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1.
Neurosurgery ; 88(4): 763-772, 2021 03 15.
Article in English | MEDLINE | ID: mdl-33437988

ABSTRACT

BACKGROUND: In order to deliver optimal patient care, spine surgeons must integrate technological changes to arrive at novel measures of functional outcomes. Historically, subjective patient-reported outcome (PRO) surveys have been used to determine the relative benefit of surgical treatments. Using smartphone-based accelerometers, surgeons now have the ability to arrive at objective outcome metrics. OBJECTIVE: To use Apple Health (Apple Inc, Cupertino, California) data to approximate physical activity levels before and after spinal fusion as an objective outcome measurement. METHODS: Personal activity data were acquired retrospectively from the cellphones of consenting patients. These data were used to measure changes in activity level (daily steps, flights climbed, and distance traveled) before and after patients underwent spine surgery at a single institution by a single surgeon. After data collection, we investigated the demographic information and daily physical activity pre- and postoperatively of participating patients. RESULTS: Twenty-three patients were included in the study. On average, patients first exceeded their daily 1-yr average distance walked, flights climbed, and steps taken at 10.3 ± 14, 7.6 ± 21.1, and 8 ± 9.9 wk, respectively. Mean flights climbed, distance traveled, and steps taken decreased significantly from 6 mo prior to surgery to 2 wk postoperatively. Distance traveled and steps taken significantly increased from 6 mo prior to surgery to 7 to 12 mo postoperatively. CONCLUSION: We demonstrated a valuable supplement to traditional PROs by using smartphone-based activity data. This methodology yields a rich data set that has the potential to augment our understanding of patient recovery.


Subject(s)
Accelerometry/trends , Exercise/physiology , Postoperative Care/trends , Smartphone/trends , Spinal Diseases/surgery , Spinal Fusion/trends , Accelerometry/methods , Adult , Aged , Aged, 80 and over , Female , Humans , Lumbar Vertebrae/diagnostic imaging , Lumbar Vertebrae/surgery , Male , Middle Aged , Postoperative Care/methods , Retrospective Studies , Spinal Diseases/diagnostic imaging , Spinal Fusion/methods , Surveys and Questionnaires , Treatment Outcome , Walking/physiology
2.
J Neurosci ; 41(5): 1092-1104, 2021 02 03.
Article in English | MEDLINE | ID: mdl-33436528

ABSTRACT

The World Health Organization promotes physical exercise and a healthy lifestyle as means to improve youth development. However, relationships between physical lifestyle and human brain development are not fully understood. Here, we asked whether a human brain-physical latent mode of covariation underpins the relationship between physical activity, fitness, and physical health measures with multimodal neuroimaging markers. In 50 12-year old school pupils (26 females), we acquired multimodal whole-brain MRI, characterizing brain structure, microstructure, function, myelin content, and blood perfusion. We also acquired physical variables measuring objective fitness levels, 7 d physical activity, body mass index, heart rate, and blood pressure. Using canonical correlation analysis, we unravel a latent mode of brain-physical covariation, independent of demographics, school, or socioeconomic status. We show that MRI metrics with greater involvement in this mode also showed spatially extended patterns across the brain. Specifically, global patterns of greater gray matter perfusion, volume, cortical surface area, greater white matter extra-neurite density, and resting state networks activity covaried positively with measures reflecting a physically active phenotype (high fit, low sedentary individuals). Showing that a physically active lifestyle is linked with systems-level brain MRI metrics, these results suggest widespread associations relating to several biological processes. These results support the notion of close brain-body relationships and underline the importance of investigating modifiable lifestyle factors not only for physical health but also for brain health early in adolescence.SIGNIFICANCE STATEMENT An active lifestyle is key for healthy development. In this work, we answer the following question: How do brain neuroimaging markers relate with young adolescents' level of physical activity, fitness, and physical health? Combining advanced whole-brain multimodal MRI metrics with computational approaches, we show a robust relationship between physically active lifestyles and spatially extended, multimodal brain imaging-derived phenotypes. Suggesting a wider effect on brain neuroimaging metrics than previously thought, this work underlies the importance of studying physical lifestyle, as well as other brain-body relationships in an effort to foster brain health at this crucial stage in development.


Subject(s)
Brain/diagnostic imaging , Brain/growth & development , Exercise/physiology , Healthy Lifestyle/physiology , Multimodal Imaging/methods , Accelerometry/methods , Accelerometry/trends , Adolescent , Child , Female , Humans , Magnetic Resonance Imaging/methods , Magnetic Resonance Imaging/trends , Male , Multimodal Imaging/trends
3.
J Dairy Sci ; 104(1): 1203-1219, 2021 Jan.
Article in English | MEDLINE | ID: mdl-32713704

ABSTRACT

There is an increasing interest in using precision dairy technologies (PDT) to monitor real-time animal behavior and physiology in livestock systems around the world. Although PDT in adult cattle is extensively reviewed, PDT use for the management of preweaned dairy calves has not been reviewed. We systematically reviewed research on the use and application of precision technologies in calves. Accelerometers have the potential to be used to monitor lying behavior, step activity, and rumination, which are useful to detect changes in behavior that may be indicative of disease, responses to painful procedures, or positive welfare behaviors such as play. Automated calf feeding systems can control delivery of nutritional plans to individualize feeding and weaning of calves; changes in feeding behaviors (such as milk intake, drinking speed, and unrewarded visits) may also be used to identify early onset of disease. The PDT devices also measure physiological and physical attributes in dairy calves. For instance, temperature monitoring devices such as infrared thermography, ruminal boluses, and implanted microchips have been assessed in calves, but no herd management-based commercial system is available. Many other PDT are in development with potential to be used in dairy calf management, such as image and acoustic-based monitoring, real-time location, and use of enrichment items for monitoring positive emotional states. We conclude that PDT have great potential for application in dairy calf management, enabling precise behavioral and physiological monitoring, targeted feeding programs, and identification of calves with poor health or behavioral impairments. We strongly encourage further development and validation of commercially available technologies for on-farm application of the monitoring of dairy calf welfare, performance, and health.


