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Updated: Feb 2, 2026

In Silico Clinical Trials for Cardiovascular Disease
Published on: May 27, 2022
In Silico Profiling of Clinical Phenotypes for Human Targets Using Adverse Event Data
Theodoros G Soldatos1, Guillaume Taglang2, David B Jackson3
1Molecular Health GmbH, Kurfuersten Anlage 21, 69115 Heidelberg, Germany. soldatos@molecularhealth.com.
Abstract:
We present a novel approach for the molecular transformation and analysis of patient clinical phenotypes. Building on the fact that drugs perturb the function of targets/genes, we integrated data from 8.2 million clinical reports detailing drug-induced side effects with the molecular world of drug-target information. Using this dataset, we extracted 1.8 million associations of clinical phenotypes to 770 human drug-targets. This collection is perhaps the largest phenotypic profiling reference of human targets to-date, and unique in that it enables rapid development of testable molecular hypotheses directly from human-specific information. We also present validation results demonstrating analytical utilities of the approach, including drug safety prediction, and the design of novel combination therapies. Challenging the long-standing notion that molecular perturbation studies cannot be performed in humans, our data allows researchers to capitalize on the vast tomes of clinical information available throughout the healthcare system.
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