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From Biological Mechanisms to Causal Inference: Quantitative Systems Pharmacology and Causal Frameworks in Drug Development2026 Clinical Pharmacology & Therapeutics review Mathematics Statistical Methods in Clinical Trials Open access
Thomas Klabunde, Ramon Hernandez Vecino, Piet H. van der Graaf, Tommaso Andreani
0citations -
CAUSAL MODELING OF FACTORS IN STUNTING USING THE PETER-CLARK AND GREEDY EQUIVALENCE SEARCH ALGORITHMS2025 JITK (Jurnal Ilmu Pengetahuan dan Teknologi Komputer) article Computer Science Bayesian Modeling and Causal Inference Open access
Yohani Setiya Rafika Nur, Aminatus Sa’adah, Dasril Aldo, Bidayatul Masulah
2citations -
Automated causal inference in application to randomized controlled clinical trials2022 Nature Machine Intelligence article Mathematics Advanced Causal Inference Techniques Open access
Ji Q. Wu, Nanda Horeweg, Marco de Bruyn, Remi A. Nout, Ina Maria Jurgenliemk-Schulz, Ludy C.H.W. Lutgens, +7 more
18citations -
Automated causal inference in application to randomized controlled clinical trials2022 arXiv (Cornell University) preprint Mathematics Advanced Causal Inference Techniques Open access
Jiqing Wu, Nanda Horeweg, Marco de Bruyn, Remi A. Nout, Ina Maria Jurgenliemk-Schulz, Ludy C.H.W. Lutgens, +7 more
1citations -
Bayesian network imputation methods applied to multi-omics data identify putative causal relationships in a type 2 diabetes dataset containing incomplete data: An IMI DIRECT Study
Richard A. J. Howey, Jonathan Adam, Jerzy Adamski, Natalie N. Atabaki, Søren Brunak, Piotr Jaroslaw Chmura, +32 more
1citations -
Mendelian Randomization Analysis of the IL-1 Cytokine Family Proteins Identifies IL1RL1 as a Potential Causal Contributor to Traumatic Brain Injury Prognosis2026 Neurocritical Care article Medicine Traumatic Brain Injury and Neurovascular Disturbances Open access
Youngjune Bhak, Adel E Helmy, Edward Needham, David Krishna Menon, Varun Warrier, Romit J. Samanta, +91 more
0citations -
Estimating the potential cardiovascular benefit of lifestyle risk factors using causal machine learning: Insights from UK Biobank2026 American Journal of Preventive Cardiology article Medicine Cardiovascular Health and Risk Factors Open access
Christophe A. T. Stevens, Julia Brandts, Amany K. Elshorbagy, Fotis Barkas, Dídac Llop, Kanika Dharmayat, +6 more
0citations -
Genome-wide identification of genes regulating DNA methylation using genetic anchors for causal inference2020 Genome biology article Biochemistry, Genetics and Molecular Biology Epigenetics and DNA Methylation Open access cited by 1 patent
Paul J. Hop, René Luijk, Lucia Daxinger, Maarten van Iterson, Koen F. Dekkers, Rick Jansen, +40 more
41citations -
Causal evidence for an ApoB-independent metabolomic risk profile associated with coronary artery disease2023 medRxiv preprint Biochemistry, Genetics and Molecular Biology Metabolomics and Mass Spectrometry Studies Open access
Linjun Ao, Diana van Heemst, J. Wouter Jukema, Patrick C.N. Rensen, Ko Willems van Dijk, Raymond Noordam
2citations -
Potential causal evidence for an ApoB-independent and HDL-related risk profile associated with coronary artery disease2025 Journal of Lipid Research article Biochemistry, Genetics and Molecular Biology Metabolomics and Mass Spectrometry Studies Open access
Linjun Ao, Diana van Heemst, J. Wouter Jukema, Patrick C.N. Rensen, Ko Willems van Dijk, Raymond Noordam
1citations