Reader for Molecular Informatics
Co-founder of Healx Ltd.
Co-founder of PharmEnable Ltd.
- Committed to developing new life science data analysis methods (AI/ML/data science) and their application, primarily related to chemical biology, drug discovery and in silico toxicology
- Expertise comprises data ranging from chemical structure and gene expression data to phenotypic readouts and preclinical information, applied to both efficacy- and safety/tox-related questions
- Collaborating with academic research groups, as well as pharmaceutical, chemical, and consumer goods companies (Eli Lilly, AstraZeneca, GSK, BASF, Johnson&Johnson/Janssen, Unilever, ...)
- Co-founder/founding CTO and current SAB member of Healx Ltd. (data-driven drug repurposing for rare diseases, and beyond); co-founder of PharmEnable Ltd.; SAB member of Lhasa Ltd. (toxicology and metabolism prediction) and Cresset Ltd.
- Currently leading a group of ca. 15 PhD students, postdocs, project students and visitors at the Centre for Molecular Informatics at the University of Cambridge, http://www-ucc.ch.cam.ac.uk/
Publications
OP10 Systems genomics of ulcerative colitis: combining GWAS and signalling networks for patient stratification and individualised drug targeting in ulcerative colitis
– Journal of Crohn's and Colitis
(2019)
13,
S6
(DOI: 10.1093/ecco-jcc/jjy222.009)
Sulfated Ceria Catalyzed Synthesis of Imidazopyridines and Their Implementation as DNA Minor Groove Binders
– Chemistry & biodiversity
(2019)
16,
e1800435
(DOI: 10.1002/cbdv.201800435)
Concordance analysis of microarray studies identifies representative gene expression changes in Parkinson's disease: a comparison of 33 human and animal studies (vol 17, pg 58, 2017)
– BMC Neurology
(2019)
19,
16
(DOI: 10.1186/s12883-019-1240-7)
Prediction of UGT-mediated Metabolism Using the Manually Curated MetaQSAR Database
– ACS Medicinal Chemistry Letters
(2019)
10,
633
Characterizing ABC-Transporter Substrate-Likeness Using a Clean-Slate Genetic Background.
– Frontiers in pharmacology
(2019)
10,
448
(DOI: 10.3389/fphar.2019.00448)
Understanding Conditional Associations between ToxCast in Vitro Readouts and the Hepatotoxicity of Compounds Using Rule-Based Methods
– Chemical Research in Toxicology
(2019)
acs.chemrestox.8b00382
Maximizing gain in high-throughput screening using conformal prediction.
– Journal of cheminformatics
(2018)
10,
7
(DOI: 10.1186/s13321-018-0260-4)
Systemic neurotransmitter responses to clinically approved and experimental neuropsychiatric drugs.
– Nature Communications
(2018)
9,
4699
(DOI: 10.1038/s41467-018-07239-1)
Deep Confidence: A Computationally Efficient Framework for Calculating Reliable Prediction Errors for Deep Neural Networks
– J Chem Inf Model
(2019)
59,
1269
(DOI: 10.1021/acs.jcim.8b00542)
Information-Derived Mechanistic Hypotheses for Structural Cardiotoxicity
– Chem Res Toxicol
(2018)
31,
1119
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