Exploring the Relationship Between Smartphone GPS Patterns and Quality of Life in Patients With Advanced Cancer and Their Family Caregivers: Longitudinal Study

被引:0
作者
Lee, Kyungmi [1 ]
Azuero, Andres [2 ]
Engler, Sally [2 ]
Kumar, Sidharth [3 ]
Puga, Frank [2 ]
Wright, Alexi A. [4 ]
Kamal, Arif [5 ]
Ritchie, Christine S. [6 ,7 ]
Demiris, George [8 ,9 ]
Bakitas, Marie A.
Odom, Nicholas [2 ,10 ]
机构
[1] Case Western Reserve Univ, Frances Payne Bolton Sch Nursing, Cleveland, OH USA
[2] Univ Alabama Birmingham, Sch Nursing, 1720 2nd Ave South, Birmingham, AL 35294 USA
[3] Univ Alabama Birmingham, Dept Comp Sci, Birmingham, AL USA
[4] Harvard Med Sch, Dana Farber Canc Inst, Dept Med Oncol, Boston, MA USA
[5] Duke Univ, Dept Med, Durham, NC USA
[6] Massachusetts Gen Hosp, Mongan Inst Ctr Aging & Serious Illness, Div Palliat Care & Geriatr Med, Boston, MA USA
[7] Harvard Med Sch, Boston, MA USA
[8] Univ Penn, Sch Nursing, Perelman Sch Med, Philadelphia, PA USA
[9] Univ Penn, Perelman Sch Med, Dept Biostat Epidemiol & Informat, Philadelphia, PA USA
[10] Univ Alabama Birmingham, Ctr Palliat & Support Care, Birmingham, AL USA
关键词
cancer; digital phenotyping; global positioning system; quality of life; smartphone; mobile phone; family caregiver; OUTCOMES; RISK;
D O I
10.2196/59161
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: Patients with advanced cancer and their family caregivers often experience poor quality of life (QOL). Self- report measures are commonly used to quantify QOL of family caregivers but may have limitations such as recall bias and social desirability bias. Variables derived from passively obtained smartphone GPS data are a novel approach to measuring QOL that may overcome these limitations and enable detection of early signs of mental and physical health (PH) deterioration. Objective: This study explored the feasibility of a digital phenotyping approach by assessing participant adherence and examining correlations between smartphone GPS data and QOL levels among family caregivers and patients with advanced cancer. Methods: This was a secondary analysis involving 7 family caregivers and 4 patients with advanced cancer that assessed correlations between GPS sensor data captured by a personally owned smartphone and QOL self-report measures over 12 weeks through linear correlation coefficients. QOL as measured by the Patient-Reported Outcomes Measurement Information System (PROMIS) Global Health 10 was collected at baseline, 6, and 12 weeks. Using a Beiwe smartphone app, GPS data were collected and processed into variables including total distance, time spent at home, transition time, and number of significant locations. Results: The study identified relevant temporal correlations between QOL and smartphone GPS data across specific time periods. For instance, in terms of PH, associations were observed with the total distance traveled (12 and 13 wk, with r ranging 0.37 to 0.38), time spent at home (-4 to -2 wk, with r ranging from -0.41 to -0.49), and transition time (-4 to -2 wk, with r ranging -0.38 to -0.47). Conclusions: This research offers insights into using passively obtained smartphone GPS data as a novel approach for assessing and monitoring QOL among family caregivers and patients with advanced cancer, presenting potential advantages over traditional self-report measures. The observed correlations underscore the potential of this method to detect early signs of deteriorating mental health and PH, providing opportunities for timely intervention and support.
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页数:15
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