Wanniarachchi Hashini, Lang Yan, Wang Xinlong, Pruitt Tyrell, Nerur Sridhar, Chen Kay-Yut, Liu Hanli
Department of Bioengineering, University of Texas at Arlington, Arlington, TX, United States.
Department of Information Systems and Operations Management, University of Texas at Arlington, Arlington, TX, United States.
Front Hum Neurosci. 2021 Jan 15;14:598502. doi: 10.3389/fnhum.2020.598502. eCollection 2020.
While many publications have reported brain hemodynamic responses to decision-making under various conditions of risk, no inventory management scenarios, such as the newsvendor problem (NP), have been investigated in conjunction with neuroimaging. In this study, we hypothesized (I) that NP stimulates the dorsolateral prefrontal cortex (DLPFC) and the orbitofrontal cortex (OFC) joined with frontal polar area (FPA) significantly in the human brain, and (II) that local brain network properties are increased when a person transits from rest to the NP decision-making phase. A 77-channel functional near infrared spectroscopy (fNIRS) system with wide field-of-view (FOV) was employed to measure frontal cerebral hemodynamics in response to NP in 27 healthy human subjects. NP-induced changes in oxy-hemoglobin concentration, Δ[HbO], were investigated using a general linear model (GLM) and graph theory analysis (GTA). Significant activation induced by NP was shown in both DLPFC and OFC+FPA across all subjects. Specifically, higher risk NP with low-profit margins (LM) activated left-DLPFC but deactivated right-DLPFC in 14 subjects, while lower risk NP with high-profit margins (HM) stimulated both DLPFC and OFC+FPA in 13 subjects. The local efficiency, clustering coefficient, and path length of the network metrics were significantly enhanced under NP decision making. In summary, multi-channel fNIRS enabled us to identify DLPFC and OFC+FPA as key cortical regions of brain activations when subjects were making inventory-management risk decisions. We demonstrated that challenging NP resulted in the deactivation within right-DLPFC due to higher levels of stress. Also, local brain network properties were increased when a person transitioned from the rest phase to the NP decision-making phase.
虽然许多出版物都报道了在各种风险条件下大脑对决策的血流动力学反应,但尚未结合神经影像学研究库存管理场景,如报童问题(NP)。在本研究中,我们假设:(I)NP在人类大脑中显著刺激背外侧前额叶皮层(DLPFC)、眶额叶皮层(OFC)以及额极区(FPA);(II)当一个人从休息状态过渡到NP决策阶段时,局部脑网络特性会增强。我们使用具有宽视野(FOV)的77通道功能近红外光谱(fNIRS)系统来测量27名健康人类受试者在面对NP时的额叶脑血流动力学。使用一般线性模型(GLM)和图论分析(GTA)研究NP引起的氧合血红蛋白浓度变化Δ[HbO]。在所有受试者中,NP均在DLPFC以及OFC + FPA中诱导出显著激活。具体而言,14名受试者中,利润率低的高风险NP激活了左DLPFC,但使右DLPFC失活;而13名受试者中,利润率高的低风险NP刺激了DLPFC以及OFC + FPA。在NP决策过程中,网络指标的局部效率、聚类系数和路径长度均显著增强。总之,多通道fNIRS使我们能够识别出当受试者进行库存管理风险决策时,DLPFC和OFC + FPA是大脑激活的关键皮层区域。我们证明,具有挑战性的NP由于更高水平的压力导致右DLPFC内的失活。此外,当一个人从休息阶段过渡到NP决策阶段时,局部脑网络特性会增强。