, DOI: 10.1039/D2DT01074G
  6. J. L. Medina-Franco, E. López-López, E. Andrade, L. Ruiz=Azuara, A. Frei, D. Guan, J. Zuegg, M. A. T. Blaskovich "Bridging informatics and medicinal inorganic chemistry: Toward a database of metallodrugs and metallodrug candidates", Drug Discovery Today, 2022, DOI: 10.1016/j.drudis.2022.02.021
  7. D. V. Kama, A. Frei, M. Schuette-Smith, A. Brink, Chantel Swart, H. Braband, R. Alberto, A. Roodt “Exploring preliminary structural relationships and mitochondrial targeting of fac-[MI(CO)3]- bis(diarylphosphino)alkylamine complexes (M = 99Tc, Re)”, New J. Chem., 2021, DOI: 10.1039/D1NJ04273D
  8. A. Frei, S. Ramu, G. J. Lowe, H. Dinh, L. Semenec, A. G. Elliott, J. Zuegg, A. Deckers, N. Jung, S. Bräse, A. K. Cain, M. A. T. Blaskovich "Platinum Cyclooctadiene Complexes with Activity against Gram-positive Bacteria", ChemMedChem 2021, 16, 2021-2029. Front Cover DOI: 10.1002/cmdc.202100157
  9. D. V. Kama, A. Frei, A. Brink, H. Braband, R. Alberto, A. Roodt "New approach for the synthesis of water soluble fac-[MI(CO)3]+ bis(diarylphosphino)alkylamine complexes (M=99Tc, Re" Dalton Trans. 2021 DOI: 10.1039/D1DT03234H
  10. A. Frei, A. P. King, G. J. Lowe, A. K. Cain, F. L. Short, H. Dinh, A. G. Elliott, J. Zuegg, J. J. Wilson, M. A. T. Blaskovich "Nontoxic Cobalt(III) Schiff Base Complexes with Broad-Spectrum Antifungal Activity", Chemistry – A European Journal 2021, 27, 2021-2029. Cover Feature DOI: 10.1002/chem.202003545
  11. A. Notaro, A. Frei, R. Rubbiani, M. Jakubaszek, U. Basu, S. Koch, C. Mari, M. Dotou, O. Blacque, J. Gouyon, F. Bedioui, N. Rotthowe, R. F. Winter, B. Goud, S. Ferrari, M. Tharaud, M. Řezáčová, J. Humajová, P. Tomšík, G. Gasser "Ruthenium(II) Complex Containing a Redox-Active Semiquinonate Ligand as a Potential Chemotherapeutic Agent: From Synthesis to In Vivo Studies", Journal of Medicinal Chemistry 2020, 63, 5568-5584. DOI: 10.1021/acs.jmedchem.0c00431
  12. A. Frei, J. Zuegg, A. G. Elliott, M. Baker, S. Braese, C. Brown, F. Chen, C. G. Dowson, G. Dujardin, N. Jung, A. P. King, A. M. Mansour, M. Massi, J. Moat, H. A. Mohamed, A. K. Renfrew, P. J. Rutledge, P. J. Sadler, M. H. Todd, C. E. Willans, J. J. Wilson, M. A. Cooper, M. A. T. Blaskovich "Metal complexes as a promising source for new antibiotics", Chemical Science 2020, 11, 2627-2639. Inside Cover DOI: 10.1039/C9SC06460E
  13. A. Frei "Metal Complexes, an Untapped Source of Antibiotic Potential", Antibiotics 2020, 9, 90. DOI: 10.3390/antibiotics9020090
  14. A. Frei, M. Amado, M. A. Cooper, M. A. T. Blaskovich "Light-Activated Rhenium Complexes with Dual Mode of Action against Bacteria", Chem. – Eur. J. 2019, 26, 2852-2858. DOI: 10.1002/chem.201904689
  15. A. Frei, E. Fischer, B. C. Childs, J. P. Holland, R. Alberto "Two is better than one: difunctional high-affinity PSMA probes based on a [CpM(CO)3] (M = Re/99mTc) scaffold", Dalton Trans. 2019, 48, 14600-14605. DOI: 10.1039/C9DT02506E
  16. A. Frei "Synthetic Routes towards Multifunctional Cyclopentadienes", Chemistry – A European Journal 2019, 25, 7074-7090. DOI: 10.1002/chem.201900276