Subject(s)
Behavior, Animal , Cattle/physiology , Dairying , Accelerometry/trends , Accelerometry/veterinary , Animals , Animals, Newborn , Dairying/trends , Farms , Weaning
4.
PLoS One ; 15(3): e0229942, 2020.
Article in English | MEDLINE | ID: mdl-32210441

ABSTRACT

Psychosocial stress is a major risk factor for morbidity and mortality related to a wide range of health conditions and has a significant negative impact on public health. Quantifying exposure to stress in the naturalistic environment can help to better understand its health effects and identify strategies for timely intervention. The objective of the current project was to develop and test the infrastructure and methods necessary for using wearable technology to quantify individual response to stressful situations and to determine if popular and accessible fitness trackers such as Fitbit® equipped with an optical heart rate (HR) monitor could be used to detect physiological response to psychosocial stress in everyday life. The participants in this study were University of Minnesota students (n = 18) that owned a Fitbit® tracker and had at least one upcoming examination. Continuous HR and activity measurements were obtained during a 7-day observation period containing examinations self-reported by the participants. Participants responded to six ecological momentary assessment surveys per day (~ 2 hour intervals) to indicate occurrence of stressful events. We compared HR during stressful events (e.g., exams) to baseline HR during periods indicated as non-stressful using mixed effects modeling. Our results show that HR was elevated by 8.9 beats per minute during exams and by 3.2 beats per minute during non-exam stressors. These results are consistent with prior laboratory findings and indicate that consumer wearable fitness trackers could serve as a valuable source of information on exposure to psychosocial stressors encountered in the naturalistic environment.


Subject(s)
Exercise/physiology , Monitoring, Physiologic , Stress, Psychological/physiopathology , Wearable Electronic Devices , Accelerometry/trends , Adult , Female , Fitness Trackers/trends , Heart Rate/physiology , Humans , Male , Pilot Projects , Remote Sensing Technology , Telephone , Young Adult
5.
BMC Musculoskelet Disord ; 21(1): 126, 2020 Feb 24.
Article in English | MEDLINE | ID: mdl-32093681

ABSTRACT

BACKGROUND: To investigate the influence of shoulder immobilization on daily physical activity. INTRODUCTION: The harmful effect of sedentary behavior does not receive much attention in orthopedic surgery even though immobilization, especially of the lower extremity, has been associated with reduced physical activity. Immobilization of the shoulder is common after reconstructive shoulder surgery and could also potentially lead to reduced physical activity and have a negative effect on a patient's general health. METHOD: Twenty-one healthy volunteers were immobilized in an orthosis (DJO Ultrasling III) for 10 h on two consecutive days. In the following week, activity was measured on the same days without the orthosis. Activity including gait cycles per minute and total gait cycles per day was measured by accelerometer based step count StepWatchTMActivity Monitor. Average age was 26 +/- 3 years. A questionnaire was administered to evaluate subjective activity. RESULTS: Participants wearing the shoulder orthosis were significantly less active than without immobilization by 2227.5 gait cycles/day (5501.2 with SO, 7728.7 without SO). Also, significantly more time in sedentary behavior occurred (< 400 steps/h) when the shoulder was immobilized. Patients were significantly more active without shoulder orthosis in medium level activities (800-999 steps/h). Differences for low (400-799 steps/h) and high activity levels (> 1000 steps/h) were not statistically significant. Subjective limitations while wearing the orthosis were graded at 2.343 on a scale of 0-4. CONCLUSION: Results of this study show that even in young, healthy volunteers immobilization of the shoulder in an orthosis for 2 days leads to significantly reduced activity levels. A negative influence on general health, especially in older patients who are immobilized for up to 6 weeks, can potentially occur. Promoting physical activity during the immobilization period should be part of rehabilitation after injuries/surgery of the shoulder. TRIAL REGISTRATION: Retrospectively registered in DRKS (DRKS00017636).


