Ina Annelies Stelzer

Sparse Machine Learning Pipeline with Stabl Identifies Cord Blood Multi-Omic Signatures of Bronchopulmonary Dysplasia

The paper uses a sparse machine learning pipeline to identify multi-omic biomarkers predictive of bronchopulmonary dysplasia in cord blood samples.

Systemic immune dysregulation in hypertensive disorders of pregnancy persists years after delivery

This study identifies persistent immune dysregulation in women with hypertensive disorders of pregnancy years after delivery, linked to increased cardiovascular disease risk.

Single-cell-level digital twins for preterm birth prevention strategies

The paper introduces SIMCO, a single-cell digital twin framework for evaluating PTL prevention drugs, identifying tetrahydrofolate, maprotiline, and aspirin-lansoprazole as top candidates.

An immune signature of postoperative cognitive decline in elderly patients

This study identifies an immune signature predicting postoperative cognitive decline using single-cell and plasma proteomic data from elderly patients.

Integration of Mechanistic Immunological Knowledge into a Machine Learning Pipeline Increases Predictive Power

The paper introduces a machine learning method that integrates immunological knowledge to improve predictive power from mass cytometry data.