  17. R. Bolliger, A. Frei, H. Braband, G. Meola, B. Spingler, R. Alberto "Chemistry at High Dilution: Dinuclear 99mTc Complexes", Chemistry – A European Journal 2019, 25, 7101-7104. DOI: 10.1002/chem.201901161
  18. P. P. Mokolokolo, A. Frei, M. S. Tsosane, D. V. Kama, M. Schutte-Smith, A. Brink, H. G. Visser, G. Meola, R. Alberto, A. Roodt "Nuclearity manipulation in Schiff-base fac-tricarbonyl complexes of Mn(I) and Re(I)", Inorganica Chimica Acta 2018, 471, 249-256. DOI: 10.1016/j.ica.2017.10.036
  19. A. Frei, B. Spingler, R. Alberto "Multifunctional Cyclopentadienes as a Scaffold for Combinatorial Bioorganometallics in [(η5-C5H2R1R2R3)M(CO)3] (M=Re, 99mTc) Piano-Stool Complexes", Chem. – Eur. J 2019, 24, 10156-10164. DOI: 10.1002/chem.201801271
  20. A. Frei, P. P. Mokolokolo, R. Bolliger, H. Braband, M. S. Tsosane, A. Brink, A. Roodt, R. Alberto "Self-Assembled Multinuclear Complexes Incorporating 99mTc", Chemistry – A European Journal 2018, 24, 10397-10402. DOI: 10.1002/chem.201800600
  21. J. P. Kraack, A. Frei, R. Alberto, P. Hamm "Ultrafast Vibrational Energy Transfer in Catalytic Monolayers at Solid–Liquid Interfaces", The Journal of Physical Chemistry Letters 2017, 8, 2489-2495. DOI: 10.1021/acs.jpclett.7b01034
  22. A. Frei, D. Sidler, P. Mokolokolo, H. Braband, T. Fox, B. Spingler, A. Roodt, R. Alberto "Kinetics and Mechanism of CO Exchange in fac-[MBr2(solvent)(CO)3] (M = Re, 99Tc)", Inorganic Chemistry 2016, 55, 9352-9360. DOI: 10.1021/acs.inorgchem.6b01503
  23. A. Frei, R. Rubbiani, S. Tubafard, O. Blacque, P. Anstaett, A. Felgenträger, T. Maisch, L. Spiccia, G. Gasser "Synthesis, Characterization, and Biological Evaluation of New Ru(II) Polypyridyl Photosensitizers for Photodynamic Therapy", Journal of Medicinal Chemistry 2014, 57, 7280-7292. DOI: 10.1021/jm500566f
  24. A. Leonidova, T. Joshi, D. Nipkow, A. Frei, J.-E. Penner, S. Konatschnig, M. Patra, G. Gasser "An Environmentally Benign and Cost-Effective Synthesis of Aminoferrocene and Aminoruthenocene", Organometallics 2013, 32, 2037-2040. DOI: 10.1021/om400009g

Join Us!


The Frei Lab is hiring! We have a 1 year postdoc position open. If you are interested in the discovery and understanding of new metalloantibiotics using robots and machine learning please apply.
DMs & eMail open for questions.

thefreilab@gmail.com

Apply Here!

Please mention your concrete previous research experience as well as why you are interested in working on metalloantibiotics in the cover letter!

Check out our recent two preprints to get an idea of what we are doing: Combinatorial Synthesis of 420 MnCO3 complexes (MnCO3 Preprint) and ML applied to metalloantibiotics (Machine Learning Preprint)

Frei Lab Alumni

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Michael Birbaumer

Master Student

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Mirco Scaccaglia

Exchange PhD Student

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Robin Knüsel

Bachelor Student

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Sofia Fulgencio

Research Assistant