Subject(s)
Accelerometry/methods , Exercise/physiology , Gait/physiology , Immobilization/physiology , Orthotic Devices , Shoulder/physiology , Accelerometry/trends , Adult , Female , Humans , Immobilization/methods , Male , Orthotic Devices/trends , Retrospective Studies , Young Adult
6.
J Neurol Sci ; 406: 116454, 2019 Nov 15.
Article in English | MEDLINE | ID: mdl-31525530

ABSTRACT

INTRODUCTION: Diagnosis of Parkinson's disease (PD) is mainly based on clinical features. Accurate neurological examination is required but dopamine transporter (DaT) single photon emission computed tomography (SPECT) could be perfomed to support the diagnosis in ambiguous cases. The aim of this work is to describe the characteristics of patients with a prolonged PD misdiagnosis. METHODS: We collected data from 24 patients initially diagnosed with PD who had an atypical long-term evolution. We analyzed demographic and clinical characteristics and antiparkinsonian drugs medication. Brain MRI, DaT-SPECT and/or accelerometry/electromyography (EMG) recording were performed in a subgroup of patients. We analyzed the causes of erroneous PD diagnosis as well as the final diagnoses. RESULTS: Mean age at PD diagnosis was 60.4 ±â€¯14.8 years. Symptoms at onset were rest tremor (n = 19), gait instability (n = 7) and micrographia (n = 4). Mean duration before diagnosis correction was 8.4 ±â€¯5.3 years. All patients were treated by antiparkinsonian drugs with a mean daily levodopa equivalent dose (LED) of 508.1 ±â€¯528.4 mg. All 18 patients who underwent DaT-SPECT had a normal result. The most frequent final diagnoses were essential tremor (n = 11) and functional movement disorders (n = 9). CONCLUSION: Cases that have been initially diagnosed as PD and then progress in an atypical long-duration fashion may have been misdiagnosed. Absence of genuine bradykinesia, non-sustained response to antiparkinsonian drugs, or absence of levodopa-related side effects should prompt the clinician to reappraise the diagnosis and to consider performing a DaT-SPECT.


Subject(s)
Diagnostic Errors/trends , Electromyography/trends , Magnetic Resonance Imaging/trends , Parkinson Disease/diagnostic imaging , Parkinson Disease/metabolism , Tomography, Emission-Computed, Single-Photon/trends , Accelerometry/methods , Accelerometry/trends , Adult , Aged , Aged, 80 and over , Dopamine Plasma Membrane Transport Proteins/metabolism , Electromyography/methods , Female , Follow-Up Studies , Humans , Magnetic Resonance Imaging/methods , Male , Middle Aged , Parkinson Disease/physiopathology , Retrospective Studies , Time Factors , Tomography, Emission-Computed, Single-Photon/methods
7.
Rev Epidemiol Sante Publique ; 67(2): 126-134, 2019 Apr.
Article in French | MEDLINE | ID: mdl-30658869

ABSTRACT

Physical activity is an important determinant of health in children and adults. Assessment of physical activity is therefore an important factor in the promotion of health and in several childhood and adulthood pathological situations. Physical activity can be estimated by various methods: pedometry, heart rate monitoring, questionnaires, the doubly labelled water method, and accelerometry. The choice of the type of device depends on the objectives of the clinician or researcher. Accelerometry currently represents the best objective method for measuring physical activity and is widely used in clinical or epidemiological studies. The purpose of this paper is to help practitioners and researchers to make better decisions when using accelerometry as a device for measuring physical activity measurement in order to obtain the most accurate and comparable information.


Subject(s)
Accelerometry , Exercise Test , Exercise/physiology , Accelerometry/instrumentation , Accelerometry/methods , Accelerometry/standards , Accelerometry/trends , Adolescent , Adult , Calibration , Child , Exercise Test/instrumentation , Exercise Test/methods , Exercise Test/standards , Exercise Test/trends , Humans
8.
Arthritis Care Res (Hoboken) ; 71(2): 281-289, 2019 02.
Article in English | MEDLINE | ID: mdl-30055083

ABSTRACT

OBJECTIVE: There is an overall awareness of the detrimental health effects of sedentary time (ST) in fibromyalgia; however, data are limited on how replacement of ST with physical activity (PA) of different intensity may be related to health in this condition. The aim of this study was to examine how a substitution of ST with light PA (LPA) or moderate-to-vigorous PA (MVPA) is associated with quality of life and disease impact. METHODS: This study comprised 407 women with fibromyalgia, mean ± SD age 51.4 ± 7.6 years. The time spent in ST and PA was measured with triaxial accelerometry. Quality of life and disease impact were assessed using the Short Form 36 (SF-36) health survey and the Revised Fibromyalgia Impact Questionnaire (FIQR), respectively. The substitution of ST with an equivalent time of LPA or MVPA and the associated outcomes were examined using isotemporal substitution analyses. RESULTS: Substituting 30 minutes of ST with LPA in the isotemporal model was associated with better scores in bodily pain (B = 0.55), vitality (B = 0.74), and social functioning (B = 1.45) according to the SF-36, and better scores at all of the domains (function, overall impact, symptoms, and total impact) of the FIQR (B ranging from -0.95 to -0.27; all P < 0.05). When ST was replaced with MVPA, better physical role (B = 2.30) and social functioning (B = 4.11) of the SF-36 and function of the FIQR (B = -0.73) were observed (all P < 0.05). CONCLUSION: In regression models, allocation of time of sedentary behavior to either LPA or MVPA was associated with better quality of life and lower disease impact in women with fibromyalgia.


