Related Experiment Video
Updated: Jan 17, 2026

Quantification of the Immunosuppressant Tacrolimus on Dried Blood Spots Using LC-MS/MS
Published on: November 8, 2015
Using Torque Teno Virus as a Serial Monitoring Tool for the Net State of Immunosuppression of Kidney Transplant
Akhil Singla1, Kenny Chen2, Blade Robelly2
1Department of Industrial Engineering and Management Sciences, McCormick School of Engineering, Northwestern University, Evanston, Illinois, USA.
Abstract:
Torque Teno Virus (TTV) has emerged as a promising marker reflecting the net state and trajectory of immunosuppression (IS). We analyzed longitudinal TTV data from 252 kidney transplant recipients in a multi-center observational study (average 7.8 visits/patient over 2 years). Patient-specific TTV trajectories, computed as slopes over defined time windows, captured the direction of immune response dynamics. A past 1-year logTTV slope < 0.0066, combined with a low current logTTV (<4.3) and a relatively high historical logTTV average (>5.7), was associated with a 13.88-fold increase in the odds of subclinical AR (95% CI: 5.49-37.42) relative to patients whose slope exceeded 0.0066. In contrast, a past 1-year logTTV slope > 0.076 conferred a 12.15-fold rise in the odds of infection over TX (95% CI: 2.99-81.42). Decision trees incorporating TTV trajectories achieved AUCs of 0.67 for both subclinical AR and infection versus TX-outperforming models using a single TTV measurement. We identified optimal two-sided logTTV thresholds-(4.5,7.8)-stratifying patients into Under-IS, Even-IS, and Over-IS states, where Under-IS status increases subclinical AR odds over TX by 2.39-fold (95% CI: 1.53-3.83), while Over-IS status increases infection odds over subclinical AR by 2.5-fold (95% CI: 1.03-6.42). These findings provide a framework for personalized IS management.
Related Concept Videos
Kidney Transplant I: Introduction
Kidney Transplant III: Nursing Management
Kidney Transplant II: Surgical Procedure
Acute Kidney Injury IV: Diagnostic Studies and Prevention
Chronic Kidney Disease II: Clinical Manifestations
Chronic Kidney Disease I: Introduction

