神经肿瘤学中的数字表型评估(DANO):一项关于脑恶性肿瘤患者治疗期间社交能力变化的初步研究。
A Digital Phenotypic Assessment in Neuro-Oncology (DANO): A Pilot Study on Sociability Changes in Patients Undergoing Treatment for Brain Malignancies.
作者信息
Siddi Francesca, Emedom-Nnamdi Patrick, Catalino Michael P, Rana Aakanksha, Boaro Alessandro, Dawood Hassan Y, Sala Francesco, Onnela Jukka-Pekka, Smith Timothy R
机构信息
Computational Neuroscience Outcomes Center, Department of Neurosurgery, Brigham and Women's Hospital, and Harvard Medical School, Boston, MA 02115, USA.
Section of Neurosurgery, Department of Neurosciences, Biomedicine and Movement Sciences, University of Verona, 37129 Verona, Italy.
出版信息
Cancers (Basel). 2025 Jan 4;17(1):139. doi: 10.3390/cancers17010139.
BACKGROUND
The digital phenotyping tool has great potential for the deep characterization of neurological and quality-of-life assessments in brain tumor patients. Phone communication activities (details on call and text use) can provide insight into the patients' sociability.
METHODS
We prospectively collected digital-phenotyping data from six brain tumor patients. The data were collected using the Beiwe application installed on their personal smartphones. We constructed several daily sociability features from phone communication logs, including the number of incoming and outgoing text messages and calls, the length of messages and duration of calls, message reciprocity, the number of communication partners, and number of missed calls. We compared variability in these sociability features against those obtained from a control group, matched for age and sex, selected among patients with a herniated disc.
RESULTS
In brain tumor patients, phone-based communication appears to deteriorate with time, as evident in the trend for total outgoing minutes, total outgoing calls, and call out-degree.
CONCLUSIONS
These measures indicate a possible decrease in sociability over time in brain tumor patients that may correlate with survival. This exploratory analysis suggests that a quantifiable digital sociability phenotype exists and is comparable for patients with different survival outcomes. Overall, assessing neurocognitive function using digital phenotyping appears promising.
背景
数字表型分析工具在深入刻画脑肿瘤患者的神经功能和生活质量评估方面具有巨大潜力。电话通信活动(通话和短信使用细节)能够提供有关患者社交能力的见解。
方法
我们前瞻性地收集了6名脑肿瘤患者的数字表型分析数据。这些数据通过安装在他们个人智能手机上的“倍未”应用程序收集。我们根据电话通信记录构建了几个日常社交能力特征,包括收发短信和通话的数量、短信长度和通话时长、短信互动性、通信伙伴数量以及未接来电数量。我们将这些社交能力特征的变异性与从年龄和性别匹配的对照组(从椎间盘突出症患者中选取)获得的变异性进行比较。
结果
在脑肿瘤患者中,基于电话的通信似乎随时间推移而恶化,这在总呼出分钟数、总呼出通话次数和呼出通话程度的趋势中很明显。
结论
这些指标表明脑肿瘤患者的社交能力可能随时间下降,这可能与生存率相关。这项探索性分析表明存在一种可量化的数字社交能力表型,并且对于具有不同生存结果的患者具有可比性。总体而言,使用数字表型分析评估神经认知功能似乎很有前景。