Subject(s)
Exercise/physiology , Fibromyalgia/diagnosis , Health Surveys/trends , Pain Measurement/trends , Quality of Life , Sedentary Behavior , Accelerometry/psychology , Accelerometry/trends , Adult , Cross-Sectional Studies , Female , Fibromyalgia/epidemiology , Fibromyalgia/psychology , Health Surveys/methods , Humans , Middle Aged , Pain Measurement/methods , Pain Measurement/psychology , Quality of Life/psychology , Spain/epidemiology
9.
Pediatrics ; 143(1)2019 01.
Article in English | MEDLINE | ID: mdl-30509928

ABSTRACT

: media-1vid110.1542/5849572910001PEDS-VA_2018-0994Video Abstract OBJECTIVES: Physical activity (PA) is presumed to decline during childhood and adolescence, but only few long-term studies about PA development during this period of life exist. We assessed PA and sedentary behavior (SB) over a 5-year period to gain a better understanding of the extent of change in activity and potential influencing factors. METHODS: PA and SB of 600 children from the Childhood Obesity Project were objectively measured with the SenseWear Armband 2 at the ages of 6, 8, and 11 years, resulting in 1254 observations. Longitudinal changes of total PA, moderate-to-vigorous physical activity (MVPA), light physical activity (LPA), and SB were modeled with mixed-effects models. RESULTS: Total PA revealed a significant quadratic decline with age (P < .001), resulting in a change of total PA by -75.3 minutes per day from 6 to 11 years. LPA linearly declined (P < .001) by 44.6 minutes per day, MVPA quadratically declined (P < .001) by an overall 30.7 minutes, whereas SB increased significantly (+107 minutes; P = .001). Boys showed a steeper decline in LPA (P = .003) and MVPA (P < .001) than did girls. Higher fat mass index and BMI z scores were associated with lower levels of total PA and MVPA and higher levels of SB (all P < .001). CONCLUSIONS: We showed that PA decreased, and SB increased in earlier years than previously thought. MVPA remained relatively stable until 8 years, but revealed a drop-off at 11 years, identifying this period as a crucial time for intervention.


Subject(s)
Accelerometry/trends , Body Mass Index , Exercise/physiology , Pediatric Obesity/epidemiology , Sedentary Behavior , Age Factors , Child , Double-Blind Method , Female , Humans , Longitudinal Studies , Male , Pediatric Obesity/physiopathology , Pediatric Obesity/prevention & control
10.
Arthritis Care Res (Hoboken) ; 71(2): 271-280, 2019 02.
Article in English | MEDLINE | ID: mdl-30354015

ABSTRACT

OBJECTIVE: Juvenile idiopathic arthritis (JIA) may cause functional impairment and reduced time engaged in physical activity. The aim of this study was to investigate the habits of patients with JIA regarding participation in club sports, leisure-time physical activity, and school-educational physical activity and relate this to objectively measured physical activity using accelerometry and to compare the findings with those in healthy controls. METHODS: Consecutive patients from the Aarhus University Hospital outpatient clinic were included. Clinical characteristics, functional ability, and exploration of specific habits in club sports, leisure-time physical activity, and school-educational physical activity (based on a standardized questionnaire) in patients were recorded and compared with those in healthy controls. The intensity and frequency of physical activity were measured by accelerometer monitoring, using ActiGraph GT1M. RESULTS: Sixty-eight patients with JIA and 118 healthy control subjects were included. Despite having low disease activity, children with JIA had significantly lower accelerometry-monitored physical activity levels compared with healthy controls. The distribution of specific club sport activities was the same among patients and controls. However, the proportion of patients spending >3 hours/week participating in club sports was significantly lower than the proportion of controls, whereas no difference in time spent engaging in physical activity during leisure-time was observed. Participation in compulsory school-educational physical activity was equally high in patients and controls, although participation by patients was significantly less consistent than that by controls. Patient reports of time spent with club sport and leisure-time physical activity was significantly related to accelerometry measures, whereas this was not observed for school-educational physical activity. CONCLUSION: The results of this study indicate the need for structured guidance for all patients with JIA (including those with minimal disease activity) in both understanding and coping with the consequences of a low level of physical activity.


Subject(s)
Arthritis, Juvenile/diagnosis , Exercise/physiology , Habits , Leisure Activities , School Health Services , Sports/physiology , Accelerometry/trends , Adolescent , Arthritis, Juvenile/epidemiology , Arthritis, Juvenile/physiopathology , Child , Cohort Studies , Cross-Sectional Studies , Denmark/epidemiology , Female , Humans , Male , School Health Services/trends , Sports/trends , Surveys and Questionnaires
11.
Int J Cardiol ; 278: 267-272, 2019 Mar 01.
Article in English | MEDLINE | ID: mdl-30578094

ABSTRACT

AIMS: With increasing age, physical inactivity and sedentary behaviour levels increase, as does cardiovascular disease (CVD) incidence. We investigate how device-measured sedentary behaviour and physical activity (PA) are related to CVD onset in men aged 70+; whether the total volume of activity is more important than pattern. METHODS AND RESULTS: Prospective population-based cohort study of men recruited from 24 UK General Practices in 1978-80. In 2010-12, 3137 survivors were invited to complete questionnaires and wear an Actigraph GT3x accelerometer for 7 days. PA intensity was categorised as sedentary, light and moderate to vigorous (MVPA). Men were followed up for Myocardial Infarction, stroke and heart failure (ICD9 410-414, 430-438 and 428) morbidity and mortality from 2010 to 12 to June 2016. Hazard Ratios (HRs) for incident Cardiovascular Disease (CVD) were estimated. 1528/3137 (49%) men had sufficient accelerometer data. 254 men with pre-existing CVD were excluded. Participants' mean age was 78.4 (range 71-92) years. After median 4.9 years follow-up, 122 first CVD events occurred in 1181 men (22.7/1000 person-years) with complete data. For each additional 30 min in sedentary behaviour, light PA,10 min in MVPA, or 1000 steps/day, HRs for CVD were 1.09(95%CI 1.00, 1.19), 0.94(0.85, 1.04), 0.88(0.81, 0.96) and 0.86(0.78 to 0.95) respectively, adjusted for measurement-related factors, socio-demographics, health behaviours and disability. HRs for accumulating 150 min/week MVPA in bouts ≥1 min and bouts ≥10 min were 0.47(0.32 to 0.69), and 0.49(0.25, 0.98). CONCLUSIONS: In older men, high volume of steps or MVPA rather than MVPA bouts was associated with reduced CVD risk.


