School of Engineering for Matter, Transport and Energy, Arizona State University, Tempe, AZ 85281, USA.
Center for Bioelectronics and Biosensors, Biodesign Institute, Arizona State University, Tempe, AZ 85281, USA.
Sensors (Basel). 2022 Feb 10;22(4):1355. doi: 10.3390/s22041355.
Energy Expenditure (EE) (kcal/day), a key element to guide obesity treatment, is measured from CO production, VCO (mL/min), and/or O consumption, VO (mL/min). Current technologies are limited due to the requirement of wearable facial accessories. A novel system, the Smart Pad, which measures EE via VCO from a room's ambient CO concentration transients was evaluated. Resting EE (REE) and exercise VCO measurements were recorded using Smart Pad and a reference instrument to study measurement duration's influence on accuracy. The Smart Pad displayed 90% accuracy (±1 SD) for 14-19 min of REE measurement and for 4.8-7.0 min of exercise, using known room's air exchange rate. Additionally, the Smart Pad was validated measuring subjects with a wide range of body mass indexes (BMI = 18.8 to 31.4 kg/m), successfully validating the system accuracy across REE's measures of ~1200 to ~3000 kcal/day. Furthermore, high correlation between subjects' VCO and λ for CO accumulation was observed ( < 0.00001, R = 0.785) in a 14.0 m sized room. This finding led to development of a new model for REE measurement from ambient CO without λ calibration using a reference instrument. The model correlated in nearly 100% agreement with reference instrument measures ( = 1.06, R = 0.937) using an independent dataset (N = 56).
能量消耗(EE)(千卡/天)是指导肥胖治疗的关键因素,通过 CO 产生、VCO(毫升/分钟)和/或 O 消耗、VO(毫升/分钟)进行测量。由于需要佩戴面部配件,当前的技术受到限制。一种新型系统,Smart Pad,通过房间环境 CO 浓度瞬变测量 VCO 来测量 EE。使用 Smart Pad 和参考仪器记录静息 EE(REE)和运动 VCO 测量值,以研究测量持续时间对准确性的影响。Smart Pad 在使用已知的房间空气交换率时,显示 14-19 分钟 REE 测量和 4.8-7.0 分钟运动的 90%准确性(±1 SD)。此外,Smart Pad 成功验证了具有广泛 BMI(18.8 至 31.4 kg/m)的受试者,成功验证了系统在 1200 至 3000 千卡/天左右的 REE 测量中的准确性。此外,在 14.0 米大小的房间中观察到受试者 VCO 和 CO 积累的 λ之间的高度相关性(<0.00001,R = 0.785)。这一发现导致开发了一种新的模型,无需使用参考仪器进行 λ校准,即可从环境 CO 中测量 REE。该模型使用独立数据集(N = 56)与参考仪器测量值高度一致(= 1.06,R = 0.937)。