Assessing Mobility in Patients With Glioblastoma Using Digital Phenotyping—Piloting the Digital Assessment in Neuro-Oncology

Author:

Nawabi Noah L. A.12,Emedom-Nnamdi Patrick3,Kilgallon John L.1ORCID,Gerstl Jakob V. E.1,Cote David J.14,Jha Rohan5,Ellen Jacob G.5,Maniar Krish M.1,Hong Christopher S.1,Dawood Hassan Y.1,Onnela Jukka-Pekka3,Smith Timothy R.15

Affiliation:

1. Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women’s Hospital, Harvard Medical School, Boston, Massachusetts, USA;

2. College of Medicine, Medical University of South Carolina, Charleston, South Carolina, USA;

3. Department of Biostatistics, Harvard T. H. Chan School of Public Health, Boston, Massachusetts, USA;

4. Department of Neurosurgery, Keck School of Medicine, University of Southern California, Los Angeles, California, USA;

5. Harvard Medical School, Boston, Massachusetts, USA

Abstract

BACKGROUND AND OBJECTIVES: Digital phenotyping (DP) enables objective measurements of patient behavior and may be a useful tool in assessments of quality-of-life and functional status in neuro-oncology patients. We aimed to identify trends in mobility among patients with glioblastoma (GBM) using DP. METHODS: A total of 15 patients with GBM enrolled in a DP study were included. The Beiwe application was used to passively collect patient smartphone global positioning system data during the study period. We estimated step count, time spent at home, total distance traveled, and number of places visited in the preoperative, immediate postoperative, and late postoperative periods. Mobility trends for patients with GBM after surgery were calculated by using local regression and were compared with preoperative values and with values derived from a nonoperative spine disease group. RESULTS: One month postoperatively, median values for time spent at home and number of locations visited by patients with GBM decreased by 1.48 h and 2.79 locations, respectively. Two months postoperatively, these values further decreased by 0.38 h and 1.17 locations, respectively. Compared with the nonoperative spine group, values for time spent at home and the number of locations visited by patients with GBM 1 month postoperatively were less than control values by 0.71 h and 2.79 locations, respectively. Two months postoperatively, time spent at home for patients with GBM was higher by 1.21 h and locations visited were less than nonoperative spine group values by 1.17. Immediate postoperative values for distance traveled, maximum distance from home, and radius of gyration for patients with GBM increased by 0.346 km, 2.24 km, and 1.814 km, respectively, compared with preoperative values. CONCLUSIONS :Trends in patients with GBM mobility throughout treatment were quantified through the use of DP in this study. DP has the potential to quantify patient behavior and recovery objectively and with minimal patient burden.

Publisher

Ovid Technologies (Wolters Kluwer Health)

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