Subject(s)
Accelerometry/mortality , Cardiovascular Diseases/mortality , Cardiovascular Diseases/prevention & control , Exercise/physiology , Sedentary Behavior , Accelerometry/trends , Aged , Aged, 80 and over , Cohort Studies , Follow-Up Studies , General Practice/trends , Humans , Male , Mortality/trends , Prospective Studies , Surveys and Questionnaires , United Kingdom/epidemiology
12.
Int J Health Geogr ; 17(1): 40, 2018 12 03.
Article in English | MEDLINE | ID: mdl-30509275

ABSTRACT

BACKGROUND: Device-collected data from GPS and accelerometers for identifying active travel behaviors have dramatically changed research methods in transportation planning and public health. Automated algorithms have helped researchers to process large datasets with likely fewer errors than found in other collection methods (e.g., self-report travel diary). In this study, we compared travel modes identified by a commonly used automated algorithm (PALMS) that integrates GPS and accelerometer data with those obtained from travel diary estimates. METHODS: Sixty participants, who made 2100 trips during seven consecutive days of data collection, were selected from among the baseline sample of a project examining the travel behavior impact of a new light rail system in the greater Seattle, WA (USA) area. GPS point level analyses were first conducted to compare trip/place and travel mode detection results using contingency tables. Trip level analyses were then performed to investigate the effect of proportions of time overlap between travel logs and device-collected data on agreement rates. Global performance (with all subjects' data combined) and subject-level performance of the algorithm were compared at the trip level. RESULTS: At the GPS point level, the overall agreement rate of travel mode detection was 77.4% between PALMS and the travel diary. The agreement rate for vehicular trip detection (84.5%) was higher than for bicycling (53.5%) and walking (58.2%). At the trip level, the global performance and subject-level performance of the PALMS algorithm were 46.4% and 42.4%, respectively. Vehicular trip detection showed highest agreement rates in all analyses. Study participants' primary travel mode and car ownership were significantly related to the subject-level mode agreement rates. CONCLUSIONS: The PALMS algorithm showed moderate identification power at the GPS point level. However, trip level analyses found lower agreement rates between PALMS and travel diary data, especially for active transportation. Testing different PALMS parameter settings may serve to improve the detection of active travel and help expand PALMS's applicability in geographically different urbanized areas with a variety of travel modes.


Subject(s)
Accelerometry/trends , Algorithms , Geographic Information Systems/trends , Self Report , Transportation , Travel/trends , Accelerometry/methods , Bicycling/trends , Female , Humans , Male , Middle Aged , Motor Vehicles , Transportation/methods , Walking/trends , Washington/epidemiology
13.
Int J Health Geogr ; 17(1): 17, 2018 06 05.
Article in English | MEDLINE | ID: mdl-29871687

ABSTRACT

BACKGROUND: Identifying elements of one's environment-observable and unobservable-that contribute to chronic stress including the perception of comfort and discomfort associated with different settings, presents many methodological and analytical challenges. However, it also presents an opportunity to engage the public in collecting and analyzing their own geospatial and biometric data to increase community member understanding of their local environments and activate potential environmental improvements. In this first-generation project, we developed a methodology to integrate geospatial technology with biometric sensing within a previously developed, evidence-based "citizen science" protocol, called "Our Voice." Participants used a smartphone/tablet-based application, called the Discovery Tool (DT), to collect photos and audio narratives about elements of the built environment that contributed to or detracted from their well-being. A wrist-worn sensor (Empatica E4) was used to collect time-stamped data, including 3-axis accelerometry, skin temperature, blood volume pressure, heart rate, heartbeat inter-beat interval, and electrodermal activity (EDA). Open-source R packages were employed to automatically organize, clean, geocode, and visualize the biometric data. RESULTS: In total, 14 adults (8 women, 6 men) were successfully recruited to participate in the investigation. Participants recorded 174 images and 124 audio files with the DT. Among captured images with a participant-determined positive or negative rating (n = 131), over half were positive (58.8%, n = 77). Within-participant positive/negative rating ratios were similar, with most participants rating 53.0% of their images as positive (SD 21.4%). Significant spatial clusters of positive and negative photos were identified using the Getis-Ord Gi* local statistic, and significant associations between participant EDA and distance to DT photos, and street and land use characteristics were also observed with linear mixed models. Interactive data maps allowed participants to (1) reflect on data collected during the neighborhood walk, (2) see how EDA levels changed over the course of the walk in relation to objective neighborhood features (using basemap and DT app photos), and (3) compare their data to other participants along the same route. CONCLUSIONS: Participants identified a variety of social and environmental features that contributed to or detracted from their well-being. This initial investigation sets the stage for further research combining qualitative and quantitative data capture and interpretation to identify objective and perceived elements of the built environment influence our embodied experience in different settings. It provides a systematic process for simultaneously collecting multiple kinds of data, and lays a foundation for future statistical and spatial analyses in addition to more in-depth interpretation of how these responses vary within and between individuals.


