Cross-Validation of Performance-Based Frailty against Daily Step Count from Personal Activity Trackers – Refining Prehabilitation Tools in Liver Transplant Candidates
1Department of Medicine, University of Pittsburgh Medical Center, Pittsburgh, PA, 2Department of Medicine, University of Pennsylvania, Philadelphia, PA
Meeting: 2020 American Transplant Congress
Abstract number: 478
Keywords: Liver transplantation, Prognosis, Risk factors, Waiting lists
Session Information
Session Name: Liver: Recipient Selection
Session Type: Oral Abstract Session
Date: Saturday, May 30, 2020
Session Time: 3:15pm-4:45pm
Presentation Time: 3:27pm-3:39pm
Location: Virtual
*Purpose: The AST proposed a toolkit to identify frailty in liver transplant (LT) candidates, including the liver frailty index (LFI) and 6-min walk test (6MWT). Personal activity trackers (PAT) can provide remote and continuous physical activity monitoring. We aimed to compare PAT-collected daily step counts to LFI, 6MWT, and usual gait speed (UGST) in LT candidates, testing their ability to predict death and 90-day readmission or hepatic encephalopathy (HE).
*Methods: Candidates evaluated by LT physical therapist were invited to wear a PAT (FitBit) following outpatient baseline LFI, 6MWT, and UGST assessment. These were compared against step counts collected by PAT for the first week (if ≥4 days; at least 10-h/day). In a subset of patients (n=23), analysis was restricted to days registering the step count for >1000 min along with simultaneous heart rate (HR-steps/day).
*Results: 75 patients, age 55±10, male 64%, MELDNa 17±5, BMI 31±7, were included (EtOH 37%, NASH 32%, HCV 15%, and other 16%). Frailty was present in 25% per LFI, 18% per 6MWT, and 20% per UGST. Agreement between frailty tools was 81-88% (highest in LFI-6MWT). Daily step count was lower in frail vs. non-frail patients, particularly when considering HR-steps/day (Table). Step count also differed between LFI frail, pre-frail [3648 (2057-7067)] and robust [5357 (2815-10574)]; p=0.02. AUROC for frailty diagnosis based on PAT improved when analysis was restricted to HR-steps/day (Table). During follow up there were 9 deaths and 19 hospital admissions (6 for HE). On survival analysis, only UGST predicted mortality (HR=4.7; p=0.03) with a trend for PAT<2500 steps/day (HR=3.6; p=0.07). Frailty by all methods was associated with hospital admission (LFI, HR=2.78, p=0.04; 6MWT, HR=3.4, p=0.02; UGST, HR=5.5, p=0.001; PAT<2500 steps/day, HR=11.2, p<0.001). Notably, only PAT<1000 steps/day predicted HE-related admission (HR=9.9, p=0.02).
*Conclusions: Daily step count from PAT correlated with 3 performance-based frailty tests. Restricting step counts to those paired with heart rate detection for >1000 minutes/day increased frailty diagnostic accuracy. Patients walking <2500 steps/day were at a higher risk for hospital admission, similar to what was found for frail patients identified with any of the validated methods. PAT can help LT centers remotely identify frailty in real-time and better triage prehabilitation efforts.
LFI-Frailty (Frail vs. Nonfrail) |
6MWT-Frailty (Frail vs. Nonfrail) |
UGST-Frailty (Frail vs. Nonfrail) |
LFI-Frailty AUROC |
6MWT-Frailty AUROC |
UGST-Frailty AUROC |
|
Steps/day |
2269 (902-4124) vs. 3741 (2619-7200) p=0.01 |
1317 (894-3340) vs. 3835 (2667-7149) p<0.001 |
2188 (892-3017) vs. 3764 (2640-7085) p<0.001 |
0.70 (0.56-0.84) Cutoff: 3133 |
0.82 (0.68-0.94) Cutoff: 2241 |
0.80 (0.67-0.91) Cutoff: 3049 |
HR-steps/day |
892 (574-1560) vs. 3288 (1219-7545) p=0.009 |
907 (630-1723) vs. 3471 (1554-8185) p=0.006 |
988 (657-1949) vs. 3292 (1723-8505) p=0.006 |
0.89 (0.73-1) Cutoff: 995 |
0.86 (0.71-1) Cutoff: 2353 |
0.85 (0.67-1) Cutoff: 1198 |
To cite this abstract in AMA style:
Hassan MA, Dunn MA, Bloomer PM, Gougol AH, Serper M, Jorgensen DR, Duarte-Rojo A. Cross-Validation of Performance-Based Frailty against Daily Step Count from Personal Activity Trackers – Refining Prehabilitation Tools in Liver Transplant Candidates [abstract]. Am J Transplant. 2020; 20 (suppl 3). https://atcmeetingabstracts.com/abstract/cross-validation-of-performance-based-frailty-against-daily-step-count-from-personal-activity-trackers-refining-prehabilitation-tools-in-liver-transplant-candidates/. Accessed November 22, 2024.« Back to 2020 American Transplant Congress