Mental Condition Monitoring Based on Multimodality Biometry.

We have developed a system with multimodality that monitors objective biomarkers for screening the mental distress in the office. A field study using a prototype of the system was performed over four months with 39 volunteers. We obtained PC operation patterns using a PC logger, sleeping time and activity levels using a wrist-band-type activity tracker, and brain activity and behavior data during a working memory task using optical topography. We also administered two standard questionnaires: the Brief Job Stress Questionnaire (BJS) and the Kessler 6 scale (K6). Supervised machine learning and cross validation were performed. The objective variables were mental scores obtained from the questionnaires and the explanatory variables were the biomarkers obtained from the modalities. Multiple linear regression models for mental scores were comprehensively searched and the optimum models were selected from 2,619,785 candidates. Each mental score estimated with each optimum model was well correlated with each mental score obtained with the questionnaire (correlation coefficient = 0.6-0.8) within a 24% of estimation error. Mental scores obtained by means of questionnaires have been in general use in mental health care for a while, so our multimodality system is potentially useful for mental healthcare due to the quantitative agreement on the mental scores estimated with biomarkers and the mental scores obtained with questionnaires.

Organization of liver organoids using Raschig ring-like micro-scaffolds and triple co-culture: Toward modular assembly-based scalable liver tissue engineering.

In order to address the remaining issues of fragile structure and insufficient mass transfer faced in modular assembly-based liver tissue engineering, a Raschig ring-like hollowed micro-scaffold was proposed and fabricated using poly-ε-caprolactone with 60% porosity and 11.4 mm2 effective surface area for cell immobilization. The method of cell inoculation, the types of cells for co-culture and the scalability of the proposed hollowed micro-scaffold in perfusion were all investigated to obtain an optimized organoid made of tissue modules. Extracellular matrix was found necessary to establish a hierarchical co-culture, and the triple co-culture of Human Hepatoma Hep G2 cells, liver sinusoid cell line TMNK-1 cells and fibroblasts (Swiss 3T3 cells) was recognized to be the most efficient to obtain higher cell attachment, proliferation and hepatic function. The equipped intersecting hollow channels provided in the micro-scaffold functioned as flow paths to promote mass transfer to the immobilized cells after the modules have been randomly packed into a bioreactor for perfusion culture, and resulted in enhanced albumin production and high cellular viability. Cell density comparable to those found in vivo were obtained in the perfused construct, which also maintained its rigid structure. Those results suggest that modular tissues made with hollowed micro-scaffold-based organoids hold great potential for scaling up tissue engineered constructs towards implantation.