Subject(s)
Biometry/methods , Built Environment/standards , Environment Design/standards , Health Status , Residence Characteristics , Stress, Psychological/epidemiology , Accelerometry/methods , Accelerometry/standards , Accelerometry/trends , Adult , Built Environment/trends , Environment Design/trends , Feasibility Studies , Female , Humans , Male , Pilot Projects , Social Environment , Stress, Psychological/psychology , Walking/psychology , Walking/standards
14.
Am J Epidemiol ; 187(10): 2145-2150, 2018 10 01.
Article in English | MEDLINE | ID: mdl-29893772

ABSTRACT

We describe 10-year changes in accelerometer-determined physical activity (PA) and sedentary time in a midlife cohort of the Coronary Artery Risk Development in Young Adults Study, within and by race and sex groups. Participants (n = 962) wore the accelerometer with valid wear (≥4 of 7 days, ≥10 hours per day) at baseline (2005-2006; ages 38-50 years) and 10-year follow-up (2015-2016; ages 48-60 years). Data were calibrated to account for accelerometer model differences. Participants (mean age = 45.0 (standard deviation, 3.5) years at baseline) had reduced accelerometer counts overall (mean = -65.5 (standard error (SE), 10.2) counts per minute/day), and within race and sex groups (all P < 0.001). Sedentary time increased overall (mean = 37.9 (SE, 3.7) minutes/day) and within race and sex groups, whereas light-intensity PA (mean = -30.6 (SE, 2.7) minutes/day) and moderate- to vigorous-intensity PA (mean = -7.5 (SE, 0.8) minutes/day) declined overall and within race and sex groups (all P < 0.001). Significant differences in 10-year change estimates were noted by race and sex groups for accelerometer counts, sedentary time, and moderate- to vigorous-intensity PA bouts; black men had the greatest reductions in PA compared with other groups. PA declines during midlife were characterized by reductions in light-intensity PA with increases in sedentary time, which may have important health consequences. Targeted efforts are needed to preserve PA, regardless of intensity level, across midlife.


Subject(s)
Accelerometry/trends , Coronary Artery Disease/epidemiology , Exercise , Sedentary Behavior , Time Factors , Adult , Black or African American/statistics & numerical data , Calibration , Coronary Artery Disease/etiology , Female , Follow-Up Studies , Humans , Male , Middle Aged , Racial Groups/statistics & numerical data , Risk Factors , Sedentary Behavior/ethnology , Sex Distribution , United States/epidemiology
15.
J Gen Intern Med ; 33(6): 914-920, 2018 06.
Article in English | MEDLINE | ID: mdl-29542006

ABSTRACT

BACKGROUND: Although short sleep, shift work, and physical inactivity are endemic to residency, a lack of objective, real-time information has limited our understanding of how these problems impact physician mental health. OBJECTIVE: To understand how the residency experience affects sleep, physical activity, and mood, and to understand the directional relationships among these variables. DESIGN: A prospective longitudinal study. SUBJECTS: Thirty-three first-year residents (interns) provided data from 2 months pre-internship through the first 6 months of internship. MAIN MEASURES: Objective real-time assessment of daily sleep and physical activity was assessed through accelerometry-based wearable devices. Mood scaled from 1 to 10 was recorded daily using SMS technology. Average compliance rates prior to internship for mood, sleep, and physical activity were 77.4, 80.2, and 93.7%, and were 78.8, 53.0, and 79.9% during internship. KEY RESULTS: After beginning residency, interns lost an average of 2 h and 48 min of sleep per week (t = - 3.04, p < .01). Mood and physical activity decreased by 7.5% (t = - 3.67, p < .01) and 11.5% (t = - 3.15, p < .01), respectively. A bidirectional relationship emerged between sleep and mood during internship wherein short sleep augured worse mood the next day (b = .12, p < .001), which, in turn, presaged shorter sleep the next night (b = .06, p = .03). Importantly, the effect of short sleep on mood was twice as large as mood's effect on sleep. Lastly, substantial shifts in sleep timing during internship (sleeping ≥ 3 h earlier or later than pre-internship patterns) led to shorter sleep (earlier: b = - .36, p < .01; later: b = - 1.75, p < .001) and poorer mood (earlier: b = - .41, p < .001; later: b = - .41, p < .001). CONCLUSIONS: Shift work, short sleep, and physical inactivity confer a challenging environment for physician mental health. Efforts to increase sleep opportunity through designing shift schedules to allow for adequate opportunity to resynchronize the circadian system and improving exercise compatibility of the work environment may improve mood in this depression-vulnerable population.


