Longitudinal trajectories unravel the complex interplay of medication, cardiovascular events, chronic kidney disease, and mortality

K Kaile Chen F Farhad Abtahi C Carlos Fernandez-Llatas H Hong Xu (Institute of Nuclear and New Energy Technology) F Fernando Seoane

Abstract

Abstract Proton pump inhibitors (PPIs) are widely used to treat acid-related disorders, yet concerns persist regarding their association with adverse cardiovascular (CVAE), renal outcomes, and all-cause mortality. We leveraged real-world longitudinal data from the Stockholm CREAtinine Measurements (SCREAM) project to investigate trajectories linking PPI use with chronic kidney disease (CKD), CVAE, and all-cause mortality using a process mining approach. We identified 294,734 new users of PPIs or H2 blockers (H2Bs) with a baseline eGFR ≥ 60 mL/min/1.73 m² and followed them for up to 15 years using a process-mining approach to discover disease trajectories. The association of PPI and CVAE is not significant after accounting for death as a competing event. However, PPI use is significantly associated with a higher subdistribution hazard of CKD and all-cause mortality compared to H2B. Our findings indicate that CKD may act as a mediator in the trajectory PPI→CKD→CVAE, underscore the importance of monitoring renal function in long-term PPI users, and emphasise the need for future prospective trials to clarify cardiovascular risks.

Article Details

Volume / Issue Vol. 15, Issue 1
Published October 13, 2025
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (5)

K

Kaile Chen

F

Farhad Abtahi

C

Carlos Fernandez-Llatas

H

Hong Xu

Institute of Nuclear and New Energy Technology

F

Fernando Seoane