ORIGINAL RESEARCH article

Front. Neurol.

Sec. Stroke

Volume 16 - 2025 | doi: 10.3389/fneur.2025.1576777

Threshold of PAGln Changes: Exponential Growth Between Age and Gut Microbiota in Stroke Patients

Provisionally accepted
  • 1Department of Neurology, Minhang Hospital, Fudan University, Shanghai, Shanghai Municipality, China
  • 2Department of Geriatrics, Shanghai Geriatric Medical Center, shanghai, China

The final, formatted version of the article will be published soon.

Importance PAGln, a gut microbiota-derived metabolite, is linked to increased platelet reactivity and thrombosis risk. However, its relationship with age, particularly the nonlinear patterns in ischemic stroke patients, remains unclear.Objectives To explore the nonlinear relationship between age and plasma PAGln levels in ischemic stroke patients, focusing on identifying exponential growth trends and critical age thresholds.Design, Setting, and Participants This single-center, prospective cohort study was conducted at the Department of Neurology, Minhang Hospital, Fudan University, from January 2022 to December 2023. A total of 121 patients with ischemic stroke were consecutively enrolled. Demographic information, lifestyle factors, stroke characteristics, and comorbidities were systematically collected. Plasma PAGln levels were measured using rapid resolution liquid chromatography–quadrupole time-of-flight mass spectrometry. Generalized additive models and smoothing curve fitting were applied to assess nonlinear relationships between age and PAGln levels, with threshold effect analysis used to identify age breakpoints. Multivariable regression models were applied to adjust for confounders, and subgroup analyses tested the robustness of findings.Main Outcomes and Measures Plasma PAGln levels and their association with age in ischemic stroke patients, evaluated through nonlinear models and regression analysis.Results Significant differences in PAGln levels were found across age quartiles (P=0.004), rising from 186.87 ± 95.49 µmol/L in the youngest quartile (35–54 years) to 433.11 ± 474.03 µmol/L in the oldest quartile (69–87 years). A nonlinear association between age and PAGln levels was identified (P=0.0006). Smoothing curve fitting revealed an exponential increase in PAGln levels with age. A threshold effect analysis pinpointed a breakpoint at 71 years. Below this age, no significant association between age and PAGln was observed (P=0.5394), while above 71, a significant exponential increase in PAGln levels was detected (P<0.0001). Subgroup analyses confirmed consistent results across various patient characteristics, with no significant interactions.Conclusions and Relevance A nonlinear exponential relationship exists between age and plasma PAGln levels in ischemic stroke patients, with a marked increase after 71 years. Elevated PAGln levels in elderly patients suggest significant metabolic dysregulation, potentially raising thrombosis risk. Monitoring PAGln levels in stroke patients over 71 years could provide valuable insights for personalized interventions to reduce thrombotic complications.

Keywords: phenylacetylglutamine (PAGln), ischemic stroke, age, Gut Microbiota, thrombosis risk

Received: 14 Feb 2025; Accepted: 21 Apr 2025.

Copyright: © 2025 Liu, Chu, Delong, Li, Lin and Zhao. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Jing Zhao, Department of Neurology, Minhang Hospital, Fudan University, Shanghai, Shanghai Municipality, China

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