Subject(s)
Accelerometry/trends , Affect/physiology , Circadian Rhythm/physiology , Exercise/physiology , Internship and Residency/trends , Sleep/physiology , Accelerometry/methods , Adult , Exercise/psychology , Female , Humans , Internship and Residency/methods , Longitudinal Studies , Male , Personnel Staffing and Scheduling/trends , Prospective Studies , Shift Work Schedule/psychology , Sleep Deprivation/diagnosis , Sleep Deprivation/physiopathology , Work Schedule Tolerance/physiology , Work Schedule Tolerance/psychology
16.
Int J Cardiol ; 255: 221-228, 2018 Mar 15.
Article in English | MEDLINE | ID: mdl-29425564

ABSTRACT

BACKGROUND: Standard cardiac rehabilitation (CR) is insufficient to help patients achieve an active lifestyle. The effects of two advanced and extended behavioral CR interventions on physical activity (PA) and sedentary behavior (SB) were assessed. METHODS: In total, 731 patients with ACS were randomized to 1) 3months of standard CR (CR-only); 2) 3months of standard CR with three pedometer-based, face-to-face PA group counseling sessions followed by 9months of aftercare with three general lifestyle, face-to-face group counseling sessions (CR+F); or 3) 3months of standard CR, followed by 9months of aftercare with five to six general lifestyle, telephonic counseling sessions (CR+T). An accelerometer recorded PA and SB at randomization, 3months, 12months, and 18months. RESULTS: The CR+F group did not improve their moderate-to-vigorous intensity PA (MVPA) or SB time compared to CR-only (between-group difference=0.24% MVPA, P=0.349; and 0.39% SB, P=0.529). However, step count (between-group difference=513 steps/day, P=0.021) and time in prolonged MVPA (OR=2.14, P=0.054) improved at 3months as compared to CR-only. The improvement in prolonged MVPA was maintained at 18months (OR=1.91, P=0.033). The CR+T group did not improve PA or SB compared to CR-only. CONCLUSIONS: Adding three pedometer-based, face-to-face group PA counseling sessions to standard CR increased daily step count and time in prolonged MVPA. The latter persisted at 18months. A telephonic after-care program did not improve PA or SB. Although after-care should be optimized to improve long-term adherence, face-to-face group counseling with objective PA feedback should be added to standard CR.


Subject(s)
Accelerometry/methods , Cardiac Rehabilitation/methods , Cardiac Rehabilitation/psychology , Counseling/methods , Exercise/physiology , Exercise/psychology , Accelerometry/trends , Aged , Cardiac Rehabilitation/trends , Counseling/trends , Female , Follow-Up Studies , Humans , Male , Middle Aged , Sedentary Behavior , Treatment Outcome
17.
BMC Nephrol ; 18(1): 198, 2017 Jun 17.
Article in English | MEDLINE | ID: mdl-28623895

ABSTRACT

BACKGROUND: Only a few research is available on the effects of home-based exercise training on pre-dialysis chronic kidney disease (CKD) patients. Therefore, we aimed to elucidate the effect of home-based exercise therapy on kidney function and arm and leg muscle strength in pre-dialysis CKD patients. METHODS: Thirty-six male stage 3-4 pre-dialysis CKD patients (age, 68.7 ± 6.8 years; estimated glomerular filtration rate (eGFR), 39.0 ± 11.6 ml/min/1.73 m2) who were being treated as outpatients were included. The subjects were randomly assigned to an exercise intervention group (Ex group: 18) and a control group (C group: 18). The Ex group wore accelerometer pedometers and were instructed to perform home-based aerobic and resistance exercises, such as brisk walking for 30 min per day, for 12 months. The C group subjects wore accelerometer pedometers but received no exercise therapy guidance; the number of steps covered during normal daily activities was recorded for the C group. The outcome measures were changes in kidney function and handgrip and knee extension muscle strength. Values at the baseline (T1) and 12 months later (T2) were compared. RESULTS: There were no significant differences in baseline characteristics between the two groups; however, the C group was more physically active than the Ex group. Eight subjects dropped out, and 28 subjects (14 in each group) were included in the final analysis. Physical activity increased significantly only in the Ex group. Grip strength (F = 7.0, p = 0.01) and knee extension muscle strength (F = 14.3, p < 0.01) were found to improve only in the Ex group. Further, the changes in eGFR were not significantly different between the two groups (F = 0.01, p = 0.93). CONCLUSIONS: Home-based exercise therapy for pre-dialysis CKD patients was feasible and improved arm and leg muscle strength without affecting kidney function. TRIAL REGISTRATION: UMIN Clinical Trials Registry ( UMIN000005091 ). Registered 2/15/2011.


Subject(s)
Exercise Therapy/methods , Home Care Services , Renal Dialysis , Renal Insufficiency, Chronic/therapy , Resistance Training/methods , Accelerometry/methods , Accelerometry/trends , Aged , Exercise Therapy/trends , Feasibility Studies , Home Care Services/trends , Humans , Male , Middle Aged , Muscle Strength/physiology , Renal Insufficiency, Chronic/diagnosis , Renal Insufficiency, Chronic/physiopathology , Resistance Training/trends , Treatment Outcome
18.
Psychiatry Res ; 254: 67-74, 2017 08.
Article in English | MEDLINE | ID: mdl-28456024

ABSTRACT

Sedentary behaviour and lack of physical activity threatens health. Research concerning these behaviours of inpatients with severe mental illness is limited but urgently needed to reveal prevalence and magnitude. In total, 184 inpatients (men n =108, women n =76, mean age 57,4, 20% first generation antipsychotics, 40% second generation antipsychotics, 43% antidepressants, mean years hospitalisation 13 years), with severe mental illness of a Dutch psychiatric hospital wore an accelerometer for five days to objectively measure total activity counts per hour and percentages in sedentary behaviour, light intensity physical activity and moderate to vigorous physical activity. Accelerometer data were compared with data of 54 healthy ward employees. Patients showed significantly less activity counts per hour compared to employees (p=0.02), although the differences were small (d=0.32). Patients were sedentary during 84% of the wear time (50min/h), spend 10% in light intensity physical activity and 6% in moderate to vigorous physical activity. Age was the only significant predictor, predicting less total activity counts/h in higher ages. Decreasing sedentary behaviour and improving physical activity in this population should be a high priority in clinical practice.


Subject(s)
Accelerometry/methods , Exercise/psychology , Inpatients/psychology , Mental Disorders/psychology , Sedentary Behavior , Severity of Illness Index , Accelerometry/trends , Adult , Aged , Aged, 80 and over , Cross-Sectional Studies , Exercise/physiology , Female , Humans , Male , Mental Disorders/diagnosis , Mental Disorders/epidemiology , Middle Aged , Motor Activity/physiology , Netherlands/epidemiology , Occupational Health
19.
BMC Musculoskelet Disord ; 18(1): 131, 2017 03 29.
Article in English | MEDLINE | ID: mdl-28356089

ABSTRACT

BACKGROUND: Rheumatoid Arthritis (RA) is associated with an increased risk of cardiovascular disease (CVD). The physical dysfunction symptomatic of RA means people living with this disease spend large periods of the day sedentary, which may further elevate their risk of CVD. The primary aim of this study was to investigate relationships between objectively assessed sedentary behaviour patterns and light physical activity (LPA) with 10-year risk of CVD. Secondary aims were to explore the role of sedentary behaviour patterns and LPA for individual CVD risk factors and functional disability in RA. The extent to which associations were independent of moderate-to-vigorous physical activity (MVPA) engagement was also examined. METHODS: Baseline data from a subsample of participants recruited to the Physical Activity in Rheumatoid Arthritis (PARA) study were used to answer current research questions. Sixty-one patients with RA (mean age (± SD) = 54.92 ± 12.39 years) provided a fasted blood sample and underwent physical assessments to evaluate factors associated with their cardiovascular health. Sedentary behaviour patterns (sedentary time, sedentary bouts, sedentary breaks), LPA and MVPA were measured via 7-days of accelerometry. Ten-year CVD risk was computed (Q-risk-score2), and functional disability determined via questionnaire. RESULTS: Regressions revealed significant positive associations between sedentary time and the number of sedentary bouts per day ≥20 min with 10-year CVD risk, with the reverse true for LPA participation. Associations were independent of MVPA engagement. CONCLUSIONS: Promoting LPA participation and restricting sedentary bouts to <20 min may attenuate long-term CVD risk in RA, independent of MVPA engagement. TRIAL REGISTRATION: ISRCTN04121489 (retrospectively registered 19/10/2012).


Subject(s)
Arthritis, Rheumatoid/epidemiology , Arthritis, Rheumatoid/physiopathology , Cardiovascular Diseases/epidemiology , Cardiovascular Diseases/physiopathology , Exercise/physiology , Sedentary Behavior , Accelerometry/trends , Aged , Arthritis, Rheumatoid/diagnosis , Cardiovascular Diseases/diagnosis , Cross-Sectional Studies , Female , Humans , Male , Middle Aged , Risk Factors , Time Factors
20.
Parkinsonism Relat Disord ; 22 Suppl 1: S127-33, 2016 Jan.
Article in English | MEDLINE | ID: mdl-26453387

ABSTRACT

The manifestations of nocturnal movements in Parkinson's disease (PD) are protean, with major disabilities related to nocturnal hypokinesia. While it can be assessed by clinical interviews and screening instruments, these are often inaccurate and prone to recall bias. In light of advances in sensor technology, we explored the use of sensors in the study of nocturnal hypokinesia, by performing a systematic review of the professional literature on this topic. Evidence suggests that nocturnal hypokinesia exists even in patients in the early stages, and PD patients turned significantly less and with much slower speed and acceleration than controls, partly related to low nocturnal dopamine level. We conducted another systematic review to evaluate the evidence of the efficacy of dopaminergic agents in the treatment of nocturnal hypokinesia. Several lines of evidence support the use of long-acting drugs or by continuous administration of short-acting agents to control symptoms. Sensor parameters could be considered as one of the important objective outcomes in future clinical trials investigating potential drugs to treat nocturnal hypokinesia. Physicians should be aware of this technology as it can aid the clinical assessment of nocturnal hypokinesia and enhance the quality of patient care. In addition, the use of sensors currently is being considered for various aspects of research on early diagnosis, treatment, and rehabilitation of PD patients.


Subject(s)
Accelerometry/methods , Evidence-Based Medicine/methods , Hypokinesia/diagnosis , Parkinson Disease/diagnosis , Sleep Wake Disorders/diagnosis , Accelerometry/instrumentation , Accelerometry/trends , Animals , Clinical Trials as Topic/methods , Dopamine Agents/pharmacology , Dopamine Agents/therapeutic use , Evidence-Based Medicine/trends , Humans , Hypokinesia/epidemiology , Hypokinesia/therapy , Movement/drug effects , Movement/physiology , Parkinson Disease/epidemiology , Parkinson Disease/therapy , Sleep Wake Disorders/epidemiology , Sleep Wake Disorders/therapy , Treatment Outcome
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